evalstate HF Staff commited on
Commit
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1 Parent(s): 4d6ef18

Refresh transformers dataset snapshot 20260706T060036Z

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new-contributors-report.md CHANGED
@@ -1,18 +1,18 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260706T000824Z`
4
- - Generated: `2026-07-06T00:08:44Z`
5
  - Activity window: `60d`
6
- - Contributors: `347`
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
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 134 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
- | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 112 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 
14
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 101 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
15
- | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 101 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 100 | 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` | 73 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -353,6 +353,7 @@
353
  | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
354
  | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
355
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 
356
  | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
357
  | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
358
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -388,12 +389,12 @@ Example artifacts:
388
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
389
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
390
  - repo first seen: `2025-03-19T10:58:02Z`
391
- - repo last seen: `2026-07-02T09:56:04Z`
392
  - first seen in snapshot: **no**
393
  - repo association: **MEMBER**
394
- - repo primary artifacts: **112**
395
- - snapshot authored PRs/issues: **112 PRs / 0 issues**
396
- - snapshot discussion activity: **269 comments / 382 reviews / 567 review comments**
397
  - account age: **2036 days**
398
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
399
  - public orgs: `huggingface`
@@ -401,9 +402,35 @@ Example artifacts:
401
  - heuristic read: **high recent PR volume; targets high-star repos**
402
 
403
  Example artifacts:
404
- - [PR #47018: Fix save_pretrained with offloading and weight conversions](https://github.com/huggingface/transformers/pull/47018) — open
 
405
  - [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — closed, merged
406
- - [PR #46955: Remove some unnecessary generate warnings](https://github.com/huggingface/transformers/pull/46955) — closed, merged
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
407
 
408
  ### `tarekziade`
409
 
@@ -431,32 +458,6 @@ Example artifacts:
431
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
432
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
433
 
434
- ### `kaixuanliu`
435
-
436
- - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
437
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
438
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
439
- - repo first seen: `2025-06-20T09:58:55Z`
440
- - repo last seen: `2026-07-03T06:24:06Z`
441
- - first seen in snapshot: **no**
442
- - repo association: **CONTRIBUTOR**
443
- - repo primary artifacts: **105**
444
- - snapshot authored PRs/issues: **101 PRs / 4 issues**
445
- - snapshot discussion activity: **88 comments / 110 reviews / 109 review comments**
446
- - account age: **3934 days**
447
- - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
448
- - public orgs: none visible
449
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
450
- - heuristic read: **high recent PR volume; targets high-star repos**
451
-
452
- Example artifacts:
453
- - [PR #47025: Diffusion gemma: fix failed test cases](https://github.com/huggingface/transformers/pull/47025) — open
454
- - [PR #47019: fix mask return-type contract regression and add correctness guard for](https://github.com/huggingface/transformers/pull/47019) — open
455
- - [PR #46880: add XPU Expectation for cosmos3_omni tests](https://github.com/huggingface/transformers/pull/46880) — open
456
- - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
457
- - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
458
- - [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
459
-
460
  ### `zucchini-nlp`
461
 
462
  - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
@@ -2610,12 +2611,12 @@ Example artifacts:
2610
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD)
2611
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD)
2612
  - repo first seen: `2026-07-04T00:14:46Z`
2613
- - repo last seen: `2026-07-04T11:22:12Z`
2614
  - first seen in snapshot: **no**
2615
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2616
  - repo primary artifacts: **3**
2617
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
2618
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
2619
  - account age: **2310 days**
2620
  - recent public PR activity: **60 PRs** (54 merged / 2 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
2621
  - public orgs: none visible
@@ -7402,12 +7403,12 @@ Example artifacts:
7402
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergioperezcheco)
7403
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergioperezcheco)
7404
  - repo first seen: `2026-06-28T17:06:32Z`
7405
- - repo last seen: `2026-06-28T17:06:32Z`
7406
  - first seen in snapshot: **no**
7407
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7408
  - repo primary artifacts: **1**
7409
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7410
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7411
  - account age: **1522 days**
7412
  - recent public PR activity: **14 PRs** (1 merged / 2 closed-unmerged / 11 open; merged rate **7%**, closed-unmerged rate **14%**, open rate **79%**)
7413
  - public orgs: none visible
@@ -7717,12 +7718,12 @@ Example artifacts:
7717
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9)
7718
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
7719
  - repo first seen: `2026-07-02T05:11:17Z`
7720
- - repo last seen: `2026-07-02T05:11:17Z`
7721
  - first seen in snapshot: **no**
7722
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7723
  - repo primary artifacts: **1**
7724
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7725
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7726
  - account age: **1577 days**
7727
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7728
  - public orgs: none visible
@@ -7963,6 +7964,27 @@ Example artifacts:
7963
  Example artifacts:
7964
  - [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — closed
7965
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7966
  ### `yuekaizhang`
7967
 
7968
  - profile: [github.com/yuekaizhang](https://github.com/yuekaizhang)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260706T060036Z`
4
+ - Generated: `2026-07-06T06:01:25Z`
5
  - Activity window: `60d`
6
+ - Contributors: `348`
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
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 134 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
+ | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 113 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
+ | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 102 | 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` | 101 | 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 | `2024-07-19T13:27:51Z` | 100 | 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` | 73 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
353
  | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
354
  | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
355
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
356
+ | `YuChangHui` | [profile](https://github.com/YuChangHui) | yes | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
357
  | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
358
  | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
359
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
389
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
390
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
391
  - repo first seen: `2025-03-19T10:58:02Z`
392
+ - repo last seen: `2026-07-06T04:15:22Z`
393
  - first seen in snapshot: **no**
394
  - repo association: **MEMBER**
395
+ - repo primary artifacts: **113**
396
+ - snapshot authored PRs/issues: **113 PRs / 0 issues**
397
+ - snapshot discussion activity: **269 comments / 384 reviews / 568 review comments**
398
  - account age: **2036 days**
399
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
400
  - public orgs: `huggingface`
 
