evalstate HF Staff commited on
Commit
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1 Parent(s): d725b76

Refresh transformers dataset snapshot 20260525T060031Z

Browse files
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  Notes:
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1005
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1006
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1007
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1008
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1009
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1314
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2236
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2237
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2238
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2239
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2240
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2241
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2242
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11730
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11732
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11734
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11759
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11760
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11761
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11764
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11780
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11781
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11790
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11805
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11806
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14875
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14876
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14886
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14887
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14907
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14908
  "title": "Guard torch.distributed.tensor.device_mesh import in continuous_batching",
14909
  "url": "https://github.com/huggingface/transformers/pull/46183",
14910
+ "state": "closed",
14911
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14912
  "draft": false,
14913
  "created_at": "2026-05-24T21:47:03Z"
 
22416
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22417
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASAY-5",
22418
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22427
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new-contributors-report.md CHANGED
@@ -1,15 +1,15 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260525T000033Z`
4
- - Generated: `2026-05-25T00:01:00Z`
5
  - Activity window: `60d`
6
- - Contributors: `360`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
- | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 97 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 79 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 79 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
@@ -32,7 +32,7 @@
32
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
33
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 17 | 0 | strong | moderate | low | — |
35
- | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 16 | 0 | mixed | low | low | high open PR share; targets high-star repos |
36
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
37
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
38
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 15 | 0 | mixed | moderate | low | — |
@@ -158,6 +158,7 @@
158
  | `sdharani91` | [profile](https://github.com/sdharani91) | no | CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
159
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
160
  | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 
161
  | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
162
  | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
163
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -203,7 +204,7 @@
203
  | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
204
  | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
205
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
206
- | `Ace3Z` | [profile](https://github.com/Ace3Z) | yes | FIRST_TIME_CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
207
  | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
208
  | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
209
  | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -378,11 +379,11 @@
378
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
379
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
380
  - repo first seen: `2025-03-19T10:58:02Z`
381
- - repo last seen: `2026-05-20T09:37:46Z`
382
  - first seen in snapshot: **no**
383
  - repo association: **MEMBER**
384
- - repo primary artifacts: **97**
385
- - snapshot authored PRs/issues: **97 PRs / 0 issues**
386
  - snapshot discussion activity: **245 comments / 326 reviews / 502 review comments**
387
  - account age: **2036 days**
388
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -391,9 +392,9 @@
391
  - heuristic read: **high recent PR volume; targets high-star repos**
392
 
393
  Example artifacts:
 
 
394
  - [PR #46115: Add new cohere2_moe model](https://github.com/huggingface/transformers/pull/46115) — closed, merged
395
- - [PR #46110: [loading] Free up tensors faster inside ConversionOps](https://github.com/huggingface/transformers/pull/46110) — closed, merged
396
- - [PR #46067: [loading] Fix base_model_prefix issues in conversions](https://github.com/huggingface/transformers/pull/46067) — open
397
 
398
  ### `tarekziade`
399
 
@@ -427,12 +428,12 @@ Example artifacts:
427
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
428
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
429
  - repo first seen: `2025-06-20T09:58:55Z`
430
- - repo last seen: `2026-05-22T14:42:58Z`
431
  - first seen in snapshot: **no**
432
  - repo association: **CONTRIBUTOR**
433
  - repo primary artifacts: **83**
434
  - snapshot authored PRs/issues: **79 PRs / 4 issues**
435
- - snapshot discussion activity: **64 comments / 73 reviews / 72 review comments**
436
  - account age: **3934 days**
437
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
438
  - public orgs: none visible
@@ -476,12 +477,12 @@ Example artifacts:
476
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
477
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
478
  - repo first seen: `2024-09-26T09:23:39Z`
479
- - repo last seen: `2026-05-20T03:54:59Z`
480
  - first seen in snapshot: **no**
481
  - repo association: **MEMBER**
482
  - repo primary artifacts: **78**
483
  - snapshot authored PRs/issues: **78 PRs / 0 issues**
484
- - snapshot discussion activity: **544 comments / 822 reviews / 1862 review comments**
485
  - account age: **1508 days**
486
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
487
  - public orgs: `huggingface`, `deeppavlov`
@@ -499,12 +500,12 @@ Example artifacts:
499
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
500
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
501
  - repo first seen: `2023-02-24T14:13:29Z`
502
- - repo last seen: `2026-05-20T09:24:11Z`
503
  - first seen in snapshot: **no**
504
  - repo association: **MEMBER**
505
  - repo primary artifacts: **60**
506
  - snapshot authored PRs/issues: **57 PRs / 3 issues**
507
- - snapshot discussion activity: **175 comments / 609 reviews / 1212 review comments**
508
  - account age: **2590 days**
509
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
510
  - public orgs: none visible
@@ -635,7 +636,7 @@ Example artifacts:
635
  - heuristic read: **targets high-star repos**
636
 
637
  Example artifacts:
638
- - [PR #46149: Fix caching allocator warmup byte estimation for EP model loading](https://github.com/huggingface/transformers/pull/46149) — open
639
  - [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — open
640
  - [PR #46076: add flash base test and fix the incorrect and crash issue during enab…](https://github.com/huggingface/transformers/pull/46076) — open
641
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
@@ -718,12 +719,12 @@ Example artifacts:
718
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
719
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
720
  - repo first seen: `2026-01-13T09:15:18Z`
721
- - repo last seen: `2026-05-20T12:09:45Z`
722
  - first seen in snapshot: **no**
723
  - repo association: **MEMBER**
724
  - repo primary artifacts: **30**
725
  - snapshot authored PRs/issues: **30 PRs / 0 issues**
726
- - snapshot discussion activity: **44 comments / 140 reviews / 151 review comments**
727
  - account age: **1813 days**
728
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
729
  - public orgs: none visible
@@ -940,12 +941,12 @@ Example artifacts:
940
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
941
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
942
  - repo first seen: `2025-11-26T16:58:10Z`
943
- - repo last seen: `2026-05-20T08:01:13Z`
944
  - first seen in snapshot: **no**
945
  - repo association: **MEMBER**
946
- - repo primary artifacts: **16**
947
- - snapshot authored PRs/issues: **16 PRs / 0 issues**
948
- - snapshot discussion activity: **27 comments / 89 reviews / 95 review comments**
949
  - account age: **2625 days**
950
  - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
951
  - public orgs: `huggingface`
@@ -956,6 +957,7 @@ Example artifacts:
956
  - [PR #46104: add inference mode for TP](https://github.com/huggingface/transformers/pull/46104) — open
957
  - [PR #46102: clean + fix fsdp tied weights](https://github.com/huggingface/transformers/pull/46102) — open
958
  - [PR #46099: Sequence Parallel injection as a class](https://github.com/huggingface/transformers/pull/46099) — open
 
959
 
960
  ### `kashif`
961
 
@@ -3809,6 +3811,28 @@ Example artifacts:
3809
  - [PR #45353: add kwargs to all methods in the CallbackHandler class](https://github.com/huggingface/transformers/pull/45353) — closed, merged
3810
  - [PR #44583: fix load_best_model_checkpoint_at_end do not load the best model chec…](https://github.com/huggingface/transformers/pull/44583) — closed, merged
3811
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3812
  ### `zvik`
3813
 
3814
  - profile: [github.com/zvik](https://github.com/zvik)
@@ -4805,8 +4829,8 @@ Example artifacts:
4805
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAce3Z)
4806
  - repo first seen: `2026-05-24T21:47:03Z`
4807
  - repo last seen: `2026-05-24T22:15:32Z`
4808
- - first seen in snapshot: **yes**
4809
- - repo association: **FIRST_TIME_CONTRIBUTOR**
4810
  - repo primary artifacts: **1**
4811
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4812
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -4817,7 +4841,7 @@ Example artifacts:
4817
  - heuristic read: **high open PR share; targets high-star repos**
4818
 
4819
  Example artifacts:
4820
- - [PR #46183: Guard torch.distributed.tensor.device_mesh import in continuous_batching](https://github.com/huggingface/transformers/pull/46183) — open
4821
 
4822
  ### `Aditya-ad48`
4823
 
@@ -7577,12 +7601,12 @@ Example artifacts:
7577
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASAY-5)
7578
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASAY-5)
7579
  - repo first seen: `2026-04-20T05:44:53Z`
7580
- - repo last seen: `2026-04-20T05:44:53Z`
7581
  - first seen in snapshot: **no**
7582
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7583
  - repo primary artifacts: **1**
7584
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7585
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7586
  - account age: **172 days**
7587
  - recent public PR activity: **595 PRs** (86 merged / 144 closed-unmerged / 365 open; merged rate **14%**, closed-unmerged rate **24%**, open rate **61%**)
7588
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260525T060031Z`
4
+ - Generated: `2026-05-25T06:01:48Z`
5
  - Activity window: `60d`
6
+ - Contributors: `361`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 99 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 79 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 79 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 
32
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
33
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
34
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 17 | 0 | strong | moderate | low | — |
35
+ | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 16 | 1 | mixed | low | low | high open PR share; targets high-star repos |
36
  | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
37
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
38
  | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 15 | 0 | mixed | moderate | low | — |
 
