evalstate HF Staff commited on
Commit
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1 Parent(s): ff73b0d

Refresh transformers dataset snapshot 20260626T000017Z

Browse files
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@@ -75,7 +75,7 @@ Use:
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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  Notes:
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new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260625T180018Z`
4
- - Generated: `2026-06-25T18:02:53Z`
5
  - Activity window: `60d`
6
- - Contributors: `351`
7
 
8
  ## Summary
9
 
@@ -14,8 +14,8 @@
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 97 | 0 | 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` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 69 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 55 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
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@@ -61,6 +61,7 @@
61
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
62
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
63
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
64
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
65
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
66
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -93,7 +94,6 @@
93
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
94
  | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
95
  | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
96
- | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 2 | 2 | weak | low | low | high open PR share; targets high-star repos |
97
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
98
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
99
  | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
@@ -227,7 +227,7 @@
227
  | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
228
  | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
229
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
230
- | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | yes | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
231
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
232
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
233
  | `Charansripadi` | [profile](https://github.com/Charansripadi) | no | FIRST_TIMER | 1422d | `2026-06-19T19:17:29Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -306,6 +306,7 @@
306
  | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
307
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
308
  | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
309
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
310
  | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
311
  | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -343,7 +344,7 @@
343
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
344
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
345
  | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
346
- | `swankystark` | [profile](https://github.com/swankystark) | yes | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
347
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
348
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
349
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -484,6 +485,31 @@ Example artifacts:
484
  - [PR #46875: Redirect to diffusers pipe in docs for experimental features](https://github.com/huggingface/transformers/pull/46875) — open
485
  - [PR #46861: Use meshgrid for brevity](https://github.com/huggingface/transformers/pull/46861) — closed, merged
486
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
487
  ### `ArthurZucker`
488
 
489
  - profile: [github.com/ArthurZucker](https://github.com/ArthurZucker)
@@ -510,31 +536,6 @@ Example artifacts:
510
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
511
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
512
 
513
- ### `stevhliu`
514
-
515
- - profile: [github.com/stevhliu](https://github.com/stevhliu)
516
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
517
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
518
- - repo first seen: `2024-02-08T22:19:09Z`
519
- - repo last seen: `2026-06-25T17:32:43Z`
520
- - first seen in snapshot: **no**
521
- - repo association: **MEMBER**
522
- - repo primary artifacts: **71**
523
- - snapshot authored PRs/issues: **69 PRs / 2 issues**
524
- - snapshot discussion activity: **40 comments / 179 reviews / 314 review comments**
525
- - account age: **2296 days**
526
- - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
527
- - public orgs: `huggingface`
528
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
529
- - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
530
-
531
- Example artifacts:
532
- - [PR #46892: [docs] update cache apis](https://github.com/huggingface/transformers/pull/46892) — open
533
- - [PR #46871: [docs] AITER kernels](https://github.com/huggingface/transformers/pull/46871) — closed, merged
534
- - [PR #46698: [docs] clarify initialization module usage](https://github.com/huggingface/transformers/pull/46698) — closed, merged
535
- - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
536
- - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
537
-
538
  ### `vasqu`
539
 
540
  - profile: [github.com/vasqu](https://github.com/vasqu)
@@ -566,12 +567,12 @@ Example artifacts:
566
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
567
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
568
  - repo first seen: `2024-09-02T13:41:47Z`
569
- - repo last seen: `2026-06-24T14:11:05Z`
570
  - first seen in snapshot: **no**
571
  - repo association: **MEMBER**
572
  - repo primary artifacts: **52**
573
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
574
- - snapshot discussion activity: **192 comments / 348 reviews / 472 review comments**
575
  - account age: **2360 days**
576
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
577
  - public orgs: `huggingface`
@@ -1601,6 +1602,32 @@ Example artifacts:
1601
  - [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
1602
  - [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
1603
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1604
  ### `Dev-X25874`
1605
 
1606
  - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
@@ -2354,30 +2381,6 @@ Example artifacts:
2354
  - [Issue #46552: Wav2Vec2CTCTokenizer in v5 treats the word delimiter as a special token, which leaks into get_special_tokens_mask and convert_ids_to_tokens](https://github.com/huggingface/transformers/issues/46552) — open
2355
  - [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — closed
2356
 
2357
- ### `sharmax-vikas`
2358
-
2359
- - profile: [github.com/sharmax-vikas](https://github.com/sharmax-vikas)
2360
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
2361
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
2362
- - repo first seen: `2026-06-18T18:50:23Z`
2363
- - repo last seen: `2026-06-23T04:40:59Z`
2364
- - first seen in snapshot: **no**
2365
- - repo association: **CONTRIBUTOR**
2366
- - repo primary artifacts: **4**
2367
- - snapshot authored PRs/issues: **2 PRs / 2 issues**
2368
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
2369
- - account age: **702 days**
2370
- - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
2371
- - public orgs: none visible
2372
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2373
- - heuristic read: **high open PR share; targets high-star repos**
2374
-
2375
- Example artifacts:
2376
- - [PR #46830: Fix VideoPrismForVideoClassification returning last_hidden_state as h…](https://github.com/huggingface/transformers/pull/46830) — closed, merged
2377
- - [PR #46753: fix: raise `ValueError` for empty conversation in `apply_chat_template`](https://github.com/huggingface/transformers/pull/46753) — closed, merged
2378
- - [Issue #46829: [Bug] VideoPrismForVideoClassification returns last_hidden_state tensor as hidden_states in ImageClassifierOutput](https://github.com/huggingface/transformers/issues/46829) — closed
2379
- - [Issue #46752: `apply_chat_template` crashes with `IndexError` when passed an empty list](https://github.com/huggingface/transformers/issues/46752) — closed
2380
-
2381
  ### `Bluear7878`
2382
 
2383
  - profile: [github.com/Bluear7878](https://github.com/Bluear7878)
@@ -5321,7 +5324,7 @@ Example artifacts:
5321
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AC1-BA-B1-F3)
5322
  - repo first seen: `2026-06-25T12:57:12Z`
5323
  - repo last seen: `2026-06-25T12:57:12Z`
5324
- - first seen in snapshot: **yes**
5325
  - repo association: **NONE**
5326
  - repo primary artifacts: **1**
5327
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6973,6 +6976,27 @@ Example artifacts:
6973
  Example artifacts:
6974
  - [PR #46699: fix(sdpa): add MPS workarounds for bidirectional attention and value head dim bugs](https://github.com/huggingface/transformers/pull/46699) — closed
6975
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6976
  ### `pritishyuvraj`
6977
 