402
  - heuristic read: **high recent PR volume; targets high-star repos**
403
 
404
  Example artifacts:
405
+ - [PR #47094: [masking] Improve sdpa by allowing to dispatch to FA more often](https://github.com/huggingface/transformers/pull/47094) — open
406
+ - [PR #47018: Fix save_pretrained with offloading and weight conversions](https://github.com/huggingface/transformers/pull/47018) — closed, merged
407
  - [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — closed, merged
408
+
409
+ ### `kaixuanliu`
410
+
411
+ - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
412
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
413
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
414
+ - repo first seen: `2025-06-20T09:58:55Z`
415
+ - repo last seen: `2026-07-06T03:06:17Z`
416
+ - first seen in snapshot: **no**
417
+ - repo association: **CONTRIBUTOR**
418
+ - repo primary artifacts: **106**
419
+ - snapshot authored PRs/issues: **102 PRs / 4 issues**
420
+ - snapshot discussion activity: **89 comments / 110 reviews / 109 review comments**
421
+ - account age: **3934 days**
422
+ - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
423
+ - public orgs: none visible
424
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
425
+ - heuristic read: **high recent PR volume; targets high-star repos**
426
+
427
+ Example artifacts:
428
+ - [PR #47092: add XPU output expectations for minicpm3 tests](https://github.com/huggingface/transformers/pull/47092) — open
429
+ - [PR #47025: Diffusion gemma: fix failed test cases](https://github.com/huggingface/transformers/pull/47025) — open
430
+ - [PR #47019: fix mask return-type contract regression and add correctness guard for](https://github.com/huggingface/transformers/pull/47019) — closed, merged
431
+ - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
432
+ - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
433
+ - [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
434
 
435
  ### `tarekziade`
436
 
 
458
  - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
459
  - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
460
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
461
  ### `zucchini-nlp`
462
 
463
  - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
 
2611
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD)
2612
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD)
2613
  - repo first seen: `2026-07-04T00:14:46Z`
2614
+ - repo last seen: `2026-07-05T07:01:14Z`
2615
  - first seen in snapshot: **no**
2616
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2617
  - repo primary artifacts: **3**
2618
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
2619
+ - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
2620
  - account age: **2310 days**
2621
  - recent public PR activity: **60 PRs** (54 merged / 2 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
2622
  - public orgs: none visible
 
7403
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergioperezcheco)
7404
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergioperezcheco)
7405
  - repo first seen: `2026-06-28T17:06:32Z`
7406
+ - repo last seen: `2026-07-06T02:03:19Z`
7407
  - first seen in snapshot: **no**
7408
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7409
  - repo primary artifacts: **1**
7410
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7411
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7412
  - account age: **1522 days**
7413
  - recent public PR activity: **14 PRs** (1 merged / 2 closed-unmerged / 11 open; merged rate **7%**, closed-unmerged rate **14%**, open rate **79%**)
7414
  - public orgs: none visible
 
7718
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9)
7719
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
7720
  - repo first seen: `2026-07-02T05:11:17Z`
7721
+ - repo last seen: `2026-07-06T00:50:07Z`
7722
  - first seen in snapshot: **no**
7723
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7724
  - repo primary artifacts: **1**
7725
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7726
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7727
  - account age: **1577 days**
7728
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7729
  - public orgs: none visible
 
7964
  Example artifacts:
7965
  - [PR #45830: fix: raise ValueError when num_beams × vocab_size exceeds torch.multinomial limit](https://github.com/huggingface/transformers/pull/45830) — closed
7966
 
7967
+ ### `YuChangHui`
7968
+
7969
+ - profile: [github.com/YuChangHui](https://github.com/YuChangHui)
7970
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYuChangHui)
7971
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYuChangHui)
7972
+ - repo first seen: `2026-07-06T02:04:32Z`
7973
+ - repo last seen: `2026-07-06T02:04:32Z`
7974
+ - first seen in snapshot: **yes**
7975
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7976
+ - repo primary artifacts: **1**
7977
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7978
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7979
+ - account age: **2154 days**
7980
+ - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
7981
+ - public orgs: none visible
7982
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
7983
+ - heuristic read: **—**
7984
+
7985
+ Example artifacts:
7986
+ - [PR #47093: Add OpenPangu-V2 Model](https://github.com/huggingface/transformers/pull/47093) — open
7987
+
7988
  ### `yuekaizhang`
7989
 
