evalstate HF Staff commited on
Commit
6084673
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verified ·
1 Parent(s): c152f98

Refresh transformers dataset snapshot 20260618T060045Z

Browse files
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@@ -75,7 +75,7 @@ Use:
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  - eval set creation
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  Notes:
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  - raw data only; no labels or moderation decisions
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4539
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4574
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4575
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5403
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5404
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5406
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5407
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5408
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10411
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10412
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15137
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19333
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20518
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20519
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22756
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22757
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new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260618T000034Z`
4
- - Generated: `2026-06-18T00:01:24Z`
5
  - Activity window: `60d`
6
  - Contributors: `358`
7
 
@@ -61,6 +61,7 @@
61
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
62
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
63
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
64
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
65
  | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
66
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -71,7 +72,6 @@
71
  | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
72
  | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
73
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
74
- | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
75
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
76
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
77
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -279,7 +279,7 @@
279
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
280
  | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
281
  | `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | no | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
282
- | `Kevin-Li-2025` | [profile](https://github.com/Kevin-Li-2025) | yes | FIRST_TIME_CONTRIBUTOR | 371d | `2026-06-17T18:09:50Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
283
  | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
284
  | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
285
  | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
@@ -621,12 +621,12 @@ Example artifacts:
621
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
622
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
623
  - repo first seen: `2025-09-11T21:27:59Z`
624
- - repo last seen: `2026-06-17T10:47:02Z`
625
  - first seen in snapshot: **no**
626
  - repo association: **MEMBER**
627
  - repo primary artifacts: **44**
628
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
629
- - snapshot discussion activity: **54 comments / 167 reviews / 173 review comments**
630
  - account age: **1813 days**
631
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
632
  - public orgs: none visible
@@ -812,12 +812,12 @@ Example artifacts:
812
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
813
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
814
  - repo first seen: `2024-03-21T04:37:45Z`
815
- - repo last seen: `2026-06-17T02:25:28Z`
816
  - first seen in snapshot: **no**
817
  - repo association: **CONTRIBUTOR**
818
  - repo primary artifacts: **30**
819
  - snapshot authored PRs/issues: **26 PRs / 4 issues**
820
- - snapshot discussion activity: **60 comments / 45 reviews / 45 review comments**
821
  - account age: **1396 days**
822
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
823
  - public orgs: none visible
@@ -1608,6 +1608,29 @@ Example artifacts:
1608
  - [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
1609
  - [PR #46630: Fix/46612 beam search cache reorder](https://github.com/huggingface/transformers/pull/46630) — closed
1610
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1611
  ### `rigen1048`
1612
 
1613
  - profile: [github.com/rigen1048](https://github.com/rigen1048)
@@ -1844,29 +1867,6 @@ Example artifacts:
1844
  - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
1845
  - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
1846
 
1847
- ### `rasmi`
1848
-
1849
- - profile: [github.com/rasmi](https://github.com/rasmi)
1850
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
1851
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
1852
- - repo first seen: `2026-05-07T01:29:32Z`
1853
- - repo last seen: `2026-05-28T02:38:16Z`
1854
- - first seen in snapshot: **no**
1855
- - repo association: **CONTRIBUTOR**
1856
- - repo primary artifacts: **3**
1857
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
1858
- - snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
1859
- - account age: **4994 days**
1860
- - recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
1861
- - public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
1862
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
1863
- - heuristic read: **—**
1864
-
1865
- Example artifacts:
1866
- - [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — open
1867
- - [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
1868
- - [PR #45815: Get rid of deprecated use_return_dict call.](https://github.com/huggingface/transformers/pull/45815) — closed, merged
1869
-
1870
  ### `winglian`
1871
 
1872
  - profile: [github.com/winglian](https://github.com/winglian)
@@ -3394,12 +3394,12 @@ Example artifacts:
3394
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
3395
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
3396
  - repo first seen: `2026-01-21T06:14:39Z`
3397
- - repo last seen: `2026-06-17T15:12:28Z`
3398
  - first seen in snapshot: **no**
3399
  - repo association: **CONTRIBUTOR**
3400
  - repo primary artifacts: **9**
3401
  - snapshot authored PRs/issues: **5 PRs / 4 issues**
3402
- - snapshot discussion activity: **19 comments / 1 reviews / 1 review comments**
3403
  - account age: **3900 days**
3404
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3405
  - public orgs: none visible
@@ -3683,12 +3683,12 @@ Example artifacts:
3683
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abzantium)
3684
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abzantium)
3685
  - repo first seen: `2025-09-24T07:07:47Z`
3686
- - repo last seen: `2026-06-17T04:20:04Z`
3687
  - first seen in snapshot: **no**
3688
  - repo association: **CONTRIBUTOR**
3689
  - repo primary artifacts: **3**
3690
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
3691
- - snapshot discussion activity: **4 comments / 19 reviews / 19 review comments**
3692
  - account age: **3641 days**
3693
  - recent public PR activity: **51 PRs** (11 merged / 12 closed-unmerged / 28 open; merged rate **22%**, closed-unmerged rate **24%**, open rate **55%**)
3694
  - public orgs: none visible
@@ -4885,12 +4885,12 @@ Example artifacts:
4885
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaliyevaladddin)
4886
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaliyevaladddin)
4887
  - repo first seen: `2026-04-23T20:22:49Z`
4888
- - repo last seen: `2026-04-30T03:28:02Z`
4889
  - first seen in snapshot: **no**
4890
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4891
  - repo primary artifacts: **1**
4892
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4893
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
4894
  - account age: **334 days**
4895
  - recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
4896
  - public orgs: none visible
@@ -6419,7 +6419,7 @@ Example artifacts:
6419
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKevin-Li-2025)
6420
  - repo first seen: `2026-06-17T18:09:50Z`
6421
  - repo last seen: `2026-06-17T18:09:50Z`
6422
- - first seen in snapshot: **yes**
6423
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6424
  - repo primary artifacts: **1**
6425
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6859,12 +6859,12 @@ Example artifacts:
6859
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amironable)
6860
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amironable)
6861
  - repo first seen: `2026-06-15T12:56:34Z`
6862
- - repo last seen: `2026-06-17T11:53:08Z`
6863
  - first seen in snapshot: **no**
6864
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6865
  - repo primary artifacts: **1**
6866
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6867
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
6868
  - account age: **3559 days**
6869
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6870
  - public orgs: none visible
@@ -7678,12 +7678,12 @@ Example artifacts:
7678
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashreyescodes)
7679
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashreyescodes)
7680
  - repo first seen: `2026-06-17T07:30:01Z`
7681
- - repo last seen: `2026-06-17T10:47:38Z`
7682
  - first seen in snapshot: **no**
7683
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7684
  - repo primary artifacts: **1**
7685
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7686
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
7687
  - account age: **1108 days**
7688
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7689
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260618T060045Z`
4
+ - Generated: `2026-06-18T06:01:29Z`
5
  - Activity window: `60d`
6
  - Contributors: `358`
7
 
