evalstate HF Staff commited on
Commit
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1 Parent(s): ad1e2ba

Refresh transformers dataset snapshot 20260513T060025Z

Browse files
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new-contributors-report.md CHANGED
@@ -1,20 +1,20 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260513T000101Z`
4
- - Generated: `2026-05-13T00:01:52Z`
5
  - Activity window: `60d`
6
- - Contributors: `349`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
- | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 91 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
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` | 73 | 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` | 53 | 3 | 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` | 47 | 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 |
@@ -24,8 +24,8 @@
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 28 | 0 | strong | low | low | targets high-star repos |
25
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 25 | 0 | strong | low | low | targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
 
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
- | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 19 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
29
  | `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 |
30
  | `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 |
31
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
@@ -39,7 +39,6 @@
39
  | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
40
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
41
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
42
- | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 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 |
43
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
44
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
45
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
@@ -129,6 +128,7 @@
129
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
130
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
131
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
132
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
133
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
134
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
@@ -251,7 +251,7 @@
251
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
252
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
253
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
254
- | `guarin` | [profile](https://github.com/guarin) | yes | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 1 | 0 | strong | low | low | — |
255
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
256
  | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
257
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
@@ -262,7 +262,7 @@
262
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
263
  | `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 |
264
  | `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 |
265
- | `igordertigor` | [profile](https://github.com/igordertigor) | yes | FIRST_TIME_CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
266
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
267
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
268
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -318,12 +318,12 @@
318
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
319
  | `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 |
320
  | `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 |
321
- | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | yes | FIRST_TIME_CONTRIBUTOR | 295d | `2026-05-12T21:21:10Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
322
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
323
  | `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 |
324
  | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
325
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
326
- | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
327
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
328
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
329
  | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -352,6 +352,7 @@
352
  | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
353
  | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
354
  | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
 
355
  | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
356
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
357
  | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
@@ -367,12 +368,12 @@
367
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
368
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
369
  - repo first seen: `2025-03-19T10:58:02Z`
370
- - repo last seen: `2026-05-12T09:10:00Z`
371
  - first seen in snapshot: **no**
372
  - repo association: **MEMBER**
373
- - repo primary artifacts: **91**
374
- - snapshot authored PRs/issues: **91 PRs / 0 issues**
375
- - snapshot discussion activity: **234 comments / 311 reviews / 484 review comments**
376
  - account age: **2036 days**
377
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
378
  - public orgs: `huggingface`
@@ -380,9 +381,9 @@
380
  - heuristic read: **high recent PR volume; targets high-star repos**
381
 
382
  Example artifacts:
383
- - [PR #45912: Fix fsdp2 for gemma models with shared kv states](https://github.com/huggingface/transformers/pull/45912) — open
 
384
  - [PR #45909: Automatically inherit properties from children in composite models](https://github.com/huggingface/transformers/pull/45909) — closed, merged
385
- - [PR #45906: Remove `_checkpoint_conversion_mapping` from model attributes](https://github.com/huggingface/transformers/pull/45906) — closed, merged
386
 
387
  ### `tarekziade`
388
 
@@ -462,12 +463,12 @@ Example artifacts:
462
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
463
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
464
  - repo first seen: `2025-06-20T09:58:55Z`
465
- - repo last seen: `2026-05-11T09:16:12Z`
466
  - first seen in snapshot: **no**
467
  - repo association: **CONTRIBUTOR**
468
- - repo primary artifacts: **77**
469
- - snapshot authored PRs/issues: **73 PRs / 4 issues**
470
- - snapshot discussion activity: **61 comments / 61 reviews / 60 review comments**
471
  - account age: **3934 days**
472
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
473
  - public orgs: none visible
@@ -475,9 +476,9 @@ Example artifacts:
475
  - heuristic read: **high recent PR volume; targets high-star repos**
476
 
477
  Example artifacts:
 
478
  - [PR #45890: exaone4_5: add XPU expectations](https://github.com/huggingface/transformers/pull/45890) — open
479
  - [PR #45858: hy_v3: add XPU expectations](https://github.com/huggingface/transformers/pull/45858) — open
480
- - [PR #45845: fix(rf_detr): fix failing tests](https://github.com/huggingface/transformers/pull/45845) — closed, merged
481
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
482
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
483
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -488,12 +489,12 @@ Example artifacts:
488
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
489
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
490
  - repo first seen: `2023-02-24T14:13:29Z`
491
- - repo last seen: `2026-05-12T14:23:39Z`
492
  - first seen in snapshot: **no**
493
  - repo association: **MEMBER**
494
- - repo primary artifacts: **56**
495
- - snapshot authored PRs/issues: **53 PRs / 3 issues**
496
- - snapshot discussion activity: **166 comments / 565 reviews / 1146 review comments**
497
  - account age: **2590 days**
498
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
499
  - public orgs: none visible
@@ -501,9 +502,9 @@ Example artifacts:
501
  - heuristic read: **high recent PR volume; targets high-star repos**
502
 
503
  Example artifacts:
 
504
  - [PR #45892: Fix deepseek v4](https://github.com/huggingface/transformers/pull/45892) — closed, merged
505
  - [PR #45881: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45881) — closed, merged
506
- - [PR #45879: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45879) — closed
507
  - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
508
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
509
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -636,12 +637,12 @@ Example artifacts:
636
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
637
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
638
  - repo first seen: `2024-10-21T07:08:47Z`
639
- - repo last seen: `2026-05-12T07:30:16Z`
640
  - first seen in snapshot: **no**
641
  - repo association: **MEMBER**
642
  - repo primary artifacts: **29**
643
  - snapshot authored PRs/issues: **29 PRs / 0 issues**
644
- - snapshot discussion activity: **43 comments / 49 reviews / 31 review comments**
645
  - account age: **3139 days**
646
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
647
  - public orgs: none visible
@@ -705,12 +706,12 @@ Example artifacts:
705
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
706
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
707
  - repo first seen: `2024-03-21T04:37:45Z`
708
- - repo last seen: `2026-05-12T04:26:48Z`
709
  - first seen in snapshot: **no**
710
  - repo association: **CONTRIBUTOR**
711
  - repo primary artifacts: **26**
712
  - snapshot authored PRs/issues: **22 PRs / 4 issues**
713
- - snapshot discussion activity: **44 comments / 32 reviews / 32 review comments**
714
  - account age: **1396 days**
715
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
716
  - public orgs: none visible
@@ -725,6 +726,32 @@ Example artifacts:
725
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
726
  - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
727
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
728
  ### `eustlb`
729
 
730
  - profile: [github.com/eustlb](https://github.com/eustlb)
@@ -748,32 +775,6 @@ Example artifacts:
748
  - [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
749
  - [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open, draft
750
 
751
- ### `qgallouedec`
752
-
753
- - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
754
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
755
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
756
- - repo first seen: `2024-12-13T13:39:10Z`
757
- - repo last seen: `2026-05-12T03:51:56Z`
758
- - first seen in snapshot: **no**
759
- - repo association: **MEMBER**
760
- - repo primary artifacts: **32**
761
- - snapshot authored PRs/issues: **19 PRs / 13 issues**
762
- - snapshot discussion activity: **38 comments / 48 reviews / 48 review comments**
763
- - account age: **2692 days**
764
- - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
765
- - public orgs: `huggingface`
766
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
767
- - heuristic read: **extremely high recent PR volume; targets high-star repos**
768
-
769
- Example artifacts:
770
- - [PR #45898: [fix] Add `fatal_error` to `ContinuousBatchingManager` so the serving layer can detect a dead CB worker](https://github.com/huggingface/transformers/pull/45898) — open
771
- - [PR #45857: Fix `tie_word_embeddings` not lifted from `text_config` for some VLM configs (BC regression)](https://github.com/huggingface/transformers/pull/45857) — open
772
- - [PR #45848: Add Maximal Update Parametrization (μP)](https://github.com/huggingface/transformers/pull/45848) — open
773
- - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
774
- - [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
775
- - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
776
-
777
  ### `tomaarsen`
778
 