158
  | `sdharani91` | [profile](https://github.com/sdharani91) | no | CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
159
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
160
  | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
161
+ | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
162
  | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
163
  | `artem-spector` | [profile](https://github.com/artem-spector) | no | CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
164
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 
204
  | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
205
  | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
206
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
207
+ | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | NONE | 2598d | `2026-05-24T21:47:03Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
208
  | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
209
  | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
210
  | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 
379
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
380
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
381
  - repo first seen: `2025-03-19T10:58:02Z`
382
+ - repo last seen: `2026-05-25T03:00:34Z`
383
  - first seen in snapshot: **no**
384
  - repo association: **MEMBER**
385
+ - repo primary artifacts: **99**
386
+ - snapshot authored PRs/issues: **99 PRs / 0 issues**
387
  - snapshot discussion activity: **245 comments / 326 reviews / 502 review comments**
388
  - account age: **2036 days**
389
  - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 
392
  - heuristic read: **high recent PR volume; targets high-star repos**
393
 
394
  Example artifacts:
395
+ - [PR #46189: Update cohere2_moe tp_plan](https://github.com/huggingface/transformers/pull/46189) — open
396
+ - [PR #46188: Bump dev version](https://github.com/huggingface/transformers/pull/46188) — closed, merged
397
  - [PR #46115: Add new cohere2_moe model](https://github.com/huggingface/transformers/pull/46115) — closed, merged
 
 
398
 
399
  ### `tarekziade`
400
 
 
428
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
429
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
430
  - repo first seen: `2025-06-20T09:58:55Z`
431
+ - repo last seen: `2026-05-25T05:30:55Z`
432
  - first seen in snapshot: **no**
433
  - repo association: **CONTRIBUTOR**
434
  - repo primary artifacts: **83**
435
  - snapshot authored PRs/issues: **79 PRs / 4 issues**
436
+ - snapshot discussion activity: **67 comments / 73 reviews / 72 review comments**
437
  - account age: **3934 days**
438
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
439
  - public orgs: none visible
 
477
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
478
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
479
  - repo first seen: `2024-09-26T09:23:39Z`
480
+ - repo last seen: `2026-05-25T04:17:10Z`
481
  - first seen in snapshot: **no**
482
  - repo association: **MEMBER**
483
  - repo primary artifacts: **78**
484
  - snapshot authored PRs/issues: **78 PRs / 0 issues**
485
+ - snapshot discussion activity: **548 comments / 827 reviews / 1874 review comments**
486
  - account age: **1508 days**
487
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
488
  - public orgs: `huggingface`, `deeppavlov`
 
500
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
501
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
502
  - repo first seen: `2023-02-24T14:13:29Z`
503
+ - repo last seen: `2026-05-25T05:36:38Z`
504
  - first seen in snapshot: **no**
505
  - repo association: **MEMBER**
506
  - repo primary artifacts: **60**
507
  - snapshot authored PRs/issues: **57 PRs / 3 issues**
508
+ - snapshot discussion activity: **177 comments / 611 reviews / 1212 review comments**
509
  - account age: **2590 days**
510
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
511
  - public orgs: none visible
 
636
  - heuristic read: **targets high-star repos**
637
 
638
  Example artifacts:
639
+ - [PR #46149: Fix caching allocator warmup byte estimation for EP model loading](https://github.com/huggingface/transformers/pull/46149) — closed, merged
640
  - [PR #46086: update xpu expectation for falcon mamba](https://github.com/huggingface/transformers/pull/46086) — open
641
  - [PR #46076: add flash base test and fix the incorrect and crash issue during enab…](https://github.com/huggingface/transformers/pull/46076) — open
642
  - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
719
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
720
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
721
  - repo first seen: `2026-01-13T09:15:18Z`
722
+ - repo last seen: `2026-05-25T04:19:13Z`
723
  - first seen in snapshot: **no**
724
  - repo association: **MEMBER**
725
  - repo primary artifacts: **30**
726
  - snapshot authored PRs/issues: **30 PRs / 0 issues**
727
+ - snapshot discussion activity: **45 comments / 140 reviews / 151 review comments**
728
  - account age: **1813 days**
729
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
730
  - public orgs: none visible
 
941
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
942
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
943
  - repo first seen: `2025-11-26T16:58:10Z`
944
+ - repo last seen: `2026-05-25T02:45:57Z`
945
  - first seen in snapshot: **no**
946
  - repo association: **MEMBER**
947
+ - repo primary artifacts: **17**
948
+ - snapshot authored PRs/issues: **16 PRs / 1 issues**
949
+ - snapshot discussion activity: **28 comments / 92 reviews / 96 review comments**
950
  - account age: **2625 days**
951
  - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
952
  - public orgs: `huggingface`
 
957
  - [PR #46104: add inference mode for TP](https://github.com/huggingface/transformers/pull/46104) — open
958
  - [PR #46102: clean + fix fsdp tied weights](https://github.com/huggingface/transformers/pull/46102) — open
959
  - [PR #46099: Sequence Parallel injection as a class](https://github.com/huggingface/transformers/pull/46099) — open
960
+ - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — open
961
 
962
  ### `kashif`
963
 
 
3811
  - [PR #45353: add kwargs to all methods in the CallbackHandler class](https://github.com/huggingface/transformers/pull/45353) — closed, merged
3812
  - [PR #44583: fix load_best_model_checkpoint_at_end do not load the best model chec…](https://github.com/huggingface/transformers/pull/44583) — closed, merged
3813
 
3814
+ ### `zRzRzRzRzRzRzR`
3815
+
3816
+ - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
3817
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AzRzRzRzRzRzRzR)
3818
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AzRzRzRzRzRzRzR)
3819
+ - repo first seen: `2026-01-21T13:37:27Z`
3820
+ - repo last seen: `2026-05-25T02:04:29Z`
3821
+ - first seen in snapshot: **no**
3822
+ - repo association: **CONTRIBUTOR**
3823
+ - repo primary artifacts: **2**
3824
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3825
+ - snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
3826
+ - account age: **1671 days**
3827
+ - recent public PR activity: **20 PRs** (18 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
3828
+ - public orgs: `THUDM`, `MetaGLM`, `zai-org`
3829
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
3830
+ - heuristic read: **targets high-star repos**
3831
+
3832
+ Example artifacts:
3833
+ - [PR #46184: [GLM-4.6V] Update with GLM-GA Processor](https://github.com/huggingface/transformers/pull/46184) — open
3834
+ - [PR #43391: [GLM-OCR] GLM-OCR Support](https://github.com/huggingface/transformers/pull/43391) — closed, merged
3835
+
3836
  ### `zvik`
3837
 
3838
  - profile: [github.com/zvik](https://github.com/zvik)
 
4829
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAce3Z)
4830
  - repo first seen: `2026-05-24T21:47:03Z`
4831
  - repo last seen: `2026-05-24T22:15:32Z`
4832
+ - first seen in snapshot: **no**
4833
+ - repo association: **NONE**
4834
  - repo primary artifacts: **1**
4835
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4836
  - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 
4841
  - heuristic read: **high open PR share; targets high-star repos**
4842
 
4843
  Example artifacts:
4844
+ - [PR #46183: Guard torch.distributed.tensor.device_mesh import in continuous_batching](https://github.com/huggingface/transformers/pull/46183) — closed
4845
 