 
61
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
62
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
63
  | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
64
+ | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
65
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
66
  | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
67
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
72
  | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
73
  | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
74
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
75
  | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
76
  | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
77
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 
279
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
280
  | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
281
  | `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | no | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
282
+ | `Kevin-Li-2025` | [profile](https://github.com/Kevin-Li-2025) | no | FIRST_TIME_CONTRIBUTOR | 371d | `2026-06-17T18:09:50Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
283
  | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
284
  | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
285
  | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 
621
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
622
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
623
  - repo first seen: `2025-09-11T21:27:59Z`
624
+ - repo last seen: `2026-06-18T03:04:30Z`
625
  - first seen in snapshot: **no**
626
  - repo association: **MEMBER**
627
  - repo primary artifacts: **44**
628
  - snapshot authored PRs/issues: **43 PRs / 1 issues**
629
+ - snapshot discussion activity: **56 comments / 167 reviews / 173 review comments**
630
  - account age: **1813 days**
631
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
632
  - public orgs: none visible
 
812
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
813
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
814
  - repo first seen: `2024-03-21T04:37:45Z`
815
+ - repo last seen: `2026-06-18T03:09:21Z`
816
  - first seen in snapshot: **no**
817
  - repo association: **CONTRIBUTOR**
818
  - repo primary artifacts: **30**
819
  - snapshot authored PRs/issues: **26 PRs / 4 issues**
820
+ - snapshot discussion activity: **61 comments / 45 reviews / 45 review comments**
821
  - account age: **1396 days**
822
  - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
823
  - public orgs: none visible
 
1608
  - [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
1609
  - [PR #46630: Fix/46612 beam search cache reorder](https://github.com/huggingface/transformers/pull/46630) — closed
1610
 
1611
+ ### `rasmi`
1612
+
1613
+ - profile: [github.com/rasmi](https://github.com/rasmi)
1614
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
1615
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
1616
+ - repo first seen: `2026-05-07T01:29:32Z`
1617
+ - repo last seen: `2026-06-18T02:08:20Z`
1618
+ - first seen in snapshot: **no**
1619
+ - repo association: **CONTRIBUTOR**
1620
+ - repo primary artifacts: **4**
1621
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1622
+ - snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
1623
+ - account age: **4994 days**
1624
+ - recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
1625
+ - public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
1626
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
1627
+ - heuristic read: **—**
1628
+
1629
+ Example artifacts:
1630
+ - [PR #46737: skip decorators must appear after @parameterized.expand in pytest](https://github.com/huggingface/transformers/pull/46737) — open
1631
+ - [PR #46207: Use inspect.getsource instead of open() for source-reading in _can_set_*_implementation](https://github.com/huggingface/transformers/pull/46207) — open
1632
+ - [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
1633
+
1634
  ### `rigen1048`
1635
 
1636
  - profile: [github.com/rigen1048](https://github.com/rigen1048)
 
1867
  - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
1868
  - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
1869
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1870
  ### `winglian`
1871
 
1872
  - profile: [github.com/winglian](https://github.com/winglian)
 
3394
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
3395
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
3396
  - repo first seen: `2026-01-21T06:14:39Z`
3397
+ - repo last seen: `2026-06-18T04:54:16Z`
3398
  - first seen in snapshot: **no**
3399
  - repo association: **CONTRIBUTOR**
3400
  - repo primary artifacts: **9**
3401
  - snapshot authored PRs/issues: **5 PRs / 4 issues**
3402
+ - snapshot discussion activity: **20 comments / 1 reviews / 1 review comments**
3403
  - account age: **3900 days**
3404
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3405
  - public orgs: none visible
 
3683
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abzantium)
3684
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abzantium)
3685
  - repo first seen: `2025-09-24T07:07:47Z`
3686
+ - repo last seen: `2026-06-18T01:58:03Z`
3687
  - first seen in snapshot: **no**
3688
  - repo association: **CONTRIBUTOR**
3689
  - repo primary artifacts: **3**
3690
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
3691
+ - snapshot discussion activity: **5 comments / 24 reviews / 24 review comments**
3692
  - account age: **3641 days**
3693
  - recent public PR activity: **51 PRs** (11 merged / 12 closed-unmerged / 28 open; merged rate **22%**, closed-unmerged rate **24%**, open rate **55%**)
3694
  - public orgs: none visible
 
4885
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaliyevaladddin)
4886
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaliyevaladddin)
4887
  - repo first seen: `2026-04-23T20:22:49Z`
4888
+ - repo last seen: `2026-06-18T01:25:19Z`
4889
  - first seen in snapshot: **no**
4890
  - repo association: **FIRST_TIME_CONTRIBUTOR**
4891
  - repo primary artifacts: **1**
4892
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
4893
+ - snapshot discussion activity: **4 comments / 1 reviews / 0 review comments**
4894
  - account age: **334 days**
4895
  - recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
4896
  - public orgs: none visible
 
6419
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKevin-Li-2025)
6420
  - repo first seen: `2026-06-17T18:09:50Z`
6421
  - repo last seen: `2026-06-17T18:09:50Z`
6422
+ - first seen in snapshot: **no**
6423
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6424
  - repo primary artifacts: **1**
6425
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6859
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amironable)
6860
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amironable)
6861
  - repo first seen: `2026-06-15T12:56:34Z`
6862
+ - repo last seen: `2026-06-18T05:40:46Z`
6863
  - first seen in snapshot: **no**
6864
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6865
  - repo primary artifacts: **1**
6866
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
6867
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
6868
  - account age: **3559 days**
6869
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6870
  - public orgs: none visible
 
7678
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashreyescodes)
7679
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashreyescodes)
7680
  - repo first seen: `2026-06-17T07:30:01Z`
7681
+ - repo last seen: `2026-06-18T05:29:09Z`
7682
  - first seen in snapshot: **no**
7683
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7684
  - repo primary artifacts: **1**
7685
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7686
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
7687
  - account age: **1108 days**
7688
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7689
  - public orgs: none visible
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  "src/transformers",
1318
- "src"
 