779
  - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -1084,29 +1085,6 @@ Example artifacts:
1084
  - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
1085
  - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
1086
 
1087
- ### `gambletan`
1088
-
1089
- - profile: [github.com/gambletan](https://github.com/gambletan)
1090
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agambletan)
1091
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agambletan)
1092
- - repo first seen: `2026-03-13T05:22:03Z`
1093
- - repo last seen: `2026-03-16T14:01:08Z`
1094
- - first seen in snapshot: **no**
1095
- - repo association: **NONE**
1096
- - repo primary artifacts: **8**
1097
- - snapshot authored PRs/issues: **8 PRs / 0 issues**
1098
- - snapshot discussion activity: **0 comments / 5 reviews / 0 review comments**
1099
- - account age: **40 days**
1100
- - recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
1101
- - public orgs: none visible
1102
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
1103
- - heuristic read: **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**
1104
-
1105
- Example artifacts:
1106
- - [PR #44753: fix: add device= to torch.arange in XLNet relative_positional_encoding](https://github.com/huggingface/transformers/pull/44753) — closed
1107
- - [PR #44692: fix: handle ragged input_ids in Qwen2_5_VLProcessor.apply_chat_template](https://github.com/huggingface/transformers/pull/44692) — closed
1108
- - [PR #44691: Fix Qwen3.5 num_labels not propagated to text_config](https://github.com/huggingface/transformers/pull/44691) — closed
1109
-
1110
  ### `jashshah999`
1111
 
1112
  - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1345,12 +1323,12 @@ Example artifacts:
1345
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
1346
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
1347
  - repo first seen: `2026-04-23T00:37:54Z`
1348
- - repo last seen: `2026-05-12T00:02:52Z`
1349
  - first seen in snapshot: **no**
1350
  - repo association: **CONTRIBUTOR**
1351
  - repo primary artifacts: **10**
1352
  - snapshot authored PRs/issues: **5 PRs / 5 issues**
1353
- - snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
1354
  - account age: **4221 days**
1355
  - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
1356
  - public orgs: none visible
@@ -1626,12 +1604,12 @@ Example artifacts:
1626
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
1627
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
1628
  - repo first seen: `2026-04-13T08:59:27Z`
1629
- - repo last seen: `2026-05-12T13:17:26Z`
1630
  - first seen in snapshot: **no**
1631
  - repo association: **CONTRIBUTOR**
1632
  - repo primary artifacts: **4**
1633
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
1634
- - snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
1635
  - account age: **1453 days**
1636
  - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
1637
  - public orgs: none visible
@@ -1817,12 +1795,12 @@ Example artifacts:
1817
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
1818
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
1819
  - repo first seen: `2026-01-08T16:47:50Z`
1820
- - repo last seen: `2026-04-25T05:13:10Z`
1821
  - first seen in snapshot: **no**
1822
  - repo association: **CONTRIBUTOR**
1823
  - repo primary artifacts: **5**
1824
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1825
- - snapshot discussion activity: **9 comments / 8 reviews / 8 review comments**
1826
  - account age: **3339 days**
1827
  - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
1828
  - public orgs: none visible
@@ -1831,7 +1809,7 @@ Example artifacts:
1831
 
1832
  Example artifacts:
1833
  - [PR #45586: Add Audio-Visual Flamingo model](https://github.com/huggingface/transformers/pull/45586) — open
1834
- - [PR #44830: Add AudioFlamingoNext model](https://github.com/huggingface/transformers/pull/44830) — open
1835
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
1836
 
1837
  ### `jw9603`
@@ -3132,6 +3110,29 @@ Example artifacts:
3132
  - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
3133
  - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
3134
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3135
  ### `CodersAcademy006`
3136
 
3137
  - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
@@ -5630,7 +5631,7 @@ Example artifacts:
5630
  - heuristic read: **high open PR share; targets high-star repos**
5631
 
5632
  Example artifacts:
5633
- - [PR #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — open
5634
 
5635
  ### `gagandhakrey`
5636
 
@@ -5786,7 +5787,7 @@ Example artifacts:
5786
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
5787
  - repo first seen: `2026-05-12T18:20:58Z`
5788
  - repo last seen: `2026-05-12T18:20:58Z`
5789
- - first seen in snapshot: **yes**
5790
  - repo association: **MEMBER**
5791
  - repo primary artifacts: **1**
5792
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6017,7 +6018,7 @@ Example artifacts:
6017
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aigordertigor)
6018
  - repo first seen: `2026-05-12T19:17:05Z`
6019
  - repo last seen: `2026-05-12T19:17:05Z`
6020
- - first seen in snapshot: **yes**
6021
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6022
  - repo primary artifacts: **1**
6023
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7193,7 +7194,7 @@ Example artifacts:
7193
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Armotgi1227)
7194
  - repo first seen: `2026-05-12T21:21:10Z`
7195
  - repo last seen: `2026-05-12T21:21:10Z`
7196
- - first seen in snapshot: **yes**
7197
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7198
  - repo primary artifacts: **1**
7199
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7299,7 +7300,7 @@ Example artifacts:
7299
  - repo first seen: `2026-04-13T03:57:04Z`
7300
  - repo last seen: `2026-05-11T17:52:50Z`
7301
  - first seen in snapshot: **no**
7302
- - repo association: **FIRST_TIME_CONTRIBUTOR**
7303
  - repo primary artifacts: **1**
7304
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7305
  - snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
@@ -7310,7 +7311,7 @@ Example artifacts:
7310
  - heuristic read: **high open PR share; targets high-star repos**
7311
 
7312
  Example artifacts:
7313
- - [PR #45389: Require input_ids for repetition penalty](https://github.com/huggingface/transformers/pull/45389) — open
7314
 
7315
  ### `ruixiang63`
7316
 
@@ -7900,6 +7901,27 @@ Example artifacts:
7900
  Example artifacts:
7901
  - [PR #45423: Fix void segmentation map label reduction](https://github.com/huggingface/transformers/pull/45423) — closed
7902
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7903
  ### `yileld`
7904
 
7905
  - profile: [github.com/yileld](https://github.com/yileld)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260513T060025Z`
4
+ - Generated: `2026-05-13T06:01:38Z`
5
  - Activity window: `60d`
6
+ - Contributors: `350`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 92 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
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` | 74 | 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` | 54 | 3 | 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` | 47 | 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 |
 
24
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 28 | 0 | strong | low | low | targets high-star repos |
25
  | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 25 | 0 | strong | low | low | targets high-star repos |
26
  | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
27
+ | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
28
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
 
29
  | `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 |
30
  | `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 |
31
  | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
 
39
  | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
40
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
41
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 
42
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
43
  | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
44
  | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 
128
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
129
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
130
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
131
+ | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 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 |
132
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
133
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
134
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 
251
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
252
  | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
253
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
254
+ | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 1 | 0 | strong | low | low | — |
255
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
256
  | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
257
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 
262
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
263
  | `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 |
264
  | `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 |
265
+ | `igordertigor` | [profile](https://github.com/igordertigor) | no | FIRST_TIME_CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
266
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
267
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
268
  | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
318
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
319
  | `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 |
320
  | `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 |
321
+ | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | FIRST_TIME_CONTRIBUTOR | 295d | `2026-05-12T21:21:10Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
322
  | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
323
  | `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 |
324
  | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
325
  | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
326
+ | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
327
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
328
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
329
  | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
352
  | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
353
  | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
354
  | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
355
+ | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | yes | FIRST_TIME_CONTRIBUTOR | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
356
  | `yileld` | [profile](https://github.com/yileld) | no | FIRST_TIME_CONTRIBUTOR | 3958d | `2026-04-30T02:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
357
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
358
  | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 
368
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
369
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
370
  - repo first seen: `2025-03-19T10:58:02Z`
371
+ - repo last seen: `2026-05-13T06:00:57Z`
372
  - first seen in snapshot: **no**
373
  - repo association: **MEMBER**
374
+ - repo primary artifacts: **92**
375
+ - snapshot authored PRs/issues: **92 PRs / 0 issues**
376
+ - snapshot discussion activity: **238 comments / 315 reviews / 485 review comments**
377
  - account age: **2036 days**
378
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
379
  - public orgs: `huggingface`
 