7990
  - profile: [github.com/yuekaizhang](https://github.com/yuekaizhang)
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2967
- "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2968
- "shared_filenames": [
2969
- "src/transformers/modeling_utils.py"
2970
- ],
2971
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2972
- "src/transformers",
2973
- "src"
2974
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2975
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2976
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2977
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2978
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2979
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2980
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2981
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2982
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2983
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2984
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2985
- "src/transformers/modeling_utils.py"
2986
- ],
2987
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2988
- "src/transformers",
2989
- "src"
2990
- ]
2991
- },
2992
- {
2993
- "left_pr_number": 45649,
2994
- "right_pr_number": 45655,
2995
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2996
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2997
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2998
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2999
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3000
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3001
- "src/transformers/modeling_utils.py"
3002
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3003
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3004
- "src/transformers",
3005
- "src"
3006
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3007
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3008
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3009
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3010
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3015
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3016
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3017
- "src/transformers/modeling_utils.py"
3018
- ],
3019
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3020
- "src/transformers",
3021
- "src"
3022
- ]
3023
- },
3024
- {
3025
- "left_pr_number": 45649,
3026
- "right_pr_number": 47018,
3027
- "similarity": 0.443,
3028
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3029
- "size_similarity": 0.135,
3030
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3031
- "concentration_similarity": 1.0,
3032
- "shared_filenames": [
3033
- "src/transformers/modeling_utils.py"
3034
- ],
3035
- "shared_directories": [
3036
- "src/transformers",
3037
- "src"
3038
- ]
3039
- },
3040
- {
3041
- "left_pr_number": 45655,
3042
- "right_pr_number": 47018,
3043
- "similarity": 0.401,
3044
- "content_similarity": 0.321,
3045
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3046
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3047
- "concentration_similarity": 1.0,
3048
- "shared_filenames": [
3049
- "src/transformers/modeling_utils.py"
3050
- ],
3051
- "shared_directories": [
3052
- "src/transformers",
3053
- "src"
3054
- ]
3055
- },
3056
- {
3057
- "left_pr_number": 45548,
3058
- "right_pr_number": 45655,
3059
- "similarity": 0.359,
3060
- "content_similarity": 0.293,
3061
- "size_similarity": 0.191,
3062
- "breadth_similarity": 0.75,
3063
- "concentration_similarity": 1.0,
3064
- "shared_filenames": [
3065
- "src/transformers/modeling_utils.py"
3066
- ],
3067
- "shared_directories": [
3068
- "src/transformers",
3069
- "src"
3070
- ]
3071
- }
3072
- ]
3073
- },
3074
  {
3075
  "cluster_id": "pr-scope-43875-4",
3076
  "pr_numbers": [
@@ -3221,7 +3104,7 @@
3221
  {
3222
  "left_pr_number": 45979,
3223
  "right_pr_number": 46735,
3224
- "similarity": 0.584,
3225
  "content_similarity": 0.637,
3226
  "size_similarity": 0.248,
3227
  "breadth_similarity": 0.533,
@@ -3280,7 +3163,7 @@
3280
  "left_pr_number": 42655,
3281
  "right_pr_number": 46735,
3282
  "similarity": 0.322,
3283
- "content_similarity": 0.324,
3284
  "size_similarity": 0.082,
3285
  "breadth_similarity": 0.417,
3286
  "concentration_similarity": 0.837,
@@ -3341,7 +3224,7 @@
3341
  46007
3342
  ],
3343
  "representative_pr_number": 44550,
3344
- "average_similarity": 0.357,
3345
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3346
  "shared_filenames": [],
3347
  "shared_directories": [
@@ -3354,8 +3237,8 @@
3354
  {
3355
  "left_pr_number": 33686,
3356
  "right_pr_number": 44550,
3357
- "similarity": 0.396,
3358
- "content_similarity": 0.137,
3359
  "size_similarity": 1.0,
3360
  "breadth_similarity": 1.0,
3361
  "concentration_similarity": 1.0,
@@ -3370,8 +3253,8 @@
3370
  {
3371
  "left_pr_number": 44407,
3372
  "right_pr_number": 44550,
3373
- "similarity": 0.364,
3374
- "content_similarity": 0.101,
3375
  "size_similarity": 0.957,
3376
  "breadth_similarity": 1.0,
3377
  "concentration_similarity": 1.0,
@@ -3385,8 +3268,8 @@
3385
  {
3386
  "left_pr_number": 33686,
3387
  "right_pr_number": 44407,
3388
- "similarity": 0.355,
3389
- "content_similarity": 0.087,
3390
  "size_similarity": 0.957,
3391
  "breadth_similarity": 1.0,
3392
  "concentration_similarity": 1.0,
@@ -3401,7 +3284,7 @@
3401
  "left_pr_number": 44407,
3402
  "right_pr_number": 46007,
3403
  "similarity": 0.345,
3404
- "content_similarity": 0.082,
3405
  "size_similarity": 0.92,
3406
  "breadth_similarity": 1.0,
3407
  "concentration_similarity": 1.0,
@@ -3415,8 +3298,8 @@
3415
  {
3416
  "left_pr_number": 44550,
3417
  "right_pr_number": 46007,
3418
- "similarity": 0.345,
3419
- "content_similarity": 0.089,
3420
  "size_similarity": 0.88,
3421
  "breadth_similarity": 1.0,
3422
  "concentration_similarity": 1.0,
@@ -3430,8 +3313,8 @@
3430
  {
3431
  "left_pr_number": 33686,
3432
  "right_pr_number": 46007,
3433
- "similarity": 0.336,
3434
- "content_similarity": 0.077,
3435
  "size_similarity": 0.88,
3436
  "breadth_similarity": 1.0,
3437
  "concentration_similarity": 1.0,
@@ -3772,7 +3655,7 @@
3772
  46780
3773
  ],
3774
  "representative_pr_number": 46780,
3775
- "average_similarity": 0.72,
3776
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3777
  "shared_filenames": [
3778
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -3830,8 +3713,8 @@