6978
  - profile: [github.com/pritishyuvraj](https://github.com/pritishyuvraj)
@@ -7757,7 +7781,7 @@ Example artifacts:
7757
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aswankystark)
7758
  - repo first seen: `2026-06-04T20:30:30Z`
7759
  - repo last seen: `2026-06-25T13:21:28Z`
7760
- - first seen in snapshot: **yes**
7761
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7762
  - repo primary artifacts: **1**
7763
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260626T000017Z`
4
+ - Generated: `2026-06-26T00:01:06Z`
5
  - Activity window: `60d`
6
+ - Contributors: `352`
7
 
8
  ## Summary
9
 
 
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 97 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 71 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 55 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 
61
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
62
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
63
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
64
+ | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
65
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
66
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
67
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
94
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
95
  | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
96
  | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
97
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
98
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
99
  | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 
227
  | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
228
  | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
229
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
230
+ | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
231
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
232
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
233
  | `Charansripadi` | [profile](https://github.com/Charansripadi) | no | FIRST_TIMER | 1422d | `2026-06-19T19:17:29Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
306
  | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
307
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
308
  | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
309
+ | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | yes | FIRST_TIME_CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
310
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
311
  | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
312
  | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
344
  | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
345
  | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
346
  | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
347
+ | `swankystark` | [profile](https://github.com/swankystark) | no | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
348
  | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
349
  | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
350
  | `trducng` | [profile](https://github.com/trducng) | no | CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
485
  - [PR #46875: Redirect to diffusers pipe in docs for experimental features](https://github.com/huggingface/transformers/pull/46875) — open
486
  - [PR #46861: Use meshgrid for brevity](https://github.com/huggingface/transformers/pull/46861) — closed, merged
487
 
488
+ ### `stevhliu`
489
+
490
+ - profile: [github.com/stevhliu](https://github.com/stevhliu)
491
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
492
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
493
+ - repo first seen: `2024-02-08T22:19:09Z`
494
+ - repo last seen: `2026-06-25T21:24:08Z`
495
+ - first seen in snapshot: **no**
496
+ - repo association: **MEMBER**
497
+ - repo primary artifacts: **73**
498
+ - snapshot authored PRs/issues: **71 PRs / 2 issues**
499
+ - snapshot discussion activity: **40 comments / 179 reviews / 314 review comments**
500
+ - account age: **2296 days**
501
+ - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
502
+ - public orgs: `huggingface`
503
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
504
+ - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
505
+
506
+ Example artifacts:
507
+ - [PR #46900: [docs] EP plan validation](https://github.com/huggingface/transformers/pull/46900) — open
508
+ - [PR #46893: [docs] full disk offloading](https://github.com/huggingface/transformers/pull/46893) — closed, merged
509
+ - [PR #46892: [docs] update cache apis](https://github.com/huggingface/transformers/pull/46892) — open
510
+ - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
511
+ - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
512
+
513
  ### `ArthurZucker`
514
 
515
  - profile: [github.com/ArthurZucker](https://github.com/ArthurZucker)
 
536
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
537
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
538
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
539
  ### `vasqu`
540
 
541
  - profile: [github.com/vasqu](https://github.com/vasqu)
 
567
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
568
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
569
  - repo first seen: `2024-09-02T13:41:47Z`
570
+ - repo last seen: `2026-06-25T18:22:08Z`
571
  - first seen in snapshot: **no**
572
  - repo association: **MEMBER**
573
  - repo primary artifacts: **52**
574
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
575
+ - snapshot discussion activity: **192 comments / 349 reviews / 472 review comments**
576
  - account age: **2360 days**
577
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
578
  - public orgs: `huggingface`
 
1602
  - [PR #46211: fix(llama): allow explicit head_dim when hidden_size not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46211) — open
1603
  - [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
1604
 
1605
+ ### `sharmax-vikas`
1606
+
1607
+ - profile: [github.com/sharmax-vikas](https://github.com/sharmax-vikas)
1608
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
1609
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
1610
+ - repo first seen: `2026-06-18T18:50:23Z`
1611
+ - repo last seen: `2026-06-25T19:26:41Z`
1612
+ - first seen in snapshot: **no**
1613
+ - repo association: **CONTRIBUTOR**
1614
+ - repo primary artifacts: **8**
1615
+ - snapshot authored PRs/issues: **4 PRs / 4 issues**
1616
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
1617
+ - account age: **702 days**
1618
+ - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
1619
+ - public orgs: none visible
1620
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1621
+ - heuristic read: **high open PR share; targets high-star repos**
1622
+
1623
+ Example artifacts:
1624
+ - [PR #46898: Fix Florence2 training-loss double-shift (same pattern as Moonshine #…](https://github.com/huggingface/transformers/pull/46898) — open
1625
+ - [PR #46895: Fix CohereASR training-loss double-shift (same as Moonshine fix #46784)](https://github.com/huggingface/transformers/pull/46895) — open
1626
+ - [PR #46830: Fix VideoPrismForVideoClassification returning last_hidden_state as h…](https://github.com/huggingface/transformers/pull/46830) — closed, merged
1627
+ - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — open
1628
+ - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
1629
+ - [Issue #46829: [Bug] VideoPrismForVideoClassification returns last_hidden_state tensor as hidden_states in ImageClassifierOutput](https://github.com/huggingface/transformers/issues/46829) — closed
1630
+
1631
  ### `Dev-X25874`
1632
 
1633
  - profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
 
2381
  - [Issue #46552: Wav2Vec2CTCTokenizer in v5 treats the word delimiter as a special token, which leaks into get_special_tokens_mask and convert_ids_to_tokens](https://github.com/huggingface/transformers/issues/46552) — open
2382
  - [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — closed
2383
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2384
  ### `Bluear7878`
2385
 
2386
  - profile: [github.com/Bluear7878](https://github.com/Bluear7878)
 
5324
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AC1-BA-B1-F3)
5325
  - repo first seen: `2026-06-25T12:57:12Z`
5326
  - repo last seen: `2026-06-25T12:57:12Z`
5327
+ - first seen in snapshot: **no**
5328
  - repo association: **NONE**
5329
  - repo primary artifacts: **1**
5330
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6976
  Example artifacts:
6977
  - [PR #46699: fix(sdpa): add MPS workarounds for bidirectional attention and value head dim bugs](https://github.com/huggingface/transformers/pull/46699) — closed
6978
 