381
  - heuristic read: **high recent PR volume; targets high-star repos**
382
 
383
  Example artifacts:
384
+ - [PR #45927: Expose `per_layer_inputs` for every Gemma4 variants](https://github.com/huggingface/transformers/pull/45927) — open
385
+ - [PR #45912: Fix fsdp2 for gemma models with shared kv states](https://github.com/huggingface/transformers/pull/45912) — closed, merged
386
  - [PR #45909: Automatically inherit properties from children in composite models](https://github.com/huggingface/transformers/pull/45909) — closed, merged
 
387
 
388
  ### `tarekziade`
389
 
 
463
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
464
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
465
  - repo first seen: `2025-06-20T09:58:55Z`
466
+ - repo last seen: `2026-05-13T02:19:04Z`
467
  - first seen in snapshot: **no**
468
  - repo association: **CONTRIBUTOR**
469
+ - repo primary artifacts: **78**
470
+ - snapshot authored PRs/issues: **74 PRs / 4 issues**
471
+ - snapshot discussion activity: **61 comments / 63 reviews / 62 review comments**
472
  - account age: **3934 days**
473
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
474
  - public orgs: none visible
 
476
  - heuristic read: **high recent PR volume; targets high-star repos**
477
 
478
  Example artifacts:
479
+ - [PR #45926: hyperclovax: add XPU Expectations for CI test](https://github.com/huggingface/transformers/pull/45926) — open
480
  - [PR #45890: exaone4_5: add XPU expectations](https://github.com/huggingface/transformers/pull/45890) — open
481
  - [PR #45858: hy_v3: add XPU expectations](https://github.com/huggingface/transformers/pull/45858) — open
 
482
  - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
483
  - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
484
  - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
489
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
490
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
491
  - repo first seen: `2023-02-24T14:13:29Z`
492
+ - repo last seen: `2026-05-13T05:47:10Z`
493
  - first seen in snapshot: **no**
494
  - repo association: **MEMBER**
495
+ - repo primary artifacts: **57**
496
+ - snapshot authored PRs/issues: **54 PRs / 3 issues**
497
+ - snapshot discussion activity: **169 comments / 571 reviews / 1150 review comments**
498
  - account age: **2590 days**
499
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
500
  - public orgs: none visible
 
502
  - heuristic read: **high recent PR volume; targets high-star repos**
503
 
504
  Example artifacts:
505
+ - [PR #45928: Deepseek v4 csa mask collapse](https://github.com/huggingface/transformers/pull/45928) — closed, merged
506
  - [PR #45892: Fix deepseek v4](https://github.com/huggingface/transformers/pull/45892) — closed, merged
507
  - [PR #45881: [deepseek_v4] fix CSA per-query masking in eager path](https://github.com/huggingface/transformers/pull/45881) — closed, merged
 
508
  - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
509
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
510
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
 
637
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
638
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
639
  - repo first seen: `2024-10-21T07:08:47Z`
640
+ - repo last seen: `2026-05-13T03:20:43Z`
641
  - first seen in snapshot: **no**
642
  - repo association: **MEMBER**
643
  - repo primary artifacts: **29**
644
  - snapshot authored PRs/issues: **29 PRs / 0 issues**
645
+ - snapshot discussion activity: **44 comments / 49 reviews / 31 review comments**
646
  - account age: **3139 days**
647
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
648
  - public orgs: none visible
 
706
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
707
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
708
  - repo first seen: `2024-03-21T04:37:45Z`
709
+ - repo last seen: `2026-05-13T01:34:04Z`
710
  - first seen in snapshot: **no**
711
  - repo association: **CONTRIBUTOR**
712
  - repo primary artifacts: **26**
713
  - snapshot authored PRs/issues: **22 PRs / 4 issues**
714
+ - snapshot discussion activity: **44 comments / 33 reviews / 33 review comments**
715
  - account age: **1396 days**
716
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
717
  - public orgs: none visible
 
726
  - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
727
  - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
728
 
729
+ ### `qgallouedec`
730
+
731
+ - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
732
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
733
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
734
+ - repo first seen: `2024-12-13T13:39:10Z`
735
+ - repo last seen: `2026-05-13T03:41:11Z`
736
+ - first seen in snapshot: **no**
737
+ - repo association: **MEMBER**
738
+ - repo primary artifacts: **33**
739
+ - snapshot authored PRs/issues: **20 PRs / 13 issues**
740
+ - snapshot discussion activity: **39 comments / 48 reviews / 48 review comments**
741
+ - account age: **2692 days**
742
+ - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
743
+ - public orgs: `huggingface`
744
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
745
+ - heuristic read: **extremely high recent PR volume; targets high-star repos**
746
+
747
+ Example artifacts:
748
+ - [PR #45930: [DeepSeek V4] Fix MoE converter substring-matching FP8 scale companions](https://github.com/huggingface/transformers/pull/45930) — open
749
+ - [PR #45898: [fix] Add `fatal_error` to `ContinuousBatchingManager` so the serving layer can detect a dead CB worker](https://github.com/huggingface/transformers/pull/45898) — closed, merged
750
+ - [PR #45857: Fix `tie_word_embeddings` not lifted from `text_config` for some VLM configs (BC regression)](https://github.com/huggingface/transformers/pull/45857) — open
751
+ - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
752
+ - [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
753
+ - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
754
+
755
  ### `eustlb`
756
 
757
  - profile: [github.com/eustlb](https://github.com/eustlb)
 
775
  - [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
776
  - [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open, draft
777
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
778
  ### `tomaarsen`
779
 
780
  - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
 
1085
  - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
1086
  - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
1087
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1088
  ### `jashshah999`
1089
 
1090
  - profile: [github.com/jashshah999](https://github.com/jashshah999)
 
1323
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
1324
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
1325
  - repo first seen: `2026-04-23T00:37:54Z`
1326
+ - repo last seen: `2026-05-13T05:06:34Z`
1327
  - first seen in snapshot: **no**
1328
  - repo association: **CONTRIBUTOR**
1329
  - repo primary artifacts: **10**
1330
  - snapshot authored PRs/issues: **5 PRs / 5 issues**
1331
+ - snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
1332
  - account age: **4221 days**
1333
  - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
1334
  - public orgs: none visible
 
1604
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
1605
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
1606
  - repo first seen: `2026-04-13T08:59:27Z`
1607
+ - repo last seen: `2026-05-13T02:27:22Z`
1608
  - first seen in snapshot: **no**
1609
  - repo association: **CONTRIBUTOR**
1610
  - repo primary artifacts: **4**
1611
  - snapshot authored PRs/issues: **3 PRs / 1 issues**
1612
+ - snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
1613
  - account age: **1453 days**
1614
  - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
1615
  - public orgs: none visible
 
1795
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
1796
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
1797
  - repo first seen: `2026-01-08T16:47:50Z`
1798
+ - repo last seen: `2026-05-13T02:58:00Z`
1799
  - first seen in snapshot: **no**
1800
  - repo association: **CONTRIBUTOR**
1801
  - repo primary artifacts: **5**
1802
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1803
+ - snapshot discussion activity: **10 comments / 8 reviews / 8 review comments**
1804
  - account age: **3339 days**
1805
  - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
1806
  - public orgs: none visible
 
1809
 
1810
  Example artifacts:
1811
  - [PR #45586: Add Audio-Visual Flamingo model](https://github.com/huggingface/transformers/pull/45586) — open
1812
+ - [PR #44830: Support Audio Flamingo Next checkpoints](https://github.com/huggingface/transformers/pull/44830) — open
1813
  - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
1814
 
1815
  ### `jw9603`
 
3110
  - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
3111
  - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
3112
 
