evalstate HF Staff commited on
Commit
2530d46
·
verified ·
1 Parent(s): 05255fb

Refresh transformers dataset snapshot 20260610T120053Z

Browse files
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
75
  - eval set creation
76
 
77
  Notes:
78
- - latest snapshot: `20260610T060026Z`
79
  - raw data only; no labels or moderation decisions
80
  - PR metadata, file-level patch hunks, and full unified diffs are included
81
  - full file contents for changed files are not included
 
75
  - eval set creation
76
 
77
  Notes:
78
+ - latest snapshot: `20260610T120053Z`
79
  - raw data only; no labels or moderation decisions
80
  - PR metadata, file-level patch hunks, and full unified diffs are included
81
  - full file contents for changed files are not included
comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:81e4d1de402da258f2461681f4b4d35eb3315f7c5b32776b5098379998469235
3
- size 2865334
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3d197665127c70bee90ebefadddb36c8d794f862194d17ed1bf1ce8b1a44f67a
3
+ size 2870113
events.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:f5a51c62a21c626d1d37c5d2ec9716dd00d14602ed31d2c7d8c325c75392c597
3
- size 865589
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c11c2246a33a3ef8df7767a7375ea864db6aaa9f48ff2e6deb3755058c72a5ca
3
+ size 866633
issue_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:a6f38275cd4b1f0463eeb7daaf5b279b03ced0338b504814d0f310c4c4ff8480
3
- size 915235
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b5f7be5fa9daca1c077f8b21261023ae21470de15bfca8aa3de3c5d8f3a81170
3
+ size 917175
issues.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6cbd33f6b3113fcba4160c98cdbae63644cc04e631ebc671654c8c6ecff5712f
3
- size 1157054
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:71445c2e23670312995fe8928646ee6d3cdc35256d4a20dbbaea71e7a0dbcc00
3
+ size 1161841
links.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:559a672ef8d6599f08b645b32e16314f3039471ca3a34a81689f389841e24cd7
3
- size 54754
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8e87513f3f35de67c64c0b416880417c07d6b2588161357edc4ec1b7128dabf2
3
+ size 54905
manifest.json CHANGED
@@ -1,41 +1,41 @@
1
  {
2
  "artifacts": {
3
- "archived_pr_scope_clusters_json": "snapshots/20260610T060026Z/pr-scope-clusters.json",
4
  "new_contributors_json": "new-contributors-report.json",
5
  "new_contributors_markdown": "new-contributors-report.md",
6
  "new_contributors_parquet": "new_contributors.parquet",
7
  "pr_scope_clusters_json": "pr-scope-clusters.json"
8
  },
9
  "counts": {
10
- "comments": 13220,
11
- "issues": 840,
12
- "links": 4663,
13
- "new_contributors": 346,
14
- "pr_diffs": 2720,
15
- "pr_files": 36412,
16
- "pull_requests": 2720,
17
- "review_comments": 16468,
18
- "reviews": 9760,
19
- "timeline_events": 53921
20
  },
21
- "crawl_started_at": "2026-06-10T06:00:26Z",
22
  "delta_counts": {
23
- "comments": 5,
24
- "issue_stubs": 6,
25
- "issues": 1,
26
- "links": 5,
27
- "pr_diffs": 5,
28
- "pr_files": 96,
29
- "pull_requests": 5,
30
- "review_comments": 28,
31
- "reviews": 21,
32
- "timeline_events": 134
33
  },
34
- "extracted_at": "2026-06-10T06:00:26Z",
35
  "repo": "huggingface/transformers",
36
- "snapshot_id": "20260610T060026Z",
37
  "watermark": {
38
- "effective_since": "2026-06-10T00:00:24Z",
39
- "next_since": "2026-06-10T06:00:26Z"
40
  }
41
  }
 
1
  {
2
  "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260610T120053Z/pr-scope-clusters.json",
4
  "new_contributors_json": "new-contributors-report.json",
5
  "new_contributors_markdown": "new-contributors-report.md",
6
  "new_contributors_parquet": "new_contributors.parquet",
7
  "pr_scope_clusters_json": "pr-scope-clusters.json"
8
  },
9
  "counts": {
10
+ "comments": 13254,
11
+ "issues": 842,
12
+ "links": 4669,
13
+ "new_contributors": 343,
14
+ "pr_diffs": 2724,
15
+ "pr_files": 36442,
16
+ "pull_requests": 2724,
17
+ "review_comments": 16482,
18
+ "reviews": 9770,
19
+ "timeline_events": 54003
20
  },
21
+ "crawl_started_at": "2026-06-10T12:00:53Z",
22
  "delta_counts": {
23
+ "comments": 34,
24
+ "issue_stubs": 23,
25
+ "issues": 6,
26
+ "links": 15,
27
+ "pr_diffs": 17,
28
+ "pr_files": 189,
29
+ "pull_requests": 17,
30
+ "review_comments": 98,
31
+ "reviews": 53,
32
+ "timeline_events": 452
33
  },
34
+ "extracted_at": "2026-06-10T12:00:53Z",
35
  "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260610T120053Z",
37
  "watermark": {
38
+ "effective_since": "2026-06-10T06:00:26Z",
39
+ "next_since": "2026-06-10T12:00:53Z"
40
  }
41
  }
new-contributors-report.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
- "snapshot_id": "20260610T060026Z",
5
- "generated_at": "2026-06-10T06:00:57Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
- "selected_contributors": 346,
10
  "first_seen_in_snapshot": 0,
11
- "known_via_prior_merged_pr": 158,
12
  "previous_primary_author_count": 1332,
13
- "selected_seen_in_previous_primary": 346,
14
- "previous_report_contributor_count": 348,
15
- "selected_overlap_previous_report": 346,
16
  "selected_overlap_previous_report_rate": 1.0,
17
- "reused_previous_report_entries": 342,
18
- "reused_known_merged_contributors": 155,
19
  "live_fetches": 4,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
- "enrichment_elapsed_seconds": 1.252,
23
- "enrichment_avg_seconds_per_author": 0.004,
24
  "enrichment_failures": 4
25
  },
26
  "contributors": [
@@ -31,11 +31,11 @@
31
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
32
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
33
  "repo_first_seen_at": "2025-03-31T13:54:54Z",
34
- "repo_last_seen_at": "2026-06-09T17:16:57Z",
35
- "repo_primary_artifact_count": 103,
36
- "repo_artifact_count": 615,
37
  "snapshot_issue_count": 0,
38
- "snapshot_pr_count": 103,
39
  "snapshot_comment_count": 131,
40
  "snapshot_review_count": 226,
41
  "snapshot_review_comment_count": 155,
@@ -66,6 +66,16 @@
66
  },
67
  "examples": {
68
  "pull_requests": [
 
 
 
 
 
 
 
 
 
 
69
  {
70
  "kind": "pull_request",
71
  "number": 46529,
@@ -85,16 +95,6 @@
85
  "merged": true,
86
  "draft": false,
87
  "created_at": "2026-06-09T13:19:36Z"
88
- },
89
- {
90
- "kind": "pull_request",
91
- "number": 46505,
92
- "title": "Add debugging info in `pr-ci-caller.yml`",
93
- "url": "https://github.com/huggingface/transformers/pull/46505",
94
- "state": "closed",
95
- "merged": true,
96
- "draft": false,
97
- "created_at": "2026-06-08T15:53:48Z"
98
  }
99
  ],
100
  "issues": []
@@ -407,13 +407,13 @@
407
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
408
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
409
  "repo_first_seen_at": "2024-09-26T09:23:39Z",
410
- "repo_last_seen_at": "2026-06-09T15:44:48Z",
411
  "repo_primary_artifact_count": 86,
412
- "repo_artifact_count": 3601,
413
  "snapshot_issue_count": 0,
414
  "snapshot_pr_count": 86,
415
- "snapshot_comment_count": 602,
416
- "snapshot_review_count": 931,
417
  "snapshot_review_comment_count": 1982,
418
  "repo_association": "MEMBER",
419
  "new_to_repo": false,
@@ -487,14 +487,14 @@
487
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
488
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
489
  "repo_first_seen_at": "2023-02-24T14:13:29Z",
490
- "repo_last_seen_at": "2026-06-09T16:16:18Z",
491
  "repo_primary_artifact_count": 68,
492
- "repo_artifact_count": 2310,
493
  "snapshot_issue_count": 3,
494
  "snapshot_pr_count": 65,
495
  "snapshot_comment_count": 196,
496
- "snapshot_review_count": 683,
497
- "snapshot_review_comment_count": 1363,
498
  "repo_association": "MEMBER",
499
  "new_to_repo": false,
500
  "first_seen_in_snapshot": false,
@@ -1060,11 +1060,11 @@
1060
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
1061
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
1062
  "repo_first_seen_at": "2026-01-13T09:15:18Z",
1063
- "repo_last_seen_at": "2026-06-09T08:00:59Z",
1064
- "repo_primary_artifact_count": 36,
1065
- "repo_artifact_count": 413,
1066
  "snapshot_issue_count": 1,
1067
- "snapshot_pr_count": 35,
1068
  "snapshot_comment_count": 53,
1069
  "snapshot_review_count": 158,
1070
  "snapshot_review_comment_count": 166,
@@ -1097,33 +1097,33 @@
1097
  "pull_requests": [
1098
  {
1099
  "kind": "pull_request",
1100
- "number": 46490,
1101
- "title": "[CB] [Minor] Add data-parallel to overall script",
1102
- "url": "https://github.com/huggingface/transformers/pull/46490",
1103
  "state": "open",
1104
  "merged": false,
1105
  "draft": false,
1106
- "created_at": "2026-06-08T06:17:46Z"
1107
  },
1108
  {
1109
  "kind": "pull_request",
1110
- "number": 46434,
1111
- "title": "[CB] Add a \"max_requests_per_batch\" parameter",
1112
- "url": "https://github.com/huggingface/transformers/pull/46434",
1113
- "state": "closed",
1114
- "merged": true,
1115
  "draft": false,
1116
- "created_at": "2026-06-05T08:05:12Z"
1117
  },
1118
  {
1119
  "kind": "pull_request",
1120
- "number": 46376,
1121
- "title": "[CB] [Major] Add multimodal support to continous batching",
1122
- "url": "https://github.com/huggingface/transformers/pull/46376",
1123
  "state": "open",
1124
  "merged": false,
1125
- "draft": true,
1126
- "created_at": "2026-06-03T10:27:22Z"
1127
  }
1128
  ],
1129
  "issues": [
@@ -2028,8 +2028,8 @@
2028
  "number": 46524,
2029
  "title": "Fix InternVL models",
2030
  "url": "https://github.com/huggingface/transformers/pull/46524",
2031
- "state": "open",
2032
- "merged": false,
2033
  "draft": false,
2034
  "created_at": "2026-06-09T14:20:03Z"
2035
  },
@@ -2356,14 +2356,14 @@
2356
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun",
2357
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun",
2358
  "repo_first_seen_at": "2024-10-24T15:39:49Z",
2359
- "repo_last_seen_at": "2026-06-09T12:49:33Z",
2360
  "repo_primary_artifact_count": 17,
2361
- "repo_artifact_count": 53,
2362
  "snapshot_issue_count": 0,
2363
  "snapshot_pr_count": 17,
2364
  "snapshot_comment_count": 6,
2365
- "snapshot_review_count": 13,
2366
- "snapshot_review_comment_count": 17,
2367
  "repo_association": "MEMBER",
2368
  "new_to_repo": false,
2369
  "first_seen_in_snapshot": false,
@@ -3747,14 +3747,14 @@
3747
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
3748
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
3749
  "repo_first_seen_at": "2026-05-12T18:20:58Z",
3750
- "repo_last_seen_at": "2026-06-09T12:51:18Z",
3751
  "repo_primary_artifact_count": 5,
3752
- "repo_artifact_count": 238,
3753
  "snapshot_issue_count": 0,
3754
  "snapshot_pr_count": 5,
3755
- "snapshot_comment_count": 26,
3756
- "snapshot_review_count": 93,
3757
- "snapshot_review_comment_count": 114,
3758
  "repo_association": "MEMBER",
3759
  "new_to_repo": false,
3760
  "first_seen_in_snapshot": false,
@@ -5598,14 +5598,14 @@
5598
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap",
5599
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap",
5600
  "repo_first_seen_at": "2024-06-13T14:13:17Z",
5601
- "repo_last_seen_at": "2026-06-09T15:59:26Z",
5602
  "repo_primary_artifact_count": 8,
5603
- "repo_artifact_count": 827,
5604
  "snapshot_issue_count": 1,
5605
  "snapshot_pr_count": 7,
5606
  "snapshot_comment_count": 39,
5607
- "snapshot_review_count": 204,
5608
- "snapshot_review_comment_count": 576,
5609
  "repo_association": "MEMBER",
5610
  "new_to_repo": false,
5611
  "first_seen_in_snapshot": false,
@@ -6439,6 +6439,84 @@
6439
  },
6440
  "fetch_error": null
6441
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6442
  {
6443
  "author_login": "J3r3myPerera",
6444
  "name": "Jeremy Perera",
@@ -10443,83 +10521,6 @@
10443
  },
10444
  "fetch_error": null
10445
  },
10446
- {
10447
- "author_login": "RudrenduPaul",
10448
- "name": "Rudrendu Paul",
10449
- "profile_url": "https://github.com/RudrenduPaul",
10450
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARudrenduPaul",
10451
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARudrenduPaul",
10452
- "repo_first_seen_at": "2026-04-09T09:34:42Z",
10453
- "repo_last_seen_at": "2026-05-10T01:23:02Z",
10454
- "repo_primary_artifact_count": 4,
10455
- "repo_artifact_count": 11,
10456
- "snapshot_issue_count": 0,
10457
- "snapshot_pr_count": 4,
10458
- "snapshot_comment_count": 7,
10459
- "snapshot_review_count": 0,
10460
- "snapshot_review_comment_count": 0,
10461
- "repo_association": "CONTRIBUTOR",
10462
- "new_to_repo": false,
10463
- "first_seen_in_snapshot": false,
10464
- "known_via_prior_merged_pr": true,
10465
- "report_reason": null,
10466
- "enrichment_source": "previous_report",
10467
- "live_refetch_skipped": true,
10468
- "account_age_days": 2913,
10469
- "young_account": false,
10470
- "follow_through_score": "weak",
10471
- "breadth_score": "moderate",
10472
- "automation_risk_signal": "low",
10473
- "heuristic_note": "high open PR share; targets high-star repos",
10474
- "public_orgs": [],
10475
- "activity": {
10476
- "visible_authored_pr_count": 23,
10477
- "merged_pr_count": 6,
10478
- "closed_unmerged_pr_count": 7,
10479
- "open_pr_count": 10,
10480
- "merged_pr_rate": 0.2609,
10481
- "closed_unmerged_pr_rate": 0.3043,
10482
- "still_open_pr_rate": 0.4348,
10483
- "distinct_repos_with_authored_prs": 9,
10484
- "distinct_repos_with_open_prs": 7
10485
- },
10486
- "examples": {
10487
- "pull_requests": [
10488
- {
10489
- "kind": "pull_request",
10490
- "number": 45370,
10491
- "title": "docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)",
10492
- "url": "https://github.com/huggingface/transformers/pull/45370",
10493
- "state": "closed",
10494
- "merged": true,
10495
- "draft": false,
10496
- "created_at": "2026-04-11T06:15:05Z"
10497
- },
10498
- {
10499
- "kind": "pull_request",
10500
- "number": 45352,
10501
- "title": "fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward",
10502
- "url": "https://github.com/huggingface/transformers/pull/45352",
10503
- "state": "closed",
10504
- "merged": true,
10505
- "draft": false,
10506
- "created_at": "2026-04-09T21:53:31Z"
10507
- },
10508
- {
10509
- "kind": "pull_request",
10510
- "number": 45351,
10511
- "title": "fix(testing_utils): guard get_device_capability with torch.cuda.is_available()",
10512
- "url": "https://github.com/huggingface/transformers/pull/45351",
10513
- "state": "closed",
10514
- "merged": true,
10515
- "draft": false,
10516
- "created_at": "2026-04-09T21:51:42Z"
10517
- }
10518
- ],
10519
- "issues": []
10520
- },
10521
- "fetch_error": null
10522
- },
10523
  {
10524
  "author_login": "bhargav-patel-29",
10525
  "name": "Bhargav Patel",
@@ -10527,14 +10528,14 @@
10527
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abhargav-patel-29",
10528
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abhargav-patel-29",
10529
  "repo_first_seen_at": "2026-02-05T02:43:45Z",
10530
- "repo_last_seen_at": "2026-06-04T04:28:33Z",
10531
  "repo_primary_artifact_count": 3,
10532
- "repo_artifact_count": 4,
10533
  "snapshot_issue_count": 0,
10534
  "snapshot_pr_count": 3,
10535
  "snapshot_comment_count": 1,
10536
- "snapshot_review_count": 0,
10537
- "snapshot_review_comment_count": 0,
10538
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
10539
  "new_to_repo": false,
10540
  "first_seen_in_snapshot": false,
@@ -12837,74 +12838,6 @@
12837
  },
12838
  "fetch_error": null
12839
  },
12840
- {
12841
- "author_login": "ishan-1010",
12842
- "name": "Ishan Katoch",
12843
- "profile_url": "https://github.com/ishan-1010",
12844
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010",
12845
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010",
12846
- "repo_first_seen_at": "2026-06-01T06:07:21Z",
12847
- "repo_last_seen_at": "2026-06-04T04:40:19Z",
12848
- "repo_primary_artifact_count": 2,
12849
- "repo_artifact_count": 6,
12850
- "snapshot_issue_count": 1,
12851
- "snapshot_pr_count": 1,
12852
- "snapshot_comment_count": 4,
12853
- "snapshot_review_count": 0,
12854
- "snapshot_review_comment_count": 0,
12855
- "repo_association": "NONE",
12856
- "new_to_repo": false,
12857
- "first_seen_in_snapshot": false,
12858
- "known_via_prior_merged_pr": true,
12859
- "report_reason": null,
12860
- "enrichment_source": "previous_report",
12861
- "live_refetch_skipped": true,
12862
- "account_age_days": 1588,
12863
- "young_account": false,
12864
- "follow_through_score": "weak",
12865
- "breadth_score": "low",
12866
- "automation_risk_signal": "medium",
12867
- "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
12868
- "public_orgs": [],
12869
- "activity": {
12870
- "visible_authored_pr_count": 2,
12871
- "merged_pr_count": 0,
12872
- "closed_unmerged_pr_count": 1,
12873
- "open_pr_count": 1,
12874
- "merged_pr_rate": 0.0,
12875
- "closed_unmerged_pr_rate": 0.5,
12876
- "still_open_pr_rate": 0.5,
12877
- "distinct_repos_with_authored_prs": 2,
12878
- "distinct_repos_with_open_prs": 1
12879
- },
12880
- "examples": {
12881
- "pull_requests": [
12882
- {
12883
- "kind": "pull_request",
12884
- "number": 46323,
12885
- "title": "Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)",
12886
- "url": "https://github.com/huggingface/transformers/pull/46323",
12887
- "state": "closed",
12888
- "merged": true,
12889
- "draft": false,
12890
- "created_at": "2026-06-01T12:12:04Z"
12891
- }
12892
- ],
12893
- "issues": [
12894
- {
12895
- "kind": "issue",
12896
- "number": 46396,
12897
- "title": "`added_tokens_encoder` rebuilds the entire added-token map on every access",
12898
- "url": "https://github.com/huggingface/transformers/issues/46396",
12899
- "state": "open",
12900
- "merged": null,
12901
- "draft": null,
12902
- "created_at": "2026-06-04T04:40:19Z"
12903
- }
12904
- ]
12905
- },
12906
- "fetch_error": null
12907
- },
12908
  {
12909
  "author_login": "jshn9515",
12910
  "name": "jshn9515",
@@ -13719,7 +13652,7 @@
13719
  "number": 45584,
13720
  "title": "Whisper generation fails on empty transcription after align_special_tokens",
13721
  "url": "https://github.com/huggingface/transformers/issues/45584",
13722
- "state": "open",
13723
  "merged": null,
13724
  "draft": null,
13725
  "created_at": "2026-04-22T17:23:03Z"
@@ -16225,15 +16158,15 @@
16225
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acsantosbh",
16226
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acsantosbh",
16227
  "repo_first_seen_at": "2026-06-04T14:07:37Z",
16228
- "repo_last_seen_at": "2026-06-09T14:44:23Z",
16229
  "repo_primary_artifact_count": 1,
16230
- "repo_artifact_count": 4,
16231
  "snapshot_issue_count": 0,
16232
  "snapshot_pr_count": 1,
16233
- "snapshot_comment_count": 1,
16234
  "snapshot_review_count": 1,
16235
  "snapshot_review_comment_count": 1,
16236
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
16237
  "new_to_repo": false,
16238
  "first_seen_in_snapshot": false,
16239
  "known_via_prior_merged_pr": false,
@@ -16265,8 +16198,8 @@
16265
  "number": 46416,
16266
  "title": "Fix missing Gemma4Processor._compute_audio_num_tokens",
16267
  "url": "https://github.com/huggingface/transformers/pull/46416",
16268
- "state": "open",
16269
- "merged": false,
16270
  "draft": false,
16271
  "created_at": "2026-06-04T14:07:37Z"
16272
  }
@@ -17759,63 +17692,6 @@
17759
  },
17760
  "fetch_error": null
17761
  },
17762
- {
17763
- "author_login": "HelloAnner",
17764
- "name": "Anner",
17765
- "profile_url": "https://github.com/HelloAnner",
17766
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHelloAnner",
17767
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHelloAnner",
17768
- "repo_first_seen_at": "2026-04-11T06:22:52Z",
17769
- "repo_last_seen_at": "2026-04-11T06:22:52Z",
17770
- "repo_primary_artifact_count": 1,
17771
- "repo_artifact_count": 1,
17772
- "snapshot_issue_count": 0,
17773
- "snapshot_pr_count": 1,
17774
- "snapshot_comment_count": 0,
17775
- "snapshot_review_count": 0,
17776
- "snapshot_review_comment_count": 0,
17777
- "repo_association": "NONE",
17778
- "new_to_repo": false,
17779
- "first_seen_in_snapshot": false,
17780
- "known_via_prior_merged_pr": false,
17781
- "report_reason": null,
17782
- "enrichment_source": "previous_report",
17783
- "live_refetch_skipped": true,
17784
- "account_age_days": 1658,
17785
- "young_account": false,
17786
- "follow_through_score": "mixed",
17787
- "breadth_score": "low",
17788
- "automation_risk_signal": "low",
17789
- "heuristic_note": "\u2014",
17790
- "public_orgs": [],
17791
- "activity": {
17792
- "visible_authored_pr_count": 5,
17793
- "merged_pr_count": 3,
17794
- "closed_unmerged_pr_count": 1,
17795
- "open_pr_count": 1,
17796
- "merged_pr_rate": 0.6,
17797
- "closed_unmerged_pr_rate": 0.2,
17798
- "still_open_pr_rate": 0.2,
17799
- "distinct_repos_with_authored_prs": 3,
17800
- "distinct_repos_with_open_prs": 1
17801
- },
17802
- "examples": {
17803
- "pull_requests": [
17804
- {
17805
- "kind": "pull_request",
17806
- "number": 45371,
17807
- "title": "fix: check CUDA availability before calling get_device_capability",
17808
- "url": "https://github.com/huggingface/transformers/pull/45371",
17809
- "state": "closed",
17810
- "merged": false,
17811
- "draft": false,
17812
- "created_at": "2026-04-11T06:22:52Z"
17813
- }
17814
- ],
17815
- "issues": []
17816
- },
17817
- "fetch_error": null
17818
- },
17819
  {
17820
  "author_login": "henloworldowo",
17821
  "name": null,
@@ -19756,63 +19632,6 @@
19756
  },
19757
  "fetch_error": null
19758
  },
19759
- {
19760
- "author_login": "mohamad-tohidi",
19761
- "name": "Mohammad Tohidi",
19762
- "profile_url": "https://github.com/mohamad-tohidi",
19763
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amohamad-tohidi",
19764
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amohamad-tohidi",
19765
- "repo_first_seen_at": "2026-04-11T10:00:07Z",
19766
- "repo_last_seen_at": "2026-04-11T10:00:07Z",
19767
- "repo_primary_artifact_count": 1,
19768
- "repo_artifact_count": 1,
19769
- "snapshot_issue_count": 0,
19770
- "snapshot_pr_count": 1,
19771
- "snapshot_comment_count": 0,
19772
- "snapshot_review_count": 0,
19773
- "snapshot_review_comment_count": 0,
19774
- "repo_association": "NONE",
19775
- "new_to_repo": false,
19776
- "first_seen_in_snapshot": false,
19777
- "known_via_prior_merged_pr": false,
19778
- "report_reason": null,
19779
- "enrichment_source": "previous_report",
19780
- "live_refetch_skipped": true,
19781
- "account_age_days": 1013,
19782
- "young_account": false,
19783
- "follow_through_score": "weak",
19784
- "breadth_score": "low",
19785
- "automation_risk_signal": "low",
19786
- "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
19787
- "public_orgs": [],
19788
- "activity": {
19789
- "visible_authored_pr_count": 1,
19790
- "merged_pr_count": 0,
19791
- "closed_unmerged_pr_count": 1,
19792
- "open_pr_count": 0,
19793
- "merged_pr_rate": 0.0,
19794
- "closed_unmerged_pr_rate": 1.0,
19795
- "still_open_pr_rate": 0.0,
19796
- "distinct_repos_with_authored_prs": 1,
19797
- "distinct_repos_with_open_prs": 0
19798
- },
19799
- "examples": {
19800
- "pull_requests": [
19801
- {
19802
- "kind": "pull_request",
19803
- "number": 45374,
19804
- "title": "Adding hierarchical classification example",
19805
- "url": "https://github.com/huggingface/transformers/pull/45374",
19806
- "state": "closed",
19807
- "merged": false,
19808
- "draft": false,
19809
- "created_at": "2026-04-11T10:00:07Z"
19810
- }
19811
- ],
19812
- "issues": []
19813
- },
19814
- "fetch_error": null
19815
- },
19816
  {
19817
  "author_login": "msdsm",
19818
  "name": "MSD",
 