6979
+ ### `praful-srinivasan-027`
6980
+
6981
+ - profile: [github.com/praful-srinivasan-027](https://github.com/praful-srinivasan-027)
6982
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027)
6983
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027)
6984
+ - repo first seen: `2026-06-25T18:51:59Z`
6985
+ - repo last seen: `2026-06-25T18:57:31Z`
6986
+ - first seen in snapshot: **yes**
6987
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6988
+ - repo primary artifacts: **1**
6989
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6990
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
6991
+ - account age: **469 days**
6992
+ - recent public PR activity: **13 PRs** (0 merged / 4 closed-unmerged / 9 open; merged rate **0%**, closed-unmerged rate **31%**, open rate **69%**)
6993
+ - public orgs: none visible
6994
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6995
+ - heuristic read: **high open PR share; targets high-star repos**
6996
+
6997
+ Example artifacts:
6998
+ - [PR #46896: Update EvalPrediction annotations for batch_eval_metrics](https://github.com/huggingface/transformers/pull/46896) — open
6999
+
7000
  ### `pritishyuvraj`
7001
 
7002
  - profile: [github.com/pritishyuvraj](https://github.com/pritishyuvraj)
 
7781
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aswankystark)
7782
  - repo first seen: `2026-06-04T20:30:30Z`
7783
  - repo last seen: `2026-06-25T13:21:28Z`
7784
+ - first seen in snapshot: **no**
7785
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7786
  - repo primary artifacts: **1**
7787
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
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2965
  {
2966
  "left_pr_number": 44385,
2967
  "right_pr_number": 44615,
2968
- "similarity": 0.409,
2969
  "content_similarity": 0.339,
2970
  "size_similarity": 0.371,
2971
  "breadth_similarity": 0.667,
@@ -3000,7 +3000,7 @@
3000
  "left_pr_number": 44615,
3001
  "right_pr_number": 45060,
3002
  "similarity": 0.314,
3003
- "content_similarity": 0.239,
3004
  "size_similarity": 0.614,
3005
  "breadth_similarity": 0.333,
3006
  "concentration_similarity": 0.421,
@@ -3032,139 +3032,6 @@
3032
  }
3033
  ]
3034
  },
3035
- {
3036
- "cluster_id": "pr-scope-45679-4",
3037
- "pr_numbers": [
3038
- 45679,
3039
- 45682,
3040
- 46442,
3041
- 46766
3042
- ],
3043
- "representative_pr_number": 45682,
3044
- "average_similarity": 0.388,
3045
- "summary": "4 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
3046
- "shared_filenames": [
3047
- "tests/peft_integration/test_peft_integration.py",
3048
- "src/transformers/integrations/peft.py"
3049
- ],
3050
- "shared_directories": [
3051
- "tests/peft_integration",
3052
- "tests",
3053
- "src/transformers/integrations",
3054
- "src/transformers",
3055
- "src"
3056
- ],
3057
- "pairwise": [
3058
- {
3059
- "left_pr_number": 45682,
3060
- "right_pr_number": 46442,
3061
- "similarity": 0.609,
3062
- "content_similarity": 0.678,
3063
- "size_similarity": 0.435,
3064
- "breadth_similarity": 0.31,
3065
- "concentration_similarity": 0.773,
3066
- "shared_filenames": [
3067
- "src/transformers/integrations/peft.py",
3068
- "tests/peft_integration/test_peft_integration.py"
3069
- ],
3070
- "shared_directories": [
3071
- "src/transformers/integrations",
3072
- "src/transformers",
3073
- "tests/peft_integration",
3074
- "src",
3075
- "tests"
3076
- ]
3077
- },
3078
- {
3079
- "left_pr_number": 45682,
3080
- "right_pr_number": 46766,
3081
- "similarity": 0.469,
3082
- "content_similarity": 0.438,
3083
- "size_similarity": 0.134,
3084
- "breadth_similarity": 1.0,
3085
- "concentration_similarity": 0.849,
3086
- "shared_filenames": [
3087
- "src/transformers/integrations/peft.py",
3088
- "tests/peft_integration/test_peft_integration.py"
3089
- ],
3090
- "shared_directories": [
3091
- "src/transformers/integrations",
3092
- "src/transformers",
3093
- "tests/peft_integration",
3094
- "src",
3095
- "tests"
3096
- ]
3097
- },
3098
- {
3099
- "left_pr_number": 45679,
3100
- "right_pr_number": 46766,
3101
- "similarity": 0.434,
3102
- "content_similarity": 0.455,
3103
- "size_similarity": 0.143,
3104
- "breadth_similarity": 0.5,
3105
- "concentration_similarity": 0.893,
3106
- "shared_filenames": [
3107
- "tests/peft_integration/test_peft_integration.py"
3108
- ],
3109
- "shared_directories": [
3110
- "tests/peft_integration",
3111
- "tests"
3112
- ]
3113
- },
3114
- {
3115
- "left_pr_number": 45679,
3116
- "right_pr_number": 45682,
3117
- "similarity": 0.345,
3118
- "content_similarity": 0.364,
3119
- "size_similarity": 0.019,
3120
- "breadth_similarity": 0.5,
3121
- "concentration_similarity": 0.742,
3122
- "shared_filenames": [
3123
- "tests/peft_integration/test_peft_integration.py"
3124
- ],
3125
- "shared_directories": [
3126
- "tests/peft_integration",
3127
- "tests"
3128
- ]
3129
- },
3130
- {
3131
- "left_pr_number": 46442,
3132
- "right_pr_number": 46766,
3133
- "similarity": 0.281,
3134
- "content_similarity": 0.279,
3135
- "size_similarity": 0.058,
3136
- "breadth_similarity": 0.31,
3137
- "concentration_similarity": 0.924,
3138
- "shared_filenames": [
3139
- "src/transformers/integrations/peft.py",
3140
- "tests/peft_integration/test_peft_integration.py"
3141
- ],
3142
- "shared_directories": [
3143
- "src/transformers/integrations",
3144
- "src/transformers",
3145
- "tests/peft_integration",
3146
- "src",
3147
- "tests"
3148
- ]
3149
- },
3150
- {
3151
- "left_pr_number": 45679,
3152
- "right_pr_number": 46442,
3153
- "similarity": 0.187,
3154
- "content_similarity": 0.175,
3155
- "size_similarity": 0.008,
3156
- "breadth_similarity": 0.155,
3157
- "concentration_similarity": 0.969,