3113
+ ### `gambletan`
3114
+
3115
+ - profile: [github.com/gambletan](https://github.com/gambletan)
3116
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agambletan)
3117
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agambletan)
3118
+ - repo first seen: `2026-03-13T05:22:03Z`
3119
+ - repo last seen: `2026-03-16T14:01:08Z`
3120
+ - first seen in snapshot: **no**
3121
+ - repo association: **NONE**
3122
+ - repo primary artifacts: **8**
3123
+ - snapshot authored PRs/issues: **8 PRs / 0 issues**
3124
+ - snapshot discussion activity: **0 comments / 5 reviews / 0 review comments**
3125
+ - account age: **40 days**
3126
+ - recent public PR activity: **357 PRs** (22 merged / 230 closed-unmerged / 105 open; merged rate **6%**, closed-unmerged rate **64%**, open rate **29%**)
3127
+ - public orgs: none visible
3128
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
3129
+ - heuristic read: **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**
3130
+
3131
+ Example artifacts:
3132
+ - [PR #44753: fix: add device= to torch.arange in XLNet relative_positional_encoding](https://github.com/huggingface/transformers/pull/44753) — closed
3133
+ - [PR #44692: fix: handle ragged input_ids in Qwen2_5_VLProcessor.apply_chat_template](https://github.com/huggingface/transformers/pull/44692) — closed
3134
+ - [PR #44691: Fix Qwen3.5 num_labels not propagated to text_config](https://github.com/huggingface/transformers/pull/44691) — closed
3135
+
3136
  ### `CodersAcademy006`
3137
 
3138
  - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
 
5631
  - heuristic read: **high open PR share; targets high-star repos**
5632
 
5633
  Example artifacts:
5634
+ - [PR #45895: Fix undefined 'input' variable](https://github.com/huggingface/transformers/pull/45895) — closed, merged
5635
 
5636
  ### `gagandhakrey`
5637
 
 
5787
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
5788
  - repo first seen: `2026-05-12T18:20:58Z`
5789
  - repo last seen: `2026-05-12T18:20:58Z`
5790
+ - first seen in snapshot: **no**
5791
  - repo association: **MEMBER**
5792
  - repo primary artifacts: **1**
5793
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6018
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aigordertigor)
6019
  - repo first seen: `2026-05-12T19:17:05Z`
6020
  - repo last seen: `2026-05-12T19:17:05Z`
6021
+ - first seen in snapshot: **no**
6022
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6023
  - repo primary artifacts: **1**
6024
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7194
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Armotgi1227)
7195
  - repo first seen: `2026-05-12T21:21:10Z`
7196
  - repo last seen: `2026-05-12T21:21:10Z`
7197
+ - first seen in snapshot: **no**
7198
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7199
  - repo primary artifacts: **1**
7200
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7300
  - repo first seen: `2026-04-13T03:57:04Z`
7301
  - repo last seen: `2026-05-11T17:52:50Z`
7302
  - first seen in snapshot: **no**
7303
+ - repo association: **CONTRIBUTOR**
7304
  - repo primary artifacts: **1**
7305
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7306
  - snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
 
7311
  - heuristic read: **high open PR share; targets high-star repos**
7312
 
7313
  Example artifacts:
7314
+ - [PR #45389: Require input_ids for repetition penalty](https://github.com/huggingface/transformers/pull/45389) — closed, merged
7315
 
7316
  ### `ruixiang63`
7317
 
 
7901
  Example artifacts:
7902
  - [PR #45423: Fix void segmentation map label reduction](https://github.com/huggingface/transformers/pull/45423) — closed
7903
 
7904
+ ### `Yeuvoir`
7905
+
7906
+ - profile: [github.com/Yeuvoir](https://github.com/Yeuvoir)
7907
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYeuvoir)
7908
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYeuvoir)
7909
+ - repo first seen: `2026-05-13T05:45:38Z`
7910
+ - repo last seen: `2026-05-13T05:45:38Z`
7911
+ - first seen in snapshot: **yes**
7912
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7913
+ - repo primary artifacts: **1**
7914
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7915
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7916
+ - account age: **639 days**
7917
+ - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
7918
+ - public orgs: none visible
7919
+ - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
7920
+ - heuristic read: **no visible non-self stars**
7921
+
7922
+ Example artifacts:
7923
+ - [PR #45931: Add TurboQuant KV cache backend](https://github.com/huggingface/transformers/pull/45931) — open
7924
+
7925
  ### `yileld`
7926
 