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
+ "snapshot_id": "20260610T120053Z",
5
+ "generated_at": "2026-06-10T12:01:55Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
+ "selected_contributors": 343,
10
  "first_seen_in_snapshot": 0,
11
+ "known_via_prior_merged_pr": 157,
12
  "previous_primary_author_count": 1332,
13
+ "selected_seen_in_previous_primary": 343,
14
+ "previous_report_contributor_count": 346,
15
+ "selected_overlap_previous_report": 343,
16
  "selected_overlap_previous_report_rate": 1.0,
17
+ "reused_previous_report_entries": 339,
18
+ "reused_known_merged_contributors": 154,
19
  "live_fetches": 4,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
+ "enrichment_elapsed_seconds": 0.967,
23
+ "enrichment_avg_seconds_per_author": 0.003,
24
  "enrichment_failures": 4
25
  },
26
  "contributors": [
 
31
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
32
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
33
  "repo_first_seen_at": "2025-03-31T13:54:54Z",
34
+ "repo_last_seen_at": "2026-06-10T09:36:05Z",
35
+ "repo_primary_artifact_count": 104,
36
+ "repo_artifact_count": 616,
37
  "snapshot_issue_count": 0,
38
+ "snapshot_pr_count": 104,
39
  "snapshot_comment_count": 131,
40
  "snapshot_review_count": 226,
41
  "snapshot_review_comment_count": 155,
 
66
  },
67
  "examples": {
68
  "pull_requests": [
69
+ {
70
+ "kind": "pull_request",
71
+ "number": 46534,
72
+ "title": "Fix buggy action sha pin",
73
+ "url": "https://github.com/huggingface/transformers/pull/46534",
74
+ "state": "open",
75
+ "merged": false,
76
+ "draft": false,
77
+ "created_at": "2026-06-10T09:36:05Z"
78
+ },
79
  {
80
  "kind": "pull_request",
81
  "number": 46529,
 
95
  "merged": true,
96
  "draft": false,
97
  "created_at": "2026-06-09T13:19:36Z"
 
 
 
 
 
 
 
 
 
 
98
  }
99
  ],
100
  "issues": []
 
407
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
408
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
409
  "repo_first_seen_at": "2024-09-26T09:23:39Z",
410
+ "repo_last_seen_at": "2026-06-10T11:57:55Z",
411
  "repo_primary_artifact_count": 86,
412
+ "repo_artifact_count": 3603,
413
  "snapshot_issue_count": 0,
414
  "snapshot_pr_count": 86,
415
+ "snapshot_comment_count": 603,
416
+ "snapshot_review_count": 932,
417
  "snapshot_review_comment_count": 1982,
418
  "repo_association": "MEMBER",
419
  "new_to_repo": false,
 
487
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
488
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
489
  "repo_first_seen_at": "2023-02-24T14:13:29Z",
490
+ "repo_last_seen_at": "2026-06-10T11:34:09Z",
491
  "repo_primary_artifact_count": 68,
492
+ "repo_artifact_count": 2319,
493
  "snapshot_issue_count": 3,
494
  "snapshot_pr_count": 65,
495
  "snapshot_comment_count": 196,
496
+ "snapshot_review_count": 688,
497
+ "snapshot_review_comment_count": 1367,
498
  "repo_association": "MEMBER",
499
  "new_to_repo": false,
500
  "first_seen_in_snapshot": false,
 
1060
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
1061
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
1062
  "repo_first_seen_at": "2026-01-13T09:15:18Z",
1063
+ "repo_last_seen_at": "2026-06-10T07:38:40Z",
1064
+ "repo_primary_artifact_count": 38,
1065
+ "repo_artifact_count": 415,
1066
  "snapshot_issue_count": 1,
1067
+ "snapshot_pr_count": 37,
1068
  "snapshot_comment_count": 53,
1069
  "snapshot_review_count": 158,
1070
  "snapshot_review_comment_count": 166,
 
1097
  "pull_requests": [
1098
  {
1099
  "kind": "pull_request",
1100
+ "number": 46533,
1101
+ "title": "[CB] [Minor] Add parameter to tune default compile level",
1102
+ "url": "https://github.com/huggingface/transformers/pull/46533",
1103
  "state": "open",
1104
  "merged": false,
1105
  "draft": false,
1106
+ "created_at": "2026-06-10T07:38:40Z"
1107
  },
1108
  {
1109
  "kind": "pull_request",
1110
+ "number": 46532,
1111
+ "title": "(Draft) [CB] Change padding from interval to pow2",
1112
+ "url": "https://github.com/huggingface/transformers/pull/46532",
1113
+ "state": "open",
1114
+ "merged": false,
1115
  "draft": false,
1116
+ "created_at": "2026-06-10T07:18:47Z"
1117
  },
1118
  {
1119
  "kind": "pull_request",
1120
+ "number": 46490,
1121
+ "title": "[CB] [Minor] Add data-parallel to overall script",
1122
+ "url": "https://github.com/huggingface/transformers/pull/46490",
1123
  "state": "open",
1124
  "merged": false,
1125
+ "draft": false,
1126
+ "created_at": "2026-06-08T06:17:46Z"
1127
  }
1128
  ],
1129
  "issues": [
 
2028
  "number": 46524,
2029
  "title": "Fix InternVL models",
2030
  "url": "https://github.com/huggingface/transformers/pull/46524",
2031
+ "state": "closed",
2032
+ "merged": true,
2033
  "draft": false,
2034
  "created_at": "2026-06-09T14:20:03Z"
2035
  },
 
2356
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun",
2357
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun",
2358
  "repo_first_seen_at": "2024-10-24T15:39:49Z",
2359
+ "repo_last_seen_at": "2026-06-10T09:29:49Z",
2360
  "repo_primary_artifact_count": 17,
2361
+ "repo_artifact_count": 55,
2362
  "snapshot_issue_count": 0,
2363
  "snapshot_pr_count": 17,
2364
  "snapshot_comment_count": 6,
2365
+ "snapshot_review_count": 14,
2366
+ "snapshot_review_comment_count": 18,
2367
  "repo_association": "MEMBER",
2368
  "new_to_repo": false,
2369
  "first_seen_in_snapshot": false,
 
3747
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
3748
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
3749
  "repo_first_seen_at": "2026-05-12T18:20:58Z",
3750
+ "repo_last_seen_at": "2026-06-10T11:03:30Z",
3751
  "repo_primary_artifact_count": 5,
3752
+ "repo_artifact_count": 241,
3753
  "snapshot_issue_count": 0,
3754
  "snapshot_pr_count": 5,
3755
+ "snapshot_comment_count": 27,
3756
+ "snapshot_review_count": 94,
3757
+ "snapshot_review_comment_count": 115,
3758
  "repo_association": "MEMBER",
3759
  "new_to_repo": false,
3760
  "first_seen_in_snapshot": false,
 