3158
- "shared_filenames": [
3159
- "tests/peft_integration/test_peft_integration.py"
3160
- ],
3161
- "shared_directories": [
3162
- "tests/peft_integration",
3163
- "tests"
3164
- ]
3165
- }
3166
- ]
3167
- },
3168
  {
3169
  "cluster_id": "pr-scope-44066-3",
3170
  "pr_numbers": [
@@ -3562,7 +3429,7 @@
3562
  "left_pr_number": 44940,
3563
  "right_pr_number": 46207,
3564
  "similarity": 0.542,
3565
- "content_similarity": 0.453,
3566
  "size_similarity": 0.662,
3567
  "breadth_similarity": 0.833,
3568
  "concentration_similarity": 0.839,
@@ -3659,7 +3526,7 @@
3659
  {
3660
  "left_pr_number": 43997,
3661
  "right_pr_number": 44019,
3662
- "similarity": 0.276,
3663
  "content_similarity": 0.025,
3664
  "size_similarity": 0.722,
3665
  "breadth_similarity": 1.0,
@@ -3869,7 +3736,7 @@
3869
  "left_pr_number": 44680,
3870
  "right_pr_number": 45666,
3871
  "similarity": 0.442,
3872
- "content_similarity": 0.517,
3873
  "size_similarity": 0.042,
3874
  "breadth_similarity": 0.417,
3875
  "concentration_similarity": 0.632,
@@ -3967,7 +3834,7 @@
3967
  46734
3968
  ],
3969
  "representative_pr_number": 34925,
3970
- "average_similarity": 0.466,
3971
  "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
3972
  "shared_filenames": [
3973
  "tests/trainer/test_trainer.py",
@@ -3983,8 +3850,8 @@
3983
  {
3984
  "left_pr_number": 34925,
3985
  "right_pr_number": 45917,
3986
- "similarity": 0.493,
3987
- "content_similarity": 0.422,
3988
  "size_similarity": 0.39,
3989
  "breadth_similarity": 1.0,
3990
  "concentration_similarity": 0.78,
@@ -4020,8 +3887,8 @@
4020
  {
4021
  "left_pr_number": 45917,
4022
  "right_pr_number": 46734,
4023
- "similarity": 0.444,
4024
- "content_similarity": 0.38,
4025
  "size_similarity": 0.404,
4026
  "breadth_similarity": 0.833,
4027
  "concentration_similarity": 0.67,
@@ -4091,7 +3958,7 @@
4091
  "left_pr_number": 45548,
4092
  "right_pr_number": 45655,
4093
  "similarity": 0.356,
4094
- "content_similarity": 0.289,
4095
  "size_similarity": 0.191,
4096
  "breadth_similarity": 0.75,
4097
  "concentration_similarity": 1.0,
@@ -4105,6 +3972,90 @@
4105
  }
4106
  ]
4107
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4108
  {
4109
  "cluster_id": "pr-scope-45293-3",
4110
  "pr_numbers": [
@@ -4208,7 +4159,7 @@
4208
  {
4209
  "left_pr_number": 32189,
4210
  "right_pr_number": 42655,
4211
- "similarity": 0.463,
4212
  "content_similarity": 0.501,
4213
  "size_similarity": 0.231,
4214
  "breadth_similarity": 0.5,
@@ -4371,7 +4322,7 @@
4371
  "left_pr_number": 44889,
4372
  "right_pr_number": 46775,
4373
  "similarity": 0.455,
4374
- "content_similarity": 0.332,
4375
  "size_similarity": 0.877,
4376
  "breadth_similarity": 0.458,
4377
  "concentration_similarity": 0.9,
@@ -4391,7 +4342,7 @@
4391
  "left_pr_number": 44889,
4392
  "right_pr_number": 44981,
4393
  "similarity": 0.395,
4394
- "content_similarity": 0.15,
4395
  "size_similarity": 0.991,
4396
  "breadth_similarity": 1.0,
4397
  "concentration_similarity": 0.812,
@@ -4408,7 +4359,7 @@
4408
  {
4409
  "left_pr_number": 44981,
4410
  "right_pr_number": 46775,
4411
- "similarity": 0.3,
4412
  "content_similarity": 0.123,
4413
  "size_similarity": 0.885,
4414
  "breadth_similarity": 0.458,
@@ -4447,7 +4398,7 @@
4447
  "left_pr_number": 33686,
4448
  "right_pr_number": 44550,
4449
  "similarity": 0.39,
4450
- "content_similarity": 0.129,
4451
  "size_similarity": 1.0,
4452
  "breadth_similarity": 1.0,
4453
  "concentration_similarity": 1.0,
@@ -4743,7 +4694,7 @@
4743
  45607
4744
  ],
4745
  "representative_pr_number": 45606,
4746
- "average_similarity": 0.77,
4747
  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
4748
  "shared_filenames": [
4749
  "tests/models/gemma4/test_modeling_gemma4.py"
@@ -4757,8 +4708,8 @@
4757
  {
4758
  "left_pr_number": 45606,
4759
  "right_pr_number": 45607,
4760
- "similarity": 0.77,
4761
- "content_similarity": 0.819,
4762
  "size_similarity": 0.778,
4763
  "breadth_similarity": 0.417,
4764
  "concentration_similarity": 0.778,
@@ -5175,7 +5126,7 @@
5175
  45333
5176
  ],
5177
  "representative_pr_number": 45332,
5178
- "average_similarity": 0.609,
5179
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
5180
  "shared_filenames": [
5181
  "docs/source/en/heterogeneous_configurations.md",
@@ -5200,11 +5151,11 @@
5200
  {
5201
  "left_pr_number": 45332,
5202
  "right_pr_number": 45333,
5203
- "similarity": 0.609,
5204
- "content_similarity": 0.644,
5205
- "size_similarity": 0.352,
5206
  "breadth_similarity": 0.594,
5207
- "concentration_similarity": 0.923,
5208
  "shared_filenames": [
5209
  "docs/source/en/_toctree.yml",
5210
  "docs/source/en/heterogeneous_configurations.md",
@@ -5385,7 +5336,7 @@
5385
  46128
5386
  ],
5387
  "representative_pr_number": 45110,
5388
- "average_similarity": 0.501,
5389
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
5390
  "shared_filenames": [
5391
  "src/transformers/models/sam3_1_video/__init__.py",
@@ -5410,7 +5361,7 @@
5410
  {
5411
  "left_pr_number": 45110,
5412
  "right_pr_number": 46128,
5413
- "similarity": 0.501,
5414
  "content_similarity": 0.439,
5415
  "size_similarity": 0.443,
5416
  "breadth_similarity": 0.84,
@@ -5706,7 +5657,7 @@
5706
  46556
5707
  ],
5708
  "representative_pr_number": 46404,
5709
- "average_similarity": 0.467,
5710
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
5711
  "shared_filenames": [
5712
  "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
@@ -5720,8 +5671,8 @@
5720
  ],
5721
  "shared_directories": [
5722
  "src/transformers/models/qianfan_ocr",
5723
- "src/transformers/models/florence2",
5724
  "src/transformers/models/minicpmv4_6",
 