4846
  ### `Aditya-ad48`
4847
 
 
7601
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASAY-5)
7602
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASAY-5)
7603
  - repo first seen: `2026-04-20T05:44:53Z`
7604
+ - repo last seen: `2026-05-25T05:04:06Z`
7605
  - first seen in snapshot: **no**
7606
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7607
  - repo primary artifacts: **1**
7608
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7609
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7610
  - account age: **172 days**
7611
  - recent public PR activity: **595 PRs** (86 merged / 144 closed-unmerged / 365 open; merged rate **14%**, closed-unmerged rate **24%**, open rate **61%**)
7612
  - public orgs: none visible
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  {
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  "left_pr_number": 43663,
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@@ -577,7 +577,7 @@
577
  {
578
  "left_pr_number": 43636,
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  "right_pr_number": 44189,
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- "similarity": 0.395,
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  "breadth_similarity": 1.0,
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  "concentration_similarity": 1.0,
@@ -925,7 +925,7 @@
925
  46176
926
  ],
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  "representative_pr_number": 45817,
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- "average_similarity": 0.433,
929
  "summary": "8 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45817.",
930
  "shared_filenames": [
931
  "tests/models/gemma4/test_modeling_gemma4.py",
@@ -948,7 +948,7 @@
948
  {
949
  "left_pr_number": 45294,
950
  "right_pr_number": 45438,
951
- "similarity": 0.76,
952
  "content_similarity": 0.782,
953
  "size_similarity": 0.42,
954
  "breadth_similarity": 1.0,
@@ -994,7 +994,7 @@
994
  "left_pr_number": 45817,
995
  "right_pr_number": 46176,
996
  "similarity": 0.619,
997
- "content_similarity": 0.517,
998
  "size_similarity": 0.735,
999
  "breadth_similarity": 1.0,
1000
  "concentration_similarity": 0.947,
@@ -1267,7 +1267,7 @@
1267
  "left_pr_number": 45607,
1268
  "right_pr_number": 45817,
1269
  "similarity": 0.464,
1270
- "content_similarity": 0.479,
1271
  "size_similarity": 0.389,
1272
  "breadth_similarity": 0.417,
1273
  "concentration_similarity": 0.583,
@@ -1782,7 +1782,7 @@
1782
  "left_pr_number": 42668,
1783
  "right_pr_number": 45422,
1784
  "similarity": 0.206,
1785
- "content_similarity": 0.164,
1786
  "size_similarity": 0.148,
1787
  "breadth_similarity": 0.307,
1788
  "concentration_similarity": 0.768,
@@ -1828,7 +1828,7 @@
1828
  {
1829
  "left_pr_number": 45996,
1830
  "right_pr_number": 46067,
1831
- "similarity": 0.853,
1832
  "content_similarity": 0.853,
1833
  "size_similarity": 0.808,
1834
  "breadth_similarity": 0.9,
@@ -1851,7 +1851,7 @@
1851
  "left_pr_number": 44974,
1852
  "right_pr_number": 45635,
1853
  "similarity": 0.716,
1854
- "content_similarity": 0.716,
1855
  "size_similarity": 0.59,
1856
  "breadth_similarity": 0.8,
1857
  "concentration_similarity": 0.929,
@@ -1908,7 +1908,7 @@
1908
  "left_pr_number": 44974,
1909
  "right_pr_number": 46067,
1910
  "similarity": 0.595,
1911
- "content_similarity": 0.528,
1912
  "size_similarity": 0.522,
1913
  "breadth_similarity": 1.0,
1914
  "concentration_similarity": 0.945,
@@ -1927,8 +1927,8 @@
1927
  {
1928
  "left_pr_number": 44974,
1929
  "right_pr_number": 45996,
1930
- "similarity": 0.587,
1931
- "content_similarity": 0.56,
1932
  "size_similarity": 0.422,
1933
  "breadth_similarity": 0.9,
1934
  "concentration_similarity": 0.829,
@@ -2025,7 +2025,7 @@
2025
  46111
2026
  ],
2027
  "representative_pr_number": 45985,
2028
- "average_similarity": 0.497,
2029
  "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2030
  "shared_filenames": [
2031
  "src/transformers/generation/utils.py"
@@ -2039,8 +2039,8 @@
2039
  {
2040
  "left_pr_number": 34667,
2041
  "right_pr_number": 45985,
2042
- "similarity": 0.612,
2043
- "content_similarity": 0.502,
2044
  "size_similarity": 0.733,
2045
  "breadth_similarity": 1.0,
2046
  "concentration_similarity": 1.0,
@@ -2057,7 +2057,7 @@
2057
  "left_pr_number": 39683,
2058
  "right_pr_number": 45985,
2059
  "similarity": 0.603,
2060
- "content_similarity": 0.507,
2061
  "size_similarity": 0.652,
2062
  "breadth_similarity": 1.0,
2063
  "concentration_similarity": 1.0,
@@ -2073,8 +2073,8 @@
2073
  {
2074
  "left_pr_number": 34667,
2075
  "right_pr_number": 39683,
2076
- "similarity": 0.53,
2077
- "content_similarity": 0.44,
2078
  "size_similarity": 0.478,
2079
  "breadth_similarity": 1.0,
2080
  "concentration_similarity": 1.0,
@@ -2090,8 +2090,8 @@
2090
  {
2091
  "left_pr_number": 45985,
2092
  "right_pr_number": 46111,
2093
- "similarity": 0.501,
2094
- "content_similarity": 0.43,
2095
  "size_similarity": 0.333,
2096
  "breadth_similarity": 1.0,
2097
  "concentration_similarity": 1.0,
@@ -2107,8 +2107,8 @@
2107
  {
2108
  "left_pr_number": 34667,
2109
  "right_pr_number": 46111,
2110
- "similarity": 0.479,
2111
- "content_similarity": 0.373,
2112
  "size_similarity": 0.455,
2113
  "breadth_similarity": 1.0,
2114
  "concentration_similarity": 1.0,
@@ -2125,7 +2125,7 @@
2125
  "left_pr_number": 44872,
2126
  "right_pr_number": 45985,
2127
  "similarity": 0.472,
2128
- "content_similarity": 0.417,
2129
  "size_similarity": 0.2,
2130
  "breadth_similarity": 1.0,
2131
  "concentration_similarity": 1.0,
@@ -2141,8 +2141,8 @@
2141
  {
2142
  "left_pr_number": 44872,
2143
  "right_pr_number": 46111,
2144
- "similarity": 0.456,
2145
- "content_similarity": 0.309,
2146
  "size_similarity": 0.6,
2147
  "breadth_similarity": 1.0,
2148
  "concentration_similarity": 1.0,
@@ -2158,8 +2158,8 @@
2158
  {
2159
  "left_pr_number": 39683,
2160
  "right_pr_number": 46111,
2161
- "similarity": 0.446,
2162
- "content_similarity": 0.376,
2163
  "size_similarity": 0.217,
2164
  "breadth_similarity": 1.0,
2165
  "concentration_similarity": 1.0,
@@ -2175,8 +2175,8 @@
2175
  {
2176
  "left_pr_number": 34667,
2177
  "right_pr_number": 44872,
2178
- "similarity": 0.444,
2179
- "content_similarity": 0.362,
2180
  "size_similarity": 0.273,
2181
  "breadth_similarity": 1.0,
2182
  "concentration_similarity": 1.0,
@@ -2192,8 +2192,8 @@
2192
  {
2193
  "left_pr_number": 39683,
2194
  "right_pr_number": 44872,
2195
- "similarity": 0.425,
2196
- "content_similarity": 0.365,
2197
  "size_similarity": 0.13,
2198
  "breadth_similarity": 1.0,
2199
  "concentration_similarity": 1.0,
@@ -2258,7 +2258,7 @@
2258
  {
2259
  "left_pr_number": 45546,
2260
  "right_pr_number": 45668,
2261
- "similarity": 0.804,
2262
  "content_similarity": 0.776,
2263
  "size_similarity": 0.773,
2264
  "breadth_similarity": 1.0,
@@ -2280,8 +2280,8 @@
2280
  {
2281
  "left_pr_number": 45296,
2282
  "right_pr_number": 45546,
2283
- "similarity": 0.782,
2284
- "content_similarity": 0.79,
2285
  "size_similarity": 0.576,
2286
  "breadth_similarity": 1.0,
2287
  "concentration_similarity": 0.859,
@@ -2302,7 +2302,7 @@
2302
  {
2303
  "left_pr_number": 44070,
2304
  "right_pr_number": 45546,
2305
- "similarity": 0.736,
2306
  "content_similarity": 0.756,
2307
  "size_similarity": 0.404,
2308
  "breadth_similarity": 1.0,
@@ -2346,7 +2346,7 @@
2346
  {
2347
  "left_pr_number": 44070,
2348
  "right_pr_number": 45668,
2349
- "similarity": 0.638,
2350
  "content_similarity": 0.631,
2351
  "size_similarity": 0.312,
2352
  "breadth_similarity": 1.0,
@@ -2367,6 +2367,151 @@
2367
  }
2368
  ]
2369
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2370
  {
2371
  "cluster_id": "pr-scope-43488-4",
2372
  "pr_numbers": [
@@ -2500,7 +2645,7 @@
2500
  46013
2501
  ],
2502
  "representative_pr_number": 43549,
2503
- "average_similarity": 0.534,
2504
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2505
  "shared_filenames": [
2506
  "src/transformers/modeling_flash_attention_utils.py"
@@ -2529,8 +2674,8 @@
2529
  {
2530
  "left_pr_number": 41097,
2531
  "right_pr_number": 43549,
2532
- "similarity": 0.546,
2533
- "content_similarity": 0.438,
2534
  "size_similarity": 0.6,
2535
  "breadth_similarity": 1.0,
2536
  "concentration_similarity": 1.0,
@@ -2545,8 +2690,8 @@
2545
  {
2546
  "left_pr_number": 44547,
2547
  "right_pr_number": 46013,
2548
- "similarity": 0.508,
2549
- "content_similarity": 0.298,
2550
  "size_similarity": 1.0,
2551
  "breadth_similarity": 1.0,
2552
  "concentration_similarity": 1.0,
@@ -2561,8 +2706,8 @@
2561
  {
2562
  "left_pr_number": 41097,
2563
  "right_pr_number": 46013,
2564
- "similarity": 0.441,
2565
- "content_similarity": 0.381,
2566
  "size_similarity": 0.16,
2567
  "breadth_similarity": 1.0,
2568
  "concentration_similarity": 1.0,
@@ -2577,8 +2722,8 @@
2577
  {
2578
  "left_pr_number": 43549,
2579
  "right_pr_number": 44547,
2580
- "similarity": 0.429,
2581
- "content_similarity": 0.342,
2582
  "size_similarity": 0.267,
2583
  "breadth_similarity": 1.0,
2584
  "concentration_similarity": 1.0,
@@ -2593,8 +2738,8 @@
2593
  {
2594
  "left_pr_number": 41097,
2595
  "right_pr_number": 44547,
2596
- "similarity": 0.393,
2597
- "content_similarity": 0.312,
2598
  "size_similarity": 0.16,
2599
  "breadth_similarity": 1.0,
2600
  "concentration_similarity": 1.0,
@@ -2608,130 +2753,6 @@
2608
  }
2609
  ]
2610
  },
2611
- {
2612
- "cluster_id": "pr-scope-44385-4",
2613
- "pr_numbers": [
2614
- 44385,
2615
- 44615,
2616
- 45524,
2617
- 46181
2618
- ],
2619
- "representative_pr_number": 46181,
2620
- "average_similarity": 0.448,
2621
- "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46181.",
2622
- "shared_filenames": [
2623
- "src/transformers/utils/import_utils.py"
2624
- ],
2625
- "shared_directories": [
2626
- "src/transformers/utils",
2627
- "src/transformers",
2628
- "src"
2629
- ],
2630
- "pairwise": [
2631
- {
2632
- "left_pr_number": 44385,
2633
- "right_pr_number": 46181,
2634
- "similarity": 0.59,
2635
- "content_similarity": 0.495,
2636
- "size_similarity": 0.846,
2637
- "breadth_similarity": 0.667,
2638
- "concentration_similarity": 1.0,
2639
- "shared_filenames": [
2640
- "src/transformers/utils/import_utils.py"
2641
- ],
2642
- "shared_directories": [
2643
- "src/transformers/utils",
2644
- "src/transformers",
2645
- "src"
2646
- ]
2647
- },
2648
- {
2649
- "left_pr_number": 45524,
2650
- "right_pr_number": 46181,
2651
- "similarity": 0.451,
2652
- "content_similarity": 0.274,
2653
- "size_similarity": 0.727,
2654
- "breadth_similarity": 1.0,
2655
- "concentration_similarity": 1.0,
2656
- "shared_filenames": [
2657
- "src/transformers/utils/import_utils.py"
2658
- ],
2659
- "shared_directories": [
2660
- "src/transformers/utils",
2661
- "src/transformers",
2662
- "src"
2663
- ]
2664
- },
2665
- {
2666
- "left_pr_number": 44615,
2667
- "right_pr_number": 46181,
2668
- "similarity": 0.449,
2669
- "content_similarity": 0.36,
2670
- "size_similarity": 0.314,
2671
- "breadth_similarity": 1.0,
2672
- "concentration_similarity": 1.0,
2673
- "shared_filenames": [
2674
- "src/transformers/utils/import_utils.py"
2675
- ],
2676
- "shared_directories": [
2677
- "src/transformers/utils",