5598
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap",
5599
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap",
5600
  "repo_first_seen_at": "2024-06-13T14:13:17Z",
5601
+ "repo_last_seen_at": "2026-06-10T10:06:24Z",
5602
  "repo_primary_artifact_count": 8,
5603
+ "repo_artifact_count": 835,
5604
  "snapshot_issue_count": 1,
5605
  "snapshot_pr_count": 7,
5606
  "snapshot_comment_count": 39,
5607
+ "snapshot_review_count": 205,
5608
+ "snapshot_review_comment_count": 583,
5609
  "repo_association": "MEMBER",
5610
  "new_to_repo": false,
5611
  "first_seen_in_snapshot": false,
 
6439
  },
6440
  "fetch_error": null
6441
  },
6442
+ {
6443
+ "author_login": "ishan-1010",
6444
+ "name": "Ishan Katoch",
6445
+ "profile_url": "https://github.com/ishan-1010",
6446
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010",
6447
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010",
6448
+ "repo_first_seen_at": "2026-06-01T06:07:21Z",
6449
+ "repo_last_seen_at": "2026-06-10T10:28:49Z",
6450
+ "repo_primary_artifact_count": 3,
6451
+ "repo_artifact_count": 7,
6452
+ "snapshot_issue_count": 1,
6453
+ "snapshot_pr_count": 2,
6454
+ "snapshot_comment_count": 4,
6455
+ "snapshot_review_count": 0,
6456
+ "snapshot_review_comment_count": 0,
6457
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
6458
+ "new_to_repo": false,
6459
+ "first_seen_in_snapshot": false,
6460
+ "known_via_prior_merged_pr": true,
6461
+ "report_reason": null,
6462
+ "enrichment_source": "previous_report",
6463
+ "live_refetch_skipped": true,
6464
+ "account_age_days": 1588,
6465
+ "young_account": false,
6466
+ "follow_through_score": "weak",
6467
+ "breadth_score": "low",
6468
+ "automation_risk_signal": "medium",
6469
+ "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
6470
+ "public_orgs": [],
6471
+ "activity": {
6472
+ "visible_authored_pr_count": 2,
6473
+ "merged_pr_count": 0,
6474
+ "closed_unmerged_pr_count": 1,
6475
+ "open_pr_count": 1,
6476
+ "merged_pr_rate": 0.0,
6477
+ "closed_unmerged_pr_rate": 0.5,
6478
+ "still_open_pr_rate": 0.5,
6479
+ "distinct_repos_with_authored_prs": 2,
6480
+ "distinct_repos_with_open_prs": 1
6481
+ },
6482
+ "examples": {
6483
+ "pull_requests": [
6484
+ {
6485
+ "kind": "pull_request",
6486
+ "number": 46535,
6487
+ "title": "Use cached added-token dicts in per-token decode loops",
6488
+ "url": "https://github.com/huggingface/transformers/pull/46535",
6489
+ "state": "open",
6490
+ "merged": false,
6491
+ "draft": false,
6492
+ "created_at": "2026-06-10T10:28:49Z"
6493
+ },
6494
+ {
6495
+ "kind": "pull_request",
6496
+ "number": 46323,
6497
+ "title": "Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)",
6498
+ "url": "https://github.com/huggingface/transformers/pull/46323",
6499
+ "state": "closed",
6500
+ "merged": true,
6501
+ "draft": false,
6502
+ "created_at": "2026-06-01T12:12:04Z"
6503
+ }
6504
+ ],
6505
+ "issues": [
6506
+ {
6507
+ "kind": "issue",
6508
+ "number": 46396,
6509
+ "title": "`added_tokens_encoder` rebuilds the entire added-token map on every access",
6510
+ "url": "https://github.com/huggingface/transformers/issues/46396",
6511
+ "state": "open",
6512
+ "merged": null,
6513
+ "draft": null,
6514
+ "created_at": "2026-06-04T04:40:19Z"
6515
+ }
6516
+ ]
6517
+ },
6518
+ "fetch_error": null
6519
+ },
6520
  {
6521
  "author_login": "J3r3myPerera",
6522
  "name": "Jeremy Perera",
 
10521
  },
10522
  "fetch_error": null
10523
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10524
  {
10525
  "author_login": "bhargav-patel-29",
10526
  "name": "Bhargav Patel",
 
10528
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abhargav-patel-29",
10529
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abhargav-patel-29",
10530
  "repo_first_seen_at": "2026-02-05T02:43:45Z",
10531
+ "repo_last_seen_at": "2026-06-10T10:09:31Z",
10532
  "repo_primary_artifact_count": 3,
10533
+ "repo_artifact_count": 6,
10534
  "snapshot_issue_count": 0,
10535
  "snapshot_pr_count": 3,
10536
  "snapshot_comment_count": 1,
10537
+ "snapshot_review_count": 1,
10538
+ "snapshot_review_comment_count": 1,
10539
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
10540
  "new_to_repo": false,
10541
  "first_seen_in_snapshot": false,
 
12838
  },
12839
  "fetch_error": null
12840
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12841
  {
12842
  "author_login": "jshn9515",
12843
  "name": "jshn9515",
 
13652
  "number": 45584,
13653
  "title": "Whisper generation fails on empty transcription after align_special_tokens",
13654
  "url": "https://github.com/huggingface/transformers/issues/45584",
13655
+ "state": "closed",
13656
  "merged": null,
13657
  "draft": null,
13658
  "created_at": "2026-04-22T17:23:03Z"
 
16158
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acsantosbh",
16159
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acsantosbh",
16160
  "repo_first_seen_at": "2026-06-04T14:07:37Z",
16161
+ "repo_last_seen_at": "2026-06-10T10:58:23Z",
16162
  "repo_primary_artifact_count": 1,
16163
+ "repo_artifact_count": 5,
16164
  "snapshot_issue_count": 0,
16165
  "snapshot_pr_count": 1,
16166
+ "snapshot_comment_count": 2,
16167
  "snapshot_review_count": 1,
16168
  "snapshot_review_comment_count": 1,
16169
+ "repo_association": "CONTRIBUTOR",
16170
  "new_to_repo": false,
16171
  "first_seen_in_snapshot": false,
16172
  "known_via_prior_merged_pr": false,
 
16198
  "number": 46416,
16199
  "title": "Fix missing Gemma4Processor._compute_audio_num_tokens",
16200
  "url": "https://github.com/huggingface/transformers/pull/46416",
16201
+ "state": "closed",
16202
+ "merged": true,
16203
  "draft": false,
16204
  "created_at": "2026-06-04T14:07:37Z"
16205
  }
 
17692
  },
17693
  "fetch_error": null
17694
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
17695
  {
17696
  "author_login": "henloworldowo",
17697
  "name": null,
 
19632
  },
19633
  "fetch_error": null
19634
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
19635
  {
19636
  "author_login": "msdsm",
19637
  "name": "MSD",
new-contributors-report.md CHANGED
@@ -1,15 +1,15 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260610T060026Z`
4
- - Generated: `2026-06-10T06:00:57Z`
5
  - Activity window: `60d`
6
- - Contributors: `346`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
- | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 103 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -20,7 +20,7 @@
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
23
- | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 35 | 1 | strong | low | low | targets high-star repos |
24
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
25
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
26
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
@@ -84,6 +84,7 @@
84
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
85
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
86
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 
87
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
88
  | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
89
  | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -139,7 +140,6 @@
139
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
140
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
141
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
142
- | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
143
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
144
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
145
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -172,7 +172,6 @@
172
  | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
173
  | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
174
  | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | FIRST_TIME_CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
175
- | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | NONE | 1588d | `2026-06-01T06:07:21Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
176
  | `jshn9515` | [profile](https://github.com/jshn9515) | no | FIRST_TIME_CONTRIBUTOR | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
177
  | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
178
  | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
@@ -228,7 +227,7 @@
228
  | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
229
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
230
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
231
- | `csantosbh` | [profile](https://github.com/csantosbh) | no | FIRST_TIME_CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
232
  | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
233
  | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
234
  | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -255,7 +254,6 @@
255
  | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
256
  | `Haris-bin-shakeel` | [profile](https://github.com/Haris-bin-shakeel) | no | NONE | 589d | `2026-06-08T18:36:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
257
  | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
258
- | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
259
  | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
260
  | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
261
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -290,7 +288,6 @@
290
  | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
291
  | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
292
  | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
293
- | `mohamad-tohidi` | [profile](https://github.com/mohamad-tohidi) | no | NONE | 1013d | `2026-04-11T10:00:07Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
294
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
295
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
296
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -364,11 +361,11 @@
364
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
365
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
366
  - repo first seen: `2025-03-31T13:54:54Z`
367
- - repo last seen: `2026-06-09T17:16:57Z`
368
  - first seen in snapshot: **no**
369
  - repo association: **MEMBER**
370
- - repo primary artifacts: **103**
371
- - snapshot authored PRs/issues: **103 PRs / 0 issues**
372
  - snapshot discussion activity: **131 comments / 226 reviews / 155 review comments**
373
  - account age: **4938 days**
374
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
@@ -377,9 +374,9 @@
377
  - heuristic read: **high recent PR volume; targets high-star repos**
378
 
379
  Example artifacts:
 
380
  - [PR #46529: [DON'T MERGE] Improve dinos dummy](https://github.com/huggingface/transformers/pull/46529) — closed
381
  - [PR #46521: fix(afmoe): reduce tokens in test_compile_static_cache to avoid flaky bfloat16 drift](https://github.com/huggingface/transformers/pull/46521) — closed, merged
382
- - [PR #46505: Add debugging info in `pr-ci-caller.yml`](https://github.com/huggingface/transformers/pull/46505) — closed, merged
383
 
384
  ### `Cyrilvallez`
385
 
@@ -462,12 +459,12 @@ Example artifacts:
462
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
463
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
464
  - repo first seen: `2024-09-26T09:23:39Z`
465
- - repo last seen: `2026-06-09T15:44:48Z`
466
  - first seen in snapshot: **no**
467
  - repo association: **MEMBER**
468
  - repo primary artifacts: **86**
469
  - snapshot authored PRs/issues: **86 PRs / 0 issues**
470
- - snapshot discussion activity: **602 comments / 931 reviews / 1982 review comments**
471
  - account age: **1508 days**
472
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
473
  - public orgs: `huggingface`, `deeppavlov`
@@ -485,12 +482,12 @@ Example artifacts:
485
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
486
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
487
  - repo first seen: `2023-02-24T14:13:29Z`
488
- - repo last seen: `2026-06-09T16:16:18Z`
489
  - first seen in snapshot: **no**
490
  - repo association: **MEMBER**
491
  - repo primary artifacts: **68**
492
  - snapshot authored PRs/issues: **65 PRs / 3 issues**
493
- - snapshot discussion activity: **196 comments / 683 reviews / 1363 review comments**
494
  - account age: **2590 days**
495
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
496
  - public orgs: none visible
@@ -633,11 +630,11 @@ Example artifacts:
633
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
634
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
635
  - repo first seen: `2026-01-13T09:15:18Z`
636
- - repo last seen: `2026-06-09T08:00:59Z`
637
  - first seen in snapshot: **no**
638
  - repo association: **MEMBER**
639
- - repo primary artifacts: **36**
640
- - snapshot authored PRs/issues: **35 PRs / 1 issues**
641
  - snapshot discussion activity: **53 comments / 158 reviews / 166 review comments**
642
  - account age: **1813 days**
643
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
@@ -646,9 +643,9 @@ Example artifacts:
646
  - heuristic read: **targets high-star repos**
647
 
648
  Example artifacts:
 
 
649
  - [PR #46490: [CB] [Minor] Add data-parallel to overall script](https://github.com/huggingface/transformers/pull/46490) — open
650
- - [PR #46434: [CB] Add a "max_requests_per_batch" parameter](https://github.com/huggingface/transformers/pull/46434) — closed, merged
651
- - [PR #46376: [CB] [Major] Add multimodal support to continous batching](https://github.com/huggingface/transformers/pull/46376) — open, draft
652
  - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
653
 
654
  ### `harshaljanjani`
@@ -891,7 +888,7 @@ Example artifacts:
891
  - heuristic read: **high recent PR volume; targets high-star repos**
892
 
893
  Example artifacts:
894
- - [PR #46524: Fix InternVL models](https://github.com/huggingface/transformers/pull/46524) — open
895
  - [PR #46500: Fix `{image/video/audio}_token_ids` in `ProcessorMixin`](https://github.com/huggingface/transformers/pull/46500) — closed, merged
896
  - [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — closed, merged
897
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
@@ -975,12 +972,12 @@ Example artifacts:
975
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
976
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
977
  - repo first seen: `2024-10-24T15:39:49Z`
978
- - repo last seen: `2026-06-09T12:49:33Z`
979
  - first seen in snapshot: **no**
980
  - repo association: **MEMBER**
981
  - repo primary artifacts: **17**
982
  - snapshot authored PRs/issues: **17 PRs / 0 issues**
983
- - snapshot discussion activity: **6 comments / 13 reviews / 17 review comments**
984
  - account age: **3365 days**
985
  - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
986
  - public orgs: `huggingface`
@@ -1373,12 +1370,12 @@ Example artifacts:
1373
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1374
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1375
  - repo first seen: `2026-05-12T18:20:58Z`
1376
- - repo last seen: `2026-06-09T12:51:18Z`
1377
  - first seen in snapshot: **no**
1378
  - repo association: **MEMBER**
1379
  - repo primary artifacts: **5**
1380
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1381
- - snapshot discussion activity: **26 comments / 93 reviews / 114 review comments**
1382
  - account age: **2794 days**
1383
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1384
  - public orgs: `huggingface`
@@ -1909,12 +1906,12 @@ Example artifacts:
1909
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1910
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1911
  - repo first seen: `2024-06-13T14:13:17Z`
1912
- - repo last seen: `2026-06-09T15:59:26Z`
1913
  - first seen in snapshot: **no**
1914
  - repo association: **MEMBER**
1915
  - repo primary artifacts: **8**
1916
  - snapshot authored PRs/issues: **7 PRs / 1 issues**
1917
- - snapshot discussion activity: **39 comments / 204 reviews / 576 review comments**
1918
  - account age: **2914 days**
1919
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1920
  - public orgs: none visible
@@ -2140,6 +2137,29 @@ Example artifacts:
2140
  - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
2141
  - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
2142
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2143
  ### `J3r3myPerera`
2144
 
2145
  - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
@@ -3379,41 +3399,18 @@ Example artifacts:
3379
  - [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
3380
  - [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
3381
 
3382
- ### `RudrenduPaul`
3383
-
3384
- - profile: [github.com/RudrenduPaul](https://github.com/RudrenduPaul)
3385
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARudrenduPaul)
3386
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARudrenduPaul)
3387
- - repo first seen: `2026-04-09T09:34:42Z`
3388
- - repo last seen: `2026-05-10T01:23:02Z`
3389
- - first seen in snapshot: **no**
3390
- - repo association: **CONTRIBUTOR**
3391
- - repo primary artifacts: **4**
3392
- - snapshot authored PRs/issues: **4 PRs / 0 issues**
3393
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3394
- - account age: **2913 days**
3395
- - recent public PR activity: **23 PRs** (6 merged / 7 closed-unmerged / 10 open; merged rate **26%**, closed-unmerged rate **30%**, open rate **43%**)
3396
- - public orgs: none visible
3397
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
3398
- - heuristic read: **high open PR share; targets high-star repos**
3399
-
3400
- Example artifacts:
3401
- - [PR #45370: docs: fix 5 docstring errors in Gemma3nTextConfig (typos, grammar, formatting)](https://github.com/huggingface/transformers/pull/45370) — closed, merged
3402
- - [PR #45352: fix(qwen3_moe): correct return type annotation on Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45352) — closed, merged
3403
- - [PR #45351: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45351) — closed, merged
3404
-
3405
  ### `bhargav-patel-29`
3406
 
3407
  - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
3408
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abhargav-patel-29)
3409
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abhargav-patel-29)
3410
  - repo first seen: `2026-02-05T02:43:45Z`
3411
- - repo last seen: `2026-06-04T04:28:33Z`
3412
  - first seen in snapshot: **no**
3413
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3414
  - repo primary artifacts: **3**
3415
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
3416
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
3417
  - account age: **267 days**
3418
  - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
3419
  - public orgs: none visible
@@ -4120,28 +4117,6 @@ Example artifacts:
4120
  - [PR #46530: Fix stop string matching for byte-fragment tokens](https://github.com/huggingface/transformers/pull/46530) — open
4121
  - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — open
4122
 