5725
  "src/transformers/models/granite4_vision",
5726
  "src/transformers/models/kosmos2",
5727
  "src/transformers/models/lighton_ocr",
@@ -5732,8 +5683,8 @@
5732
  {
5733
  "left_pr_number": 46404,
5734
  "right_pr_number": 46556,
5735
- "similarity": 0.467,
5736
- "content_similarity": 0.476,
5737
  "size_similarity": 0.298,
5738
  "breadth_similarity": 0.46,
5739
  "concentration_similarity": 0.86,
@@ -6196,17 +6147,17 @@
6196
  45783
6197
  ],
6198
  "representative_pr_number": 43446,
6199
- "average_similarity": 0.403,
6200
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/fast_vlm/modular_fast_vlm.py`; representative PR #43446.",
6201
  "shared_filenames": [
6202
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
6203
  "src/transformers/models/fast_vlm/modeling_fast_vlm.py",
6204
  "src/transformers/models/fast_vlm/modular_fast_vlm.py",
6205
- "src/transformers/models/florence2/modeling_florence2.py",
6206
  "src/transformers/models/fuyu/modeling_fuyu.py",
6207
  "src/transformers/models/glm46v/modeling_glm46v.py",
6208
  "src/transformers/models/got_ocr2/modeling_got_ocr2.py",
6209
- "src/transformers/models/got_ocr2/modular_got_ocr2.py"
 
6210
  ],
6211
  "shared_directories": [
6212
  "src/transformers/models/fast_vlm",
@@ -6215,14 +6166,14 @@
6215
  "src/transformers/models/llava_next_video",
6216
  "src/transformers/models/blip_2",
6217
  "src/transformers/models/chameleon",
6218
- "src/transformers/models/florence2",
6219
- "src/transformers/models/glm46v"
6220
  ],
6221
  "pairwise": [
6222
  {
6223
  "left_pr_number": 43446,
6224
  "right_pr_number": 45783,
6225
- "similarity": 0.403,
6226
  "content_similarity": 0.379,
6227
  "size_similarity": 0.344,
6228
  "breadth_similarity": 0.4,
@@ -6362,7 +6313,7 @@
6362
  46889
6363
  ],
6364
  "representative_pr_number": 46319,
6365
- "average_similarity": 0.351,
6366
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
6367
  "shared_filenames": [],
6368
  "shared_directories": [
@@ -6374,8 +6325,8 @@
6374
  {
6375
  "left_pr_number": 46319,
6376
  "right_pr_number": 46889,
6377
- "similarity": 0.351,
6378
- "content_similarity": 0.078,
6379
  "size_similarity": 0.974,
6380
  "breadth_similarity": 1.0,
6381
  "concentration_similarity": 1.0,
@@ -6436,7 +6387,7 @@
6436
  46357
6437
  ],
6438
  "representative_pr_number": 45851,
6439
- "average_similarity": 0.341,
6440
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
6441
  "shared_filenames": [],
6442
  "shared_directories": [
@@ -6448,7 +6399,7 @@
6448
  {
6449
  "left_pr_number": 45851,
6450
  "right_pr_number": 46357,
6451
- "similarity": 0.341,
6452
  "content_similarity": 0.109,
6453
  "size_similarity": 0.761,
6454
  "breadth_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260626T000017Z",
4
+ "generated_at": "2026-06-26T00:01:02Z",
5
  "cluster_count": 72,
6
  "pr_scope_clusters": [
7
  {
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.417,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
  "similarity": 0.537,
68
+ "content_similarity": 0.399,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
71
  "concentration_similarity": 1.0,
 
96
  {
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
+ "similarity": 0.498,
100
  "content_similarity": 0.399,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
 
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
  "similarity": 0.472,
132
+ "content_similarity": 0.363,
133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
135
  "concentration_similarity": 1.0,
 
257
  "left_pr_number": 43636,
258
  "right_pr_number": 43651,
259
  "similarity": 0.433,
260
+ "content_similarity": 0.274,
261
  "size_similarity": 0.611,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
 
302
  ]
303
  },
304
  {
305
+ "left_pr_number": 43651,
306
+ "right_pr_number": 44123,
307
  "similarity": 0.419,
308
+ "content_similarity": 0.314,
309
+ "size_similarity": 0.327,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
312
  "shared_filenames": [
 
318
  ]
319
  },
320
  {
321
+ "left_pr_number": 43663,
322
+ "right_pr_number": 44257,
323
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324
+ "content_similarity": 0.333,
325
+ "size_similarity": 0.24,
326
  "breadth_similarity": 1.0,
327
  "concentration_similarity": 1.0,
328
  "shared_filenames": [
 
433
  "left_pr_number": 43636,
434
  "right_pr_number": 44189,
435
  "similarity": 0.39,
436
+ "content_similarity": 0.266,
437
  "size_similarity": 0.364,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
 
449
  "left_pr_number": 45055,
450
  "right_pr_number": 45273,
451
  "similarity": 0.384,
452
+ "content_similarity": 0.192,
453
  "size_similarity": 0.667,
454
  "breadth_similarity": 1.0,
455
  "concentration_similarity": 1.0,
 