2678
- "src/transformers",
2679
- "src"
2680
- ]
2681
- },
2682
- {
2683
- "left_pr_number": 44615,
2684
- "right_pr_number": 45524,
2685
- "similarity": 0.418,
2686
- "content_similarity": 0.334,
2687
- "size_similarity": 0.229,
2688
- "breadth_similarity": 1.0,
2689
- "concentration_similarity": 1.0,
2690
- "shared_filenames": [
2691
- "src/transformers/utils/import_utils.py"
2692
- ],
2693
- "shared_directories": [
2694
- "src/transformers/utils",
2695
- "src/transformers",
2696
- "src"
2697
- ]
2698
- },
2699
- {
2700
- "left_pr_number": 44385,
2701
- "right_pr_number": 44615,
2702
- "similarity": 0.399,
2703
- "content_similarity": 0.323,
2704
- "size_similarity": 0.371,
2705
- "breadth_similarity": 0.667,
2706
- "concentration_similarity": 1.0,
2707
- "shared_filenames": [
2708
- "src/transformers/utils/import_utils.py"
2709
- ],
2710
- "shared_directories": [
2711
- "src/transformers/utils",
2712
- "src/transformers",
2713
- "src"
2714
- ]
2715
- },
2716
- {
2717
- "left_pr_number": 44385,
2718
- "right_pr_number": 45524,
2719
- "similarity": 0.381,
2720
- "content_similarity": 0.246,
2721
- "size_similarity": 0.615,
2722
- "breadth_similarity": 0.667,
2723
- "concentration_similarity": 1.0,
2724
- "shared_filenames": [
2725
- "src/transformers/utils/import_utils.py"
2726
- ],
2727
- "shared_directories": [
2728
- "src/transformers/utils",
2729
- "src/transformers",
2730
- "src"
2731
- ]
2732
- }
2733
- ]
2734
- },
2735
  {
2736
  "cluster_id": "pr-scope-45548-4",
2737
  "pr_numbers": [
@@ -2741,7 +2762,7 @@
2741
  46116
2742
  ],
2743
  "representative_pr_number": 45649,
2744
- "average_similarity": 0.418,
2745
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2746
  "shared_filenames": [
2747
  "src/transformers/modeling_utils.py"
@@ -2754,8 +2775,8 @@
2754
  {
2755
  "left_pr_number": 45649,
2756
  "right_pr_number": 45655,
2757
- "similarity": 0.494,
2758
- "content_similarity": 0.325,
2759
  "size_similarity": 0.778,
2760
  "breadth_similarity": 1.0,
2761
  "concentration_similarity": 1.0,
@@ -2770,8 +2791,8 @@
2770
  {
2771
  "left_pr_number": 45649,
2772
  "right_pr_number": 46116,
2773
- "similarity": 0.462,
2774
- "content_similarity": 0.381,
2775
  "size_similarity": 0.304,
2776
  "breadth_similarity": 1.0,
2777
  "concentration_similarity": 1.0,
@@ -2786,8 +2807,8 @@
2786
  {
2787
  "left_pr_number": 45655,
2788
  "right_pr_number": 46116,
2789
- "similarity": 0.421,
2790
- "content_similarity": 0.304,
2791
  "size_similarity": 0.391,
2792
  "breadth_similarity": 1.0,
2793
  "concentration_similarity": 1.0,
@@ -2802,8 +2823,8 @@
2802
  {
2803
  "left_pr_number": 45548,
2804
  "right_pr_number": 46116,
2805
- "similarity": 0.413,
2806
- "content_similarity": 0.307,
2807
  "size_similarity": 0.489,
2808
  "breadth_similarity": 0.75,
2809
  "concentration_similarity": 1.0,
@@ -2818,8 +2839,8 @@
2818
  {
2819
  "left_pr_number": 45548,
2820
  "right_pr_number": 45649,
2821
- "similarity": 0.377,
2822
- "content_similarity": 0.328,
2823
  "size_similarity": 0.149,
2824
  "breadth_similarity": 0.75,
2825
  "concentration_similarity": 1.0,
@@ -2834,8 +2855,8 @@
2834
  {
2835
  "left_pr_number": 45548,
2836
  "right_pr_number": 45655,
2837
- "similarity": 0.337,
2838
- "content_similarity": 0.262,
2839
  "size_similarity": 0.191,
2840
  "breadth_similarity": 0.75,
2841
  "concentration_similarity": 1.0,
@@ -2858,7 +2879,7 @@
2858
  46141
2859
  ],
2860
  "representative_pr_number": 46126,
2861
- "average_similarity": 0.4,
2862
  "summary": "4 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`, `src/transformers/distributed/tensor_parallel.py`; representative PR #46126.",
2863
  "shared_filenames": [
2864
  "src/transformers/distributed/utils.py",
@@ -2873,8 +2894,8 @@
2873
  {
2874
  "left_pr_number": 46113,
2875
  "right_pr_number": 46141,
2876
- "similarity": 0.622,
2877
- "content_similarity": 0.612,
2878
  "size_similarity": 0.455,
2879
  "breadth_similarity": 0.75,
2880
  "concentration_similarity": 1.0,
@@ -2890,8 +2911,8 @@
2890
  {
2891
  "left_pr_number": 46104,
2892
  "right_pr_number": 46126,
2893
- "similarity": 0.548,
2894
- "content_similarity": 0.456,
2895
  "size_similarity": 0.872,
2896
  "breadth_similarity": 0.583,
2897
  "concentration_similarity": 0.808,
@@ -2907,8 +2928,8 @@
2907
  {
2908
  "left_pr_number": 46113,
2909
  "right_pr_number": 46126,
2910
- "similarity": 0.469,
2911
- "content_similarity": 0.533,
2912
  "size_similarity": 0.246,
2913
  "breadth_similarity": 0.292,
2914
  "concentration_similarity": 0.603,
@@ -2924,8 +2945,8 @@
2924
  {
2925
  "left_pr_number": 46126,
2926
  "right_pr_number": 46141,
2927
- "similarity": 0.325,
2928
- "content_similarity": 0.338,
2929
  "size_similarity": 0.112,
2930
  "breadth_similarity": 0.417,
2931
  "concentration_similarity": 0.603,
@@ -2941,8 +2962,8 @@
2941
  {
2942
  "left_pr_number": 46104,
2943
  "right_pr_number": 46113,
2944
- "similarity": 0.228,
2945
- "content_similarity": 0.137,
2946
  "size_similarity": 0.282,
2947
  "breadth_similarity": 0.5,
2948
  "concentration_similarity": 0.795,
@@ -2956,8 +2977,8 @@
2956
  {
2957
  "left_pr_number": 46104,
2958
  "right_pr_number": 46141,
2959
- "similarity": 0.205,
2960
- "content_similarity": 0.102,
2961
  "size_similarity": 0.128,
2962
  "breadth_similarity": 0.75,
2963
  "concentration_similarity": 0.795,
@@ -2979,7 +3000,7 @@
2979
  46106
2980
  ],
2981
  "representative_pr_number": 44550,
2982
- "average_similarity": 0.357,
2983
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2984
  "shared_filenames": [],
2985
  "shared_directories": [
@@ -2992,8 +3013,8 @@
2992
  {
2993
  "left_pr_number": 33686,
2994
  "right_pr_number": 44550,
2995
- "similarity": 0.388,
2996
- "content_similarity": 0.126,
2997
  "size_similarity": 1.0,
2998
  "breadth_similarity": 1.0,
2999
  "concentration_similarity": 1.0,
@@ -3009,7 +3030,7 @@
3009
  "left_pr_number": 44407,
3010
  "right_pr_number": 44550,
3011
  "similarity": 0.359,
3012
- "content_similarity": 0.094,
3013
  "size_similarity": 0.957,
3014
  "breadth_similarity": 1.0,
3015
  "concentration_similarity": 1.0,
@@ -3024,7 +3045,7 @@
3024
  "left_pr_number": 44550,
3025
  "right_pr_number": 46106,
3026
  "similarity": 0.357,
3027
- "content_similarity": 0.15,
3028
  "size_similarity": 0.682,
3029
  "breadth_similarity": 1.0,
3030
  "concentration_similarity": 1.0,
@@ -3053,8 +3074,8 @@
3053
  {
3054
  "left_pr_number": 33686,
3055
  "right_pr_number": 46106,
3056
- "similarity": 0.343,
3057
- "content_similarity": 0.129,
3058
  "size_similarity": 0.682,
3059
  "breadth_similarity": 1.0,
3060
  "concentration_similarity": 1.0,
@@ -3068,8 +3089,8 @@
3068
  {
3069
  "left_pr_number": 44407,
3070
  "right_pr_number": 46106,
3071
- "similarity": 0.343,
3072
- "content_similarity": 0.136,
3073
  "size_similarity": 0.652,
3074
  "breadth_similarity": 1.0,
3075
  "concentration_similarity": 1.0,
@@ -3162,90 +3183,6 @@
3162
  }
3163
  ]
3164
  },
3165
- {
3166
- "cluster_id": "pr-scope-45863-3",
3167
- "pr_numbers": [
3168
- 45863,
3169
- 46125,
3170
- 46152
3171
- ],
3172
- "representative_pr_number": 46125,
3173
- "average_similarity": 0.58,
3174
- "summary": "3 open PRs share weighted file overlap around `tests/utils/test_import_utils.py`, `src/transformers/utils/import_utils.py`; representative PR #46125.",
3175
- "shared_filenames": [
3176
- "tests/utils/test_import_utils.py",
3177
- "src/transformers/utils/import_utils.py"
3178
- ],
3179
- "shared_directories": [
3180
- "src/transformers/utils",
3181
- "tests/utils",
3182
- "src/transformers",
3183
- "tests",
3184
- "src"
3185
- ],
3186
- "pairwise": [
3187
- {
3188
- "left_pr_number": 45863,
3189
- "right_pr_number": 46125,
3190
- "similarity": 0.615,
3191
- "content_similarity": 0.656,
3192
- "size_similarity": 0.362,
3193
- "breadth_similarity": 0.667,
3194
- "concentration_similarity": 0.692,
3195
- "shared_filenames": [
3196
- "src/transformers/utils/import_utils.py",
3197
- "tests/utils/test_import_utils.py"
3198
- ],
3199
- "shared_directories": [
3200
- "src/transformers/utils",
3201
- "src/transformers",
3202
- "tests/utils",
3203
- "src",
3204
- "tests"
3205
- ]
3206
- },
3207
- {
3208
- "left_pr_number": 46125,
3209
- "right_pr_number": 46152,
3210
- "similarity": 0.603,
3211
- "content_similarity": 0.694,
3212
- "size_similarity": 0.115,
3213
- "breadth_similarity": 0.667,
3214
- "concentration_similarity": 0.672,
3215
- "shared_filenames": [
3216
- "src/transformers/utils/import_utils.py",
3217
- "tests/utils/test_import_utils.py"
3218
- ],
3219
- "shared_directories": [
3220
- "src/transformers/utils",
3221
- "src/transformers",
3222
- "tests/utils",
3223
- "src",
3224
- "tests"
3225
- ]
3226
- },
3227
- {
3228
- "left_pr_number": 45863,
3229
- "right_pr_number": 46152,
3230
- "similarity": 0.522,
3231
- "content_similarity": 0.465,
3232
- "size_similarity": 0.318,
3233
- "breadth_similarity": 1.0,
3234
- "concentration_similarity": 0.98,
3235
- "shared_filenames": [
3236
- "src/transformers/utils/import_utils.py",
3237
- "tests/utils/test_import_utils.py"
3238
- ],
3239
- "shared_directories": [
3240
- "src/transformers/utils",
3241
- "src/transformers",
3242
- "tests/utils",
3243
- "src",
3244
- "tests"
3245
- ]
3246
- }
3247
- ]
3248
- },
3249
  {
3250
  "cluster_id": "pr-scope-44015-3",
3251
  "pr_numbers": [
@@ -3435,7 +3372,7 @@
3435
  "left_pr_number": 43875,
3436
  "right_pr_number": 44893,
3437
  "similarity": 0.359,
3438
- "content_similarity": 0.275,
3439
  "size_similarity": 0.581,
3440
  "breadth_similarity": 0.5,
3441
  "concentration_similarity": 0.581,
@@ -3559,6 +3496,78 @@
3559
  }
3560
  ]
3561
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3562
  {
3563
  "cluster_id": "pr-scope-43656-3",
3564
  "pr_numbers": [
@@ -3581,7 +3590,7 @@
3581
  {
3582
  "left_pr_number": 43656,
3583
  "right_pr_number": 43842,
3584
- "similarity": 0.576,
3585
  "content_similarity": 0.56,
3586
  "size_similarity": 0.222,
3587
  "breadth_similarity": 1.0,
@@ -3827,7 +3836,7 @@
3827
  "left_pr_number": 44907,
3828
  "right_pr_number": 45827,
3829
  "similarity": 0.369,
3830
- "content_similarity": 0.307,
3831
  "size_similarity": 0.48,
3832
  "breadth_similarity": 0.368,
3833
  "concentration_similarity": 0.912,
@@ -3866,7 +3875,7 @@
3866
  45917
3867
  ],
3868
  "representative_pr_number": 44981,
3869
- "average_similarity": 0.363,
3870
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
3871
  "shared_filenames": [
3872
  "src/transformers/trainer.py"
@@ -3916,7 +3925,7 @@
3916
  "left_pr_number": 44889,
3917
  "right_pr_number": 45917,
3918
  "similarity": 0.331,
3919
- "content_similarity": 0.081,
3920
  "size_similarity": 0.879,
3921
  "breadth_similarity": 1.0,
3922
  "concentration_similarity": 0.852,
@@ -4256,13 +4265,14 @@
4256
  45977
4257
  ],
4258
  "representative_pr_number": 44794,
4259
- "average_similarity": 0.725,
4260
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
4261
  "shared_filenames": [
4262
  "docs/source/en/gguf.md",
4263
  "src/transformers/integrations/gguf_dequant.py",
4264
  "src/transformers/quantizers/__init__.py",
4265
  "src/transformers/quantizers/quantizer_gguf.py",
 