1319
  ]
1320
  },
1321
  {
@@ -1338,34 +1360,20 @@
1338
  },
1339
  {
1340
  "left_pr_number": 42668,
1341
- "right_pr_number": 46592,
1342
- "similarity": 0.242,
1343
- "content_similarity": 0.286,
1344
- "size_similarity": 0.043,
1345
- "breadth_similarity": 0.108,
1346
- "concentration_similarity": 0.492,
1347
- "shared_filenames": [
1348
- "src/transformers/processing_utils.py"
1349
- ],
1350
- "shared_directories": [
1351
- "src/transformers",
1352
- "src"
1353
- ]
1354
- },
1355
- {
1356
- "left_pr_number": 41606,
1357
- "right_pr_number": 46592,
1358
- "similarity": 0.235,
1359
- "content_similarity": 0.169,
1360
- "size_similarity": 0.167,
1361
- "breadth_similarity": 0.5,
1362
- "concentration_similarity": 0.843,
1363
  "shared_filenames": [
1364
- "src/transformers/processing_utils.py"
 
1365
  ],
1366
  "shared_directories": [
1367
  "src/transformers",
1368
- "src"
 
1369
  ]
1370
  }
1371
  ]
@@ -1811,7 +1819,7 @@
1811
  "left_pr_number": 45293,
1812
  "right_pr_number": 46580,
1813
  "similarity": 0.554,
1814
- "content_similarity": 0.513,
1815
  "size_similarity": 0.714,
1816
  "breadth_similarity": 0.5,
1817
  "concentration_similarity": 0.75,
@@ -1828,8 +1836,8 @@
1828
  {
1829
  "left_pr_number": 45293,
1830
  "right_pr_number": 46091,
1831
- "similarity": 0.537,
1832
- "content_similarity": 0.572,
1833
  "size_similarity": 0.196,
1834
  "breadth_similarity": 0.667,
1835
  "concentration_similarity": 0.809,
@@ -1851,7 +1859,7 @@
1851
  "left_pr_number": 45293,
1852
  "right_pr_number": 45317,
1853
  "similarity": 0.502,
1854
- "content_similarity": 0.347,
1855
  "size_similarity": 0.741,
1856
  "breadth_similarity": 1.0,
1857
  "concentration_similarity": 0.972,
@@ -1869,8 +1877,8 @@
1869
  {
1870
  "left_pr_number": 46091,
1871
  "right_pr_number": 46580,
1872
- "similarity": 0.488,
1873
- "content_similarity": 0.551,
1874
  "size_similarity": 0.275,
1875
  "breadth_similarity": 0.333,
1876
  "concentration_similarity": 0.559,
@@ -1905,8 +1913,8 @@
1905
  {
1906
  "left_pr_number": 45317,
1907
  "right_pr_number": 46091,
1908
- "similarity": 0.392,
1909
- "content_similarity": 0.352,
1910
  "size_similarity": 0.265,
1911
  "breadth_similarity": 0.667,
1912
  "concentration_similarity": 0.781,
@@ -1925,7 +1933,7 @@
1925
  "left_pr_number": 46091,
1926
  "right_pr_number": 46622,
1927
  "similarity": 0.367,
1928
- "content_similarity": 0.316,
1929
  "size_similarity": 0.245,
1930
  "breadth_similarity": 0.667,
1931
  "concentration_similarity": 0.839,
@@ -1957,7 +1965,7 @@
1957
  "left_pr_number": 45317,
1958
  "right_pr_number": 46580,
1959
  "similarity": 0.239,
1960
- "content_similarity": 0.007,
1961
  "size_similarity": 0.964,
1962
  "breadth_similarity": 0.5,
1963
  "concentration_similarity": 0.778,
@@ -1978,9 +1986,9 @@
1978
  46520,
1979
  46681
1980
  ],
1981
- "representative_pr_number": 46478,
1982
  "average_similarity": 0.407,
1983
- "summary": "5 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`, `tests/kernels/test_kernels.py`, `src/transformers/integrations/__init__.py`; representative PR #46478.",
1984
  "shared_filenames": [
1985
  "src/transformers/integrations/hub_kernels.py",
1986
  "tests/kernels/test_kernels.py",
@@ -1998,8 +2006,8 @@
1998
  {
1999
  "left_pr_number": 44680,
2000
  "right_pr_number": 46478,
2001
- "similarity": 0.548,
2002
- "content_similarity": 0.509,
2003
  "size_similarity": 0.552,
2004
  "breadth_similarity": 0.667,
2005
  "concentration_similarity": 0.838,
@@ -2057,28 +2065,11 @@
2057
  "tests"
2058
  ]
2059
  },
2060
- {
2061
- "left_pr_number": 46478,
2062
- "right_pr_number": 46681,
2063
- "similarity": 0.457,
2064
- "content_similarity": 0.489,
2065
- "size_similarity": 0.302,
2066
- "breadth_similarity": 0.333,
2067
- "concentration_similarity": 0.713,
2068
- "shared_filenames": [
2069
- "src/transformers/integrations/hub_kernels.py"
2070
- ],
2071
- "shared_directories": [
2072
- "src/transformers/integrations",
2073
- "src/transformers",
2074
- "src"
2075
- ]
2076
- },
2077
  {
2078
  "left_pr_number": 44680,
2079
  "right_pr_number": 45666,
2080
- "similarity": 0.44,
2081
- "content_similarity": 0.515,
2082
  "size_similarity": 0.042,
2083
  "breadth_similarity": 0.417,
2084
  "concentration_similarity": 0.632,
@@ -2095,13 +2086,13 @@
2095
  ]
2096
  },
2097
  {
2098
- "left_pr_number": 46520,
2099
  "right_pr_number": 46681,
2100
- "similarity": 0.386,
2101
- "content_similarity": 0.39,
2102
- "size_similarity": 0.49,
2103
- "breadth_similarity": 0.171,
2104
- "concentration_similarity": 0.447,
2105
  "shared_filenames": [
2106
  "src/transformers/integrations/hub_kernels.py"
2107
  ],
@@ -2114,9 +2105,9 @@
2114
  {
2115
  "left_pr_number": 45666,
2116
  "right_pr_number": 46681,
2117
- "similarity": 0.379,
2118
- "content_similarity": 0.422,
2119
- "size_similarity": 0.254,
2120
  "breadth_similarity": 0.208,
2121
  "concentration_similarity": 0.507,
2122
  "shared_filenames": [
@@ -2128,6 +2119,23 @@
2128
  "src"
2129
  ]
2130
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2131
  {
2132
  "left_pr_number": 46478,
2133
  "right_pr_number": 46520,
@@ -2151,7 +2159,7 @@
2151
  {
2152
  "left_pr_number": 44680,
2153
  "right_pr_number": 46520,
2154
- "similarity": 0.273,
2155
  "content_similarity": 0.228,
2156
  "size_similarity": 0.34,
2157
  "breadth_similarity": 0.343,
@@ -2171,9 +2179,9 @@
2171
  {
2172
  "left_pr_number": 44680,
2173
  "right_pr_number": 46681,
2174
- "similarity": 0.25,
2175
- "content_similarity": 0.188,
2176
- "size_similarity": 0.167,
2177
  "breadth_similarity": 0.5,
2178
  "concentration_similarity": 0.875,
2179
  "shared_filenames": [
@@ -2480,7 +2488,7 @@
2480
  45985
2481
  ],
2482
  "representative_pr_number": 45985,
2483
- "average_similarity": 0.492,
2484