7927
  - profile: [github.com/yileld](https://github.com/yileld)
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@@ -1359,6 +1359,213 @@
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1362
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1564
  "breadth_similarity": 1.0,
1565
  "concentration_similarity": 1.0,
@@ -1575,8 +1782,8 @@
1575
  {
1576
  "left_pr_number": 43836,
1577
  "right_pr_number": 44682,
1578
- "similarity": 0.609,
1579
- "content_similarity": 0.656,
1580
  "size_similarity": 0.398,
1581
  "breadth_similarity": 0.5,
1582
  "concentration_similarity": 0.802,
@@ -1592,8 +1799,8 @@
1592
  {
1593
  "left_pr_number": 43656,
1594
  "right_pr_number": 43842,
1595
- "similarity": 0.591,
1596
- "content_similarity": 0.582,
1597
  "size_similarity": 0.222,
1598
  "breadth_similarity": 1.0,
1599
  "concentration_similarity": 1.0,
@@ -1609,8 +1816,8 @@
1609
  {
1610
  "left_pr_number": 43656,
1611
  "right_pr_number": 44682,
1612
- "similarity": 0.445,
1613
- "content_similarity": 0.497,
1614
  "size_similarity": 0.048,
1615
  "breadth_similarity": 0.5,
1616
  "concentration_similarity": 0.802,
@@ -1626,8 +1833,8 @@
1626
  {
1627
  "left_pr_number": 43842,
1628
  "right_pr_number": 44682,
1629
- "similarity": 0.415,
1630
- "content_similarity": 0.462,
1631
  "size_similarity": 0.011,
1632
  "breadth_similarity": 0.5,
1633
  "concentration_similarity": 0.802,
@@ -1651,7 +1858,7 @@
1651
  45896
1652
  ],
1653
  "representative_pr_number": 44543,
1654
- "average_similarity": 0.453,
1655
  "summary": "4 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/test_tokenization_common.py`; representative PR #44543.",
1656
  "shared_filenames": [
1657
  "src/transformers/processing_utils.py",
@@ -1668,7 +1875,7 @@
1668
  {
1669
  "left_pr_number": 41606,
1670
  "right_pr_number": 44543,
1671
- "similarity": 0.69,
1672
  "content_similarity": 0.668,
1673
  "size_similarity": 0.583,
1674
  "breadth_similarity": 1.0,
@@ -1774,129 +1981,6 @@
1774
  }
1775
  ]
1776
  },
1777
- {
1778
- "cluster_id": "pr-scope-44974-4",
1779
- "pr_numbers": [
1780
- 44974,
1781
- 45635,
1782
- 45756,
1783
- 45794
1784
- ],
1785
- "representative_pr_number": 45635,
1786
- "average_similarity": 0.422,
1787
- "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`; representative PR #45635.",
1788
- "shared_filenames": [
1789
- "src/transformers/core_model_loading.py",
1790
- "tests/utils/test_core_model_loading.py"
1791
- ],
1792
- "shared_directories": [
1793
- "src/transformers",
1794
- "src",
1795
- "tests/utils",
1796
- "tests"
1797
- ],
1798
- "pairwise": [
1799
- {
1800
- "left_pr_number": 44974,
1801
- "right_pr_number": 45635,
1802
- "similarity": 0.724,
1803
- "content_similarity": 0.727,
1804
- "size_similarity": 0.59,
1805
- "breadth_similarity": 0.8,
1806
- "concentration_similarity": 0.929,
1807
- "shared_filenames": [
1808
- "src/transformers/core_model_loading.py",
1809
- "tests/utils/test_core_model_loading.py"
1810
- ],
1811
- "shared_directories": [
1812
- "src/transformers",
1813
- "tests/utils",
1814
- "src",
1815
- "tests"
1816
- ]
1817
- },
1818
- {
1819
- "left_pr_number": 45635,
1820
- "right_pr_number": 45794,
1821
- "similarity": 0.456,
1822
- "content_similarity": 0.542,
1823
- "size_similarity": 0.02,
1824
- "breadth_similarity": 0.333,
1825
- "concentration_similarity": 0.814,
1826
- "shared_filenames": [
1827
- "src/transformers/core_model_loading.py"
1828
- ],
1829
- "shared_directories": [
1830
- "src/transformers",
1831
- "src"
1832
- ]
1833
- },
1834
- {
1835
- "left_pr_number": 45756,
1836
- "right_pr_number": 45794,
1837
- "similarity": 0.415,
1838
- "content_similarity": 0.307,
1839
- "size_similarity": 0.333,
1840
- "breadth_similarity": 1.0,
1841
- "concentration_similarity": 1.0,
1842
- "shared_filenames": [
1843
- "src/transformers/core_model_loading.py"
1844
- ],
1845
- "shared_directories": [
1846
- "src/transformers",
1847
- "src"
1848
- ]
1849
- },
1850
- {
1851
- "left_pr_number": 44974,
1852
- "right_pr_number": 45794,
1853
- "similarity": 0.33,
1854
- "content_similarity": 0.378,
1855
- "size_similarity": 0.012,
1856
- "breadth_similarity": 0.267,
1857
- "concentration_similarity": 0.743,
1858
- "shared_filenames": [
1859
- "src/transformers/core_model_loading.py"
1860
- ],
1861
- "shared_directories": [
1862
- "src/transformers",
1863
- "src"
1864
- ]
1865
- },
1866
- {
1867
- "left_pr_number": 44974,
1868
- "right_pr_number": 45756,
1869
- "similarity": 0.319,
1870
- "content_similarity": 0.363,
1871
- "size_similarity": 0.004,
1872
- "breadth_similarity": 0.267,
1873
- "concentration_similarity": 0.743,
1874
- "shared_filenames": [
1875
- "src/transformers/core_model_loading.py"
1876
- ],
1877
- "shared_directories": [
1878
- "src/transformers",
1879
- "src"
1880
- ]
1881
- },
1882
- {
1883
- "left_pr_number": 45635,
1884
- "right_pr_number": 45756,
1885
- "similarity": 0.288,
1886
- "content_similarity": 0.305,
1887
- "size_similarity": 0.007,
1888
- "breadth_similarity": 0.333,
1889
- "concentration_similarity": 0.814,
1890
- "shared_filenames": [
1891
- "src/transformers/core_model_loading.py"
1892
- ],
1893
- "shared_directories": [
1894
- "src/transformers",
1895
- "src"
1896
- ]
1897
- }
1898
- ]
1899
- },
1900
  {
1901
  "cluster_id": "pr-scope-44228-4",
1902
  "pr_numbers": [
@@ -2023,7 +2107,7 @@
2023
  45899
2024
  ],
2025
  "representative_pr_number": 44550,
2026
- "average_similarity": 0.363,
2027
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2028
  "shared_filenames": [],
2029
  "shared_directories": [
@@ -2037,7 +2121,7 @@
2037
  "left_pr_number": 33686,
2038
  "right_pr_number": 44550,
2039
  "similarity": 0.393,
2040
- "content_similarity": 0.133,
2041
  "size_similarity": 1.0,
2042
  "breadth_similarity": 1.0,
2043
  "concentration_similarity": 1.0,
@@ -2052,8 +2136,8 @@
2052
  {
2053
  "left_pr_number": 44407,
2054
  "right_pr_number": 44550,
2055
- "similarity": 0.364,
2056
- "content_similarity": 0.101,
2057
  "size_similarity": 0.957,
2058
  "breadth_similarity": 1.0,
2059
  "concentration_similarity": 1.0,
@@ -2067,8 +2151,8 @@
2067
  {
2068
  "left_pr_number": 44550,
2069
  "right_pr_number": 45899,
2070
- "similarity": 0.364,
2071
- "content_similarity": 0.101,
2072
  "size_similarity": 0.955,
2073
  "breadth_similarity": 1.0,
2074
  "concentration_similarity": 1.0,
@@ -2082,8 +2166,8 @@
2082
  {
2083
  "left_pr_number": 33686,
2084
  "right_pr_number": 44407,
2085
- "similarity": 0.353,
2086
- "content_similarity": 0.085,
2087
  "size_similarity": 0.957,
2088
  "breadth_similarity": 1.0,
2089
  "concentration_similarity": 1.0,
@@ -2097,7 +2181,7 @@
2097
  {
2098
  "left_pr_number": 33686,
2099
  "right_pr_number": 45899,
2100
- "similarity": 0.353,
2101
  "content_similarity": 0.085,
2102
  "size_similarity": 0.955,
2103
  "breadth_similarity": 1.0,
@@ -2112,8 +2196,8 @@
2112
  {
2113
  "left_pr_number": 44407,
2114
  "right_pr_number": 45899,
2115
- "similarity": 0.35,
2116
- "content_similarity": 0.09,
2117
  "size_similarity": 0.913,
2118
  "breadth_similarity": 1.0,
2119
  "concentration_similarity": 1.0,
@@ -2238,43 +2322,201 @@
2238
  "src/transformers/models/gpt2/modeling_gpt2.py"
2239
  ],
2240
  "shared_directories": [
2241
- "src/transformers/models/gpt2",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2242
  "src/transformers/models",
2243
  "src/transformers",
2244
  "src"
2245
  ]
2246
  },
2247
  {
2248
- "left_pr_number": 44015,
2249
- "right_pr_number": 44059,
2250
- "similarity": 0.615,
2251
- "content_similarity": 0.68,
2252
- "size_similarity": 0.543,
2253
- "breadth_similarity": 0.333,
2254
- "concentration_similarity": 0.488,
2255
  "shared_filenames": [
2256
- "src/transformers/models/gpt2/modeling_gpt2.py"
 
2257
  ],
2258
  "shared_directories": [
2259
- "src/transformers/models/gpt2",
2260
  "src/transformers/models",
2261
  "src/transformers",
2262
  "src"
2263
  ]
2264
  },
2265
  {
2266
- "left_pr_number": 44015,
2267
- "right_pr_number": 44676,
2268
- "similarity": 0.418,
2269
- "content_similarity": 0.508,
2270
- "size_similarity": 0.034,
2271
- "breadth_similarity": 0.333,
2272
- "concentration_similarity": 0.488,
2273
  "shared_filenames": [
2274
- "src/transformers/models/gpt2/modeling_gpt2.py"
 