4123
- ### `ishan-1010`
4124
-
4125
- - profile: [github.com/ishan-1010](https://github.com/ishan-1010)
4126
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010)
4127
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
4128
- - repo first seen: `2026-06-01T06:07:21Z`
4129
- - repo last seen: `2026-06-04T04:40:19Z`
4130
- - first seen in snapshot: **no**
4131
- - repo association: **NONE**
4132
- - repo primary artifacts: **2**
4133
- - snapshot authored PRs/issues: **1 PRs / 1 issues**
4134
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
4135
- - account age: **1588 days**
4136
- - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
4137
- - public orgs: none visible
4138
- - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
4139
- - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
4140
-
4141
- Example artifacts:
4142
- - [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
4143
- - [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — open
4144
-
4145
  ### `jshn9515`
4146
 
4147
  - profile: [github.com/jshn9515](https://github.com/jshn9515)
@@ -4404,7 +4379,7 @@ Example artifacts:
4404
 
4405
  Example artifacts:
4406
  - [PR #45570: Fix whisper long-form generation when eos_token_id is a list](https://github.com/huggingface/transformers/pull/45570) — open
4407
- - [Issue #45584: Whisper generation fails on empty transcription after align_special_tokens](https://github.com/huggingface/transformers/issues/45584) — open
4408
 
4409
  ### `shubhammr21`
4410
 
@@ -5318,12 +5293,12 @@ Example artifacts:
5318
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acsantosbh)
5319
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acsantosbh)
5320
  - repo first seen: `2026-06-04T14:07:37Z`
5321
- - repo last seen: `2026-06-09T14:44:23Z`
5322
  - first seen in snapshot: **no**
5323
- - repo association: **FIRST_TIME_CONTRIBUTOR**
5324
  - repo primary artifacts: **1**
5325
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5326
- - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
5327
  - account age: **5103 days**
5328
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5329
  - public orgs: none visible
@@ -5331,7 +5306,7 @@ Example artifacts:
5331
  - heuristic read: **high open PR share; targets high-star repos**
5332
 
5333
  Example artifacts:
5334
- - [PR #46416: Fix missing Gemma4Processor._compute_audio_num_tokens](https://github.com/huggingface/transformers/pull/46416) — open
5335
 
5336
  ### `damodharg6`
5337
 
@@ -5880,27 +5855,6 @@ Example artifacts:
5880
  Example artifacts:
5881
  - [PR #45863: fix: add HF_USE_MLX opt-out for MLX detection](https://github.com/huggingface/transformers/pull/45863) — closed
5882
 
5883
- ### `HelloAnner`
5884
-
5885
- - profile: [github.com/HelloAnner](https://github.com/HelloAnner)
5886
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHelloAnner)
5887
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHelloAnner)
5888
- - repo first seen: `2026-04-11T06:22:52Z`
5889
- - repo last seen: `2026-04-11T06:22:52Z`
5890
- - first seen in snapshot: **no**
5891
- - repo association: **NONE**
5892
- - repo primary artifacts: **1**
5893
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5894
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5895
- - account age: **1658 days**
5896
- - recent public PR activity: **5 PRs** (3 merged / 1 closed-unmerged / 1 open; merged rate **60%**, closed-unmerged rate **20%**, open rate **20%**)
5897
- - public orgs: none visible
5898
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
5899
- - heuristic read: **—**
5900
-
5901
- Example artifacts:
5902
- - [PR #45371: fix: check CUDA availability before calling get_device_capability](https://github.com/huggingface/transformers/pull/45371) — closed
5903
-
5904
  ### `henloworldowo`
5905
 
5906
  - profile: [github.com/henloworldowo](https://github.com/henloworldowo)
@@ -6615,27 +6569,6 @@ Example artifacts:
6615
  Example artifacts:
6616
  - [PR #45694: Fix train_batch_size and eval_batch_size to respect split_batches config](https://github.com/huggingface/transformers/pull/45694) — open
6617
 
6618
- ### `mohamad-tohidi`
6619
-
6620
- - profile: [github.com/mohamad-tohidi](https://github.com/mohamad-tohidi)
6621
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amohamad-tohidi)
6622
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amohamad-tohidi)
6623
- - repo first seen: `2026-04-11T10:00:07Z`
6624
- - repo last seen: `2026-04-11T10:00:07Z`
6625
- - first seen in snapshot: **no**
6626
- - repo association: **NONE**
6627
- - repo primary artifacts: **1**
6628
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6629
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6630
- - account age: **1013 days**
6631
- - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
6632
- - public orgs: none visible
6633
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6634
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
6635
-
6636
- Example artifacts:
6637
- - [PR #45374: Adding hierarchical classification example](https://github.com/huggingface/transformers/pull/45374) — closed
6638
-
6639
  ### `msdsm`
6640
 
6641
  - profile: [github.com/msdsm](https://github.com/msdsm)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260610T120053Z`
4
+ - Generated: `2026-06-10T12:01:55Z`
5
  - Activity window: `60d`
6
+ - Contributors: `343`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 104 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 92 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 
20
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
22
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
23
+ | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 37 | 1 | strong | low | low | targets high-star repos |
24
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
25
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
26
  | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 
84
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
85
  | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
86
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
87
+ | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
88
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
89
  | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
90
  | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 
140
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
141
  | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
142
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
143
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
144
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
145
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
172
  | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
173
  | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
174
  | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | FIRST_TIME_CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 
175
  | `jshn9515` | [profile](https://github.com/jshn9515) | no | FIRST_TIME_CONTRIBUTOR | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
176
  | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
177
  | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 
227
  | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
228
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
229
  | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
230
+ | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
231
  | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
232
  | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
233
  | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
254
  | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
255
  | `Haris-bin-shakeel` | [profile](https://github.com/Haris-bin-shakeel) | no | NONE | 589d | `2026-06-08T18:36:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
256
  | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
257
  | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
258
  | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
259
  | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
288
  | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
289
  | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
290
  | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
291
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
292
  | `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | NONE | 1527d | `2026-04-15T08:33:29Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
293
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
361
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
362
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
363
  - repo first seen: `2025-03-31T13:54:54Z`
364
+ - repo last seen: `2026-06-10T09:36:05Z`
365
  - first seen in snapshot: **no**
366
  - repo association: **MEMBER**
367
+ - repo primary artifacts: **104**
368
+ - snapshot authored PRs/issues: **104 PRs / 0 issues**
369
  - snapshot discussion activity: **131 comments / 226 reviews / 155 review comments**
370
  - account age: **4938 days**
371
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 
374
  - heuristic read: **high recent PR volume; targets high-star repos**
375
 
376
  Example artifacts:
377
+ - [PR #46534: Fix buggy action sha pin](https://github.com/huggingface/transformers/pull/46534) — open
378
  - [PR #46529: [DON'T MERGE] Improve dinos dummy](https://github.com/huggingface/transformers/pull/46529) — closed
379
  - [PR #46521: fix(afmoe): reduce tokens in test_compile_static_cache to avoid flaky bfloat16 drift](https://github.com/huggingface/transformers/pull/46521) — closed, merged
 
380
 
381
  ### `Cyrilvallez`
382
 
 
459
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
460
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
461
  - repo first seen: `2024-09-26T09:23:39Z`
462
+ - repo last seen: `2026-06-10T11:57:55Z`
463
  - first seen in snapshot: **no**
464
  - repo association: **MEMBER**
465
  - repo primary artifacts: **86**
466
  - snapshot authored PRs/issues: **86 PRs / 0 issues**
467
+ - snapshot discussion activity: **603 comments / 932 reviews / 1982 review comments**
468
  - account age: **1508 days**
469
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
470
  - public orgs: `huggingface`, `deeppavlov`
 
482
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
483
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
484
  - repo first seen: `2023-02-24T14:13:29Z`
485
+ - repo last seen: `2026-06-10T11:34:09Z`
486
  - first seen in snapshot: **no**
487
  - repo association: **MEMBER**
488
  - repo primary artifacts: **68**
489
  - snapshot authored PRs/issues: **65 PRs / 3 issues**
490
+ - snapshot discussion activity: **196 comments / 688 reviews / 1367 review comments**
491
  - account age: **2590 days**
492
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
493
  - public orgs: none visible
 
630
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
631
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
632
  - repo first seen: `2026-01-13T09:15:18Z`
633
+ - repo last seen: `2026-06-10T07:38:40Z`
634
  - first seen in snapshot: **no**
635
  - repo association: **MEMBER**
636
+ - repo primary artifacts: **38**
637
+ - snapshot authored PRs/issues: **37 PRs / 1 issues**
638
  - snapshot discussion activity: **53 comments / 158 reviews / 166 review comments**
639
  - account age: **1813 days**
640
  - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 
643
  - heuristic read: **targets high-star repos**
644
 
645
  Example artifacts:
646
+ - [PR #46533: [CB] [Minor] Add parameter to tune default compile level](https://github.com/huggingface/transformers/pull/46533) — open
647
+ - [PR #46532: (Draft) [CB] Change padding from interval to pow2](https://github.com/huggingface/transformers/pull/46532) — open
648
  - [PR #46490: [CB] [Minor] Add data-parallel to overall script](https://github.com/huggingface/transformers/pull/46490) — open
 
 
649
  - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
650
 
651
  ### `harshaljanjani`
 
888
  - heuristic read: **high recent PR volume; targets high-star repos**
889
 
890
  Example artifacts:
891
+ - [PR #46524: Fix InternVL models](https://github.com/huggingface/transformers/pull/46524) — closed, merged
892
  - [PR #46500: Fix `{image/video/audio}_token_ids` in `ProcessorMixin`](https://github.com/huggingface/transformers/pull/46500) — closed, merged
893
  - [PR #46383: Add vLLM smoke test to CI](https://github.com/huggingface/transformers/pull/46383) — closed, merged
894
  - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 
972
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
973
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
974
  - repo first seen: `2024-10-24T15:39:49Z`
975
+ - repo last seen: `2026-06-10T09:29:49Z`
976
  - first seen in snapshot: **no**
977
  - repo association: **MEMBER**
978
  - repo primary artifacts: **17**
979
  - snapshot authored PRs/issues: **17 PRs / 0 issues**
980
+ - snapshot discussion activity: **6 comments / 14 reviews / 18 review comments**
981
  - account age: **3365 days**
982
  - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
983
  - public orgs: `huggingface`
 
1370
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1371
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1372
  - repo first seen: `2026-05-12T18:20:58Z`
1373
+ - repo last seen: `2026-06-10T11:03:30Z`
1374
  - first seen in snapshot: **no**
1375
  - repo association: **MEMBER**
1376
  - repo primary artifacts: **5**
1377
  - snapshot authored PRs/issues: **5 PRs / 0 issues**
1378
+ - snapshot discussion activity: **27 comments / 94 reviews / 115 review comments**
1379
  - account age: **2794 days**
1380
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1381
  - public orgs: `huggingface`
 
1906
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1907
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1908
  - repo first seen: `2024-06-13T14:13:17Z`
1909
+ - repo last seen: `2026-06-10T10:06:24Z`
1910
  - first seen in snapshot: **no**
1911
  - repo association: **MEMBER**
1912
  - repo primary artifacts: **8**
1913
  - snapshot authored PRs/issues: **7 PRs / 1 issues**
1914
+ - snapshot discussion activity: **39 comments / 205 reviews / 583 review comments**
1915
  - account age: **2914 days**
1916
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1917
  - public orgs: none visible
 
2137
  - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
2138
  - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
2139
 
2140
+ ### `ishan-1010`
2141
+
2142
+ - profile: [github.com/ishan-1010](https://github.com/ishan-1010)
2143
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aishan-1010)
2144
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aishan-1010)
2145
+ - repo first seen: `2026-06-01T06:07:21Z`
2146
+ - repo last seen: `2026-06-10T10:28:49Z`
2147
+ - first seen in snapshot: **no**
2148
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
2149
+ - repo primary artifacts: **3**
2150
+ - snapshot authored PRs/issues: **2 PRs / 1 issues**
2151
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
2152
+ - account age: **1588 days**
2153
+ - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
2154
+ - public orgs: none visible
2155
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
2156
+ - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
2157
+
2158
+ Example artifacts:
2159
+ - [PR #46535: Use cached added-token dicts in per-token decode loops](https://github.com/huggingface/transformers/pull/46535) — open
2160
+ - [PR #46323: Fix convert_tokens_to_ids performance regression for slow tokenizers (#46315)](https://github.com/huggingface/transformers/pull/46323) — closed, merged
2161
+ - [Issue #46396: `added_tokens_encoder` rebuilds the entire added-token map on every access](https://github.com/huggingface/transformers/issues/46396) — open
2162
+
2163
  ### `J3r3myPerera`
2164
 
2165
  - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
 
3399
  - [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
3400
  - [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
3401
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3402
  ### `bhargav-patel-29`
3403
 
3404
  - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
3405
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abhargav-patel-29)
3406
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abhargav-patel-29)
3407
  - repo first seen: `2026-02-05T02:43:45Z`
3408
+ - repo last seen: `2026-06-10T10:09:31Z`
3409
  - first seen in snapshot: **no**
3410
  - repo association: **FIRST_TIME_CONTRIBUTOR**
3411
  - repo primary artifacts: **3**
3412
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
3413
+ - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
3414
  - account age: **267 days**
3415
  - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
3416
  - public orgs: none visible
 
4117
  - [PR #46530: Fix stop string matching for byte-fragment tokens](https://github.com/huggingface/transformers/pull/46530) — open
4118
  - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — open
4119
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4120
  ### `jshn9515`
4121
 
4122
  - profile: [github.com/jshn9515](https://github.com/jshn9515)
 
4379
 
4380
  Example artifacts:
4381
  - [PR #45570: Fix whisper long-form generation when eos_token_id is a list](https://github.com/huggingface/transformers/pull/45570) — open
4382
+ - [Issue #45584: Whisper generation fails on empty transcription after align_special_tokens](https://github.com/huggingface/transformers/issues/45584) — closed
4383
 
4384
  ### `shubhammr21`
4385
 
 
5293
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acsantosbh)
5294
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acsantosbh)
5295
  - repo first seen: `2026-06-04T14:07:37Z`
5296
+ - repo last seen: `2026-06-10T10:58:23Z`
5297
  - first seen in snapshot: **no**
5298
+ - repo association: **CONTRIBUTOR**
5299
  - repo primary artifacts: **1**
5300
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
5301
+ - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
5302
  - account age: **5103 days**
5303
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5304
  - public orgs: none visible
 
5306
  - heuristic read: **high open PR share; targets high-star repos**
5307
 
5308
  Example artifacts:
5309
+ - [PR #46416: Fix missing Gemma4Processor._compute_audio_num_tokens](https://github.com/huggingface/transformers/pull/46416) — closed, merged
5310
 
5311
  ### `damodharg6`
5312
 
 
5855
  Example artifacts:
5856
  - [PR #45863: fix: add HF_USE_MLX opt-out for MLX detection](https://github.com/huggingface/transformers/pull/45863) — closed
5857
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5858
  ### `henloworldowo`
5859
 
5860
  - profile: [github.com/henloworldowo](https://github.com/henloworldowo)
 
6569
  Example artifacts:
6570
  - [PR #45694: Fix train_batch_size and eval_batch_size to respect split_batches config](https://github.com/huggingface/transformers/pull/45694) — open
6571
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6572
  ### `msdsm`
6573
 