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2485
  "shared_filenames": [
2486
  "src/transformers/generation/utils.py"
@@ -2495,7 +2503,7 @@
2495
  "left_pr_number": 34667,
2496
  "right_pr_number": 45985,
2497
  "similarity": 0.585,
2498
- "content_similarity": 0.464,
2499
  "size_similarity": 0.733,
2500
  "breadth_similarity": 1.0,
2501
  "concentration_similarity": 1.0,
@@ -2511,8 +2519,8 @@
2511
  {
2512
  "left_pr_number": 39683,
2513
  "right_pr_number": 45985,
2514
- "similarity": 0.583,
2515
- "content_similarity": 0.479,
2516
  "size_similarity": 0.652,
2517
  "breadth_similarity": 1.0,
2518
  "concentration_similarity": 1.0,
@@ -2528,8 +2536,8 @@
2528
  {
2529
  "left_pr_number": 34667,
2530
  "right_pr_number": 39683,
2531
- "similarity": 0.512,
2532
- "content_similarity": 0.415,
2533
  "size_similarity": 0.478,
2534
  "breadth_similarity": 1.0,
2535
  "concentration_similarity": 1.0,
@@ -2546,7 +2554,7 @@
2546
  "left_pr_number": 44872,
2547
  "right_pr_number": 45985,
2548
  "similarity": 0.445,
2549
- "content_similarity": 0.378,
2550
  "size_similarity": 0.2,
2551
  "breadth_similarity": 1.0,
2552
  "concentration_similarity": 1.0,
@@ -2562,8 +2570,8 @@
2562
  {
2563
  "left_pr_number": 34667,
2564
  "right_pr_number": 44872,
2565
- "similarity": 0.42,
2566
- "content_similarity": 0.327,
2567
  "size_similarity": 0.273,
2568
  "breadth_similarity": 1.0,
2569
  "concentration_similarity": 1.0,
@@ -2579,8 +2587,8 @@
2579
  {
2580
  "left_pr_number": 39683,
2581
  "right_pr_number": 44872,
2582
- "similarity": 0.406,
2583
- "content_similarity": 0.338,
2584
  "size_similarity": 0.13,
2585
  "breadth_similarity": 1.0,
2586
  "concentration_similarity": 1.0,
@@ -2762,7 +2770,7 @@
2762
  46152
2763
  ],
2764
  "representative_pr_number": 46152,
2765
- "average_similarity": 0.403,
2766
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
2767
  "shared_filenames": [
2768
  "src/transformers/utils/import_utils.py"
@@ -2793,8 +2801,8 @@
2793
  {
2794
  "left_pr_number": 45060,
2795
  "right_pr_number": 46152,
2796
- "similarity": 0.438,
2797
- "content_similarity": 0.344,
2798
  "size_similarity": 0.95,
2799
  "breadth_similarity": 0.333,
2800
  "concentration_similarity": 0.421,
@@ -2844,8 +2852,8 @@
2844
  {
2845
  "left_pr_number": 44615,
2846
  "right_pr_number": 45060,
2847
- "similarity": 0.314,
2848
- "content_similarity": 0.239,
2849
  "size_similarity": 0.614,
2850
  "breadth_similarity": 0.333,
2851
  "concentration_similarity": 0.421,
@@ -2861,8 +2869,8 @@
2861
  {
2862
  "left_pr_number": 44385,
2863
  "right_pr_number": 45060,
2864
- "similarity": 0.245,
2865
- "content_similarity": 0.175,
2866
  "size_similarity": 0.228,
2867
  "breadth_similarity": 0.667,
2868
  "concentration_similarity": 0.421,
@@ -2905,7 +2913,7 @@
2905
  "left_pr_number": 32189,
2906
  "right_pr_number": 42655,
2907
  "similarity": 0.454,
2908
- "content_similarity": 0.487,
2909
  "size_similarity": 0.231,
2910
  "breadth_similarity": 0.5,
2911
  "concentration_similarity": 0.568,
@@ -2922,8 +2930,8 @@
2922
  {
2923
  "left_pr_number": 42655,
2924
  "right_pr_number": 46124,
2925
- "similarity": 0.405,
2926
- "content_similarity": 0.457,
2927
  "size_similarity": 0.038,
2928
  "breadth_similarity": 0.417,
2929
  "concentration_similarity": 0.753,
@@ -2939,28 +2947,11 @@
2939
  "tests"
2940
  ]
2941
  },
2942
- {
2943
- "left_pr_number": 32189,
2944
- "right_pr_number": 46124,
2945
- "similarity": 0.389,
2946
- "content_similarity": 0.343,
2947
- "size_similarity": 0.165,
2948
- "breadth_similarity": 0.833,
2949
- "concentration_similarity": 0.815,
2950
- "shared_filenames": [
2951
- "src/transformers/generation/candidate_generator.py"
2952
- ],
2953
- "shared_directories": [
2954
- "src/transformers/generation",
2955
- "src/transformers",
2956
- "src"
2957
- ]
2958
- },
2959
  {
2960
  "left_pr_number": 46124,
2961
  "right_pr_number": 46735,
2962
- "similarity": 0.389,
2963
- "content_similarity": 0.248,
2964
  "size_similarity": 0.467,
2965
  "breadth_similarity": 1.0,
2966
  "concentration_similarity": 0.917,
@@ -2975,11 +2966,28 @@
2975
  "tests"
2976
  ]
2977
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2978
  {
2979
  "left_pr_number": 42655,
2980
  "right_pr_number": 46735,
2981
- "similarity": 0.323,
2982
- "content_similarity": 0.324,
2983
  "size_similarity": 0.082,
2984
  "breadth_similarity": 0.417,
2985
  "concentration_similarity": 0.837,
@@ -2998,8 +3006,8 @@
2998
  {
2999
  "left_pr_number": 32189,
3000
  "right_pr_number": 46735,
3001
- "similarity": 0.287,
3002
- "content_similarity": 0.163,
3003
  "size_similarity": 0.353,
3004
  "breadth_similarity": 0.833,
3005
  "concentration_similarity": 0.731,
@@ -3447,7 +3455,7 @@
3447
  {
3448
  "left_pr_number": 43997,
3449
  "right_pr_number": 44019,
3450
- "similarity": 0.275,
3451
  "content_similarity": 0.025,
3452
  "size_similarity": 0.722,
3453
  "breadth_similarity": 1.0,
@@ -3528,7 +3536,7 @@
3528
  {
3529
  "left_pr_number": 44114,
3530
  "right_pr_number": 45720,
3531
- "similarity": 0.503,
3532
  "content_similarity": 0.426,
3533
  "size_similarity": 0.549,
3534
  "breadth_similarity": 0.727,
@@ -3811,92 +3819,6 @@
3811
  }
3812
  ]
3813
  },
3814
- {
3815
- "cluster_id": "pr-scope-42112-3",
3816
- "pr_numbers": [
3817
- 42112,
3818
- 45413,
3819
- 46643
3820
- ],
3821
- "representative_pr_number": 46643,
3822
- "average_similarity": 0.433,
3823
- "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`, `src/transformers/generation/utils.py`; representative PR #46643.",
3824
- "shared_filenames": [
3825
- "src/transformers/generation/logits_process.py",
3826
- "tests/generation/test_logits_process.py",
3827
- "src/transformers/generation/utils.py"
3828
- ],
3829
- "shared_directories": [
3830