4266
  "src/transformers/gguf_conversion_ops.py",
4267
  "src/transformers/modeling_gguf_pytorch_utils.py",
4268
  "src/transformers/modeling_utils.py"
@@ -4281,11 +4291,11 @@
4281
  {
4282
  "left_pr_number": 44794,
4283
  "right_pr_number": 45977,
4284
- "similarity": 0.725,
4285
- "content_similarity": 0.71,
4286
- "size_similarity": 0.709,
4287
- "breadth_similarity": 0.781,
4288
- "concentration_similarity": 0.871,
4289
  "shared_filenames": [
4290
  "docs/source/en/gguf.md",
4291
  "src/transformers/gguf_conversion_ops.py",
@@ -4293,7 +4303,8 @@
4293
  "src/transformers/modeling_gguf_pytorch_utils.py",
4294
  "src/transformers/modeling_utils.py",
4295
  "src/transformers/quantizers/__init__.py",
4296
- "src/transformers/quantizers/quantizer_gguf.py"
 
4297
  ],
4298
  "shared_directories": [
4299
  "docs/source/en",
@@ -4553,7 +4564,7 @@
4553
  45975
4554
  ],
4555
  "representative_pr_number": 45974,
4556
- "average_similarity": 0.614,
4557
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
4558
  "shared_filenames": [
4559
  "src/transformers/cli/serving/model_manager.py",
@@ -4569,8 +4580,8 @@
4569
  {
4570
  "left_pr_number": 45974,
4571
  "right_pr_number": 45975,
4572
- "similarity": 0.614,
4573
- "content_similarity": 0.568,
4574
  "size_similarity": 0.451,
4575
  "breadth_similarity": 1.0,
4576
  "concentration_similarity": 0.975,
@@ -5347,7 +5358,7 @@
5347
  45413
5348
  ],
5349
  "representative_pr_number": 42112,
5350
- "average_similarity": 0.419,
5351
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
5352
  "shared_filenames": [
5353
  "src/transformers/generation/logits_process.py",
@@ -5364,8 +5375,8 @@
5364
  {
5365
  "left_pr_number": 42112,
5366
  "right_pr_number": 45413,
5367
- "similarity": 0.419,
5368
- "content_similarity": 0.46,
5369
  "size_similarity": 0.017,
5370
  "breadth_similarity": 0.458,
5371
  "concentration_similarity": 0.981,
@@ -5425,7 +5436,7 @@
5425
  46124
5426
  ],
5427
  "representative_pr_number": 42655,
5428
- "average_similarity": 0.414,
5429
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`; representative PR #42655.",
5430
  "shared_filenames": [
5431
  "src/transformers/generation/candidate_generator.py",
@@ -5442,8 +5453,8 @@
5442
  {
5443
  "left_pr_number": 42655,
5444
  "right_pr_number": 46124,
5445
- "similarity": 0.414,
5446
- "content_similarity": 0.471,
5447
  "size_similarity": 0.038,
5448
  "breadth_similarity": 0.417,
5449
  "concentration_similarity": 0.753,
@@ -5461,41 +5472,6 @@
5461
  }
5462
  ]
5463
  },
5464
- {
5465
- "cluster_id": "pr-scope-45752-2",
5466
- "pr_numbers": [
5467
- 45752,
5468
- 46149
5469
- ],
5470
- "representative_pr_number": 45752,
5471
- "average_similarity": 0.409,
5472
- "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45752.",
5473
- "shared_filenames": [
5474
- "src/transformers/modeling_utils.py"
5475
- ],
5476
- "shared_directories": [
5477
- "src/transformers",
5478
- "src"
5479
- ],
5480
- "pairwise": [
5481
- {
5482
- "left_pr_number": 45752,
5483
- "right_pr_number": 46149,
5484
- "similarity": 0.409,
5485
- "content_similarity": 0.156,
5486
- "size_similarity": 1.0,
5487
- "breadth_similarity": 1.0,
5488
- "concentration_similarity": 1.0,
5489
- "shared_filenames": [
5490
- "src/transformers/modeling_utils.py"
5491
- ],
5492
- "shared_directories": [
5493
- "src/transformers",
5494
- "src"
5495
- ]
5496
- }
5497
- ]
5498
- },
5499
  {
5500
  "cluster_id": "pr-scope-44642-2",
5501
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260525T060031Z",
4
+ "generated_at": "2026-05-25T06:01:41Z",
5
+ "cluster_count": 56,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-11",
 