3830
  {
3831
  "left_pr_number": 45932,
3832
  "right_pr_number": 46780,
3833
- "similarity": 0.605,
3834
- "content_similarity": 0.633,
3835
  "size_similarity": 0.322,
3836
  "breadth_similarity": 0.679,
3837
  "concentration_similarity": 0.916,
@@ -3862,8 +3745,8 @@
3862
  {
3863
  "left_pr_number": 45932,
3864
  "right_pr_number": 46174,
3865
- "similarity": 0.59,
3866
- "content_similarity": 0.627,
3867
  "size_similarity": 0.248,
3868
  "breadth_similarity": 0.679,
3869
  "concentration_similarity": 0.916,
@@ -3953,7 +3836,7 @@
3953
  "left_pr_number": 44015,
3954
  "right_pr_number": 44676,
3955
  "similarity": 0.419,
3956
- "content_similarity": 0.509,
3957
  "size_similarity": 0.034,
3958
  "breadth_similarity": 0.333,
3959
  "concentration_similarity": 0.488,
@@ -4322,6 +4205,74 @@
4322
  }
4323
  ]
4324
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4325
  {
4326
  "cluster_id": "pr-scope-34925-3",
4327
  "pr_numbers": [
@@ -4896,7 +4847,7 @@
4896
  {
4897
  "left_pr_number": 46138,
4898
  "right_pr_number": 46503,
4899
- "similarity": 0.345,
4900
  "content_similarity": 0.119,
4901
  "size_similarity": 0.75,
4902
  "breadth_similarity": 1.0,
@@ -5536,43 +5487,6 @@
5536
  }
5537
  ]
5538
  },
5539
- {
5540
- "cluster_id": "pr-scope-41901-2",
5541
- "pr_numbers": [
5542
- 41901,
5543
- 45523
5544
- ],
5545
- "representative_pr_number": 41901,
5546
- "average_similarity": 0.725,
5547
- "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
5548
- "shared_filenames": [
5549
- "src/transformers/integrations/executorch.py"
5550
- ],
5551
- "shared_directories": [
5552
- "src/transformers/integrations",
5553
- "src/transformers",
5554
- "src"
5555
- ],
5556
- "pairwise": [
5557
- {
5558
- "left_pr_number": 41901,
5559
- "right_pr_number": 45523,
5560
- "similarity": 0.725,
5561
- "content_similarity": 0.788,
5562
- "size_similarity": 0.158,
5563
- "breadth_similarity": 1.0,
5564
- "concentration_similarity": 1.0,
5565
- "shared_filenames": [
5566
- "src/transformers/integrations/executorch.py"
5567
- ],
5568
- "shared_directories": [
5569
- "src/transformers/integrations",
5570
- "src/transformers",
5571
- "src"
5572
- ]
5573
- }
5574
- ]
5575
- },
5576
  {
5577
  "cluster_id": "pr-scope-42824-2",
5578
  "pr_numbers": [
@@ -5614,6 +5528,43 @@
5614
  }
5615
  ]
5616
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5617
  {
5618
  "cluster_id": "pr-scope-44794-2",
5619
  "pr_numbers": [
@@ -5929,66 +5880,6 @@
5929
  }
5930
  ]
5931
  },
5932
- {
5933
- "cluster_id": "pr-scope-45332-2",
5934
- "pr_numbers": [
5935
- 45332,
5936
- 45333
5937
- ],
5938
- "representative_pr_number": 45332,
5939
- "average_similarity": 0.571,
5940
- "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.",
5941
- "shared_filenames": [
5942
- "docs/source/en/heterogeneous_configurations.md",
5943
- "src/transformers/integrations/heterogeneity/__init__.py",
5944
- "src/transformers/integrations/heterogeneity/configuration_utils.py",
5945
- "tests/heterogeneity/__init__.py",
5946
- "tests/heterogeneity/test_configuration_utils.py",
5947
- "src/transformers/configuration_utils.py",
5948
- "docs/source/en/_toctree.yml"
5949
- ],
5950
- "shared_directories": [
5951
- "src/transformers/integrations/heterogeneity",
5952
- "src/transformers/integrations",
5953
- "docs/source/en",
5954
- "tests/heterogeneity",
5955
- "docs/source",
5956
- "src/transformers",
5957
- "docs",
5958
- "tests"
5959
- ],
5960
- "pairwise": [
5961
- {
5962
- "left_pr_number": 45332,
5963
- "right_pr_number": 45333,
5964
- "similarity": 0.571,
5965
- "content_similarity": 0.611,
5966
- "size_similarity": 0.297,
5967
- "breadth_similarity": 0.546,
5968
- "concentration_similarity": 0.889,
5969
- "shared_filenames": [
5970
- "docs/source/en/_toctree.yml",
5971
- "docs/source/en/heterogeneous_configurations.md",
5972
- "src/transformers/configuration_utils.py",
5973
- "src/transformers/integrations/heterogeneity/__init__.py",
5974
- "src/transformers/integrations/heterogeneity/configuration_utils.py",
5975
- "tests/heterogeneity/__init__.py",
5976
- "tests/heterogeneity/test_configuration_utils.py"
5977
- ],
5978
- "shared_directories": [
5979
- "src/transformers/integrations/heterogeneity",
5980
- "docs/source/en",
5981
- "src/transformers/integrations",
5982
- "docs/source",
5983
- "src/transformers",
5984
- "tests/heterogeneity",
5985
- "docs",
5986
- "src",
5987
- "tests"
5988
- ]
5989
- }
5990
- ]
5991
- },
5992
  {
5993
  "cluster_id": "pr-scope-45638-2",
5994
  "pr_numbers": [
@@ -6051,7 +5942,7 @@
6051
  "left_pr_number": 44228,
6052
  "right_pr_number": 46324,
6053
  "similarity": 0.563,
6054
- "content_similarity": 0.599,
6055
  "size_similarity": 0.259,
6056
  "breadth_similarity": 0.583,
6057
  "concentration_similarity": 0.926,
@@ -6145,6 +6036,66 @@
6145
  }
6146
  ]
6147
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6148
  {
6149
  "cluster_id": "pr-scope-47032-2",
6150
  "pr_numbers": [
@@ -6189,77 +6140,77 @@
6189
  ]
6190
  },
6191
  {
6192
- "cluster_id": "pr-scope-44940-2",
6193
  "pr_numbers": [
6194
- 44940,
6195
- 46890
6196
  ],
6197
- "representative_pr_number": 44940,
6198
- "average_similarity": 0.535,
6199
- "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
6200
  "shared_filenames": [
6201
- "tests/utils/test_modeling_utils.py",
6202
- "src/transformers/modeling_utils.py"
6203
  ],
6204
  "shared_directories": [
6205
- "tests/utils",
6206
  "src/transformers",
6207
- "tests",
6208
  "src"
6209
  ],
6210
  "pairwise": [
6211
  {
6212
- "left_pr_number": 44940,
6213
- "right_pr_number": 46890,
6214
- "similarity": 0.535,
6215
- "content_similarity": 0.478,
6216
- "size_similarity": 0.473,
6217
- "breadth_similarity": 0.833,
6218
- "concentration_similarity": 0.906,
6219
  "shared_filenames": [
6220
- "src/transformers/modeling_utils.py",
6221
- "tests/utils/test_modeling_utils.py"
6222
  ],
6223
  "shared_directories": [
6224
  "src/transformers",
6225
- "tests/utils",
6226
- "src",
6227
- "tests"
6228
  ]
6229
  }
6230
  ]
6231
  },
6232
  {
6233
- "cluster_id": "pr-scope-45541-2",
6234
  "pr_numbers": [
6235
- 45541,
6236
- 46177
6237
  ],
6238
- "representative_pr_number": 45541,
6239
  "average_similarity": 0.535,
6240
- "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
6241
  "shared_filenames": [
6242
- "src/transformers/tokenization_utils_base.py"
 