- "src/transformers/generation",
3831
- "tests/generation",
3832
- "src/transformers",
3833
- "tests",
3834
- "src"
3835
- ],
3836
- "pairwise": [
3837
- {
3838
- "left_pr_number": 45413,
3839
- "right_pr_number": 46643,
3840
- "similarity": 0.474,
3841
- "content_similarity": 0.377,
3842
- "size_similarity": 0.571,
3843
- "breadth_similarity": 0.833,
3844
- "concentration_similarity": 0.821,
3845
- "shared_filenames": [
3846
- "src/transformers/generation/logits_process.py",
3847
- "tests/generation/test_logits_process.py"
3848
- ],
3849
- "shared_directories": [
3850
- "src/transformers/generation",
3851
- "src/transformers",
3852
- "tests/generation",
3853
- "src",
3854
- "tests"
3855
- ]
3856
- },
3857
- {
3858
- "left_pr_number": 42112,
3859
- "right_pr_number": 46643,
3860
- "similarity": 0.418,
3861
- "content_similarity": 0.456,
3862
- "size_similarity": 0.029,
3863
- "breadth_similarity": 0.521,
3864
- "concentration_similarity": 0.841,
3865
- "shared_filenames": [
3866
- "src/transformers/generation/logits_process.py",
3867
- "src/transformers/generation/utils.py",
3868
- "tests/generation/test_logits_process.py"
3869
- ],
3870
- "shared_directories": [
3871
- "src/transformers/generation",
3872
- "src/transformers",
3873
- "tests/generation",
3874
- "src",
3875
- "tests"
3876
- ]
3877
- },
3878
- {
3879
- "left_pr_number": 42112,
3880
- "right_pr_number": 45413,
3881
- "similarity": 0.408,
3882
- "content_similarity": 0.443,
3883
- "size_similarity": 0.017,
3884
- "breadth_similarity": 0.458,
3885
- "concentration_similarity": 0.981,
3886
- "shared_filenames": [
3887
- "src/transformers/generation/logits_process.py",
3888
- "tests/generation/test_logits_process.py"
3889
- ],
3890
- "shared_directories": [
3891
- "src/transformers/generation",
3892
- "src/transformers",
3893
- "tests/generation",
3894
- "src",
3895
- "tests"
3896
- ]
3897
- }
3898
- ]
3899
- },
3900
  {
3901
  "cluster_id": "pr-scope-45709-3",
3902
  "pr_numbers": [
@@ -3947,7 +3869,7 @@
3947
  {
3948
  "left_pr_number": 45709,
3949
  "right_pr_number": 45742,
3950
- "similarity": 0.5,
3951
  "content_similarity": 0.377,
3952
  "size_similarity": 0.782,
3953
  "breadth_similarity": 0.833,
@@ -4160,7 +4082,7 @@
4160
  45613
4161
  ],
4162
  "representative_pr_number": 41116,
4163
- "average_similarity": 0.961,
4164
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/minicpm3.md`, `src/transformers/models/minicpm3/__init__.py`, `src/transformers/models/minicpm3/configuration_minicpm3.py`; representative PR #41116.",
4165
  "shared_filenames": [
4166
  "docs/source/en/model_doc/minicpm3.md",
@@ -4186,11 +4108,11 @@
4186
  {
4187
  "left_pr_number": 41116,
4188
  "right_pr_number": 45613,
4189
- "similarity": 0.961,
4190
- "content_similarity": 0.994,
4191
- "size_similarity": 0.906,
4192
  "breadth_similarity": 0.792,
4193
- "concentration_similarity": 0.998,
4194
  "shared_filenames": [
4195
  "docs/source/en/_toctree.yml",
4196
  "docs/source/en/model_doc/minicpm3.md",
@@ -4654,6 +4576,53 @@
4654
  }
4655
  ]
4656
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4657
  {
4658
  "cluster_id": "pr-scope-43747-2",
4659
  "pr_numbers": [
@@ -4874,45 +4843,6 @@
4874
  }
4875
  ]
4876
  },
4877
- {
4878
- "cluster_id": "pr-scope-46727-2",
4879
- "pr_numbers": [
4880
- 46727,
4881
- 46733
4882
- ],
4883
- "representative_pr_number": 46727,
4884
- "average_similarity": 0.584,
4885
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/auto/image_processing_auto.py`; representative PR #46727.",
4886
- "shared_filenames": [
4887
- "src/transformers/models/auto/image_processing_auto.py"
4888
- ],
4889
- "shared_directories": [
4890
- "src/transformers/models/auto",
4891
- "src/transformers/models",
4892
- "src/transformers",
4893
- "src"
4894
- ],
4895
- "pairwise": [
4896
- {
4897
- "left_pr_number": 46727,
4898
- "right_pr_number": 46733,
4899
- "similarity": 0.584,
4900
- "content_similarity": 0.634,
4901
- "size_similarity": 0.373,
4902
- "breadth_similarity": 0.5,
4903
- "concentration_similarity": 0.687,
4904
- "shared_filenames": [
4905
- "src/transformers/models/auto/image_processing_auto.py"
4906
- ],
4907
- "shared_directories": [
4908
- "src/transformers/models/auto",
4909
- "src/transformers/models",
4910
- "src/transformers",
4911
- "src"
4912
- ]
4913
- }
4914
- ]
4915
- },
4916
  {
4917
  "cluster_id": "pr-scope-44228-2",
4918
  "pr_numbers": [
@@ -4936,7 +4866,7 @@
4936
  "left_pr_number": 44228,
4937
  "right_pr_number": 46324,
4938
  "similarity": 0.562,
4939
- "content_similarity": 0.597,
4940
  "size_similarity": 0.259,
4941
  "breadth_similarity": 0.583,
4942
  "concentration_similarity": 0.926,
@@ -5328,7 +5258,7 @@
5328
  "left_pr_number": 45540,
5329
  "right_pr_number": 45868,
5330
  "similarity": 0.489,
5331
- "content_similarity": 0.362,
5332
  "size_similarity": 0.593,
5333
  "breadth_similarity": 1.0,
5334
  "concentration_similarity": 0.936,
@@ -5715,6 +5645,51 @@
5715
  }
5716
  ]
5717
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5718
  {
5719
  "cluster_id": "pr-scope-46572-2",
5720
  "pr_numbers": [
@@ -5773,7 +5748,7 @@
5773
  46269
5774
  ],
5775
  "representative_pr_number": 46099,
5776
- "average_similarity": 0.409,
5777
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
5778
  "shared_filenames": [
5779
  "src/transformers/models/apertus/configuration_apertus.py",
@@ -5799,7 +5774,7 @@
5799
  {
5800
  "left_pr_number": 46099,
5801
  "right_pr_number": 46269,
5802
- "similarity": 0.409,
5803
  "content_similarity": 0.484,
5804
  "size_similarity": 0.013,
5805
  "breadth_similarity": 0.284,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260618T060045Z",
4
+ "generated_at": "2026-06-18T06:01:27Z",
5
  "cluster_count": 70,
6
  "pr_scope_clusters": [
7
  {
 