194
  "left_pr_number": 43663,
195
  "right_pr_number": 44660,
196
  "similarity": 0.466,
197
+ "content_similarity": 0.399,
198
  "size_similarity": 0.24,
199
  "breadth_similarity": 1.0,
200
  "concentration_similarity": 1.0,
 
225
  {
226
  "left_pr_number": 43636,
227
  "right_pr_number": 43663,
228
+ "similarity": 0.463,
229
  "content_similarity": 0.354,
230
  "size_similarity": 0.44,
231
  "breadth_similarity": 1.0,
 
529
  {
530
  "left_pr_number": 43663,
531
  "right_pr_number": 45055,
532
+ "similarity": 0.401,
533
  "content_similarity": 0.334,
534
  "size_similarity": 0.12,
535
  "breadth_similarity": 1.0,
 
577
  {
578
  "left_pr_number": 43636,
579
  "right_pr_number": 44189,
580
+ "similarity": 0.394,
581
  "content_similarity": 0.271,
582
  "size_similarity": 0.364,
583
  "breadth_similarity": 1.0,
 
834
  "left_pr_number": 44123,
835
  "right_pr_number": 45055,
836
  "similarity": 0.348,
837
+ "content_similarity": 0.27,
838
  "size_similarity": 0.055,
839
  "breadth_similarity": 1.0,
840
  "concentration_similarity": 1.0,
 
925
  46176
926
  ],
927
  "representative_pr_number": 45817,
928
+ "average_similarity": 0.432,
929
  "summary": "8 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45817.",
930
  "shared_filenames": [
931
  "tests/models/gemma4/test_modeling_gemma4.py",
 
948
  {
949
  "left_pr_number": 45294,
950
  "right_pr_number": 45438,
951
+ "similarity": 0.759,
952
  "content_similarity": 0.782,
953
  "size_similarity": 0.42,
954
  "breadth_similarity": 1.0,
 
994
  "left_pr_number": 45817,
995
  "right_pr_number": 46176,
996
  "similarity": 0.619,
997
+ "content_similarity": 0.516,
998
  "size_similarity": 0.735,
999
  "breadth_similarity": 1.0,
1000
  "concentration_similarity": 0.947,
 
1267
  "left_pr_number": 45607,
1268
  "right_pr_number": 45817,
1269
  "similarity": 0.464,
1270
+ "content_similarity": 0.478,
1271
  "size_similarity": 0.389,
1272
  "breadth_similarity": 0.417,
1273
  "concentration_similarity": 0.583,
 
1782
  "left_pr_number": 42668,
1783
  "right_pr_number": 45422,
1784
  "similarity": 0.206,
1785
+ "content_similarity": 0.163,
1786
  "size_similarity": 0.148,
1787
  "breadth_similarity": 0.307,
1788
  "concentration_similarity": 0.768,
 
1828
  {
1829
  "left_pr_number": 45996,
1830
  "right_pr_number": 46067,
1831
+ "similarity": 0.852,
1832
  "content_similarity": 0.853,
1833
  "size_similarity": 0.808,
1834
  "breadth_similarity": 0.9,
 
1851
  "left_pr_number": 44974,
1852
  "right_pr_number": 45635,
1853
  "similarity": 0.716,
1854
+ "content_similarity": 0.715,
1855
  "size_similarity": 0.59,
1856
  "breadth_similarity": 0.8,
1857
  "concentration_similarity": 0.929,
 
1908
  "left_pr_number": 44974,
1909
  "right_pr_number": 46067,
1910
  "similarity": 0.595,
1911
+ "content_similarity": 0.527,
1912
  "size_similarity": 0.522,
1913
  "breadth_similarity": 1.0,
1914
  "concentration_similarity": 0.945,
 
1927
  {
1928
  "left_pr_number": 44974,
1929
  "right_pr_number": 45996,
1930
+ "similarity": 0.586,
1931
+ "content_similarity": 0.559,
1932
  "size_similarity": 0.422,
1933
  "breadth_similarity": 0.9,
1934
  "concentration_similarity": 0.829,
 
2025
  46111
2026
  ],
2027
  "representative_pr_number": 45985,
2028
+ "average_similarity": 0.498,
2029
  "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2030
  "shared_filenames": [
2031
  "src/transformers/generation/utils.py"
 
2039
  {
2040
  "left_pr_number": 34667,
2041
  "right_pr_number": 45985,
2042
+ "similarity": 0.613,
2043
+ "content_similarity": 0.504,
2044
  "size_similarity": 0.733,
2045
  "breadth_similarity": 1.0,
2046
  "concentration_similarity": 1.0,
 
2057
  "left_pr_number": 39683,
2058
  "right_pr_number": 45985,
2059
  "similarity": 0.603,
2060
+ "content_similarity": 0.508,
2061
  "size_similarity": 0.652,
2062
  "breadth_similarity": 1.0,
2063
  "concentration_similarity": 1.0,
 
2073
  {
2074
  "left_pr_number": 34667,
2075
  "right_pr_number": 39683,
2076
+ "similarity": 0.531,
2077
+ "content_similarity": 0.441,
2078
  "size_similarity": 0.478,
2079
  "breadth_similarity": 1.0,
2080
  "concentration_similarity": 1.0,
 
2090
  {
2091
  "left_pr_number": 45985,
2092
  "right_pr_number": 46111,
2093
+ "similarity": 0.502,
2094
+ "content_similarity": 0.431,
2095
  "size_similarity": 0.333,
2096
  "breadth_similarity": 1.0,
2097
  "concentration_similarity": 1.0,
 
2107
  {
2108
  "left_pr_number": 34667,
2109
  "right_pr_number": 46111,
2110
+ "similarity": 0.48,
2111
+ "content_similarity": 0.374,
2112
  "size_similarity": 0.455,
2113
  "breadth_similarity": 1.0,
2114
  "concentration_similarity": 1.0,
 
2125
  "left_pr_number": 44872,
2126
  "right_pr_number": 45985,
2127
  "similarity": 0.472,
2128
+ "content_similarity": 0.418,
2129
  "size_similarity": 0.2,
2130
  "breadth_similarity": 1.0,
2131
  "concentration_similarity": 1.0,
 
2141
  {
2142
  "left_pr_number": 44872,
2143
  "right_pr_number": 46111,
2144
+ "similarity": 0.457,
2145
+ "content_similarity": 0.31,
2146
  "size_similarity": 0.6,
2147
  "breadth_similarity": 1.0,
2148
  "concentration_similarity": 1.0,
 
2158
  {
2159
  "left_pr_number": 39683,
2160
  "right_pr_number": 46111,
2161
+ "similarity": 0.447,
2162
+ "content_similarity": 0.377,
2163
  "size_similarity": 0.217,
2164
  "breadth_similarity": 1.0,
2165
  "concentration_similarity": 1.0,
 
2175
  {
2176
  "left_pr_number": 34667,
2177
  "right_pr_number": 44872,
2178
+ "similarity": 0.445,
2179
+ "content_similarity": 0.363,
2180
  "size_similarity": 0.273,
2181
  "breadth_similarity": 1.0,
2182
  "concentration_similarity": 1.0,
 
2192
  {
2193
  "left_pr_number": 39683,
2194
  "right_pr_number": 44872,
2195
+ "similarity": 0.426,
2196
+ "content_similarity": 0.366,
2197
  "size_similarity": 0.13,
2198
  "breadth_similarity": 1.0,
2199
  "concentration_similarity": 1.0,
 
2258
  {
2259
  "left_pr_number": 45546,
2260
  "right_pr_number": 45668,
2261
+ "similarity": 0.805,
2262
  "content_similarity": 0.776,
2263
  "size_similarity": 0.773,
2264
  "breadth_similarity": 1.0,
 
2280
  {
2281
  "left_pr_number": 45296,
2282
  "right_pr_number": 45546,
2283
+ "similarity": 0.783,
2284
+ "content_similarity": 0.791,
2285
  "size_similarity": 0.576,
2286
  "breadth_similarity": 1.0,
2287
  "concentration_similarity": 0.859,
 
2302
  {
2303
  "left_pr_number": 44070,
2304
  "right_pr_number": 45546,
2305
+ "similarity": 0.737,
2306
  "content_similarity": 0.756,
2307
  "size_similarity": 0.404,
2308
  "breadth_similarity": 1.0,
 
2346
  {
2347
  "left_pr_number": 44070,
2348
  "right_pr_number": 45668,
2349
+ "similarity": 0.637,
2350
  "content_similarity": 0.631,
2351
  "size_similarity": 0.312,
2352
  "breadth_similarity": 1.0,
 