689
  "left_pr_number": 44257,
690
  "right_pr_number": 45273,
691
  "similarity": 0.333,
692
+ "content_similarity": 0.19,
693
  "size_similarity": 0.333,
694
  "breadth_similarity": 1.0,
695
  "concentration_similarity": 1.0,
 
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
  "similarity": 0.325,
708
+ "content_similarity": 0.227,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
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1166
  {
1167
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1168
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1169
+ "similarity": 0.732,
1170
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1171
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1172
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1477
  "left_pr_number": 44974,
1478
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1479
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1480
+ "content_similarity": 0.332,
1481
  "size_similarity": 0.636,
1482
  "breadth_similarity": 0.9,
1483
  "concentration_similarity": 0.834,
 
1496
  "left_pr_number": 45635,
1497
  "right_pr_number": 46717,
1498
  "similarity": 0.418,
1499
+ "content_similarity": 0.337,
1500
  "size_similarity": 0.375,
1501
  "breadth_similarity": 0.875,
1502
  "concentration_similarity": 0.763,
 
1550
  {
1551
  "left_pr_number": 45996,
1552
  "right_pr_number": 46717,
1553
+ "similarity": 0.38,
1554
  "content_similarity": 0.271,
1555
  "size_similarity": 0.268,
1556
  "breadth_similarity": 1.0,
 
1570
  "left_pr_number": 45421,
1571
  "right_pr_number": 45996,
1572
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1573
+ "content_similarity": 0.192,
1574
  "size_similarity": 0.573,
1575
  "breadth_similarity": 0.583,
1576
  "concentration_similarity": 0.828,
 
1764
  "left_pr_number": 44543,
1765
  "right_pr_number": 45422,
1766
  "similarity": 0.479,
1767
+ "content_similarity": 0.45,
1768
  "size_similarity": 0.331,
1769
  "breadth_similarity": 0.75,
1770
  "concentration_similarity": 0.802,
 
1850
  {
1851
  "left_pr_number": 41606,
1852
  "right_pr_number": 45627,
1853
+ "similarity": 0.323,
1854
  "content_similarity": 0.113,
1855
  "size_similarity": 0.725,
1856
  "breadth_similarity": 1.0,
 
1901
  {
1902
  "left_pr_number": 41606,
1903
  "right_pr_number": 42668,
1904
+ "similarity": 0.271,
1905
+ "content_similarity": 0.254,
1906
  "size_similarity": 0.26,
1907
  "breadth_similarity": 0.216,
1908
  "concentration_similarity": 0.649,
 
2128
  46850
2129
  ],
2130
  "representative_pr_number": 45438,
2131
+ "average_similarity": 0.453,
2132
  "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45438.",
2133
  "shared_filenames": [
2134
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2200
  "left_pr_number": 45438,
2201
  "right_pr_number": 45883,
2202
  "similarity": 0.544,
2203
+ "content_similarity": 0.581,
2204
  "size_similarity": 0.392,
2205
  "breadth_similarity": 0.325,
2206
  "concentration_similarity": 0.92,
 
2218
  {
2219
  "left_pr_number": 45438,
2220
  "right_pr_number": 46850,
2221
+ "similarity": 0.488,
2222
+ "content_similarity": 0.426,
2223
+ "size_similarity": 0.615,
2224
  "breadth_similarity": 0.757,
2225
+ "concentration_similarity": 0.437,
2226
  "shared_filenames": [
2227
  "src/transformers/models/gemma4/modeling_gemma4.py",
2228
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2241
  {
2242
  "left_pr_number": 46642,
2243
  "right_pr_number": 46850,
2244
+ "similarity": 0.428,
2245
+ "content_similarity": 0.251,
2246
+ "size_similarity": 0.811,
2247
  "breadth_similarity": 0.85,
2248
+ "concentration_similarity": 0.909,
2249
  "shared_filenames": [
2250
  "src/transformers/models/gemma4/modeling_gemma4.py",
2251
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2265
  "left_pr_number": 45438,
2266
  "right_pr_number": 46642,
2267
  "similarity": 0.412,
2268
+ "content_similarity": 0.296,
2269
  "size_similarity": 0.759,
2270
  "breadth_similarity": 0.65,
2271
  "concentration_similarity": 0.529,
 
2285
  {
2286
  "left_pr_number": 45294,
2287
  "right_pr_number": 46850,
2288
+ "similarity": 0.402,
2289
+ "content_similarity": 0.379,
2290
+ "size_similarity": 0.258,
2291
  "breadth_similarity": 0.757,
2292
+ "concentration_similarity": 0.449,
2293
  "shared_filenames": [
2294
  "src/transformers/models/gemma4/modeling_gemma4.py",
2295
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2328
  },
2329
  {
2330
  "left_pr_number": 45883,
2331
+ "right_pr_number": 46850,
2332
+ "similarity": 0.314,
2333
+ "content_similarity": 0.337,
2334
+ "size_similarity": 0.241,
2335
+ "breadth_similarity": 0.243,
2336
+ "concentration_similarity": 0.357,
2337
  "shared_filenames": [
2338
  "src/transformers/models/gemma4/modeling_gemma4.py",
2339
  "src/transformers/models/gemma4/modular_gemma4.py"
 
2347
  },
2348
  {
2349
  "left_pr_number": 45883,
2350
+ "right_pr_number": 46642,
2351
+ "similarity": 0.302,
2352
+ "content_similarity": 0.308,
2353
+ "size_similarity": 0.297,
2354
+ "breadth_similarity": 0.2,
2355
+ "concentration_similarity": 0.448,
2356
  "shared_filenames": [
2357
  "src/transformers/models/gemma4/modeling_gemma4.py",
2358
  "src/transformers/models/gemma4/modular_gemma4.py"
 
2672
  "left_pr_number": 42975,
2673
  "right_pr_number": 45077,
2674
  "similarity": 0.658,
2675
+ "content_similarity": 0.593,
2676
  "size_similarity": 0.731,
2677
  "breadth_similarity": 0.833,
2678
  "concentration_similarity": 1.0,
 
2697
  "left_pr_number": 42976,
2698
  "right_pr_number": 46885,
2699
  "similarity": 0.553,
2700
+ "content_similarity": 0.529,
2701
  "size_similarity": 0.479,
2702
  "breadth_similarity": 0.617,
2703
  "concentration_similarity": 1.0,
 