161
  "left_pr_number": 43663,
162
  "right_pr_number": 44660,
163
  "similarity": 0.458,
164
+ "content_similarity": 0.389,
165
  "size_similarity": 0.24,
166
  "breadth_similarity": 1.0,
167
  "concentration_similarity": 1.0,
 
336
  {
337
  "left_pr_number": 43651,
338
  "right_pr_number": 44660,
339
+ "similarity": 0.414,
340
  "content_similarity": 0.305,
341
  "size_similarity": 0.333,
342
  "breadth_similarity": 1.0,
 
465
  "left_pr_number": 44257,
466
  "right_pr_number": 45055,
467
  "similarity": 0.383,
468
+ "content_similarity": 0.226,
469
  "size_similarity": 0.5,
470
  "breadth_similarity": 1.0,
471
  "concentration_similarity": 1.0,
 
593
  "left_pr_number": 43651,
594
  "right_pr_number": 45055,
595
  "similarity": 0.359,
596
+ "content_similarity": 0.264,
597
  "size_similarity": 0.167,
598
  "breadth_similarity": 1.0,
599
  "concentration_similarity": 1.0,
 
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
  "similarity": 0.325,
708
+ "content_similarity": 0.226,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
711
  "concentration_similarity": 1.0,
 
1034
  "left_pr_number": 45546,
1035
  "right_pr_number": 46467,
1036
  "similarity": 0.325,
1037
+ "content_similarity": 0.358,
1038
  "size_similarity": 0.082,
1039
  "breadth_similarity": 0.333,
1040
  "concentration_similarity": 0.591,
 
1065
  {
1066
  "left_pr_number": 45668,
1067
  "right_pr_number": 46467,
1068
+ "similarity": 0.298,
1069
  "content_similarity": 0.319,
1070
  "size_similarity": 0.106,
1071
  "breadth_similarity": 0.333,
 
1086
  41606,
1087
  42668,
1088
  44543,
1089
+ 45422,
1090
  45627,
1091
+ 46161
 
1092
  ],
1093
+ "representative_pr_number": 45627,
1094
+ "average_similarity": 0.423,
1095
+ "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
1096
  "shared_filenames": [
1097
  "src/transformers/processing_utils.py",
1098
+ "tests/test_processing_common.py",
1099
+ "tests/models/auto/test_processor_auto.py"
1100
  ],
1101
  "shared_directories": [
1102
  "src/transformers",
 
1103
  "tests",
1104
+ "src",
1105
  "tests/models/auto",
1106
  "tests/models"
1107
  ],
 
1127
  {
1128
  "left_pr_number": 45627,
1129
  "right_pr_number": 46161,
1130
+ "similarity": 0.67,
1131
+ "content_similarity": 0.584,
1132
  "size_similarity": 0.747,
1133
  "breadth_similarity": 1.0,
1134
  "concentration_similarity": 0.985,
 
1167
  {
1168
  "left_pr_number": 42668,
1169
  "right_pr_number": 46161,
1170
+ "similarity": 0.569,
1171
+ "content_similarity": 0.661,
1172
  "size_similarity": 0.253,
1173
  "breadth_similarity": 0.216,
1174
  "concentration_similarity": 0.937,
 
1185
  ]
1186
  },
1187
  {
1188
+ "left_pr_number": 41606,
1189
+ "right_pr_number": 45422,
1190
+ "similarity": 0.499,
1191
+ "content_similarity": 0.42,
1192
+ "size_similarity": 0.569,
1193
+ "breadth_similarity": 0.75,
1194
+ "concentration_similarity": 0.881,
1195
  "shared_filenames": [
1196
+ "src/transformers/processing_utils.py",
1197
+ "tests/test_processing_common.py"
1198
  ],
1199
  "shared_directories": [
1200
  "src/transformers",
1201
+ "src",
1202
+ "tests"
1203
+ ]
1204
+ },
1205
+ {
1206
+ "left_pr_number": 44543,
1207
+ "right_pr_number": 45422,
1208
+ "similarity": 0.481,
1209
+ "content_similarity": 0.452,
1210
+ "size_similarity": 0.331,
1211
+ "breadth_similarity": 0.75,
1212
+ "concentration_similarity": 0.802,
1213
+ "shared_filenames": [
1214
+ "src/transformers/processing_utils.py",
1215
+ "tests/test_processing_common.py"
1216
+ ],
1217
+ "shared_directories": [
1218
+ "src/transformers",
1219
+ "src",
1220
+ "tests"
1221
  ]
1222
  },
1223
  {
1224
  "left_pr_number": 44543,
1225
  "right_pr_number": 46161,
1226
  "similarity": 0.38,
1227
+ "content_similarity": 0.21,
1228
  "size_similarity": 0.566,
1229
  "breadth_similarity": 1.0,
1230
  "concentration_similarity": 0.97,
 