2367
  }
2368
  ]
2369
  },
2370
+ {
2371
+ "cluster_id": "pr-scope-45524-4",
2372
+ "pr_numbers": [
2373
+ 45524,
2374
+ 45863,
2375
+ 46125,
2376
+ 46152
2377
+ ],
2378
+ "representative_pr_number": 45524,
2379
+ "average_similarity": 0.602,
2380
+ "summary": "4 open PRs share weighted file overlap around `tests/utils/test_import_utils.py`, `src/transformers/utils/import_utils.py`; representative PR #45524.",
2381
+ "shared_filenames": [
2382
+ "tests/utils/test_import_utils.py",
2383
+ "src/transformers/utils/import_utils.py"
2384
+ ],
2385
+ "shared_directories": [
2386
+ "src/transformers/utils",
2387
+ "tests/utils",
2388
+ "src/transformers",
2389
+ "tests",
2390
+ "src"
2391
+ ],
2392
+ "pairwise": [
2393
+ {
2394
+ "left_pr_number": 45524,
2395
+ "right_pr_number": 46125,
2396
+ "similarity": 0.663,
2397
+ "content_similarity": 0.75,
2398
+ "size_similarity": 0.224,
2399
+ "breadth_similarity": 0.667,
2400
+ "concentration_similarity": 0.762,
2401
+ "shared_filenames": [
2402
+ "src/transformers/utils/import_utils.py",
2403
+ "tests/utils/test_import_utils.py"
2404
+ ],
2405
+ "shared_directories": [
2406
+ "src/transformers/utils",
2407
+ "src/transformers",
2408
+ "tests/utils",
2409
+ "src",
2410
+ "tests"
2411
+ ]
2412
+ },
2413
+ {
2414
+ "left_pr_number": 45524,
2415
+ "right_pr_number": 45863,
2416
+ "similarity": 0.627,
2417
+ "content_similarity": 0.554,
2418
+ "size_similarity": 0.618,
2419
+ "breadth_similarity": 1.0,
2420
+ "concentration_similarity": 0.93,
2421
+ "shared_filenames": [
2422
+ "src/transformers/utils/import_utils.py",
2423
+ "tests/utils/test_import_utils.py"
2424
+ ],
2425
+ "shared_directories": [
2426
+ "src/transformers/utils",
2427
+ "src/transformers",
2428
+ "tests/utils",
2429
+ "src",
2430
+ "tests"
2431
+ ]
2432
+ },
2433
+ {
2434
+ "left_pr_number": 45524,
2435
+ "right_pr_number": 46152,
2436
+ "similarity": 0.61,
2437
+ "content_similarity": 0.554,
2438
+ "size_similarity": 0.514,
2439
+ "breadth_similarity": 1.0,
2440
+ "concentration_similarity": 0.909,
2441
+ "shared_filenames": [
2442
+ "src/transformers/utils/import_utils.py",
2443
+ "tests/utils/test_import_utils.py"
2444
+ ],
2445
+ "shared_directories": [
2446
+ "src/transformers/utils",
2447
+ "src/transformers",
2448
+ "tests/utils",
2449
+ "src",
2450
+ "tests"
2451
+ ]
2452
+ },
2453
+ {
2454
+ "left_pr_number": 45863,
2455
+ "right_pr_number": 46125,
2456
+ "similarity": 0.604,
2457
+ "content_similarity": 0.641,
2458
+ "size_similarity": 0.362,
2459
+ "breadth_similarity": 0.667,
2460
+ "concentration_similarity": 0.692,
2461
+ "shared_filenames": [
2462
+ "src/transformers/utils/import_utils.py",
2463
+ "tests/utils/test_import_utils.py"
2464
+ ],
2465
+ "shared_directories": [
2466
+ "src/transformers/utils",
2467
+ "src/transformers",
2468
+ "tests/utils",
2469
+ "src",
2470
+ "tests"
2471
+ ]
2472
+ },
2473
+ {
2474
+ "left_pr_number": 46125,
2475
+ "right_pr_number": 46152,
2476
+ "similarity": 0.597,
2477
+ "content_similarity": 0.685,
2478
+ "size_similarity": 0.115,
2479
+ "breadth_similarity": 0.667,
2480
+ "concentration_similarity": 0.672,
2481
+ "shared_filenames": [
2482
+ "src/transformers/utils/import_utils.py",
2483
+ "tests/utils/test_import_utils.py"
2484
+ ],
2485
+ "shared_directories": [
2486
+ "src/transformers/utils",
2487
+ "src/transformers",
2488
+ "tests/utils",
2489
+ "src",
2490
+ "tests"
2491
+ ]
2492
+ },
2493
+ {
2494
+ "left_pr_number": 45863,
2495
+ "right_pr_number": 46152,
2496
+ "similarity": 0.511,
2497
+ "content_similarity": 0.449,
2498
+ "size_similarity": 0.318,
2499
+ "breadth_similarity": 1.0,
2500
+ "concentration_similarity": 0.98,
2501
+ "shared_filenames": [
2502
+ "src/transformers/utils/import_utils.py",
2503
+ "tests/utils/test_import_utils.py"
2504
+ ],
2505
+ "shared_directories": [
2506
+ "src/transformers/utils",
2507
+ "src/transformers",
2508
+ "tests/utils",
2509
+ "src",
2510
+ "tests"
2511
+ ]
2512
+ }
2513
+ ]
2514
+ },
2515
  {
2516
  "cluster_id": "pr-scope-43488-4",
2517
  "pr_numbers": [
 
2645
  46013
2646
  ],
2647
  "representative_pr_number": 43549,
2648
+ "average_similarity": 0.528,
2649
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2650
  "shared_filenames": [
2651
  "src/transformers/modeling_flash_attention_utils.py"
 
2674
  {
2675
  "left_pr_number": 41097,
2676
  "right_pr_number": 43549,
2677
+ "similarity": 0.538,
2678
+ "content_similarity": 0.426,
2679
  "size_similarity": 0.6,
2680
  "breadth_similarity": 1.0,
2681
  "concentration_similarity": 1.0,
 
2690
  {
2691
  "left_pr_number": 44547,
2692
  "right_pr_number": 46013,
2693
+ "similarity": 0.502,
2694
+ "content_similarity": 0.288,
2695
  "size_similarity": 1.0,
2696
  "breadth_similarity": 1.0,
2697
  "concentration_similarity": 1.0,
 
2706
  {
2707
  "left_pr_number": 41097,
2708
  "right_pr_number": 46013,
2709
+ "similarity": 0.433,
2710
+ "content_similarity": 0.371,
2711
  "size_similarity": 0.16,
2712
  "breadth_similarity": 1.0,
2713
  "concentration_similarity": 1.0,
 
2722
  {
2723
  "left_pr_number": 43549,
2724
  "right_pr_number": 44547,
2725
+ "similarity": 0.422,
2726
+ "content_similarity": 0.332,
2727
  "size_similarity": 0.267,
2728
  "breadth_similarity": 1.0,
2729
  "concentration_similarity": 1.0,
 
2738
  {
2739
  "left_pr_number": 41097,
2740
  "right_pr_number": 44547,
2741
+ "similarity": 0.386,
2742
+ "content_similarity": 0.302,
2743
  "size_similarity": 0.16,
2744
  "breadth_similarity": 1.0,
2745
  "concentration_similarity": 1.0,
 
2753
  }
2754
  ]
2755
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2756
  {
2757
  "cluster_id": "pr-scope-45548-4",
2758
  "pr_numbers": [
 
2762
  46116
2763
  ],
2764
  "representative_pr_number": 45649,
2765
+ "average_similarity": 0.42,
2766
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2767
  "shared_filenames": [
2768
  "src/transformers/modeling_utils.py"
 
2775
  {
2776
  "left_pr_number": 45649,
2777
  "right_pr_number": 45655,
2778
+ "similarity": 0.497,
2779
+ "content_similarity": 0.329,
2780
  "size_similarity": 0.778,
2781
  "breadth_similarity": 1.0,
2782
  "concentration_similarity": 1.0,
 
2791
  {
2792
  "left_pr_number": 45649,
2793
  "right_pr_number": 46116,
2794
+ "similarity": 0.465,
2795
+ "content_similarity": 0.385,
2796
  "size_similarity": 0.304,
2797
  "breadth_similarity": 1.0,
2798
  "concentration_similarity": 1.0,
 
2807
  {
2808
  "left_pr_number": 45655,
2809
  "right_pr_number": 46116,
2810
+ "similarity": 0.424,
2811
+ "content_similarity": 0.308,
2812
  "size_similarity": 0.391,
2813
  "breadth_similarity": 1.0,
2814
  "concentration_similarity": 1.0,
 
2823
  {
2824
  "left_pr_number": 45548,
2825
  "right_pr_number": 46116,
2826
+ "similarity": 0.416,
2827
+ "content_similarity": 0.311,
2828
  "size_similarity": 0.489,
2829
  "breadth_similarity": 0.75,
2830
  "concentration_similarity": 1.0,
 
2839
  {
2840
  "left_pr_number": 45548,
2841
  "right_pr_number": 45649,
2842
+ "similarity": 0.38,
2843
+ "content_similarity": 0.332,
2844
  "size_similarity": 0.149,
2845
  "breadth_similarity": 0.75,
2846
  "concentration_similarity": 1.0,
 