6574
  - profile: [github.com/msdsm](https://github.com/msdsm)
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5db62a9f81f64bf86b12e43c10625a690b059c3d7f28f53b56a6012b4971e1fd
3
- size 62115
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f4e6d5ada2790d8fa73763f57c6a9ddd0ddacf429f69b36c07d6e4ef4e130848
3
+ size 61699
pr-scope-clusters.json CHANGED
@@ -1,8 +1,8 @@
1
  {
2
  "repo": "huggingface/transformers",
3
- "snapshot_id": "20260610T060026Z",
4
- "generated_at": "2026-06-10T06:00:55Z",
5
- "cluster_count": 69,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
@@ -19,7 +19,7 @@
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
- "average_similarity": 0.424,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
@@ -80,7 +80,7 @@
80
  {
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
- "similarity": 0.522,
84
  "content_similarity": 0.378,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
@@ -96,7 +96,7 @@
96
  {
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
- "similarity": 0.501,
100
  "content_similarity": 0.405,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
@@ -209,7 +209,7 @@
209
  "left_pr_number": 43663,
210
  "right_pr_number": 44189,
211
  "similarity": 0.449,
212
- "content_similarity": 0.393,
213
  "size_similarity": 0.16,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
@@ -256,8 +256,8 @@
256
  {
257
  "left_pr_number": 43636,
258
  "right_pr_number": 43651,
259
- "similarity": 0.441,
260
- "content_similarity": 0.285,
261
  "size_similarity": 0.611,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
@@ -288,7 +288,7 @@
288
  {
289
  "left_pr_number": 43651,
290
  "right_pr_number": 44123,
291
- "similarity": 0.428,
292
  "content_similarity": 0.328,
293
  "size_similarity": 0.327,
294
  "breadth_similarity": 1.0,
@@ -304,8 +304,8 @@
304
  {
305
  "left_pr_number": 43636,
306
  "right_pr_number": 44660,
307
- "similarity": 0.427,
308
- "content_similarity": 0.279,
309
  "size_similarity": 0.545,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
@@ -320,7 +320,7 @@
320
  {
321
  "left_pr_number": 43651,
322
  "right_pr_number": 44660,
323
- "similarity": 0.424,
324
  "content_similarity": 0.321,
325
  "size_similarity": 0.333,
326
  "breadth_similarity": 1.0,
@@ -337,7 +337,7 @@
337
  "left_pr_number": 43663,
338
  "right_pr_number": 44257,
339
  "similarity": 0.424,
340
- "content_similarity": 0.339,
341
  "size_similarity": 0.24,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
@@ -352,7 +352,7 @@
352
  {
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
- "similarity": 0.415,
356
  "content_similarity": 0.272,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
@@ -415,10 +415,10 @@
415
  },
416
  {
417
  "left_pr_number": 43636,
418
- "right_pr_number": 44189,
419
- "similarity": 0.399,
420
- "content_similarity": 0.278,
421
- "size_similarity": 0.364,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
424
  "shared_filenames": [
@@ -431,10 +431,10 @@
431
  },
432
  {
433
  "left_pr_number": 43636,
434
- "right_pr_number": 44257,
435
  "similarity": 0.399,
436
- "content_similarity": 0.24,
437
- "size_similarity": 0.545,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
440
  "shared_filenames": [
@@ -624,7 +624,7 @@
624
  {
625
  "left_pr_number": 43636,
626
  "right_pr_number": 45055,
627
- "similarity": 0.36,
628
  "content_similarity": 0.242,
629
  "size_similarity": 0.273,
630
  "breadth_similarity": 1.0,
@@ -656,7 +656,7 @@
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
- "similarity": 0.354,
660
  "content_similarity": 0.275,
661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
@@ -704,7 +704,7 @@
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
- "similarity": 0.333,
708
  "content_similarity": 0.238,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
@@ -798,7 +798,7 @@
798
  {
799
  "left_pr_number": 45627,
800
  "right_pr_number": 46161,
801
- "similarity": 0.671,
802
  "content_similarity": 0.586,
803
  "size_similarity": 0.747,
804
  "breadth_similarity": 1.0,
@@ -838,7 +838,7 @@
838
  {
839
  "left_pr_number": 42668,
840
  "right_pr_number": 46161,
841
- "similarity": 0.57,
842
  "content_similarity": 0.663,
843
  "size_similarity": 0.253,
844
  "breadth_similarity": 0.216,
@@ -1060,7 +1060,7 @@
1060
  46520
1061
  ],
1062
  "representative_pr_number": 46293,
1063
- "average_similarity": 0.398,
1064
  "summary": "6 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`, `tests/kernels/test_kernels.py`, `src/transformers/modeling_utils.py`; representative PR #46293.",
1065
  "shared_filenames": [
1066
  "src/transformers/integrations/hub_kernels.py",
@@ -1114,7 +1114,7 @@
1114
  "left_pr_number": 41458,
1115
  "right_pr_number": 46293,
1116
  "similarity": 0.496,
1117
- "content_similarity": 0.514,
1118
  "size_similarity": 0.536,
1119
  "breadth_similarity": 0.225,
1120
  "concentration_similarity": 0.667,
@@ -1146,38 +1146,23 @@
1146
  ]
1147
  },
1148
  {
1149
- "left_pr_number": 46268,
1150
- "right_pr_number": 46520,
1151
- "similarity": 0.445,
1152
- "content_similarity": 0.351,
1153
- "size_similarity": 0.581,
1154
- "breadth_similarity": 0.833,
1155
- "concentration_similarity": 0.563,
1156
- "shared_filenames": [
1157
- "src/transformers/integrations/hub_kernels.py",
1158
- "src/transformers/modeling_utils.py"
1159
- ],
1160
- "shared_directories": [
1161
- "src/transformers/integrations",
1162
- "src/transformers",
1163
- "src"
1164
- ]
1165
- },
1166
- {
1167
- "left_pr_number": 46423,
1168
  "right_pr_number": 46520,
1169
- "similarity": 0.431,
1170
  "content_similarity": 0.26,
1171
- "size_similarity": 0.839,
1172
- "breadth_similarity": 0.8,
1173
- "concentration_similarity": 0.875,
1174
  "shared_filenames": [
1175
- "src/transformers/integrations/hub_kernels.py"
 
1176
  ],
1177
  "shared_directories": [
1178
  "src/transformers/integrations",
1179
  "src/transformers",
1180
- "src"
 