6243
  ],
6244
  "shared_directories": [
 
6245
  "src/transformers",
 
6246
  "src"
6247
  ],
6248
  "pairwise": [
6249
  {
6250
- "left_pr_number": 45541,
6251
- "right_pr_number": 46177,
6252
  "similarity": 0.535,
6253
- "content_similarity": 0.44,
6254
- "size_similarity": 0.519,
6255
- "breadth_similarity": 1.0,
6256
- "concentration_similarity": 1.0,
6257
  "shared_filenames": [
6258
- "src/transformers/tokenization_utils_base.py"
 
6259
  ],
6260
  "shared_directories": [
6261
  "src/transformers",
6262
- "src"
 
 
6263
  ]
6264
  }
6265
  ]
@@ -6768,7 +6719,7 @@
6768
  46990
6769
  ],
6770
  "representative_pr_number": 46224,
6771
- "average_similarity": 0.435,
6772
  "summary": "2 open PRs share weighted file overlap around `tests/test_fsdp_mixin.py`; representative PR #46224.",
6773
  "shared_filenames": [
6774
  "tests/test_fsdp_mixin.py"
@@ -6780,8 +6731,8 @@
6780
  {
6781
  "left_pr_number": 46224,
6782
  "right_pr_number": 46990,
6783
- "similarity": 0.435,
6784
- "content_similarity": 0.552,
6785
  "size_similarity": 0.122,
6786
  "breadth_similarity": 0.047,
6787
  "concentration_similarity": 0.513,
@@ -7139,7 +7090,7 @@
7139
  46467
7140
  ],
7141
  "representative_pr_number": 43757,
7142
- "average_similarity": 0.375,
7143
  "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #43757.",
7144
  "shared_filenames": [
7145
  "src/transformers/modeling_gguf_pytorch_utils.py"
@@ -7152,7 +7103,7 @@
7152
  {
7153
  "left_pr_number": 43757,
7154
  "right_pr_number": 46467,
7155
- "similarity": 0.375,
7156
  "content_similarity": 0.298,
7157
  "size_similarity": 0.6,
7158
  "breadth_similarity": 0.5,
@@ -7252,7 +7203,7 @@
7252
  46889
7253
  ],
7254
  "representative_pr_number": 46319,
7255
- "average_similarity": 0.354,
7256
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
7257
  "shared_filenames": [],
7258
  "shared_directories": [
@@ -7264,8 +7215,8 @@
7264
  {
7265
  "left_pr_number": 46319,
7266
  "right_pr_number": 46889,
7267
- "similarity": 0.354,
7268
- "content_similarity": 0.083,
7269
  "size_similarity": 0.974,
7270
  "breadth_similarity": 1.0,
7271
  "concentration_similarity": 1.0,
@@ -7285,7 +7236,7 @@
7285
  46357
7286
  ],
7287
  "representative_pr_number": 45851,
7288
- "average_similarity": 0.348,
7289
  "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
7290
  "shared_filenames": [],
7291
  "shared_directories": [
@@ -7297,8 +7248,8 @@
7297
  {
7298
  "left_pr_number": 45851,
7299
  "right_pr_number": 46357,
7300
- "similarity": 0.348,
7301
- "content_similarity": 0.12,
7302
  "size_similarity": 0.761,
7303
  "breadth_similarity": 1.0,
7304
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260706T060036Z",
4
+ "generated_at": "2026-07-06T06:01:20Z",
5
  "cluster_count": 88,
6
  "pr_scope_clusters": [
7
  {
 
129
  "left_pr_number": 44123,
130
  "right_pr_number": 45067,
131
  "similarity": 0.477,
132
+ "content_similarity": 0.37,
133
  "size_similarity": 0.455,
134
  "breadth_similarity": 1.0,
135
  "concentration_similarity": 1.0,
 
256
  {
257
  "left_pr_number": 43636,
258
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259
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260
  "content_similarity": 0.28,
261
  "size_similarity": 0.611,
262
  "breadth_similarity": 1.0,
 
286
  ]
287
  },
288
  {
289
+ "left_pr_number": 43636,
290
+ "right_pr_number": 44660,
291
  "similarity": 0.424,
292
+ "content_similarity": 0.274,
293
+ "size_similarity": 0.545,
294
  "breadth_similarity": 1.0,
295
  "concentration_similarity": 1.0,
296
  "shared_filenames": [
 
302
  ]
303
  },
304
  {
305
+ "left_pr_number": 43663,
306
+ "right_pr_number": 44257,
307
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308
+ "content_similarity": 0.34,
309
+ "size_similarity": 0.24,
310
  "breadth_similarity": 1.0,
311
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312
  "shared_filenames": [
 
384
  {
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
+ "similarity": 0.403,
388
  "content_similarity": 0.309,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
 
417
  "left_pr_number": 43636,
418
  "right_pr_number": 44257,
419
  "similarity": 0.396,
420
+ "content_similarity": 0.235,
421
  "size_similarity": 0.545,
422
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423
  "concentration_similarity": 1.0,
 