2855
  {
2856
  "left_pr_number": 45548,
2857
  "right_pr_number": 45655,
2858
+ "similarity": 0.339,
2859
+ "content_similarity": 0.265,
2860
  "size_similarity": 0.191,
2861
  "breadth_similarity": 0.75,
2862
  "concentration_similarity": 1.0,
 
2879
  46141
2880
  ],
2881
  "representative_pr_number": 46126,
2882
+ "average_similarity": 0.401,
2883
  "summary": "4 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`, `src/transformers/distributed/tensor_parallel.py`; representative PR #46126.",
2884
  "shared_filenames": [
2885
  "src/transformers/distributed/utils.py",
 
2894
  {
2895
  "left_pr_number": 46113,
2896
  "right_pr_number": 46141,
2897
+ "similarity": 0.623,
2898
+ "content_similarity": 0.614,
2899
  "size_similarity": 0.455,
2900
  "breadth_similarity": 0.75,
2901
  "concentration_similarity": 1.0,
 
2911
  {
2912
  "left_pr_number": 46104,
2913
  "right_pr_number": 46126,
2914
+ "similarity": 0.558,
2915
+ "content_similarity": 0.469,
2916
  "size_similarity": 0.872,
2917
  "breadth_similarity": 0.583,
2918
  "concentration_similarity": 0.808,
 
2928
  {
2929
  "left_pr_number": 46113,
2930
  "right_pr_number": 46126,
2931
+ "similarity": 0.466,
2932
+ "content_similarity": 0.528,
2933
  "size_similarity": 0.246,
2934
  "breadth_similarity": 0.292,
2935
  "concentration_similarity": 0.603,
 
2945
  {
2946
  "left_pr_number": 46126,
2947
  "right_pr_number": 46141,
2948
+ "similarity": 0.324,
2949
+ "content_similarity": 0.337,
2950
  "size_similarity": 0.112,
2951
  "breadth_similarity": 0.417,
2952
  "concentration_similarity": 0.603,
 
2962
  {
2963
  "left_pr_number": 46104,
2964
  "right_pr_number": 46113,
2965
+ "similarity": 0.229,
2966
+ "content_similarity": 0.138,
2967
  "size_similarity": 0.282,
2968
  "breadth_similarity": 0.5,
2969
  "concentration_similarity": 0.795,
 
2977
  {
2978
  "left_pr_number": 46104,
2979
  "right_pr_number": 46141,
2980
+ "similarity": 0.206,
2981
+ "content_similarity": 0.103,
2982
  "size_similarity": 0.128,
2983
  "breadth_similarity": 0.75,
2984
  "concentration_similarity": 0.795,
 
3000
  46106
3001
  ],
3002
  "representative_pr_number": 44550,
3003
+ "average_similarity": 0.356,
3004
  "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
3005
  "shared_filenames": [],
3006
  "shared_directories": [
 
3013
  {
3014
  "left_pr_number": 33686,
3015
  "right_pr_number": 44550,
3016
+ "similarity": 0.387,
3017
+ "content_similarity": 0.125,
3018
  "size_similarity": 1.0,
3019
  "breadth_similarity": 1.0,
3020
  "concentration_similarity": 1.0,
 
3030
  "left_pr_number": 44407,
3031
  "right_pr_number": 44550,
3032
  "similarity": 0.359,
3033
+ "content_similarity": 0.093,
3034
  "size_similarity": 0.957,
3035
  "breadth_similarity": 1.0,
3036
  "concentration_similarity": 1.0,
 
3045
  "left_pr_number": 44550,
3046
  "right_pr_number": 46106,
3047
  "similarity": 0.357,
3048
+ "content_similarity": 0.149,
3049
  "size_similarity": 0.682,
3050
  "breadth_similarity": 1.0,
3051
  "concentration_similarity": 1.0,
 
3074
  {
3075
  "left_pr_number": 33686,
3076
  "right_pr_number": 46106,
3077
+ "similarity": 0.342,
3078
+ "content_similarity": 0.128,
3079
  "size_similarity": 0.682,
3080
  "breadth_similarity": 1.0,
3081
  "concentration_similarity": 1.0,
 
3089
  {
3090
  "left_pr_number": 44407,
3091
  "right_pr_number": 46106,
3092
+ "similarity": 0.342,
3093
+ "content_similarity": 0.135,
3094
  "size_similarity": 0.652,
3095
  "breadth_similarity": 1.0,
3096
  "concentration_similarity": 1.0,
 
3183
  }
3184
  ]
3185
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3186
  {
3187
  "cluster_id": "pr-scope-44015-3",
3188
  "pr_numbers": [
 
3372
  "left_pr_number": 43875,
3373
  "right_pr_number": 44893,
3374
  "similarity": 0.359,
3375
+ "content_similarity": 0.276,
3376
  "size_similarity": 0.581,
3377
  "breadth_similarity": 0.5,
3378
  "concentration_similarity": 0.581,
 
3496
  }
3497
  ]
3498
  },
3499
+ {
3500
+ "cluster_id": "pr-scope-44385-3",
3501
+ "pr_numbers": [
3502
+ 44385,
3503
+ 44615,
3504
+ 46181
3505
+ ],
3506
+ "representative_pr_number": 46181,
3507
+ "average_similarity": 0.479,
3508
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46181.",
3509
+ "shared_filenames": [
3510
+ "src/transformers/utils/import_utils.py"
3511
+ ],
3512
+ "shared_directories": [
3513
+ "src/transformers/utils",
3514
+ "src/transformers",
3515
+ "src"
3516
+ ],
3517
+ "pairwise": [
3518
+ {
3519
+ "left_pr_number": 44385,
3520
+ "right_pr_number": 46181,
3521
+ "similarity": 0.59,
3522
+ "content_similarity": 0.495,
3523
+ "size_similarity": 0.846,
3524
+ "breadth_similarity": 0.667,
3525
+ "concentration_similarity": 1.0,
3526
+ "shared_filenames": [
3527
+ "src/transformers/utils/import_utils.py"
3528
+ ],
3529
+ "shared_directories": [
3530
+ "src/transformers/utils",
3531
+ "src/transformers",
3532
+ "src"
3533
+ ]
3534
+ },
3535
+ {
3536
+ "left_pr_number": 44615,
3537
+ "right_pr_number": 46181,
3538
+ "similarity": 0.449,
3539
+ "content_similarity": 0.36,
3540
+ "size_similarity": 0.314,
3541
+ "breadth_similarity": 1.0,
3542
+ "concentration_similarity": 1.0,
3543
+ "shared_filenames": [
3544
+ "src/transformers/utils/import_utils.py"
3545
+ ],
3546
+ "shared_directories": [
3547
+ "src/transformers/utils",
3548
+ "src/transformers",
3549
+ "src"
3550
+ ]
3551
+ },
3552
+ {
3553
+ "left_pr_number": 44385,
3554
+ "right_pr_number": 44615,
3555
+ "similarity": 0.399,
3556
+ "content_similarity": 0.323,
3557
+ "size_similarity": 0.371,
3558
+ "breadth_similarity": 0.667,
3559
+ "concentration_similarity": 1.0,
3560
+ "shared_filenames": [
3561
+ "src/transformers/utils/import_utils.py"
3562
+ ],
3563
+ "shared_directories": [
3564
+ "src/transformers/utils",
3565
+ "src/transformers",
3566
+ "src"
3567
+ ]
3568
+ }
3569
+ ]
3570
+ },
3571
  {
3572
  "cluster_id": "pr-scope-43656-3",
3573
  "pr_numbers": [
 
3590
  {
3591
  "left_pr_number": 43656,
3592
  "right_pr_number": 43842,
3593
+ "similarity": 0.575,
3594
  "content_similarity": 0.56,
3595
  "size_similarity": 0.222,
3596
  "breadth_similarity": 1.0,
 
3836
  "left_pr_number": 44907,
3837
  "right_pr_number": 45827,
3838
  "similarity": 0.369,
3839
+ "content_similarity": 0.306,
3840
  "size_similarity": 0.48,
3841
  "breadth_similarity": 0.368,
3842
  "concentration_similarity": 0.912,
 
3875
  45917
3876
  ],
3877
  "representative_pr_number": 44981,
3878
+ "average_similarity": 0.362,
3879
  "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
3880
  "shared_filenames": [
3881
  "src/transformers/trainer.py"
 
3925
  "left_pr_number": 44889,
3926
  "right_pr_number": 45917,
3927
  "similarity": 0.331,
3928
+ "content_similarity": 0.08,
3929
  "size_similarity": 0.879,
3930
  "breadth_similarity": 1.0,
3931
  "concentration_similarity": 0.852,
 
4265
  45977
4266
  ],
4267
  "representative_pr_number": 44794,
4268
+ "average_similarity": 0.726,
4269
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
4270
  "shared_filenames": [
4271
  "docs/source/en/gguf.md",
4272
  "src/transformers/integrations/gguf_dequant.py",
4273
  "src/transformers/quantizers/__init__.py",
4274
  "src/transformers/quantizers/quantizer_gguf.py",
4275
+ "tests/quantization/ggml/test_gguf_arch_coverage.py",
4276
  "src/transformers/gguf_conversion_ops.py",
4277
  "src/transformers/modeling_gguf_pytorch_utils.py",
4278
  "src/transformers/modeling_utils.py"
 
4291
  {
4292
  "left_pr_number": 44794,
4293
  "right_pr_number": 45977,
4294
+ "similarity": 0.726,
4295
+ "content_similarity": 0.739,
4296
+ "size_similarity": 0.609,
4297
+ "breadth_similarity": 0.757,
4298
+ "concentration_similarity": 0.831,
4299
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