 
1181
  ]
1182
  },
1183
  {
@@ -1198,23 +1183,21 @@
1198
  ]
1199
  },
1200
  {
1201
- "left_pr_number": 46478,
1202
  "right_pr_number": 46520,
1203
- "similarity": 0.386,
1204
- "content_similarity": 0.279,
1205
- "size_similarity": 0.356,
1206
- "breadth_similarity": 1.0,
1207
- "concentration_similarity": 0.739,
1208
  "shared_filenames": [
1209
  "src/transformers/integrations/hub_kernels.py",
1210
- "tests/kernels/test_kernels.py"
1211
  ],
1212
  "shared_directories": [
1213
  "src/transformers/integrations",
1214
  "src/transformers",
1215
- "tests/kernels",
1216
- "src",
1217
- "tests"
1218
  ]
1219
  },
1220
  {
@@ -1235,13 +1218,13 @@
1235
  ]
1236
  },
1237
  {
1238
- "left_pr_number": 46293,
1239
  "right_pr_number": 46520,
1240
- "similarity": 0.355,
1241
- "content_similarity": 0.234,
1242
- "size_similarity": 0.903,
1243
- "breadth_similarity": 0.333,
1244
- "concentration_similarity": 0.452,
1245
  "shared_filenames": [
1246
  "src/transformers/integrations/hub_kernels.py"
1247
  ],
@@ -1272,7 +1255,7 @@
1272
  "left_pr_number": 46423,
1273
  "right_pr_number": 46478,
1274
  "similarity": 0.338,
1275
- "content_similarity": 0.242,
1276
  "size_similarity": 0.299,
1277
  "breadth_similarity": 0.8,
1278
  "concentration_similarity": 0.864,
@@ -1302,14 +1285,31 @@
1302
  "src"
1303
  ]
1304
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1305
  {
1306
  "left_pr_number": 41458,
1307
  "right_pr_number": 46520,
1308
- "similarity": 0.313,
1309
- "content_similarity": 0.191,
1310
- "size_similarity": 0.484,
1311
  "breadth_similarity": 0.675,
1312
- "concentration_similarity": 0.785,
1313
  "shared_filenames": [
1314
  "src/transformers/integrations/hub_kernels.py"
1315
  ],
@@ -1455,7 +1455,7 @@
1455
  {
1456
  "left_pr_number": 45296,
1457
  "right_pr_number": 45668,
1458
- "similarity": 0.652,
1459
  "content_similarity": 0.626,
1460
  "size_similarity": 0.445,
1461
  "breadth_similarity": 1.0,
@@ -1478,7 +1478,7 @@
1478
  "left_pr_number": 44070,
1479
  "right_pr_number": 45668,
1480
  "similarity": 0.633,
1481
- "content_similarity": 0.624,
1482
  "size_similarity": 0.312,
1483
  "breadth_similarity": 1.0,
1484
  "concentration_similarity": 0.976,
@@ -1665,7 +1665,7 @@
1665
  {
1666
  "left_pr_number": 44974,
1667
  "right_pr_number": 45421,
1668
- "similarity": 0.424,
1669
  "content_similarity": 0.307,
1670
  "size_similarity": 0.735,
1671
  "breadth_similarity": 0.667,
@@ -1824,7 +1824,7 @@
1824
  45985
1825
  ],
1826
  "representative_pr_number": 45985,
1827
- "average_similarity": 0.503,
1828
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1829
  "shared_filenames": [
1830
  "src/transformers/generation/utils.py"
@@ -1838,8 +1838,8 @@
1838
  {
1839
  "left_pr_number": 34667,
1840
  "right_pr_number": 45985,
1841
- "similarity": 0.6,
1842
- "content_similarity": 0.486,
1843
  "size_similarity": 0.733,
1844
  "breadth_similarity": 1.0,
1845
  "concentration_similarity": 1.0,
@@ -1855,8 +1855,8 @@
1855
  {
1856
  "left_pr_number": 39683,
1857
  "right_pr_number": 45985,
1858
- "similarity": 0.593,
1859
- "content_similarity": 0.493,
1860
  "size_similarity": 0.652,
1861
  "breadth_similarity": 1.0,
1862
  "concentration_similarity": 1.0,
@@ -1872,8 +1872,8 @@
1872
  {
1873
  "left_pr_number": 34667,
1874
  "right_pr_number": 39683,
1875
- "similarity": 0.522,
1876
- "content_similarity": 0.429,
1877
  "size_similarity": 0.478,
1878
  "breadth_similarity": 1.0,
1879
  "concentration_similarity": 1.0,
@@ -1889,8 +1889,8 @@
1889
  {
1890
  "left_pr_number": 44872,
1891
  "right_pr_number": 45985,
1892
- "similarity": 0.458,
1893
- "content_similarity": 0.397,
1894
  "size_similarity": 0.2,
1895
  "breadth_similarity": 1.0,
1896
  "concentration_similarity": 1.0,
@@ -1906,8 +1906,8 @@
1906
  {
1907
  "left_pr_number": 34667,
1908
  "right_pr_number": 44872,
1909
- "similarity": 0.433,
1910
- "content_similarity": 0.345,
1911
  "size_similarity": 0.273,
1912
  "breadth_similarity": 1.0,
1913
  "concentration_similarity": 1.0,
@@ -1923,8 +1923,8 @@
1923
  {
1924
  "left_pr_number": 39683,
1925
  "right_pr_number": 44872,
1926
- "similarity": 0.415,
1927
- "content_similarity": 0.351,
1928
  "size_similarity": 0.13,
1929
  "breadth_similarity": 1.0,
1930
  "concentration_similarity": 1.0,
@@ -1948,7 +1948,7 @@
1948
  45883
1949
  ],
1950
  "representative_pr_number": 45438,
1951
- "average_similarity": 0.499,
1952
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
1953
  "shared_filenames": [
1954
  "src/transformers/models/gemma4/modeling_gemma4.py",
@@ -1972,7 +1972,7 @@
1972
  "left_pr_number": 45294,
1973
  "right_pr_number": 45438,
1974
  "similarity": 0.755,
1975
- "content_similarity": 0.775,
1976
  "size_similarity": 0.42,
1977
  "breadth_similarity": 1.0,
1978
  "concentration_similarity": 0.989,
@@ -1999,8 +1999,8 @@
1999
  {
2000
  "left_pr_number": 45294,
2001
  "right_pr_number": 45883,
2002
- "similarity": 0.554,
2003
- "content_similarity": 0.48,
2004
  "size_similarity": 0.933,
2005
  "breadth_similarity": 0.325,
2006
  "concentration_similarity": 0.908,
@@ -2018,8 +2018,8 @@
2018
  {
2019
  "left_pr_number": 45438,
2020
  "right_pr_number": 45883,
2021
- "similarity": 0.548,
2022
- "content_similarity": 0.587,
2023
  "size_similarity": 0.392,
2024
  "breadth_similarity": 0.325,
2025
  "concentration_similarity": 0.92,
@@ -2037,8 +2037,8 @@
2037
  {
2038
  "left_pr_number": 45202,
2039
  "right_pr_number": 45883,
2040
- "similarity": 0.431,
2041
- "content_similarity": 0.396,
2042
  "size_similarity": 0.027,
2043
  "breadth_similarity": 1.0,
2044
  "concentration_similarity": 1.0,
@@ -2056,8 +2056,8 @@
2056
  {
2057
  "left_pr_number": 45202,
2058
  "right_pr_number": 45438,
2059
- "similarity": 0.394,
2060
- "content_similarity": 0.449,
2061
  "size_similarity": 0.01,
2062
  "breadth_similarity": 0.325,
2063
  "concentration_similarity": 0.92,
@@ -2075,8 +2075,8 @@
2075
  {
2076
  "left_pr_number": 45202,
2077
  "right_pr_number": 45294,
2078
- "similarity": 0.311,
2079
- "content_similarity": 0.328,
2080
  "size_similarity": 0.025,
2081
  "breadth_similarity": 0.325,
2082
  "concentration_similarity": 0.908,
@@ -2750,7 +2750,7 @@
2750
  45077
2751
  ],
2752
  "representative_pr_number": 45077,
2753
- "average_similarity": 0.516,
2754
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #45077.",
2755
  "shared_filenames": [
2756
  ".github/workflows/build-docker-images.yml",
@@ -2759,8 +2759,8 @@
2759
  ".github/workflows/release-conda.yml",
2760
  ".github/workflows/build-ci-docker-images.yml",
2761
  ".github/workflows/benchmark.yml",
2762
- ".github/workflows/check_failed_tests.yml",
2763
- ".github/workflows/check_tiny_models.yml"
2764
  ],
2765
  "shared_directories": [
2766
  ".github/workflows",
@@ -2771,7 +2771,7 @@
2771
  "left_pr_number": 42975,
2772
  "right_pr_number": 45077,
2773
  "similarity": 0.67,
2774
- "content_similarity": 0.611,
2775
  "size_similarity": 0.731,
2776
  "breadth_similarity": 0.833,
2777
  "concentration_similarity": 1.0,
@@ -2795,8 +2795,8 @@
2795
  {
2796
  "left_pr_number": 42976,
2797
  "right_pr_number": 45077,
2798
- "similarity": 0.479,
2799
- "content_similarity": 0.503,
2800
  "size_similarity": 0.074,
2801
  "breadth_similarity": 0.659,
2802
  "concentration_similarity": 1.0,
@@ -2815,8 +2815,8 @@
2815
  {
2816
  "left_pr_number": 42975,
2817
  "right_pr_number": 42976,
2818
- "similarity": 0.399,
2819
- "content_similarity": 0.39,
2820
  "size_similarity": 0.101,
2821
  "breadth_similarity": 0.606,
2822
  "concentration_similarity": 1.0,
@@ -2836,6 +2836,102 @@
2836
  }
2837
  ]
2838
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2839
  {
2840
  "cluster_id": "pr-scope-46124-3",
2841
  "pr_numbers": [
@@ -2844,7 +2940,7 @@
2844
  46483
2845
  ],
2846
  "representative_pr_number": 46436,
2847
- "average_similarity": 0.496,
2848
  "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46436.",
2849
  "shared_filenames": [
2850
  "tests/generation/test_utils.py",
@@ -2861,8 +2957,8 @@
2861
  {
2862
  "left_pr_number": 46436,
2863
  "right_pr_number": 46483,
2864
- "similarity": 0.6,
2865
- "content_similarity": 0.473,
2866
  "size_similarity": 0.853,
2867
  "breadth_similarity": 1.0,
2868
  "concentration_similarity": 0.819,
@@ -2881,8 +2977,8 @@
2881
  {
2882
  "left_pr_number": 46124,
2883
  "right_pr_number": 46436,
2884
- "similarity": 0.454,
2885
- "content_similarity": 0.233,
2886
  "size_similarity": 0.966,
2887
  "breadth_similarity": 1.0,
2888
  "concentration_similarity": 0.922,
@@ -2900,8 +2996,8 @@
2900
  {
2901
  "left_pr_number": 46124,
2902
  "right_pr_number": 46483,
2903
- "similarity": 0.433,
2904
- "content_similarity": 0.235,
2905
  "size_similarity": 0.824,
2906
  "breadth_similarity": 1.0,
2907
  "concentration_similarity": 0.897,
@@ -2957,7 +3053,7 @@
2957
  {
2958
  "left_pr_number": 43656,
2959
  "right_pr_number": 44682,
2960
- "similarity": 0.447,
2961
  "content_similarity": 0.5,
2962
  "size_similarity": 0.048,
2963
  "breadth_similarity": 0.5,
@@ -3017,8 +3113,8 @@
3017
  {
3018
  "left_pr_number": 45293,
3019
  "right_pr_number": 46091,
3020
- "similarity": 0.518,
3021
- "content_similarity": 0.547,
3022
  "size_similarity": 0.16,
3023
  "breadth_similarity": 0.667,
3024
  "concentration_similarity": 0.89,
@@ -3039,7 +3135,7 @@
3039
  {
3040
  "left_pr_number": 45293,
3041
  "right_pr_number": 45317,
3042
- "similarity": 0.5,
3043
  "content_similarity": 0.343,
3044
  "size_similarity": 0.741,
3045
  "breadth_similarity": 1.0,
@@ -3058,8 +3154,8 @@
3058
  {
3059
  "left_pr_number": 45317,
3060
  "right_pr_number": 46091,
3061
- "similarity": 0.368,
3062
- "content_similarity": 0.322,
3063
  "size_similarity": 0.216,
3064
  "breadth_similarity": 0.667,
3065
  "concentration_similarity": 0.862,
@@ -3084,7 +3180,7 @@
3084
  45655
3085
  ],
3086
  "representative_pr_number": 45649,
3087
- "average_similarity": 0.448,
3088
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
3089
  "shared_filenames": [
3090
  "src/transformers/modeling_utils.py"
@@ -3097,8 +3193,8 @@
3097
  {
3098
  "left_pr_number": 45548,
3099
  "right_pr_number": 45649,
3100
- "similarity": 0.503,
3101
- "content_similarity": 0.508,
3102
  "size_similarity": 0.149,
3103
  "breadth_similarity": 0.75,
3104
  "concentration_similarity": 1.0,
@@ -3113,8 +3209,8 @@
3113
  {
3114
  "left_pr_number": 45649,
3115
  "right_pr_number": 45655,
3116
- "similarity": 0.497,
3117
- "content_similarity": 0.329,
3118
  "size_similarity": 0.778,
3119
  "breadth_similarity": 1.0,
3120
  "concentration_similarity": 1.0,
@@ -3213,7 +3309,7 @@
3213
  "left_pr_number": 45709,
3214
  "right_pr_number": 46211,
3215
  "similarity": 0.195,
3216
- "content_similarity": 0.048,
3217
  "size_similarity": 0.753,
3218
  "breadth_similarity": 0.2,
3219
  "concentration_similarity": 0.571,
@@ -3261,7 +3357,7 @@
3261
  {
3262
  "left_pr_number": 44907,
3263
  "right_pr_number": 45783,
3264
- "similarity": 0.486,
3265
  "content_similarity": 0.493,
3266
  "size_similarity": 0.075,
3267
  "breadth_similarity": 0.809,
@@ -3427,7 +3523,7 @@
3427
  "left_pr_number": 44114,
3428
  "right_pr_number": 46196,
3429
  "similarity": 0.45,
3430
- "content_similarity": 0.284,
3431
  "size_similarity": 0.911,
3432
  "breadth_similarity": 0.715,
3433
  "concentration_similarity": 0.848,
@@ -3494,7 +3590,7 @@
3494
  "left_pr_number": 42655,
3495
  "right_pr_number": 46446,
3496
  "similarity": 0.417,
3497
- "content_similarity": 0.358,
3498
  "size_similarity": 0.297,
3499
  "breadth_similarity": 0.792,
3500
  "concentration_similarity": 0.857,
@@ -3573,7 +3669,7 @@
3573
  "left_pr_number": 33686,
3574
  "right_pr_number": 44550,
3575
  "similarity": 0.385,
3576
- "content_similarity": 0.122,
3577
  "size_similarity": 1.0,
3578
  "breadth_similarity": 1.0,
3579
  "concentration_similarity": 1.0,
@@ -3588,7 +3684,7 @@
3588
  {
3589
  "left_pr_number": 44407,
3590
  "right_pr_number": 44550,
3591
- "similarity": 0.357,
3592
  "content_similarity": 0.09,
3593
  "size_similarity": 0.957,
3594
  "breadth_similarity": 1.0,
@@ -3604,7 +3700,7 @@
3604
  "left_pr_number": 33686,
3605
  "right_pr_number": 44407,
3606
  "similarity": 0.348,
3607
- "content_similarity": 0.078,
3608
  "size_similarity": 0.957,
3609
  "breadth_similarity": 1.0,
3610
  "concentration_similarity": 1.0,
@@ -4080,7 +4176,7 @@
4080
  45607
4081
  ],
4082
  "representative_pr_number": 45606,
4083
- "average_similarity": 0.762,
4084
  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
4085
  "shared_filenames": [
4086
  "tests/models/gemma4/test_modeling_gemma4.py"
@@ -4094,8 +4190,8 @@
4094
  {
4095
  "left_pr_number": 45606,
4096
  "right_pr_number": 45607,
4097
- "similarity": 0.762,
4098
- "content_similarity": 0.807,
4099
  "size_similarity": 0.778,
4100
  "breadth_similarity": 0.417,
4101
  "concentration_similarity": 0.778,
@@ -4332,7 +4428,7 @@
4332
  46530
4333
  ],
4334
  "representative_pr_number": 43085,
4335
- "average_similarity": 0.651,
4336
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/stopping_criteria.py`, `tests/generation/test_stopping_criteria.py`; representative PR #43085.",
4337
  "shared_filenames": [
4338
  "src/transformers/generation/stopping_criteria.py",
@@ -4349,8 +4445,8 @@
4349
  {
4350
  "left_pr_number": 43085,
4351
  "right_pr_number": 46530,
4352
- "similarity": 0.651,
4353
- "content_similarity": 0.663,
4354
  "size_similarity": 0.451,
4355
  "breadth_similarity": 0.7,
4356
  "concentration_similarity": 0.987,
@@ -4828,55 +4924,6 @@
4828
  }
4829
  ]
4830
  },
4831
- {
4832
- "cluster_id": "pr-scope-43532-2",
4833
- "pr_numbers": [
4834
- 43532,
4835
- 43649
4836
- ],
4837
- "representative_pr_number": 43532,
4838
- "average_similarity": 0.5,
4839
- "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`, `.github/workflows/self-comment-ci.yml`; representative PR #43532.",
4840
- "shared_filenames": [
4841
- "utils/notification_service.py",
4842
- ".github/workflows/self-scheduled.yml",
4843
- ".github/workflows/self-comment-ci.yml",
4844
- "tests/models/vit/test_modeling_vit.py"
4845
- ],
4846
- "shared_directories": [
4847
- "tests/models/vit",
4848
- ".github/workflows",
4849
- "tests/models",
4850
- ".github",
4851
- "utils",
4852
- "tests"
4853
- ],
4854
- "pairwise": [
4855
- {
4856
- "left_pr_number": 43532,
4857
- "right_pr_number": 43649,
4858
- "similarity": 0.5,
4859
- "content_similarity": 0.44,
4860
- "size_similarity": 0.395,
4861
- "breadth_similarity": 0.875,
4862
- "concentration_similarity": 0.893,
4863
- "shared_filenames": [
4864
- ".github/workflows/self-comment-ci.yml",
4865
- ".github/workflows/self-scheduled.yml",
4866
- "tests/models/vit/test_modeling_vit.py",
4867
- "utils/notification_service.py"
4868
- ],
4869
- "shared_directories": [
4870
- "tests/models/vit",
4871
- ".github/workflows",
4872
- "tests/models",
4873
- ".github",
4874
- "tests",
4875
- "utils"
4876
- ]
4877
- }
4878
- ]
4879
- },
4880
  {
4881
  "cluster_id": "pr-scope-45110-2",
4882
  "pr_numbers": [
@@ -4910,7 +4957,7 @@
4910
  "left_pr_number": 45110,
4911
  "right_pr_number": 46128,
4912
  "similarity": 0.5,
4913
- "content_similarity": 0.438,
4914
  "size_similarity": 0.443,
4915
  "breadth_similarity": 0.84,
4916
  "concentration_similarity": 0.86,
@@ -4938,6 +4985,55 @@
4938
  }
4939
  ]
4940
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4941
  {
4942
  "cluster_id": "pr-scope-45540-2",
4943
  "pr_numbers": [
@@ -4987,43 +5083,6 @@
4987
  }
4988
  ]
4989
  },
4990
- {
4991
- "cluster_id": "pr-scope-45037-2",
4992
- "pr_numbers": [
4993
- 45037,
4994
- 46507
4995
- ],
4996
- "representative_pr_number": 45037,
4997
- "average_similarity": 0.482,
4998
- "summary": "2 open PRs share weighted file overlap around `docs/source/en/attention_interface.md`; representative PR #45037.",
4999
- "shared_filenames": [
5000
- "docs/source/en/attention_interface.md"
5001
- ],
5002
- "shared_directories": [
5003
- "docs/source/en",
5004
- "docs/source",
5005
- "docs"
5006
- ],
5007
- "pairwise": [
5008
- {
5009
- "left_pr_number": 45037,
5010
- "right_pr_number": 46507,
5011
- "similarity": 0.482,
5012
- "content_similarity": 0.465,
5013
- "size_similarity": 0.039,
5014
- "breadth_similarity": 1.0,
5015
- "concentration_similarity": 1.0,
5016
- "shared_filenames": [
5017
- "docs/source/en/attention_interface.md"
5018
- ],
5019
- "shared_directories": [
5020
- "docs/source/en",
5021
- "docs/source",
5022
- "docs"
5023
- ]
5024
- }
5025
- ]
5026
- },
5027
  {
5028
  "cluster_id": "pr-scope-45300-2",
5029
  "pr_numbers": [
@@ -5061,6 +5120,43 @@
5061
  }
5062
  ]
5063
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5064
  {
5065
  "cluster_id": "pr-scope-40755-2",
5066
  "pr_numbers": [
@@ -5195,7 +5291,7 @@
5195
  45666
5196
  ],
5197
  "representative_pr_number": 44680,
5198
- "average_similarity": 0.44,
5199
  "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
5200
  "shared_filenames": [
5201
  "tests/kernels/test_kernels.py",
@@ -5212,8 +5308,8 @@
5212
  {
5213
  "left_pr_number": 44680,
5214
  "right_pr_number": 45666,
5215
- "similarity": 0.44,
5216
- "content_similarity": 0.515,
5217
  "size_similarity": 0.042,
5218
  "breadth_similarity": 0.417,
5219
  "concentration_similarity": 0.632,
@@ -5290,45 +5386,6 @@
5290
  }
5291
  ]
5292
  },
5293
- {
5294
- "cluster_id": "pr-scope-43911-2",
5295
- "pr_numbers": [
5296
- 43911,
5297
- 46524
5298
- ],
5299
- "representative_pr_number": 43911,
5300
- "average_similarity": 0.428,
5301
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #43911.",
5302
- "shared_filenames": [
5303
- "src/transformers/models/auto/tokenization_auto.py"
5304
- ],
5305
- "shared_directories": [
5306
- "src/transformers/models/auto",
5307
- "src/transformers/models",
5308
- "src/transformers",
5309
- "src"
5310
- ],
5311
- "pairwise": [
5312
- {
5313
- "left_pr_number": 43911,
5314
- "right_pr_number": 46524,
5315
- "similarity": 0.428,
5316
- "content_similarity": 0.183,
5317
- "size_similarity": 1.0,
5318
- "breadth_similarity": 1.0,
5319
- "concentration_similarity": 1.0,
5320
- "shared_filenames": [
5321
- "src/transformers/models/auto/tokenization_auto.py"
5322
- ],
5323
- "shared_directories": [
5324
- "src/transformers/models/auto",
5325
- "src/transformers/models",
5326
- "src/transformers",
5327
- "src"
5328
- ]
5329
- }
5330
- ]
5331
- },
5332
  {
5333
  "cluster_id": "pr-scope-42112-2",
5334
  "pr_numbers": [
@@ -5336,7 +5393,7 @@
5336
  45413
5337
  ],
5338
  "representative_pr_number": 42112,
5339
- "average_similarity": 0.421,
5340
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
5341
  "shared_filenames": [
5342
  "src/transformers/generation/logits_process.py",
@@ -5353,8 +5410,8 @@
5353
  {
5354
  "left_pr_number": 42112,
5355
  "right_pr_number": 45413,
5356
- "similarity": 0.421,
5357
- "content_similarity": 0.462,
5358
  "size_similarity": 0.017,
5359
  "breadth_similarity": 0.458,
5360
  "concentration_similarity": 0.981,
@@ -5497,6 +5554,37 @@
5497
  }
5498
  ]
5499
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5500
  {
5501
  "cluster_id": "pr-scope-46501-2",
5502
  "pr_numbers": [
@@ -5504,7 +5592,7 @@
5504
  46503
5505
  ],
5506
  "representative_pr_number": 46501,
5507
- "average_similarity": 0.37,
5508
  "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
5509
  "shared_filenames": [],
5510
  "shared_directories": [
@@ -5515,8 +5603,8 @@
5515
  {
5516
  "left_pr_number": 46501,
5517
  "right_pr_number": 46503,
5518
- "similarity": 0.37,
5519
- "content_similarity": 0.1,
5520
  "size_similarity": 1.0,
5521
  "breadth_similarity": 1.0,
5522
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260610T120053Z",
4
+ "generated_at": "2026-06-10T12:01:53Z",
5
+ "cluster_count": 70,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
19
  45273
20
  ],
21
  "representative_pr_number": 45067,
22
+ "average_similarity": 0.425,
23
  "summary": "10 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
24
  "shared_filenames": [
25
  "src/transformers/trainer.py"
 
80
  {
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
+ "similarity": 0.523,
84
  "content_similarity": 0.378,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
 
96
  {
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
+ "similarity": 0.502,
100
  "content_similarity": 0.405,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
 
209
  "left_pr_number": 43663,
210
  "right_pr_number": 44189,
211
  "similarity": 0.449,
212
+ "content_similarity": 0.394,
213
  "size_similarity": 0.16,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
 
256
  {
257
  "left_pr_number": 43636,
258
  "right_pr_number": 43651,
259
+ "similarity": 0.442,
260
+ "content_similarity": 0.286,
261
  "size_similarity": 0.611,
262
  "breadth_similarity": 1.0,
263
  "concentration_similarity": 1.0,
 
288
  {
289
  "left_pr_number": 43651,
290
  "right_pr_number": 44123,
291
+ "similarity": 0.429,
292
  "content_similarity": 0.328,
293
  "size_similarity": 0.327,
294
  "breadth_similarity": 1.0,
 
304
  {
305
  "left_pr_number": 43636,
306
  "right_pr_number": 44660,
307
+ "similarity": 0.428,
308
+ "content_similarity": 0.28,
309
  "size_similarity": 0.545,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
 
320
  {
321
  "left_pr_number": 43651,
322
  "right_pr_number": 44660,
323
+ "similarity": 0.425,
324
  "content_similarity": 0.321,
325
  "size_similarity": 0.333,
326
  "breadth_similarity": 1.0,
 
337
  "left_pr_number": 43663,
338
  "right_pr_number": 44257,
339
  "similarity": 0.424,
340
+ "content_similarity": 0.34,
341
  "size_similarity": 0.24,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
 
352
  {
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
+ "similarity": 0.416,
356
  "content_similarity": 0.272,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
 
415
  },
416
  {
417
  "left_pr_number": 43636,
418
+ "right_pr_number": 44257,
419
+ "similarity": 0.4,
420
+ "content_similarity": 0.24,
421
+ "size_similarity": 0.545,
422
  "breadth_similarity": 1.0,
423
  "concentration_similarity": 1.0,
424
  "shared_filenames": [
 
431
  },
432
  {
433
  "left_pr_number": 43636,
434
+ "right_pr_number": 44189,
435
  "similarity": 0.399,
436
+ "content_similarity": 0.278,
437
+ "size_similarity": 0.364,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
440
  "shared_filenames": [
 
624
  {
625
  "left_pr_number": 43636,
626
  "right_pr_number": 45055,
627
+ "similarity": 0.361,
628
  "content_similarity": 0.242,
629
  "size_similarity": 0.273,
630
  "breadth_similarity": 1.0,
 
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
+ "similarity": 0.355,
660
  "content_similarity": 0.275,
661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
 
704
  {
705
  "left_pr_number": 43651,
706
  "right_pr_number": 45273,
707
+ "similarity": 0.334,
708
  "content_similarity": 0.238,
709
  "size_similarity": 0.111,
710
  "breadth_similarity": 1.0,
 
798
  {
799
  "left_pr_number": 45627,
800
  "right_pr_number": 46161,
801
+ "similarity": 0.672,
802
  "content_similarity": 0.586,
803
  "size_similarity": 0.747,
804
  "breadth_similarity": 1.0,
 