1290
  ]
1291
  },
1292
  {
1293
+ "left_pr_number": 41606,
1294
+ "right_pr_number": 45627,
1295
+ "similarity": 0.318,
1296
+ "content_similarity": 0.107,
1297
+ "size_similarity": 0.725,
1298
+ "breadth_similarity": 1.0,
1299
+ "concentration_similarity": 0.697,
1300
  "shared_filenames": [
1301
  "src/transformers/processing_utils.py"
1302
  ],
1303
  "shared_directories": [
1304
  "src/transformers",
1305
+ "src",
1306
+ "tests"
1307
  ]
1308
  },
1309
  {
1310
+ "left_pr_number": 45422,
1311
  "right_pr_number": 45627,
1312
+ "similarity": 0.299,
1313
+ "content_similarity": 0.094,
1314
+ "size_similarity": 0.784,
1315
+ "breadth_similarity": 0.75,
1316
+ "concentration_similarity": 0.816,
1317
  "shared_filenames": [
1318
  "src/transformers/processing_utils.py"
1319
  ],
 
1324
  ]
1325
  },
1326
  {
1327
+ "left_pr_number": 45422,
1328
+ "right_pr_number": 46161,
1329
+ "similarity": 0.274,
1330
+ "content_similarity": 0.099,
1331
+ "size_similarity": 0.586,
1332
+ "breadth_similarity": 0.75,
1333
+ "concentration_similarity": 0.831,
1334
  "shared_filenames": [
1335
  "src/transformers/processing_utils.py"
1336
  ],
1337
  "shared_directories": [
1338
  "src/transformers",
1339
+ "src",
1340
+ "tests"
1341
  ]
1342
  },
1343
  {
 
1360
  },
1361
  {
1362
  "left_pr_number": 42668,
1363
+ "right_pr_number": 45422,
1364
+ "similarity": 0.196,
1365
+ "content_similarity": 0.15,
1366
+ "size_similarity": 0.148,
1367
+ "breadth_similarity": 0.307,
1368
+ "concentration_similarity": 0.768,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1369
  "shared_filenames": [
1370
+ "src/transformers/processing_utils.py",
1371
+ "tests/test_processing_common.py"
1372
  ],
1373
  "shared_directories": [
1374
  "src/transformers",
1375
+ "src",
1376
+ "tests"
1377
  ]
1378
  }
1379
  ]
 
1819
  "left_pr_number": 45293,
1820
  "right_pr_number": 46580,
1821
  "similarity": 0.554,
1822
+ "content_similarity": 0.514,
1823
  "size_similarity": 0.714,
1824
  "breadth_similarity": 0.5,
1825
  "concentration_similarity": 0.75,
 
1836
  {
1837
  "left_pr_number": 45293,
1838
  "right_pr_number": 46091,
1839
+ "similarity": 0.536,
1840
+ "content_similarity": 0.571,
1841
  "size_similarity": 0.196,
1842
  "breadth_similarity": 0.667,
1843
  "concentration_similarity": 0.809,
 
1859
  "left_pr_number": 45293,
1860
  "right_pr_number": 45317,
1861
  "similarity": 0.502,
1862
+ "content_similarity": 0.346,
1863
  "size_similarity": 0.741,
1864
  "breadth_similarity": 1.0,
1865
  "concentration_similarity": 0.972,
 
1877
  {
1878
  "left_pr_number": 46091,
1879
  "right_pr_number": 46580,
1880
+ "similarity": 0.489,
1881
+ "content_similarity": 0.552,
1882
  "size_similarity": 0.275,
1883
  "breadth_similarity": 0.333,
1884
  "concentration_similarity": 0.559,
 
1913
  {
1914
  "left_pr_number": 45317,
1915
  "right_pr_number": 46091,
1916
+ "similarity": 0.391,
1917
+ "content_similarity": 0.35,
1918
  "size_similarity": 0.265,
1919
  "breadth_similarity": 0.667,
1920
  "concentration_similarity": 0.781,
 
1933
  "left_pr_number": 46091,
1934
  "right_pr_number": 46622,
1935
  "similarity": 0.367,
1936
+ "content_similarity": 0.317,
1937
  "size_similarity": 0.245,
1938
  "breadth_similarity": 0.667,
1939
  "concentration_similarity": 0.839,
 
1965
  "left_pr_number": 45317,
1966
  "right_pr_number": 46580,
1967
  "similarity": 0.239,
1968
+ "content_similarity": 0.008,
1969
  "size_similarity": 0.964,
1970
  "breadth_similarity": 0.5,
1971
  "concentration_similarity": 0.778,
 
1986
  46520,
1987
  46681
1988
  ],
1989
+ "representative_pr_number": 45666,
1990
  "average_similarity": 0.407,
1991
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`, `tests/kernels/test_kernels.py`, `src/transformers/integrations/__init__.py`; representative PR #45666.",
1992
  "shared_filenames": [
1993
  "src/transformers/integrations/hub_kernels.py",
1994
  "tests/kernels/test_kernels.py",
 
2006
  {
2007
  "left_pr_number": 44680,
2008
  "right_pr_number": 46478,
2009
+ "similarity": 0.547,
2010
+ "content_similarity": 0.508,
2011
  "size_similarity": 0.552,
2012
  "breadth_similarity": 0.667,
2013
  "concentration_similarity": 0.838,
 
2065
  "tests"
2066
  ]
2067
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2068
  {
2069
  "left_pr_number": 44680,
2070
  "right_pr_number": 45666,
2071
+ "similarity": 0.441,
2072
+ "content_similarity": 0.516,
2073
  "size_similarity": 0.042,
2074
  "breadth_similarity": 0.417,
2075
  "concentration_similarity": 0.632,
 
2086
  ]
2087
  },
2088
  {
2089
+ "left_pr_number": 46478,
2090
  "right_pr_number": 46681,
2091
+ "similarity": 0.441,
2092
+ "content_similarity": 0.488,
2093
+ "size_similarity": 0.201,
2094
+ "breadth_similarity": 0.333,
2095
+ "concentration_similarity": 0.713,
2096
  "shared_filenames": [
2097
  "src/transformers/integrations/hub_kernels.py"
2098
  ],
 