2719
  "left_pr_number": 45077,
2720
  "right_pr_number": 46885,
2721
  "similarity": 0.479,
2722
+ "content_similarity": 0.456,
2723
  "size_similarity": 0.154,
2724
  "breadth_similarity": 0.867,
2725
  "concentration_similarity": 1.0,
 
2876
  "left_pr_number": 34667,
2877
  "right_pr_number": 44872,
2878
  "similarity": 0.432,
2879
+ "content_similarity": 0.345,
2880
  "size_similarity": 0.273,
2881
  "breadth_similarity": 1.0,
2882
  "concentration_similarity": 1.0,
 
2893
  "left_pr_number": 39683,
2894
  "right_pr_number": 44872,
2895
  "similarity": 0.418,
2896
+ "content_similarity": 0.356,
2897
  "size_similarity": 0.13,
2898
  "breadth_similarity": 1.0,
2899
  "concentration_similarity": 1.0,
 
2932
  "left_pr_number": 44615,
2933
  "right_pr_number": 46152,
2934
  "similarity": 0.623,
2935
+ "content_similarity": 0.551,
2936
  "size_similarity": 0.583,
2937
  "breadth_similarity": 1.0,
2938
  "concentration_similarity": 1.0,
 
2965
  {
2966
  "left_pr_number": 44385,
2967
  "right_pr_number": 44615,
2968
+ "similarity": 0.41,
2969
  "content_similarity": 0.339,
2970
  "size_similarity": 0.371,
2971
  "breadth_similarity": 0.667,
 
3000
  "left_pr_number": 44615,
3001
  "right_pr_number": 45060,
3002
  "similarity": 0.314,
3003
+ "content_similarity": 0.24,
3004
  "size_similarity": 0.614,
3005
  "breadth_similarity": 0.333,
3006
  "concentration_similarity": 0.421,
 
3032
  }
3033
  ]
3034
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3035
  {
3036
  "cluster_id": "pr-scope-44066-3",
3037
  "pr_numbers": [
 
3429
  "left_pr_number": 44940,
3430
  "right_pr_number": 46207,
3431
  "similarity": 0.542,
3432
+ "content_similarity": 0.454,
3433
  "size_similarity": 0.662,
3434
  "breadth_similarity": 0.833,
3435
  "concentration_similarity": 0.839,
 
3526
  {
3527
  "left_pr_number": 43997,
3528
  "right_pr_number": 44019,
3529
+ "similarity": 0.275,
3530
  "content_similarity": 0.025,
3531
  "size_similarity": 0.722,
3532
  "breadth_similarity": 1.0,
 
3736
  "left_pr_number": 44680,
3737
  "right_pr_number": 45666,
3738
  "similarity": 0.442,
3739
+ "content_similarity": 0.518,
3740
  "size_similarity": 0.042,
3741
  "breadth_similarity": 0.417,
3742
  "concentration_similarity": 0.632,
 
3834
  46734
3835
  ],
3836
  "representative_pr_number": 34925,
3837
+ "average_similarity": 0.467,
3838
  "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
3839
  "shared_filenames": [
3840
  "tests/trainer/test_trainer.py",
 
3850
  {
3851
  "left_pr_number": 34925,
3852
  "right_pr_number": 45917,
3853
+ "similarity": 0.494,
3854
+ "content_similarity": 0.423,
3855
  "size_similarity": 0.39,
3856
  "breadth_similarity": 1.0,
3857
  "concentration_similarity": 0.78,
 
3887
  {
3888
  "left_pr_number": 45917,
3889
  "right_pr_number": 46734,
3890
+ "similarity": 0.445,
3891
+ "content_similarity": 0.382,
3892
  "size_similarity": 0.404,
3893
  "breadth_similarity": 0.833,
3894
  "concentration_similarity": 0.67,
 
3958
  "left_pr_number": 45548,
3959
  "right_pr_number": 45655,
3960
  "similarity": 0.356,
3961
+ "content_similarity": 0.29,
3962
  "size_similarity": 0.191,
3963
  "breadth_similarity": 0.75,
3964
  "concentration_similarity": 1.0,
 
3972
  }
3973
  ]
3974
  },
3975
+ {
3976
+ "cluster_id": "pr-scope-45682-3",
3977
+ "pr_numbers": [
3978
+ 45682,
3979
+ 46442,
3980
+ 46766
3981
+ ],
3982
+ "representative_pr_number": 45682,
3983
+ "average_similarity": 0.455,
3984
+ "summary": "3 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
3985
+ "shared_filenames": [
3986
+ "tests/peft_integration/test_peft_integration.py",
3987
+ "src/transformers/integrations/peft.py"
3988
+ ],
3989
+ "shared_directories": [
3990
+ "src/transformers/integrations",
3991
+ "tests/peft_integration",
3992
+ "src/transformers",
3993
+ "tests",
3994
+ "src"
3995
+ ],
3996
+ "pairwise": [
3997
+ {
3998
+ "left_pr_number": 45682,
3999
+ "right_pr_number": 46442,
4000
+ "similarity": 0.608,
4001
+ "content_similarity": 0.676,
4002
+ "size_similarity": 0.435,
4003
+ "breadth_similarity": 0.31,
4004
+ "concentration_similarity": 0.773,
4005
+ "shared_filenames": [
4006
+ "src/transformers/integrations/peft.py",
4007
+ "tests/peft_integration/test_peft_integration.py"
4008
+ ],
4009
+ "shared_directories": [
4010
+ "src/transformers/integrations",
4011
+ "src/transformers",
4012
+ "tests/peft_integration",
4013
+ "src",
4014
+ "tests"
4015
+ ]
4016
+ },
4017
+ {
4018
+ "left_pr_number": 45682,
4019
+ "right_pr_number": 46766,
4020
+ "similarity": 0.477,
4021
+ "content_similarity": 0.449,
4022
+ "size_similarity": 0.134,
4023
+ "breadth_similarity": 1.0,
4024
+ "concentration_similarity": 0.849,
4025
+ "shared_filenames": [
4026
+ "src/transformers/integrations/peft.py",
4027
+ "tests/peft_integration/test_peft_integration.py"
4028
+ ],
4029
+ "shared_directories": [
4030
+ "src/transformers/integrations",
4031
+ "src/transformers",
4032
+ "tests/peft_integration",
4033
+ "src",
4034
+ "tests"
4035
+ ]
4036
+ },
4037
+ {
4038
+ "left_pr_number": 46442,
4039
+ "right_pr_number": 46766,
4040
+ "similarity": 0.282,
4041
+ "content_similarity": 0.279,
4042
+ "size_similarity": 0.058,
4043
+ "breadth_similarity": 0.31,
4044
+ "concentration_similarity": 0.924,
4045
+ "shared_filenames": [
4046
+ "src/transformers/integrations/peft.py",
4047
+ "tests/peft_integration/test_peft_integration.py"
4048
+ ],
4049
+ "shared_directories": [
4050
+ "src/transformers/integrations",
4051
+ "src/transformers",
4052
+ "tests/peft_integration",
4053
+ "src",
4054
+ "tests"
4055
+ ]
4056
+ }
4057
+ ]
4058
+ },
4059
  {
4060
  "cluster_id": "pr-scope-45293-3",
4061
  "pr_numbers": [
 