2275
  ],
2276
  "shared_directories": [
2277
- "src/transformers/models/gpt2",
2278
  "src/transformers/models",
2279
  "src/transformers",
2280
  "src"
@@ -2459,7 +2701,7 @@
2459
  44872
2460
  ],
2461
  "representative_pr_number": 34667,
2462
- "average_similarity": 0.464,
2463
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2464
  "shared_filenames": [
2465
  "src/transformers/generation/utils.py"
@@ -2473,8 +2715,8 @@
2473
  {
2474
  "left_pr_number": 34667,
2475
  "right_pr_number": 39683,
2476
- "similarity": 0.529,
2477
- "content_similarity": 0.439,
2478
  "size_similarity": 0.478,
2479
  "breadth_similarity": 1.0,
2480
  "concentration_similarity": 1.0,
@@ -2490,8 +2732,8 @@
2490
  {
2491
  "left_pr_number": 34667,
2492
  "right_pr_number": 44872,
2493
- "similarity": 0.439,
2494
- "content_similarity": 0.354,
2495
  "size_similarity": 0.273,
2496
  "breadth_similarity": 1.0,
2497
  "concentration_similarity": 1.0,
@@ -2507,8 +2749,8 @@
2507
  {
2508
  "left_pr_number": 39683,
2509
  "right_pr_number": 44872,
2510
- "similarity": 0.424,
2511
- "content_similarity": 0.363,
2512
  "size_similarity": 0.13,
2513
  "breadth_similarity": 1.0,
2514
  "concentration_similarity": 1.0,
@@ -2591,80 +2833,6 @@
2591
  }
2592
  ]
2593
  },
2594
- {
2595
- "cluster_id": "pr-scope-43875-3",
2596
- "pr_numbers": [
2597
- 43875,
2598
- 44893,
2599
- 45846
2600
- ],
2601
- "representative_pr_number": 43875,
2602
- "average_similarity": 0.423,
2603
- "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #43875.",
2604
- "shared_filenames": [
2605
- "src/transformers/cache_utils.py",
2606
- "tests/utils/test_cache_utils.py"
2607
- ],
2608
- "shared_directories": [
2609
- "src/transformers",
2610
- "src",
2611
- "tests/utils",
2612
- "tests"
2613
- ],
2614
- "pairwise": [
2615
- {
2616
- "left_pr_number": 43875,
2617
- "right_pr_number": 45846,
2618
- "similarity": 0.573,
2619
- "content_similarity": 0.586,
2620
- "size_similarity": 0.1,
2621
- "breadth_similarity": 1.0,
2622
- "concentration_similarity": 0.963,
2623
- "shared_filenames": [
2624
- "src/transformers/cache_utils.py",
2625
- "tests/utils/test_cache_utils.py"
2626
- ],
2627
- "shared_directories": [
2628
- "src/transformers",
2629
- "tests/utils",
2630
- "src",
2631
- "tests"
2632
- ]
2633
- },
2634
- {
2635
- "left_pr_number": 43875,
2636
- "right_pr_number": 44893,
2637
- "similarity": 0.365,
2638
- "content_similarity": 0.284,
2639
- "size_similarity": 0.581,
2640
- "breadth_similarity": 0.5,
2641
- "concentration_similarity": 0.581,
2642
- "shared_filenames": [
2643
- "src/transformers/cache_utils.py"
2644
- ],
2645
- "shared_directories": [
2646
- "src/transformers",
2647
- "src"
2648
- ]
2649
- },
2650
- {
2651
- "left_pr_number": 44893,
2652
- "right_pr_number": 45846,
2653
- "similarity": 0.333,
2654
- "content_similarity": 0.352,
2655
- "size_similarity": 0.058,
2656
- "breadth_similarity": 0.5,
2657
- "concentration_similarity": 0.543,
2658
- "shared_filenames": [
2659
- "src/transformers/cache_utils.py"
2660
- ],
2661
- "shared_directories": [
2662
- "src/transformers",
2663
- "src"
2664
- ]
2665
- }
2666
- ]
2667
- },
2668
  {
2669
  "cluster_id": "pr-scope-43911-3",
2670
  "pr_numbers": [
@@ -2724,7 +2892,7 @@
2724
  {
2725
  "left_pr_number": 43911,
2726
  "right_pr_number": 45924,
2727
- "similarity": 0.357,
2728
  "content_similarity": 0.254,
2729
  "size_similarity": 0.2,
2730
  "breadth_similarity": 1.0,
@@ -2849,7 +3017,7 @@
2849
  "left_pr_number": 44385,
2850
  "right_pr_number": 44615,
2851
  "similarity": 0.398,
2852
- "content_similarity": 0.323,
2853
  "size_similarity": 0.371,
2854
  "breadth_similarity": 0.667,
2855
  "concentration_similarity": 1.0,
@@ -2865,8 +3033,8 @@
2865
  {
2866
  "left_pr_number": 44385,
2867
  "right_pr_number": 45524,
2868
- "similarity": 0.375,
2869
- "content_similarity": 0.237,
2870
  "size_similarity": 0.615,
2871
  "breadth_similarity": 0.667,
2872
  "concentration_similarity": 1.0,
@@ -2922,7 +3090,7 @@
2922
  {
2923
  "left_pr_number": 44981,
2924
  "right_pr_number": 45917,
2925
- "similarity": 0.353,
2926
  "content_similarity": 0.106,
2927
  "size_similarity": 0.87,
2928
  "breadth_similarity": 1.0,
@@ -3276,6 +3444,47 @@
3276
  }
3277
  ]
3278
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3279
  {
3280
  "cluster_id": "pr-scope-45861-2",
3281
  "pr_numbers": [
@@ -3283,7 +3492,7 @@
3283
  45903
3284
  ],
3285
  "representative_pr_number": 45861,
3286
- "average_similarity": 0.811,
3287
  "summary": "2 open PRs share weighted file overlap around `tests/models/qwen3_vl/test_modeling_qwen3_vl.py`, `src/transformers/models/qwen3_vl/modular_qwen3_vl.py`, `src/transformers/models/qwen3_vl/modeling_qwen3_vl.py`; representative PR #45861.",
3288
  "shared_filenames": [
3289
  "tests/models/qwen3_vl/test_modeling_qwen3_vl.py",
@@ -3308,11 +3517,11 @@
3308
  {
3309
  "left_pr_number": 45861,
3310
  "right_pr_number": 45903,
3311
- "similarity": 0.811,
3312
- "content_similarity": 0.888,
3313
- "size_similarity": 0.359,
3314
  "breadth_similarity": 1.0,
3315
- "concentration_similarity": 0.718,
3316
  "shared_filenames": [
3317
  "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
3318
  "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
@@ -3337,47 +3546,6 @@
3337
  }
3338
  ]
3339
  },
3340
- {
3341
- "cluster_id": "pr-scope-45639-2",
3342
- "pr_numbers": [
3343
- 45639,
3344
- 45645
3345
- ],
3346
- "representative_pr_number": 45639,
3347
- "average_similarity": 0.783,
3348
- "summary": "2 open PRs share weighted file overlap around `tests/utils/test_testing_utils.py`, `src/transformers/testing_utils.py`; representative PR #45639.",
3349
- "shared_filenames": [
3350
- "tests/utils/test_testing_utils.py",
3351
- "src/transformers/testing_utils.py"
3352
- ],
3353
- "shared_directories": [
3354
- "tests/utils",
3355
- "src/transformers",
3356
- "tests",
3357
- "src"
3358
- ],
3359
- "pairwise": [
3360
- {
3361
- "left_pr_number": 45639,
3362
- "right_pr_number": 45645,
3363
- "similarity": 0.783,
3364
- "content_similarity": 0.844,
3365
- "size_similarity": 0.646,
3366
- "breadth_similarity": 0.5,
3367
- "concentration_similarity": 0.893,
3368
- "shared_filenames": [
3369
- "src/transformers/testing_utils.py",
3370
- "tests/utils/test_testing_utils.py"
3371
- ],
3372
- "shared_directories": [
3373
- "src/transformers",
3374
- "tests/utils",
3375
- "src",
3376
- "tests"
3377
- ]
3378
- }
3379
- ]
3380
- },
3381
  {
3382
  "cluster_id": "pr-scope-41901-2",
3383
  "pr_numbers": [
@@ -4161,47 +4329,6 @@
4161
  }
4162
  ]
4163
  },
4164
- {
4165
- "cluster_id": "pr-scope-45202-2",
4166
- "pr_numbers": [
4167
- 45202,
4168
- 45883
4169
- ],
4170
- "representative_pr_number": 45202,
4171
- "average_similarity": 0.431,
4172
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
4173
- "shared_filenames": [
4174
- "src/transformers/models/gemma4/modular_gemma4.py",
4175
- "src/transformers/models/gemma4/modeling_gemma4.py"
4176
- ],
4177
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4178
- "src/transformers/models/gemma4",
4179
- "src/transformers/models",
4180
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4181
- "src"
4182
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4183
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4184
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4185
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- "breadth_similarity": 1.0,
4191
- "concentration_similarity": 1.0,
4192
- "shared_filenames": [
4193
- "src/transformers/models/gemma4/modeling_gemma4.py",
4194
- "src/transformers/models/gemma4/modular_gemma4.py"
4195
- ],
4196
- "shared_directories": [
4197
- "src/transformers/models/gemma4",
4198
- "src/transformers/models",
4199
- "src/transformers",
4200
- "src"
4201
- ]
4202
- }
4203
- ]
4204
- },
4205
  {
4206
  "cluster_id": "pr-scope-44375-2",
4207
  "pr_numbers": [
@@ -4262,7 +4389,7 @@
4262
  45413
4263
  ],
4264
  "representative_pr_number": 42112,
4265
- "average_similarity": 0.421,
4266
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4267
  "shared_filenames": [
4268
  "src/transformers/generation/logits_process.py",
@@ -4279,8 +4406,8 @@
4279
  {
4280
  "left_pr_number": 42112,
4281
  "right_pr_number": 45413,
4282
- "similarity": 0.421,
4283
- "content_similarity": 0.462,
4284
  "size_similarity": 0.017,
4285
  "breadth_similarity": 0.458,
4286
  "concentration_similarity": 0.981,
@@ -4341,47 +4468,6 @@
4341
  }
4342
  ]
4343
  },
4344
- {
4345
- "cluster_id": "pr-scope-42655-2",
4346
- "pr_numbers": [
4347
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4348
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4349
- ],
4350
- "representative_pr_number": 42655,
4351
- "average_similarity": 0.373,
4352
- "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4353
- "shared_filenames": [
4354
- "src/transformers/generation/utils.py"
4355
- ],
4356
- "shared_directories": [
4357
- "src/transformers/generation",
4358
- "tests/generation",
4359
- "src/transformers",
4360
- "tests",
4361
- "src"
4362
- ],
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- "pairwise": [
4364
- {
4365
- "left_pr_number": 42655,
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- "content_similarity": 0.206,
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- "size_similarity": 0.974,
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- "breadth_similarity": 0.389,
4371
- "concentration_similarity": 0.878,
4372
- "shared_filenames": [
4373
- "src/transformers/generation/utils.py"
4374
- ],
4375
- "shared_directories": [
4376
- "src/transformers/generation",
4377
- "src/transformers",
4378
- "tests/generation",
4379
- "src",
4380
- "tests"
4381
- ]
4382
- }
4383
- ]
4384
- },
4385
  {
4386
  "cluster_id": "pr-scope-44642-2",
4387
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260513T060025Z",
4
+ "generated_at": "2026-05-13T06:01:36Z",
5
+ "cluster_count": 50,
6
  "pr_scope_clusters": [
7
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8
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802
  "left_pr_number": 45294,
803
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804
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805
+ "content_similarity": 0.78,
806
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808
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875
  {
876
  "left_pr_number": 45607,
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878
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  "breadth_similarity": 0.417,
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892
  {
893
  "left_pr_number": 45294,
894
  "right_pr_number": 45817,
895
+ "similarity": 0.456,
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+ "content_similarity": 0.41,
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  "size_similarity": 0.55,
898
  "breadth_similarity": 0.55,
899
  "concentration_similarity": 0.637,
 