2105
  {
2106
  "left_pr_number": 45666,
2107
  "right_pr_number": 46681,
2108
+ "similarity": 0.404,
2109
+ "content_similarity": 0.43,
2110
+ "size_similarity": 0.381,
2111
  "breadth_similarity": 0.208,
2112
  "concentration_similarity": 0.507,
2113
  "shared_filenames": [
 
2119
  "src"
2120
  ]
2121
  },
2122
+ {
2123
+ "left_pr_number": 46520,
2124
+ "right_pr_number": 46681,
2125
+ "similarity": 0.365,
2126
+ "content_similarity": 0.395,
2127
+ "size_similarity": 0.326,
2128
+ "breadth_similarity": 0.171,
2129
+ "concentration_similarity": 0.447,
2130
+ "shared_filenames": [
2131
+ "src/transformers/integrations/hub_kernels.py"
2132
+ ],
2133
+ "shared_directories": [
2134
+ "src/transformers/integrations",
2135
+ "src/transformers",
2136
+ "src"
2137
+ ]
2138
+ },
2139
  {
2140
  "left_pr_number": 46478,
2141
  "right_pr_number": 46520,
 
2159
  {
2160
  "left_pr_number": 44680,
2161
  "right_pr_number": 46520,
2162
+ "similarity": 0.274,
2163
  "content_similarity": 0.228,
2164
  "size_similarity": 0.34,
2165
  "breadth_similarity": 0.343,
 
2179
  {
2180
  "left_pr_number": 44680,
2181
  "right_pr_number": 46681,
2182
+ "similarity": 0.262,
2183
+ "content_similarity": 0.217,
2184
+ "size_similarity": 0.111,
2185
  "breadth_similarity": 0.5,
2186
  "concentration_similarity": 0.875,
2187
  "shared_filenames": [
 
2488
  45985
2489
  ],
2490
  "representative_pr_number": 45985,
2491
+ "average_similarity": 0.493,
2492
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
2493
  "shared_filenames": [
2494
  "src/transformers/generation/utils.py"
 
2503
  "left_pr_number": 34667,
2504
  "right_pr_number": 45985,
2505
  "similarity": 0.585,
2506
+ "content_similarity": 0.465,
2507
  "size_similarity": 0.733,
2508
  "breadth_similarity": 1.0,
2509
  "concentration_similarity": 1.0,
 
2519
  {
2520
  "left_pr_number": 39683,
2521
  "right_pr_number": 45985,
2522
+ "similarity": 0.584,
2523
+ "content_similarity": 0.48,
2524
  "size_similarity": 0.652,
2525
  "breadth_similarity": 1.0,
2526
  "concentration_similarity": 1.0,
 
2536
  {
2537
  "left_pr_number": 34667,
2538
  "right_pr_number": 39683,
2539
+ "similarity": 0.513,
2540
+ "content_similarity": 0.416,
2541
  "size_similarity": 0.478,
2542
  "breadth_similarity": 1.0,
2543
  "concentration_similarity": 1.0,
 
2554
  "left_pr_number": 44872,
2555
  "right_pr_number": 45985,
2556
  "similarity": 0.445,
2557
+ "content_similarity": 0.379,
2558
  "size_similarity": 0.2,
2559
  "breadth_similarity": 1.0,
2560
  "concentration_similarity": 1.0,
 
2570
  {
2571
  "left_pr_number": 34667,
2572
  "right_pr_number": 44872,
2573
+ "similarity": 0.421,
2574
+ "content_similarity": 0.328,
2575
  "size_similarity": 0.273,
2576
  "breadth_similarity": 1.0,
2577
  "concentration_similarity": 1.0,
 
2587
  {
2588
  "left_pr_number": 39683,
2589
  "right_pr_number": 44872,
2590
+ "similarity": 0.407,
2591
+ "content_similarity": 0.339,
2592
  "size_similarity": 0.13,
2593
  "breadth_similarity": 1.0,
2594
  "concentration_similarity": 1.0,
 
2770
  46152
2771
  ],
2772
  "representative_pr_number": 46152,
2773
+ "average_similarity": 0.404,
2774
  "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
2775
  "shared_filenames": [
2776
  "src/transformers/utils/import_utils.py"
 
2801
  {
2802
  "left_pr_number": 45060,
2803
  "right_pr_number": 46152,
2804
+ "similarity": 0.44,
2805
+ "content_similarity": 0.348,
2806
  "size_similarity": 0.95,
2807
  "breadth_similarity": 0.333,
2808
  "concentration_similarity": 0.421,
 
2852
  {
2853
  "left_pr_number": 44615,
2854
  "right_pr_number": 45060,
2855
+ "similarity": 0.316,
2856
+ "content_similarity": 0.242,
2857
  "size_similarity": 0.614,
2858
  "breadth_similarity": 0.333,
2859
  "concentration_similarity": 0.421,
 
2869
  {
2870
  "left_pr_number": 44385,
2871
  "right_pr_number": 45060,
2872
+ "similarity": 0.246,
2873
+ "content_similarity": 0.177,
2874
  "size_similarity": 0.228,
2875
  "breadth_similarity": 0.667,
2876
  "concentration_similarity": 0.421,
 
2913
  "left_pr_number": 32189,
2914
  "right_pr_number": 42655,
2915
  "similarity": 0.454,
2916
+ "content_similarity": 0.488,
2917
  "size_similarity": 0.231,
2918
  "breadth_similarity": 0.5,
2919
  "concentration_similarity": 0.568,
 
2930
  {
2931
  "left_pr_number": 42655,
2932
  "right_pr_number": 46124,
2933
+ "similarity": 0.406,
2934
+ "content_similarity": 0.458,
2935
  "size_similarity": 0.038,
2936
  "breadth_similarity": 0.417,
2937
  "concentration_similarity": 0.753,
 
2947
  "tests"
2948
  ]
2949
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2950
  {
2951
  "left_pr_number": 46124,
2952
  "right_pr_number": 46735,
2953
+ "similarity": 0.39,
2954
+ "content_similarity": 0.249,
2955
  "size_similarity": 0.467,
2956
  "breadth_similarity": 1.0,
2957
  "concentration_similarity": 0.917,
 
2966
  "tests"
2967
  ]
2968
  },
2969
+ {
2970
+ "left_pr_number": 32189,
2971
+ "right_pr_number": 46124,
2972
+ "similarity": 0.389,
2973
+ "content_similarity": 0.343,
2974
+ "size_similarity": 0.165,
2975
+ "breadth_similarity": 0.833,
2976
+ "concentration_similarity": 0.815,
2977
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