4159
  {
4160
  "left_pr_number": 32189,
4161
  "right_pr_number": 42655,
4162
+ "similarity": 0.464,
4163
  "content_similarity": 0.501,
4164
  "size_similarity": 0.231,
4165
  "breadth_similarity": 0.5,
 
4322
  "left_pr_number": 44889,
4323
  "right_pr_number": 46775,
4324
  "similarity": 0.455,
4325
+ "content_similarity": 0.333,
4326
  "size_similarity": 0.877,
4327
  "breadth_similarity": 0.458,
4328
  "concentration_similarity": 0.9,
 
4342
  "left_pr_number": 44889,
4343
  "right_pr_number": 44981,
4344
  "similarity": 0.395,
4345
+ "content_similarity": 0.151,
4346
  "size_similarity": 0.991,
4347
  "breadth_similarity": 1.0,
4348
  "concentration_similarity": 0.812,
 
4359
  {
4360
  "left_pr_number": 44981,
4361
  "right_pr_number": 46775,
4362
+ "similarity": 0.301,
4363
  "content_similarity": 0.123,
4364
  "size_similarity": 0.885,
4365
  "breadth_similarity": 0.458,
 
4398
  "left_pr_number": 33686,
4399
  "right_pr_number": 44550,
4400
  "similarity": 0.39,
4401
+ "content_similarity": 0.128,
4402
  "size_similarity": 1.0,
4403
  "breadth_similarity": 1.0,
4404
  "concentration_similarity": 1.0,
 
4694
  45607
4695
  ],
4696
  "representative_pr_number": 45606,
4697
+ "average_similarity": 0.773,
4698
  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
4699
  "shared_filenames": [
4700
  "tests/models/gemma4/test_modeling_gemma4.py"
 
4708
  {
4709
  "left_pr_number": 45606,
4710
  "right_pr_number": 45607,
4711
+ "similarity": 0.773,
4712
+ "content_similarity": 0.822,
4713
  "size_similarity": 0.778,
4714
  "breadth_similarity": 0.417,
4715
  "concentration_similarity": 0.778,
 
5126
  45333
5127
  ],
5128
  "representative_pr_number": 45332,
5129
+ "average_similarity": 0.613,
5130
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
5131
  "shared_filenames": [
5132
  "docs/source/en/heterogeneous_configurations.md",
 
5151
  {
5152
  "left_pr_number": 45332,
5153
  "right_pr_number": 45333,
5154
+ "similarity": 0.613,
5155
+ "content_similarity": 0.651,
5156
+ "size_similarity": 0.348,
5157
  "breadth_similarity": 0.594,
5158
+ "concentration_similarity": 0.921,
5159
  "shared_filenames": [
5160
  "docs/source/en/_toctree.yml",
5161
  "docs/source/en/heterogeneous_configurations.md",
 
5336
  46128
5337
  ],
5338
  "representative_pr_number": 45110,
5339
+ "average_similarity": 0.5,
5340
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/sam3_1_video/__init__.py`, `src/transformers/models/sam3_1_video/configuration_sam3_1_video.py`, `src/transformers/models/sam3_1_video/convert_sam3_1_video_to_hf.py`; representative PR #45110.",
5341
  "shared_filenames": [
5342
  "src/transformers/models/sam3_1_video/__init__.py",
 
5361
  {
5362
  "left_pr_number": 45110,
5363
  "right_pr_number": 46128,
5364
+ "similarity": 0.5,
5365
  "content_similarity": 0.439,
5366
  "size_similarity": 0.443,
5367
  "breadth_similarity": 0.84,
 
5657
  46556
5658
  ],
5659
  "representative_pr_number": 46404,
5660
+ "average_similarity": 0.466,
5661
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
5662
  "shared_filenames": [
5663
  "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
 
5671
  ],
5672
  "shared_directories": [
5673
  "src/transformers/models/qianfan_ocr",
 
5674
  "src/transformers/models/minicpmv4_6",
5675
+ "src/transformers/models/florence2",
5676
  "src/transformers/models/granite4_vision",
5677
  "src/transformers/models/kosmos2",
5678
  "src/transformers/models/lighton_ocr",
 
5683
  {
5684
  "left_pr_number": 46404,
5685
  "right_pr_number": 46556,
5686
+ "similarity": 0.466,
5687
+ "content_similarity": 0.475,
5688
  "size_similarity": 0.298,
5689
  "breadth_similarity": 0.46,
5690
  "concentration_similarity": 0.86,
 
6147
  45783
6148
  ],
6149
  "representative_pr_number": 43446,
6150
+ "average_similarity": 0.402,
6151
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/fast_vlm/modular_fast_vlm.py`; representative PR #43446.",
6152
  "shared_filenames": [
6153
  "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
6154
  "src/transformers/models/fast_vlm/modeling_fast_vlm.py",
6155
  "src/transformers/models/fast_vlm/modular_fast_vlm.py",
 
6156
  "src/transformers/models/fuyu/modeling_fuyu.py",
6157
  "src/transformers/models/glm46v/modeling_glm46v.py",
6158
  "src/transformers/models/got_ocr2/modeling_got_ocr2.py",
6159
+ "src/transformers/models/got_ocr2/modular_got_ocr2.py",
6160
+ "src/transformers/models/instructblipvideo/modular_instructblipvideo.py"
6161
  ],
6162
  "shared_directories": [
6163
  "src/transformers/models/fast_vlm",
 
6166
  "src/transformers/models/llava_next_video",
6167
  "src/transformers/models/blip_2",
6168
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