915
  {
916
  "left_pr_number": 45294,
917
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918
+ "similarity": 0.348,
919
+ "content_similarity": 0.292,
920
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921
  "breadth_similarity": 0.55,
922
  "concentration_similarity": 0.869,
 
938
  {
939
  "left_pr_number": 45438,
940
  "right_pr_number": 45606,
941
+ "similarity": 0.342,
942
+ "content_similarity": 0.322,
943
  "size_similarity": 0.126,
944
  "breadth_similarity": 0.55,
945
  "concentration_similarity": 0.858,
 
961
  {
962
  "left_pr_number": 45294,
963
  "right_pr_number": 45607,
964
+ "similarity": 0.19,
965
+ "content_similarity": 0.125,
966
  "size_similarity": 0.233,
967
  "breadth_similarity": 0.225,
968
  "concentration_similarity": 0.908,
 
978
  {
979
  "left_pr_number": 45438,
980
  "right_pr_number": 45607,
981
+ "similarity": 0.17,
982
  "content_similarity": 0.125,
983
  "size_similarity": 0.098,
984
  "breadth_similarity": 0.225,
 
1030
  {
1031
  "left_pr_number": 45396,
1032
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1033
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1034
+ "content_similarity": 0.579,
1035
  "size_similarity": 0.232,
1036
  "breadth_similarity": 0.633,
1037
  "concentration_similarity": 0.987,
 
1229
  "left_pr_number": 44973,
1230
  "right_pr_number": 45396,
1231
  "similarity": 0.4,
1232
+ "content_similarity": 0.427,
1233
  "size_similarity": 0.011,
1234
  "breadth_similarity": 0.5,
1235
  "concentration_similarity": 0.992,
 
1359
  }
1360
  ]
1361
  },
1362
+ {
1363
+ "cluster_id": "pr-scope-42655-5",
1364
+ "pr_numbers": [
1365
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1366
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1367
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1369
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1371
+ "representative_pr_number": 45846,
1372
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+ "summary": "5 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #45846.",
1374
+ "shared_filenames": [
1375
+ "src/transformers/cache_utils.py",
1376
+ "tests/utils/test_cache_utils.py",
1377
+ "src/transformers/generation/utils.py"
1378
+ ],
1379
+ "shared_directories": [
1380
+ "src/transformers",
1381
+ "src",
1382
+ "tests/utils",
1383
+ "tests",
1384
+ "src/transformers/generation"
1385
+ ],
1386
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1387
+ {
1388
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1389
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1390
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1394
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1395
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1396
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1397
+ "tests/utils/test_cache_utils.py"
1398
+ ],
1399
+ "shared_directories": [
1400
+ "src/transformers",
1401
+ "tests/utils",
1402
+ "src",
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+ "tests"
1404
+ ]
1405
+ },
1406
+ {
1407
+ "left_pr_number": 43875,
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+ "concentration_similarity": 0.963,
1414
+ "shared_filenames": [
1415
+ "src/transformers/cache_utils.py",
1416
+ "tests/utils/test_cache_utils.py"
1417
+ ],
1418
+ "shared_directories": [
1419
+ "src/transformers",
1420
+ "tests/utils",
1421
+ "src",
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+ "tests"
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+ ]
1424
+ },
1425
+ {
1426
+ "left_pr_number": 42655,
1427
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1428
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1430
+ "size_similarity": 0.728,
1431
+ "breadth_similarity": 0.762,
1432
+ "concentration_similarity": 0.784,
1433
+ "shared_filenames": [
1434
+ "src/transformers/cache_utils.py",
1435
+ "src/transformers/generation/utils.py",
1436
+ "tests/utils/test_cache_utils.py"
1437
+ ],
1438
+ "shared_directories": [
1439
+ "src/transformers/generation",
1440
+ "src/transformers",
1441
+ "tests/utils",
1442
+ "src",
1443
+ "tests"
1444
+ ]
1445
+ },
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+ {
1447
+ "left_pr_number": 42655,
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+ "right_pr_number": 45846,
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+ "breadth_similarity": 0.417,
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+ "concentration_similarity": 0.96,
1454
+ "shared_filenames": [
1455
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1456
+ "tests/utils/test_cache_utils.py"
1457
+ ],
1458
+ "shared_directories": [
1459
+ "src/transformers",
1460
+ "tests/utils",
1461
+ "src",
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+ "tests"
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+ ]
1464
+ },
1465
+ {
1466
+ "left_pr_number": 43875,
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+ "size_similarity": 0.058,
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+ "breadth_similarity": 0.31,
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+ "concentration_similarity": 0.861,
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+ "shared_filenames": [
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1475
+ "tests/utils/test_cache_utils.py"
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+ ],
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+ "shared_directories": [
1478
+ "src/transformers",
1479
+ "tests/utils",
1480
+ "src",
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+ "tests"
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+ ]
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+ },
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+ {
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+ "left_pr_number": 43875,
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+ "concentration_similarity": 0.581,
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+ "shared_filenames": [
1493
+ "src/transformers/cache_utils.py"
1494
+ ],
1495
+ "shared_directories": [
1496
+ "src/transformers",
1497
+ "src"
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+ ]
1499
+ },
1500
+ {
1501
+ "left_pr_number": 44893,
1502
+ "right_pr_number": 45931,
1503
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1504
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1505
+ "size_similarity": 0.034,
1506
+ "breadth_similarity": 0.155,
1507
+ "concentration_similarity": 0.72,
1508
+ "shared_filenames": [
1509
+ "src/transformers/cache_utils.py"
1510
+ ],
1511
+ "shared_directories": [
1512
+ "src/transformers",
1513
+ "src"
1514
+ ]
1515
+ },
1516
+ {
1517
+ "left_pr_number": 44893,
1518
+ "right_pr_number": 45846,
1519
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1520
+ "content_similarity": 0.352,
1521
+ "size_similarity": 0.058,
1522
+ "breadth_similarity": 0.5,
1523
+ "concentration_similarity": 0.543,
1524
+ "shared_filenames": [
1525
+ "src/transformers/cache_utils.py"
1526
+ ],
1527
+ "shared_directories": [
1528
+ "src/transformers",
1529
+ "src"
1530
+ ]
1531
+ },
1532
+ {
1533
+ "left_pr_number": 42655,
1534
+ "right_pr_number": 43875,
1535
+ "similarity": 0.276,
1536
+ "content_similarity": 0.259,
1537
+ "size_similarity": 0.042,
1538
+ "breadth_similarity": 0.417,
1539
+ "concentration_similarity": 0.923,
1540
+ "shared_filenames": [
1541
+ "src/transformers/cache_utils.py",
1542
+ "tests/utils/test_cache_utils.py"
1543
+ ],
1544
+ "shared_directories": [
1545
+ "src/transformers",
1546
+ "tests/utils",
1547
+ "src",
1548
+ "tests"
1549
+ ]
1550
+ },
1551
+ {
1552
+ "left_pr_number": 42655,
1553
+ "right_pr_number": 44893,
1554
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1555
+ "content_similarity": 0.222,
1556
+ "size_similarity": 0.024,
1557
+ "breadth_similarity": 0.208,
1558
+ "concentration_similarity": 0.503,
1559
+ "shared_filenames": [
1560
+ "src/transformers/cache_utils.py"
1561
+ ],
1562
+ "shared_directories": [
1563
+ "src/transformers",
1564
+ "src"
1565
+ ]
1566
+ }
1567
+ ]
1568
+ },
1569
  {
1570
  "cluster_id": "pr-scope-44070-4",
1571
  "pr_numbers": [
 