463
  },
464
  {
465
  "left_pr_number": 45055,
466
+ "right_pr_number": 45273,
467
+ "similarity": 0.388,
468
+ "content_similarity": 0.196,
469
+ "size_similarity": 0.667,
470
  "breadth_similarity": 1.0,
471
  "concentration_similarity": 1.0,
472
  "shared_filenames": [
 
479
  },
480
  {
481
  "left_pr_number": 45055,
482
+ "right_pr_number": 45067,
483
  "similarity": 0.387,
484
+ "content_similarity": 0.312,
485
+ "size_similarity": 0.12,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
488
  "shared_filenames": [
 
497
  "left_pr_number": 44123,
498
  "right_pr_number": 44660,
499
  "similarity": 0.386,
500
+ "content_similarity": 0.314,
501
  "size_similarity": 0.109,
502
  "breadth_similarity": 1.0,
503
  "concentration_similarity": 1.0,
 
544
  {
545
  "left_pr_number": 44123,
546
  "right_pr_number": 44189,
547
+ "similarity": 0.379,
548
  "content_similarity": 0.311,
549
  "size_similarity": 0.073,
550
  "breadth_similarity": 1.0,
 
577
  "left_pr_number": 43663,
578
  "right_pr_number": 45273,
579
  "similarity": 0.368,
580
+ "content_similarity": 0.295,
581
  "size_similarity": 0.08,
582
  "breadth_similarity": 1.0,
583
  "concentration_similarity": 1.0,
 
592
  {
593
  "left_pr_number": 43651,
594
  "right_pr_number": 45055,
595
+ "similarity": 0.365,
596
  "content_similarity": 0.271,
597
  "size_similarity": 0.167,
598
  "breadth_similarity": 1.0,
 
641
  "left_pr_number": 44123,
642
  "right_pr_number": 44257,
643
  "similarity": 0.354,
644
+ "content_similarity": 0.269,
645
  "size_similarity": 0.109,
646
  "breadth_similarity": 1.0,
647
  "concentration_similarity": 1.0,
 
1483
  {
1484
  "left_pr_number": 44543,
1485
  "right_pr_number": 45422,
1486
+ "similarity": 0.486,
1487
  "content_similarity": 0.46,
1488
  "size_similarity": 0.331,
1489
  "breadth_similarity": 0.75,
 
1588
  "left_pr_number": 45422,
1589
  "right_pr_number": 45627,
1590
  "similarity": 0.302,
1591
+ "content_similarity": 0.097,
1592
  "size_similarity": 0.784,
1593
  "breadth_similarity": 0.75,
1594
  "concentration_similarity": 0.816,
 
1766
  "left_pr_number": 34667,
1767
  "right_pr_number": 39683,
1768
  "similarity": 0.523,
1769
+ "content_similarity": 0.431,
1770
  "size_similarity": 0.478,
1771
  "breadth_similarity": 1.0,
1772
  "concentration_similarity": 1.0,
 
2251
  47017
2252
  ],
2253
  "representative_pr_number": 46580,
2254
+ "average_similarity": 0.55,
2255
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`, `tests/models/auto/test_tokenization_auto.py`; representative PR #46580.",
2256
  "shared_filenames": [
2257
  "src/transformers/models/auto/tokenization_auto.py",
 
2270
  {
2271
  "left_pr_number": 46580,
2272
  "right_pr_number": 46928,
2273
+ "similarity": 0.653,
2274
+ "content_similarity": 0.711,
2275
  "size_similarity": 0.036,
2276
  "breadth_similarity": 1.0,
2277
  "concentration_similarity": 1.0,
 
2288
  {
2289
  "left_pr_number": 45293,
2290
  "right_pr_number": 47017,
2291
+ "similarity": 0.648,
2292
+ "content_similarity": 0.672,
2293
  "size_similarity": 0.227,
2294
  "breadth_similarity": 1.0,
2295
  "concentration_similarity": 0.875,
 
2310
  {
2311
  "left_pr_number": 45293,
2312
  "right_pr_number": 46580,
2313
+ "similarity": 0.538,
2314
+ "content_similarity": 0.491,
2315
  "size_similarity": 0.714,
2316
  "breadth_similarity": 0.5,
2317
  "concentration_similarity": 0.75,
 
2328
  {
2329
  "left_pr_number": 46580,
2330
  "right_pr_number": 47017,
2331
+ "similarity": 0.496,
2332
+ "content_similarity": 0.525,
2333
  "size_similarity": 0.318,
2334
  "breadth_similarity": 0.5,
2335
  "concentration_similarity": 0.625,
 
2347
  "left_pr_number": 46928,
2348
  "right_pr_number": 47017,
2349
  "similarity": 0.484,
2350
+ "content_similarity": 0.572,
2351
  "size_similarity": 0.011,
2352
  "breadth_similarity": 0.5,
2353
  "concentration_similarity": 0.625,
 
2364
  {
2365
  "left_pr_number": 45293,
2366
  "right_pr_number": 46928,
2367
+ "similarity": 0.48,
2368
+ "content_similarity": 0.55,
2369
  "size_similarity": 0.05,
2370
  "breadth_similarity": 0.5,
2371
  "concentration_similarity": 0.75,
 
2411
  "left_pr_number": 42975,
2412
  "right_pr_number": 47023,
2413
  "similarity": 0.681,
2414
+ "content_similarity": 0.71,
2415
  "size_similarity": 0.259,
2416
  "breadth_similarity": 0.955,
2417
  "concentration_similarity": 1.0,
 
2681
  46642
2682
  ],
2683
  "representative_pr_number": 45438,
2684
+ "average_similarity": 0.489,
2685
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
2686
  "shared_filenames": [
2687
  "src/transformers/models/gemma4/modular_gemma4.py",
 
2733
  "left_pr_number": 45294,
2734
  "right_pr_number": 45883,
2735
  "similarity": 0.554,
2736
+ "content_similarity": 0.481,
2737
  "size_similarity": 0.933,
2738
  "breadth_similarity": 0.325,
2739
  "concentration_similarity": 0.908,
 