838
  {
839
  "left_pr_number": 42668,
840
  "right_pr_number": 46161,
841
+ "similarity": 0.571,
842
  "content_similarity": 0.663,
843
  "size_similarity": 0.253,
844
  "breadth_similarity": 0.216,
 
1060
  46520
1061
  ],
1062
  "representative_pr_number": 46293,
1063
+ "average_similarity": 0.391,
1064
  "summary": "6 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`, `tests/kernels/test_kernels.py`, `src/transformers/modeling_utils.py`; representative PR #46293.",
1065
  "shared_filenames": [
1066
  "src/transformers/integrations/hub_kernels.py",
 
1114
  "left_pr_number": 41458,
1115
  "right_pr_number": 46293,
1116
  "similarity": 0.496,
1117
+ "content_similarity": 0.515,
1118
  "size_similarity": 0.536,
1119
  "breadth_similarity": 0.225,
1120
  "concentration_similarity": 0.667,
 
1146
  ]
1147
  },
1148
  {
1149
+ "left_pr_number": 46478,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1150
  "right_pr_number": 46520,
1151
+ "similarity": 0.453,
1152
  "content_similarity": 0.26,
1153
+ "size_similarity": 0.879,
1154
+ "breadth_similarity": 1.0,
1155
+ "concentration_similarity": 0.782,
1156
  "shared_filenames": [
1157
+ "src/transformers/integrations/hub_kernels.py",
1158
+ "tests/kernels/test_kernels.py"
1159
  ],
1160
  "shared_directories": [
1161
  "src/transformers/integrations",
1162
  "src/transformers",
1163
+ "tests/kernels",
1164
+ "src",
1165
+ "tests"
1166
  ]
1167
  },
1168
  {
 
1183
  ]
1184
  },
1185
  {
1186
+ "left_pr_number": 46268,
1187
  "right_pr_number": 46520,
1188
+ "similarity": 0.393,
1189
+ "content_similarity": 0.36,
1190
+ "size_similarity": 0.182,
1191
+ "breadth_similarity": 0.833,
1192
+ "concentration_similarity": 0.606,
1193
  "shared_filenames": [
1194
  "src/transformers/integrations/hub_kernels.py",
1195
+ "src/transformers/modeling_utils.py"
1196
  ],
1197
  "shared_directories": [
1198
  "src/transformers/integrations",
1199
  "src/transformers",
1200
+ "src"
 
 
1201
  ]
1202
  },
1203
  {
 
1218
  ]
1219
  },
1220
  {
1221
+ "left_pr_number": 46423,
1222
  "right_pr_number": 46520,
1223
+ "similarity": 0.363,
1224
+ "content_similarity": 0.282,
1225
+ "size_similarity": 0.263,
1226
+ "breadth_similarity": 0.8,
1227
+ "concentration_similarity": 0.918,
1228
  "shared_filenames": [
1229
  "src/transformers/integrations/hub_kernels.py"
1230
  ],
 
1255
  "left_pr_number": 46423,
1256
  "right_pr_number": 46478,
1257
  "similarity": 0.338,
1258
+ "content_similarity": 0.243,
1259
  "size_similarity": 0.299,
1260
  "breadth_similarity": 0.8,
1261
  "concentration_similarity": 0.864,
 
1285
  "src"
1286
  ]
1287
  },
1288
+ {
1289
+ "left_pr_number": 46293,
1290
+ "right_pr_number": 46520,
1291
+ "similarity": 0.307,
1292
+ "content_similarity": 0.295,
1293
+ "size_similarity": 0.283,
1294
+ "breadth_similarity": 0.333,
1295
+ "concentration_similarity": 0.495,
1296
+ "shared_filenames": [
1297
+ "src/transformers/integrations/hub_kernels.py"
1298
+ ],
1299
+ "shared_directories": [
1300
+ "src/transformers/integrations",
1301
+ "src/transformers",
1302
+ "src"
1303
+ ]
1304
+ },
1305
  {
1306
  "left_pr_number": 41458,
1307
  "right_pr_number": 46520,
1308
+ "similarity": 0.301,
1309
+ "content_similarity": 0.241,
1310
+ "size_similarity": 0.152,
1311
  "breadth_similarity": 0.675,
1312
+ "concentration_similarity": 0.828,
1313
  "shared_filenames": [
1314
  "src/transformers/integrations/hub_kernels.py"
1315
  ],
 
1455
  {
1456
  "left_pr_number": 45296,
1457
  "right_pr_number": 45668,
1458
+ "similarity": 0.653,
1459
  "content_similarity": 0.626,
1460
  "size_similarity": 0.445,
1461
  "breadth_similarity": 1.0,
 
1478
  "left_pr_number": 44070,
1479
  "right_pr_number": 45668,
1480
  "similarity": 0.633,
1481
+ "content_similarity": 0.625,
1482
  "size_similarity": 0.312,
1483
  "breadth_similarity": 1.0,
1484
  "concentration_similarity": 0.976,
 
1665
  {
1666
  "left_pr_number": 44974,
1667
  "right_pr_number": 45421,
1668
+ "similarity": 0.425,
1669
  "content_similarity": 0.307,
1670
  "size_similarity": 0.735,
1671
  "breadth_similarity": 0.667,
 
1824
  45985
1825
  ],
1826
  "representative_pr_number": 45985,
1827
+ "average_similarity": 0.502,
1828
  "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1829
  "shared_filenames": [
1830
  "src/transformers/generation/utils.py"
 
1838
  {
1839
  "left_pr_number": 34667,
1840
  "right_pr_number": 45985,
1841
+ "similarity": 0.598,
1842
+ "content_similarity": 0.483,
1843
  "size_similarity": 0.733,
1844
  "breadth_similarity": 1.0,
1845
  "concentration_similarity": 1.0,
 
1855
  {
1856
  "left_pr_number": 39683,
1857
  "right_pr_number": 45985,
1858
+ "similarity": 0.591,
1859
+ "content_similarity": 0.491,
1860
  "size_similarity": 0.652,
1861
  "breadth_similarity": 1.0,
1862
  "concentration_similarity": 1.0,
 
1872
  {
1873
  "left_pr_number": 34667,
1874
  "right_pr_number": 39683,
1875
+ "similarity": 0.521,
1876
+ "content_similarity": 0.427,
1877
  "size_similarity": 0.478,
1878
  "breadth_similarity": 1.0,
1879
  "concentration_similarity": 1.0,
 
1889
  {
1890
  "left_pr_number": 44872,
1891
  "right_pr_number": 45985,
1892
+ "similarity": 0.456,
1893
+ "content_similarity": 0.395,
1894
  "size_similarity": 0.2,
1895
  "breadth_similarity": 1.0,
1896
  "concentration_similarity": 1.0,
 
1906
  {
1907
  "left_pr_number": 34667,
1908
  "right_pr_number": 44872,
1909
+ "similarity": 0.431,
1910
+ "content_similarity": 0.343,
1911
  "size_similarity": 0.273,
1912
  "breadth_similarity": 1.0,
1913
  "concentration_similarity": 1.0,
 
1923
  {
1924
  "left_pr_number": 39683,
1925
  "right_pr_number": 44872,
1926
+ "similarity": 0.414,
1927
+ "content_similarity": 0.349,
1928
  "size_similarity": 0.13,
1929
  "breadth_similarity": 1.0,
1930
  "concentration_similarity": 1.0,
 
1948
  45883
1949
  ],
1950
  "representative_pr_number": 45438,
1951
+ "average_similarity": 0.5,
1952
  "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
1953
  "shared_filenames": [
1954
  "src/transformers/models/gemma4/modeling_gemma4.py",
 
1972
  "left_pr_number": 45294,
1973
  "right_pr_number": 45438,
1974
  "similarity": 0.755,
1975
+ "content_similarity": 0.776,
1976
  "size_similarity": 0.42,
1977
  "breadth_similarity": 1.0,
1978
  "concentration_similarity": 0.989,
 
1999
  {
2000
  "left_pr_number": 45294,
2001
  "right_pr_number": 45883,
2002
+ "similarity": 0.555,
2003
+ "content_similarity": 0.482,
2004
  "size_similarity": 0.933,
2005
  "breadth_similarity": 0.325,
2006
  "concentration_similarity": 0.908,
 
2018
  {
2019
  "left_pr_number": 45438,
2020
  "right_pr_number": 45883,
2021
+ "similarity": 0.549,
2022
+ "content_similarity": 0.588,
2023
  "size_similarity": 0.392,
2024
  "breadth_similarity": 0.325,
2025
  "concentration_similarity": 0.92,
 
2037
  {
2038
  "left_pr_number": 45202,
2039
  "right_pr_number": 45883,
2040
+ "similarity": 0.432,
2041
+ "content_similarity": 0.398,
2042
  "size_similarity": 0.027,
2043
  "breadth_similarity": 1.0,
2044
  "concentration_similarity": 1.0,
 
2056
  {
2057
  "left_pr_number": 45202,
2058
  "right_pr_number": 45438,
2059
+ "similarity": 0.395,
2060
+ "content_similarity": 0.45,
2061
  "size_similarity": 0.01,
2062
  "breadth_similarity": 0.325,
2063
  "concentration_similarity": 0.92,
 
2075
  {
2076
  "left_pr_number": 45202,
2077
  "right_pr_number": 45294,
2078
+ "similarity": 0.312,
2079
+ "content_similarity": 0.329,
2080
  "size_similarity": 0.025,
2081
  "breadth_similarity": 0.325,
2082
  "concentration_similarity": 0.908,
 
2750
  45077
2751
  ],
2752
  "representative_pr_number": 45077,
2753
+ "average_similarity": 0.515,
2754
  "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #45077.",
2755
  "shared_filenames": [
2756
  ".github/workflows/build-docker-images.yml",
 
2759
  ".github/workflows/release-conda.yml",
2760
  ".github/workflows/build-ci-docker-images.yml",
2761
  ".github/workflows/benchmark.yml",
2762
+ ".github/workflows/check_tiny_models.yml",
2763
+ ".github/workflows/new_model_pr_merged_notification.yml"
2764
  ],
2765
  "shared_directories": [
2766
  ".github/workflows",
 
2771
  "left_pr_number": 42975,
2772
  "right_pr_number": 45077,
2773
  "similarity": 0.67,
2774
+ "content_similarity": 0.61,
2775
  "size_similarity": 0.731,
2776
  "breadth_similarity": 0.833,
2777
  "concentration_similarity": 1.0,
 
2795
  {
2796
  "left_pr_number": 42976,
2797
  "right_pr_number": 45077,
2798
+ "similarity": 0.478,
2799
+ "content_similarity": 0.502,
2800
  "size_similarity": 0.074,
2801
  "breadth_similarity": 0.659,
2802
  "concentration_similarity": 1.0,
 
2815
  {
2816
  "left_pr_number": 42975,
2817
  "right_pr_number": 42976,
2818
+ "similarity": 0.397,
2819
+ "content_similarity": 0.387,
2820
  "size_similarity": 0.101,
2821
  "breadth_similarity": 0.606,
2822
  "concentration_similarity": 1.0,
 
2836
  }
2837
  ]
2838
  },
2839
+ {
2840
+ "cluster_id": "pr-scope-46490-3",
2841
+ "pr_numbers": [
2842
+ 46490,
2843
+ 46532,
2844
+ 46533
2845
+ ],
2846
+ "representative_pr_number": 46532,
2847
+ "average_similarity": 0.507,
2848
+ "summary": "3 open PRs share weighted file overlap around `benchmark_v2/benchmark_scripts/continuous_batching_overall.py`, `src/transformers/generation/configuration_utils.py`, `src/transformers/generation/continuous_batching/initialization.py`; representative PR #46532.",
2849
+ "shared_filenames": [
2850
+ "benchmark_v2/benchmark_scripts/continuous_batching_overall.py",
2851
+ "src/transformers/generation/configuration_utils.py",
2852
+ "src/transformers/generation/continuous_batching/initialization.py",
2853
+ "tests/generation/test_continuous_batching.py"
2854
+ ],
2855
+ "shared_directories": [
2856
+ "src/transformers/generation/continuous_batching",
2857
+ "src/transformers/generation",
2858
+ "benchmark_v2/benchmark_scripts",
2859
+ "src/transformers",
2860
+ "benchmark_v2",
2861
+ "src",
2862
+ "tests/generation",
2863
+ "tests"
2864
+ ],
2865
+ "pairwise": [
2866
+ {
2867
+ "left_pr_number": 46490,
2868
+ "right_pr_number": 46532,
2869
+ "similarity": 0.71,
2870
+ "content_similarity": 0.803,
2871
+ "size_similarity": 0.488,
2872
+ "breadth_similarity": 0.436,
2873
+ "concentration_similarity": 0.622,
2874
+ "shared_filenames": [
2875
+ "benchmark_v2/benchmark_scripts/continuous_batching_overall.py",
2876
+ "src/transformers/generation/configuration_utils.py"
2877
+ ],
2878
+ "shared_directories": [
2879
+ "src/transformers/generation/continuous_batching",
2880
+ "src/transformers/generation",
2881
+ "benchmark_v2/benchmark_scripts",
2882
+ "src/transformers",
2883
+ "benchmark_v2",
2884
+ "src"
2885
+ ]
2886
+ },
2887
+ {
2888
+ "left_pr_number": 46532,
2889
+ "right_pr_number": 46533,
2890
+ "similarity": 0.454,
2891
+ "content_similarity": 0.425,
2892
+ "size_similarity": 0.274,
2893
+ "breadth_similarity": 0.727,
2894
+ "concentration_similarity": 0.854,
2895
+ "shared_filenames": [
2896
+ "benchmark_v2/benchmark_scripts/continuous_batching_overall.py",
2897
+ "src/transformers/generation/configuration_utils.py",
2898
+ "src/transformers/generation/continuous_batching/initialization.py",
2899
+ "tests/generation/test_continuous_batching.py"
2900
+ ],
2901
+ "shared_directories": [
2902
+ "src/transformers/generation/continuous_batching",
2903
+ "src/transformers/generation",
2904
+ "benchmark_v2/benchmark_scripts",
2905
+ "src/transformers",
2906
+ "tests/generation",
2907
+ "benchmark_v2",
2908
+ "src",
2909
+ "tests"
2910
+ ]
2911
+ },
2912
+ {
2913
+ "left_pr_number": 46490,
2914
+ "right_pr_number": 46533,
2915
+ "similarity": 0.358,
2916
+ "content_similarity": 0.271,
2917
+ "size_similarity": 0.562,
2918
+ "breadth_similarity": 0.6,
2919
+ "concentration_similarity": 0.476,
2920
+ "shared_filenames": [
2921
+ "benchmark_v2/benchmark_scripts/continuous_batching_overall.py",
2922
+ "src/transformers/generation/configuration_utils.py"
2923
+ ],
2924
+ "shared_directories": [
2925
+ "src/transformers/generation/continuous_batching",
2926
+ "src/transformers/generation",
2927
+ "benchmark_v2/benchmark_scripts",
2928
+ "src/transformers",
2929
+ "benchmark_v2",
2930
+ "src"
2931
+ ]
2932
+ }
2933
+ ]
2934
+ },
2935
  {
2936
  "cluster_id": "pr-scope-46124-3",
2937
  "pr_numbers": [
 
2940
  46483
2941
  ],
2942
  "representative_pr_number": 46436,
2943
+ "average_similarity": 0.494,
2944
  "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46436.",
2945
  "shared_filenames": [
2946
  "tests/generation/test_utils.py",
 
2957
  {
2958
  "left_pr_number": 46436,
2959
  "right_pr_number": 46483,
2960
+ "similarity": 0.598,
2961
+ "content_similarity": 0.47,
2962
  "size_similarity": 0.853,
2963
  "breadth_similarity": 1.0,
2964
  "concentration_similarity": 0.819,
 
2977
  {
2978
  "left_pr_number": 46124,
2979
  "right_pr_number": 46436,
2980
+ "similarity": 0.452,
2981
+ "content_similarity": 0.231,
2982
  "size_similarity": 0.966,
2983
  "breadth_similarity": 1.0,
2984
  "concentration_similarity": 0.922,
 
2996
  {
2997
  "left_pr_number": 46124,
2998
  "right_pr_number": 46483,
2999
+ "similarity": 0.431,
3000
+ "content_similarity": 0.232,
3001
  "size_similarity": 0.824,
3002
  "breadth_similarity": 1.0,
3003
  "concentration_similarity": 0.897,
 
3053
  {
3054
  "left_pr_number": 43656,
3055
  "right_pr_number": 44682,
3056
+ "similarity": 0.448,
3057
  "content_similarity": 0.5,
3058
  "size_similarity": 0.048,
3059
  "breadth_similarity": 0.5,
 