1734
  44682
1735
  ],
1736
  "representative_pr_number": 43836,
1737
+ "average_similarity": 0.561,
1738
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1739
  "shared_filenames": [
1740
  "src/transformers/cli/serve.py"
 
1748
  {
1749
  "left_pr_number": 43656,
1750
  "right_pr_number": 43836,
1751
+ "similarity": 0.688,
1752
+ "content_similarity": 0.743,
1753
  "size_similarity": 0.121,
1754
  "breadth_similarity": 1.0,
1755
  "concentration_similarity": 1.0,
 
1765
  {
1766
  "left_pr_number": 43836,
1767
  "right_pr_number": 43842,
1768
+ "similarity": 0.613,
1769
+ "content_similarity": 0.656,
1770
  "size_similarity": 0.027,
1771
  "breadth_similarity": 1.0,
1772
  "concentration_similarity": 1.0,
 
1782
  {
1783
  "left_pr_number": 43836,
1784
  "right_pr_number": 44682,
1785
+ "similarity": 0.61,
1786
+ "content_similarity": 0.658,
1787
  "size_similarity": 0.398,
1788
  "breadth_similarity": 0.5,
1789
  "concentration_similarity": 0.802,
 
1799
  {
1800
  "left_pr_number": 43656,
1801
  "right_pr_number": 43842,
1802
+ "similarity": 0.592,
1803
+ "content_similarity": 0.584,
1804
  "size_similarity": 0.222,
1805
  "breadth_similarity": 1.0,
1806
  "concentration_similarity": 1.0,
 
1816
  {
1817
  "left_pr_number": 43656,
1818
  "right_pr_number": 44682,
1819
+ "similarity": 0.447,
1820
+ "content_similarity": 0.499,
1821
  "size_similarity": 0.048,
1822
  "breadth_similarity": 0.5,
1823
  "concentration_similarity": 0.802,
 
1833
  {
1834
  "left_pr_number": 43842,
1835
  "right_pr_number": 44682,
1836
+ "similarity": 0.416,
1837
+ "content_similarity": 0.464,
1838
  "size_similarity": 0.011,
1839
  "breadth_similarity": 0.5,
1840
  "concentration_similarity": 0.802,
 
1858
  45896
1859
  ],
1860
  "representative_pr_number": 44543,
1861
+ "average_similarity": 0.452,
1862
  "summary": "4 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/test_tokenization_common.py`; representative PR #44543.",
1863
  "shared_filenames": [
1864
  "src/transformers/processing_utils.py",
 
1875
  {
1876
  "left_pr_number": 41606,
1877
  "right_pr_number": 44543,
1878
+ "similarity": 0.689,
1879
  "content_similarity": 0.668,
1880
  "size_similarity": 0.583,
1881
  "breadth_similarity": 1.0,
 
1981
  }
1982
  ]
1983
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1984
  {
1985
  "cluster_id": "pr-scope-44228-4",
1986
  "pr_numbers": [
 
2107
  45899
2108
  ],
2109
  "representative_pr_number": 44550,
2110
+ "average_similarity": 0.362,
2111
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2112
  "shared_filenames": [],
2113
  "shared_directories": [
 
2121
  "left_pr_number": 33686,
2122
  "right_pr_number": 44550,
2123
  "similarity": 0.393,
2124
+ "content_similarity": 0.132,
2125
  "size_similarity": 1.0,
2126
  "breadth_similarity": 1.0,
2127
  "concentration_similarity": 1.0,
 
2136
  {
2137
  "left_pr_number": 44407,
2138
  "right_pr_number": 44550,
2139
+ "similarity": 0.363,
2140
+ "content_similarity": 0.1,
2141
  "size_similarity": 0.957,
2142
  "breadth_similarity": 1.0,
2143
  "concentration_similarity": 1.0,
 
2151
  {
2152
  "left_pr_number": 44550,
2153
  "right_pr_number": 45899,
2154
+ "similarity": 0.363,
2155
+ "content_similarity": 0.1,
2156
  "size_similarity": 0.955,
2157
  "breadth_similarity": 1.0,
2158
  "concentration_similarity": 1.0,
 
2166
  {
2167
  "left_pr_number": 33686,
2168
  "right_pr_number": 44407,
2169
+ "similarity": 0.352,
2170
+ "content_similarity": 0.084,
2171
  "size_similarity": 0.957,
2172
  "breadth_similarity": 1.0,
2173
  "concentration_similarity": 1.0,
 
2181
  {
2182
  "left_pr_number": 33686,
2183
  "right_pr_number": 45899,
2184
+ "similarity": 0.352,
2185
  "content_similarity": 0.085,
2186
  "size_similarity": 0.955,
2187
  "breadth_similarity": 1.0,
 
2196
  {
2197
  "left_pr_number": 44407,
2198
  "right_pr_number": 45899,
2199
+ "similarity": 0.349,
2200
+ "content_similarity": 0.089,
2201
  "size_similarity": 0.913,
2202
  "breadth_similarity": 1.0,
2203
  "concentration_similarity": 1.0,
 
2322
  "src/transformers/models/gpt2/modeling_gpt2.py"
2323
  ],
2324
  "shared_directories": [
2325
+ "src/transformers/models/gpt2",
2326
+ "src/transformers/models",
2327
+ "src/transformers",
2328
+ "src"
2329
+ ]
2330
+ },
2331
+ {
2332
+ "left_pr_number": 44015,
2333
+ "right_pr_number": 44059,
2334
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2335
+ "content_similarity": 0.68,
2336
+ "size_similarity": 0.543,
2337
+ "breadth_similarity": 0.333,
2338
+ "concentration_similarity": 0.488,
2339
+ "shared_filenames": [
2340
+ "src/transformers/models/gpt2/modeling_gpt2.py"
2341
+ ],
2342
+ "shared_directories": [
2343
+ "src/transformers/models/gpt2",
2344
+ "src/transformers/models",
2345
+ "src/transformers",
2346
+ "src"
2347
+ ]
2348
+ },
2349
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3546
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