2813
  "left_pr_number": 45883,
2814
  "right_pr_number": 46642,
2815
  "similarity": 0.31,
2816
+ "content_similarity": 0.334,
2817
  "size_similarity": 0.256,
2818
  "breadth_similarity": 0.174,
2819
  "concentration_similarity": 0.419,
 
2939
  "left_pr_number": 44385,
2940
  "right_pr_number": 46152,
2941
  "similarity": 0.393,
2942
+ "content_similarity": 0.349,
2943
  "size_similarity": 0.217,
2944
  "breadth_similarity": 0.667,
2945
  "concentration_similarity": 1.0,
 
2954
  }
2955
  ]
2956
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2957
  {
2958
  "cluster_id": "pr-scope-43875-4",
2959
  "pr_numbers": [
 
3104
  {
3105
  "left_pr_number": 45979,
3106
  "right_pr_number": 46735,
3107
+ "similarity": 0.585,
3108
  "content_similarity": 0.637,
3109
  "size_similarity": 0.248,
3110
  "breadth_similarity": 0.533,
 
3163
  "left_pr_number": 42655,
3164
  "right_pr_number": 46735,
3165
  "similarity": 0.322,
3166
+ "content_similarity": 0.323,
3167
  "size_similarity": 0.082,
3168
  "breadth_similarity": 0.417,
3169
  "concentration_similarity": 0.837,
 
3224
  46007
3225
  ],
3226
  "representative_pr_number": 44550,
3227
+ "average_similarity": 0.356,
3228
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3229
  "shared_filenames": [],
3230
  "shared_directories": [
 
3237
  {
3238
  "left_pr_number": 33686,
3239
  "right_pr_number": 44550,
3240
+ "similarity": 0.394,
3241
+ "content_similarity": 0.135,
3242
  "size_similarity": 1.0,
3243
  "breadth_similarity": 1.0,
3244
  "concentration_similarity": 1.0,
 
3253
  {
3254
  "left_pr_number": 44407,
3255
  "right_pr_number": 44550,
3256
+ "similarity": 0.363,
3257
+ "content_similarity": 0.1,
3258
  "size_similarity": 0.957,
3259
  "breadth_similarity": 1.0,
3260
  "concentration_similarity": 1.0,
 
3268
  {
3269
  "left_pr_number": 33686,
3270
  "right_pr_number": 44407,
3271
+ "similarity": 0.354,
3272
+ "content_similarity": 0.086,
3273
  "size_similarity": 0.957,
3274
  "breadth_similarity": 1.0,
3275
  "concentration_similarity": 1.0,
 
3284
  "left_pr_number": 44407,
3285
  "right_pr_number": 46007,
3286
  "similarity": 0.345,
3287
+ "content_similarity": 0.081,
3288
  "size_similarity": 0.92,
3289
  "breadth_similarity": 1.0,
3290
  "concentration_similarity": 1.0,
 
3298
  {
3299
  "left_pr_number": 44550,
3300
  "right_pr_number": 46007,
3301
+ "similarity": 0.344,
3302
+ "content_similarity": 0.088,
3303
  "size_similarity": 0.88,
3304
  "breadth_similarity": 1.0,
3305
  "concentration_similarity": 1.0,
 
3313
  {
3314
  "left_pr_number": 33686,
3315
  "right_pr_number": 46007,
3316
+ "similarity": 0.335,
3317
+ "content_similarity": 0.076,
3318
  "size_similarity": 0.88,
3319
  "breadth_similarity": 1.0,
3320
  "concentration_similarity": 1.0,
 
3655
  46780
3656
  ],
3657
  "representative_pr_number": 46780,
3658
+ "average_similarity": 0.721,
3659
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3660
  "shared_filenames": [
3661
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
 
3713
  {
3714
  "left_pr_number": 45932,
3715
  "right_pr_number": 46780,
3716
+ "similarity": 0.607,
3717
+ "content_similarity": 0.635,
3718
  "size_similarity": 0.322,
3719
  "breadth_similarity": 0.679,
3720
  "concentration_similarity": 0.916,
 
3745
  {
3746
  "left_pr_number": 45932,
3747
  "right_pr_number": 46174,
3748
+ "similarity": 0.591,
3749
+ "content_similarity": 0.629,
3750
  "size_similarity": 0.248,
3751
  "breadth_similarity": 0.679,
3752
  "concentration_similarity": 0.916,
 
3836
  "left_pr_number": 44015,
3837
  "right_pr_number": 44676,
3838
  "similarity": 0.419,
3839
+ "content_similarity": 0.51,
3840
  "size_similarity": 0.034,
3841
  "breadth_similarity": 0.333,
3842
  "concentration_similarity": 0.488,
 