3113
  {
3114
  "left_pr_number": 45293,
3115
  "right_pr_number": 46091,
3116
+ "similarity": 0.519,
3117
+ "content_similarity": 0.548,
3118
  "size_similarity": 0.16,
3119
  "breadth_similarity": 0.667,
3120
  "concentration_similarity": 0.89,
 
3135
  {
3136
  "left_pr_number": 45293,
3137
  "right_pr_number": 45317,
3138
+ "similarity": 0.499,
3139
  "content_similarity": 0.343,
3140
  "size_similarity": 0.741,
3141
  "breadth_similarity": 1.0,
 
3154
  {
3155
  "left_pr_number": 45317,
3156
  "right_pr_number": 46091,
3157
+ "similarity": 0.367,
3158
+ "content_similarity": 0.321,
3159
  "size_similarity": 0.216,
3160
  "breadth_similarity": 0.667,
3161
  "concentration_similarity": 0.862,
 
3180
  45655
3181
  ],
3182
  "representative_pr_number": 45649,
3183
+ "average_similarity": 0.45,
3184
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
3185
  "shared_filenames": [
3186
  "src/transformers/modeling_utils.py"
 
3193
  {
3194
  "left_pr_number": 45548,
3195
  "right_pr_number": 45649,
3196
+ "similarity": 0.507,
3197
+ "content_similarity": 0.514,
3198
  "size_similarity": 0.149,
3199
  "breadth_similarity": 0.75,
3200
  "concentration_similarity": 1.0,
 
3209
  {
3210
  "left_pr_number": 45649,
3211
  "right_pr_number": 45655,
3212
+ "similarity": 0.5,
3213
+ "content_similarity": 0.333,
3214
  "size_similarity": 0.778,
3215
  "breadth_similarity": 1.0,
3216
  "concentration_similarity": 1.0,
 
3309
  "left_pr_number": 45709,
3310
  "right_pr_number": 46211,
3311
  "similarity": 0.195,
3312
+ "content_similarity": 0.049,
3313
  "size_similarity": 0.753,
3314
  "breadth_similarity": 0.2,
3315
  "concentration_similarity": 0.571,
 
3357
  {
3358
  "left_pr_number": 44907,
3359
  "right_pr_number": 45783,
3360
+ "similarity": 0.487,
3361
  "content_similarity": 0.493,
3362
  "size_similarity": 0.075,
3363
  "breadth_similarity": 0.809,
 
3523
  "left_pr_number": 44114,
3524
  "right_pr_number": 46196,
3525
  "similarity": 0.45,
3526
+ "content_similarity": 0.285,
3527
  "size_similarity": 0.911,
3528
  "breadth_similarity": 0.715,
3529
  "concentration_similarity": 0.848,
 
3590
  "left_pr_number": 42655,
3591
  "right_pr_number": 46446,
3592
  "similarity": 0.417,
3593
+ "content_similarity": 0.357,
3594
  "size_similarity": 0.297,
3595
  "breadth_similarity": 0.792,
3596
  "concentration_similarity": 0.857,
 
3669
  "left_pr_number": 33686,
3670
  "right_pr_number": 44550,
3671
  "similarity": 0.385,
3672
+ "content_similarity": 0.121,
3673
  "size_similarity": 1.0,
3674
  "breadth_similarity": 1.0,
3675
  "concentration_similarity": 1.0,
 
3684
  {
3685
  "left_pr_number": 44407,
3686
  "right_pr_number": 44550,
3687
+ "similarity": 0.356,
3688
  "content_similarity": 0.09,
3689
  "size_similarity": 0.957,
3690
  "breadth_similarity": 1.0,
 
3700
  "left_pr_number": 33686,
3701
  "right_pr_number": 44407,
3702
  "similarity": 0.348,
3703
+ "content_similarity": 0.077,
3704
  "size_similarity": 0.957,
3705
  "breadth_similarity": 1.0,
3706
  "concentration_similarity": 1.0,
 
4176
  45607
4177
  ],
4178
  "representative_pr_number": 45606,
4179
+ "average_similarity": 0.763,
4180
  "summary": "2 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`; representative PR #45606.",
4181
  "shared_filenames": [
4182
  "tests/models/gemma4/test_modeling_gemma4.py"
 
4190
  {
4191
  "left_pr_number": 45606,
4192
  "right_pr_number": 45607,
4193
+ "similarity": 0.763,
4194
+ "content_similarity": 0.808,
4195
  "size_similarity": 0.778,
4196
  "breadth_similarity": 0.417,
4197
  "concentration_similarity": 0.778,
 
4428
  46530
4429
  ],
4430
  "representative_pr_number": 43085,
4431
+ "average_similarity": 0.65,
4432
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/stopping_criteria.py`, `tests/generation/test_stopping_criteria.py`; representative PR #43085.",
4433
  "shared_filenames": [
4434
  "src/transformers/generation/stopping_criteria.py",
 
4445
  {
4446
  "left_pr_number": 43085,
4447
  "right_pr_number": 46530,
4448
+ "similarity": 0.65,
4449
+ "content_similarity": 0.661,
4450
  "size_similarity": 0.451,
4451
  "breadth_similarity": 0.7,
4452
  "concentration_similarity": 0.987,
 
4924
  }
4925
  ]
4926
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4927
  {
4928
  "cluster_id": "pr-scope-45110-2",
4929
  "pr_numbers": [
 
4957
  "left_pr_number": 45110,
4958
  "right_pr_number": 46128,
4959
  "similarity": 0.5,
4960
+ "content_similarity": 0.439,
4961
  "size_similarity": 0.443,
4962
  "breadth_similarity": 0.84,
4963
  "concentration_similarity": 0.86,
 
4985
  }
4986
  ]
4987
  },
4988
+ {
4989
+ "cluster_id": "pr-scope-43532-2",
4990
+ "pr_numbers": [
4991
+ 43532,
4992
+ 43649
4993
+ ],
4994
+ "representative_pr_number": 43532,
4995
+ "average_similarity": 0.499,
4996
+ "summary": "2 open PRs share weighted file overlap around `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`, `.github/workflows/self-comment-ci.yml`; representative PR #43532.",
4997
+ "shared_filenames": [
4998
+ "utils/notification_service.py",
4999
+ ".github/workflows/self-scheduled.yml",
5000
+ ".github/workflows/self-comment-ci.yml",
5001
+ "tests/models/vit/test_modeling_vit.py"
5002
+ ],
5003
+ "shared_directories": [
5004
+ "tests/models/vit",
5005
+ ".github/workflows",
5006
+ "tests/models",
5007
+ ".github",
5008
+ "utils",
5009
+ "tests"
5010
+ ],
5011
+ "pairwise": [
5012
+ {
5013
+ "left_pr_number": 43532,
5014
+ "right_pr_number": 43649,
5015
+ "similarity": 0.499,
5016
+ "content_similarity": 0.439,
5017
+ "size_similarity": 0.395,
5018
+ "breadth_similarity": 0.875,
5019
+ "concentration_similarity": 0.893,
5020
+ "shared_filenames": [
5021
+ ".github/workflows/self-comment-ci.yml",
5022
+ ".github/workflows/self-scheduled.yml",
5023
+ "tests/models/vit/test_modeling_vit.py",
5024
+ "utils/notification_service.py"
5025
+ ],
5026
+ "shared_directories": [
5027
+ "tests/models/vit",
5028
+ ".github/workflows",
5029
+ "tests/models",
5030
+ ".github",
5031
+ "tests",
5032
+ "utils"
5033
+ ]
5034
+ }
5035
+ ]
5036
+ },
5037
  {
5038
  "cluster_id": "pr-scope-45540-2",
5039
  "pr_numbers": [
 
5083
  }
5084
  ]
5085
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5086
  {
5087
  "cluster_id": "pr-scope-45300-2",
5088
  "pr_numbers": [
 
5120
  }
5121
  ]
5122
  },
5123
+ {
5124
+ "cluster_id": "pr-scope-45037-2",
5125
+ "pr_numbers": [
5126
+ 45037,
5127
+ 46507
5128
+ ],
5129
+ "representative_pr_number": 45037,
5130
+ "average_similarity": 0.481,
5131
+ "summary": "2 open PRs share weighted file overlap around `docs/source/en/attention_interface.md`; representative PR #45037.",
5132
+ "shared_filenames": [
5133
+ "docs/source/en/attention_interface.md"
5134
+ ],
5135
+ "shared_directories": [
5136
+ "docs/source/en",
5137
+ "docs/source",
5138
+ "docs"
5139
+ ],
5140
+ "pairwise": [
5141
+ {
5142
+ "left_pr_number": 45037,
5143
+ "right_pr_number": 46507,
5144
+ "similarity": 0.481,
5145
+ "content_similarity": 0.465,
5146
+ "size_similarity": 0.039,
5147
+ "breadth_similarity": 1.0,
5148
+ "concentration_similarity": 1.0,
5149
+ "shared_filenames": [
5150
+ "docs/source/en/attention_interface.md"
5151
+ ],
5152
+ "shared_directories": [
5153
+ "docs/source/en",
5154
+ "docs/source",
5155
+ "docs"
5156
+ ]
5157
+ }
5158
+ ]
5159
+ },
5160
  {
5161
  "cluster_id": "pr-scope-40755-2",
5162
  "pr_numbers": [
 
5291
  45666
5292
  ],
5293
  "representative_pr_number": 44680,
5294
+ "average_similarity": 0.441,
5295
  "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
5296
  "shared_filenames": [
5297
  "tests/kernels/test_kernels.py",
 
5308
  {
5309
  "left_pr_number": 44680,
5310
  "right_pr_number": 45666,
5311
+ "similarity": 0.441,
5312
+ "content_similarity": 0.516,
5313
  "size_similarity": 0.042,
5314
  "breadth_similarity": 0.417,
5315
  "concentration_similarity": 0.632,
 
5386
  }
5387
  ]
5388
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5389
  {
5390
  "cluster_id": "pr-scope-42112-2",
5391
  "pr_numbers": [
 
5393
  45413
5394
  ],
5395
  "representative_pr_number": 42112,
5396
+ "average_similarity": 0.42,
5397
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
5398
  "shared_filenames": [
5399
  "src/transformers/generation/logits_process.py",
 
5410
  {
5411
  "left_pr_number": 42112,
5412
  "right_pr_number": 45413,
5413
+ "similarity": 0.42,
5414
+ "content_similarity": 0.46,
5415
  "size_similarity": 0.017,
5416
  "breadth_similarity": 0.458,
5417
  "concentration_similarity": 0.981,
 
5554
  }
5555
  ]
5556
  },
5557
+ {
5558
+ "cluster_id": "pr-scope-46504-2",
5559
+ "pr_numbers": [
5560
+ 46504,
5561
+ 46534
5562
+ ],
5563
+ "representative_pr_number": 46504,
5564
+ "average_similarity": 0.374,
5565
+ "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46504.",
5566
+ "shared_filenames": [],
5567
+ "shared_directories": [
5568
+ ".github/workflows",
5569
+ ".github"
5570
+ ],
5571
+ "pairwise": [
5572
+ {
5573
+ "left_pr_number": 46504,
5574
+ "right_pr_number": 46534,
5575
+ "similarity": 0.374,
5576
+ "content_similarity": 0.105,
5577
+ "size_similarity": 1.0,
5578
+ "breadth_similarity": 1.0,
5579
+ "concentration_similarity": 1.0,
5580
+ "shared_filenames": [],
5581
+ "shared_directories": [
5582
+ ".github/workflows",
5583
+ ".github"
5584
+ ]
5585
+ }
5586
+ ]
5587
+ },
5588
  {
5589
  "cluster_id": "pr-scope-46501-2",
5590
  "pr_numbers": [
 
5592
  46503
5593
  ],
5594
  "representative_pr_number": 46501,
5595
+ "average_similarity": 0.369,
5596
  "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
5597
  "shared_filenames": [],
5598
  "shared_directories": [
 
5603
  {
5604
  "left_pr_number": 46501,
5605
  "right_pr_number": 46503,
5606
+ "similarity": 0.369,
5607
+ "content_similarity": 0.098,
5608
  "size_similarity": 1.0,
5609
  "breadth_similarity": 1.0,
5610
  "concentration_similarity": 1.0,
pr_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5a76c219c05ae2eb1d373a8d85aa066188ee76dc4d001c15687f0edf5cd3d5fd
3
- size 1925255
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6ee0c518dfe5d7db55ee2f8e8c8e648e875462ce80f9b9bb100e54fed187ab08
3
+ size 1928228
pr_diffs.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:3c538c18df76deef2a46cd3234cfc3612ed1e54bfce42a2d92670d5fc78f61d7
3
- size 62732219
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:38c0601f2fc1d83f059b624d2927d0d97742cca08e785000559b61e3ade67a04
3
+ size 62775158
pr_files.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:39fd1f87657af9653a7af5c30bb0ec7796f423c77fdaa22f151afb328e8a4ea6
3
- size 52370442
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ea59f50824d9f846369286b4cc6cf2b8ab91ec55c46679a7366099ea6a3dd601
3
+ size 52394422
pull_requests.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:46a56ea9a6fc78385aed13b55fa28a621ff6fa4bd8a668e28b679515af2b6af6
3
- size 2303213
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:64871e122d7dfd64a34b3eeb22c16485b49d265f9b0da2715ddade2ec9a7406d
3
+ size 2307911
review_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:cd9b8bfb3422e373e232461b95f95ae6e09b9e0723792fd82ccf9f0af58f06e1
3
- size 2844225
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ada2054ef1cebd66bf6996664baa7a95b2f4d131c611ed19630f29311b1d5f14
3
+ size 2847258
reviews.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:c81907f949266df60736e116c0ac4b1c123a97d93be85ed03fcd119837f825c4
3
- size 901365
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:29eb8c5c30e3b02acf9c9ad41183ce0c729f6b6465eebe5dc5e4bb2a5622872d
3
+ size 902245
snapshots/20260610T120053Z/manifest.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260610T120053Z/pr-scope-clusters.json",
4
+ "new_contributors_json": "new-contributors-report.json",
5
+ "new_contributors_markdown": "new-contributors-report.md",
6
+ "new_contributors_parquet": "new_contributors.parquet",
7
+ "pr_scope_clusters_json": "pr-scope-clusters.json"
8
+ },
9
+ "counts": {
10
+ "comments": 13254,
11
+ "issues": 842,
12
+ "links": 4669,
13
+ "new_contributors": 343,
14
+ "pr_diffs": 2724,
15
+ "pr_files": 36442,
16
+ "pull_requests": 2724,
17
+ "review_comments": 16482,
18
+ "reviews": 9770,
19
+ "timeline_events": 54003
20
+ },
21
+ "crawl_started_at": "2026-06-10T12:00:53Z",
22
+ "delta_counts": {
23
+ "comments": 34,
24
+ "issue_stubs": 23,
25
+ "issues": 6,
26
+ "links": 15,
27
+ "pr_diffs": 17,
28
+ "pr_files": 189,
29
+ "pull_requests": 17,
30
+ "review_comments": 98,
31
+ "reviews": 53,
32
+ "timeline_events": 452
33
+ },
34
+ "extracted_at": "2026-06-10T12:00:53Z",
35
+ "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260610T120053Z",
37
+ "watermark": {
38
+ "effective_since": "2026-06-10T06:00:26Z",
39
+ "next_since": "2026-06-10T12:00:53Z"
40
+ }
41
+ }
snapshots/20260610T120053Z/pr-scope-clusters.json ADDED
The diff for this file is too large to render. See raw diff
 
snapshots/latest.json CHANGED
@@ -1,8 +1,8 @@
1
  {
2
- "archived_manifest_path": "snapshots/20260610T060026Z/manifest.json",
3
- "latest_snapshot_id": "20260610T060026Z",
4
  "manifest_path": "manifest.json",
5
- "next_since": "2026-06-10T06:00:26Z",
6
  "repo": "huggingface/transformers",
7
- "snapshot_dir": "snapshots/20260610T060026Z"
8
  }
 
1
  {
2
+ "archived_manifest_path": "snapshots/20260610T120053Z/manifest.json",
3
+ "latest_snapshot_id": "20260610T120053Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-06-10T12:00:53Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260610T120053Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-06-10T00:00:24Z",
3
- "last_successful_snapshot_id": "20260610T060026Z",
4
- "next_since": "2026-06-10T06:00:26Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-06-10T06:00:26Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-06-10T06:00:26Z",
3
+ "last_successful_snapshot_id": "20260610T120053Z",
4
+ "next_since": "2026-06-10T12:00:53Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-06-10T12:00:53Z"
7
  }