4205
  }
4206
  ]
4207
  },
4208
+ {
4209
+ "cluster_id": "pr-scope-45548-3",
4210
+ "pr_numbers": [
4211
+ 45548,
4212
+ 45649,
4213
+ 45655
4214
+ ],
4215
+ "representative_pr_number": 45649,
4216
+ "average_similarity": 0.464,
4217
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
4218
+ "shared_filenames": [
4219
+ "src/transformers/modeling_utils.py"
4220
+ ],
4221
+ "shared_directories": [
4222
+ "src/transformers",
4223
+ "src"
4224
+ ],
4225
+ "pairwise": [
4226
+ {
4227
+ "left_pr_number": 45548,
4228
+ "right_pr_number": 45649,
4229
+ "similarity": 0.519,
4230
+ "content_similarity": 0.531,
4231
+ "size_similarity": 0.149,
4232
+ "breadth_similarity": 0.75,
4233
+ "concentration_similarity": 1.0,
4234
+ "shared_filenames": [
4235
+ "src/transformers/modeling_utils.py"
4236
+ ],
4237
+ "shared_directories": [
4238
+ "src/transformers",
4239
+ "src"
4240
+ ]
4241
+ },
4242
+ {
4243
+ "left_pr_number": 45649,
4244
+ "right_pr_number": 45655,
4245
+ "similarity": 0.512,
4246
+ "content_similarity": 0.35,
4247
+ "size_similarity": 0.778,
4248
+ "breadth_similarity": 1.0,
4249
+ "concentration_similarity": 1.0,
4250
+ "shared_filenames": [
4251
+ "src/transformers/modeling_utils.py"
4252
+ ],
4253
+ "shared_directories": [
4254
+ "src/transformers",
4255
+ "src"
4256
+ ]
4257
+ },
4258
+ {
4259
+ "left_pr_number": 45548,
4260
+ "right_pr_number": 45655,
4261
+ "similarity": 0.361,
4262
+ "content_similarity": 0.297,
4263
+ "size_similarity": 0.191,
4264
+ "breadth_similarity": 0.75,
4265
+ "concentration_similarity": 1.0,
4266
+ "shared_filenames": [
4267
+ "src/transformers/modeling_utils.py"
4268
+ ],
4269
+ "shared_directories": [
4270
+ "src/transformers",
4271
+ "src"
4272
+ ]
4273
+ }
4274
+ ]
4275
+ },
4276
  {
4277
  "cluster_id": "pr-scope-34925-3",
4278
  "pr_numbers": [
 
4847
  {
4848
  "left_pr_number": 46138,
4849
  "right_pr_number": 46503,
4850
+ "similarity": 0.346,
4851
  "content_similarity": 0.119,
4852
  "size_similarity": 0.75,
4853
  "breadth_similarity": 1.0,
 
5487
  }
5488
  ]
5489
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5490
  {
5491
  "cluster_id": "pr-scope-42824-2",
5492
  "pr_numbers": [
 
5528
  }
5529
  ]
5530
  },
5531
+ {
5532
+ "cluster_id": "pr-scope-41901-2",
5533
+ "pr_numbers": [
5534
+ 41901,
5535
+ 45523
5536
+ ],
5537
+ "representative_pr_number": 41901,
5538
+ "average_similarity": 0.717,
5539
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
5540
+ "shared_filenames": [
5541
+ "src/transformers/integrations/executorch.py"
5542
+ ],
5543
+ "shared_directories": [
5544
+ "src/transformers/integrations",
5545
+ "src/transformers",
5546
+ "src"
5547
+ ],
5548
+ "pairwise": [
5549
+ {
5550
+ "left_pr_number": 41901,
5551
+ "right_pr_number": 45523,
5552
+ "similarity": 0.717,
5553
+ "content_similarity": 0.776,
5554
+ "size_similarity": 0.158,
5555
+ "breadth_similarity": 1.0,
5556
+ "concentration_similarity": 1.0,
5557
+ "shared_filenames": [
5558
+ "src/transformers/integrations/executorch.py"
5559
+ ],
5560
+ "shared_directories": [
5561
+ "src/transformers/integrations",
5562
+ "src/transformers",
5563
+ "src"
5564
+ ]
5565
+ }
5566
+ ]
5567
+ },
5568
  {
5569
  "cluster_id": "pr-scope-44794-2",
5570
  "pr_numbers": [
 
5880
  }
5881
  ]
5882
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5883
  {
5884
  "cluster_id": "pr-scope-45638-2",
5885
  "pr_numbers": [
 
5942
  "left_pr_number": 44228,
5943
  "right_pr_number": 46324,
5944
  "similarity": 0.563,
5945
+ "content_similarity": 0.6,
5946
  "size_similarity": 0.259,
5947
  "breadth_similarity": 0.583,
5948
  "concentration_similarity": 0.926,
 
6036
  }
6037
  ]
6038
  },
6039
+ {
6040
+ "cluster_id": "pr-scope-45332-2",
6041
+ "pr_numbers": [
6042
+ 45332,
6043
+ 45333
6044
+ ],
6045
+ "representative_pr_number": 45332,
6046
+ "average_similarity": 0.55,
6047
+ "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.",
6048
+ "shared_filenames": [
6049
+ "docs/source/en/heterogeneous_configurations.md",
6050
+ "src/transformers/integrations/heterogeneity/__init__.py",
6051
+ "src/transformers/integrations/heterogeneity/configuration_utils.py",
6052
+ "tests/heterogeneity/__init__.py",
6053
+ "tests/heterogeneity/test_configuration_utils.py",
6054
+ "src/transformers/configuration_utils.py",
6055
+ "docs/source/en/_toctree.yml"
6056
+ ],
6057
+ "shared_directories": [
6058
+ "src/transformers/integrations/heterogeneity",
6059
+ "src/transformers/integrations",
6060
+ "docs/source/en",
6061
+ "tests/heterogeneity",
6062
+ "docs/source",
6063
+ "src/transformers",
6064
+ "docs",
6065
+ "tests"
6066
+ ],
6067
+ "pairwise": [
6068
+ {
6069
+ "left_pr_number": 45332,
6070
+ "right_pr_number": 45333,
6071
+ "similarity": 0.55,
6072
+ "content_similarity": 0.587,
6073
+ "size_similarity": 0.269,
6074
+ "breadth_similarity": 0.535,
6075
+ "concentration_similarity": 0.903,
6076
+ "shared_filenames": [
6077
+ "docs/source/en/_toctree.yml",
6078
+ "docs/source/en/heterogeneous_configurations.md",
6079
+ "src/transformers/configuration_utils.py",
6080
+ "src/transformers/integrations/heterogeneity/__init__.py",
6081
+ "src/transformers/integrations/heterogeneity/configuration_utils.py",
6082
+ "tests/heterogeneity/__init__.py",
6083
+ "tests/heterogeneity/test_configuration_utils.py"
6084
+ ],
6085
+ "shared_directories": [
6086
+ "src/transformers/integrations/heterogeneity",
6087
+ "docs/source/en",
6088
+ "src/transformers/integrations",
6089
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