evalstate HF Staff commited on
Commit
66428dd
·
verified ·
1 Parent(s): 2d747a2

Refresh transformers dataset snapshot 20260429T180023Z

Browse files
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
75
  - eval set creation
76
 
77
  Notes:
78
- - latest snapshot: `20260429T120025Z`
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: `20260429T180023Z`
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 sha256:5430ff80dec02275d2b0ca86589272cf3792bdd42fdb87af96add78debfc8eb9
3
- size 2034947
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:70326704d1178c8b4638509a1af861ce19842b6c01a3386e9e606fbddaccfafd
3
+ size 2041129
events.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:be0196865b00fcb81dda3810107f960d337a91e1984ae0c3b1ba8b2e17993173
3
- size 654237
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1d9d7550fa136e51436e8bc97938421d4f9e6cae3a66fad78b2be61fb1e6021b
3
+ size 655944
issue_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d35d2f54661f4dab951400be00d24112d64ab677df2893cdab78d6dfc720e61d
3
- size 662575
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:21747674c6337c785e7e04d0d2f56a13f491ef87bccf17f79c8a076bd203b967
3
+ size 663469
issues.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:eff7b16aed339eba8acc9f41975187139e5d3e6b3857746e2f9e1de518fdd128
3
- size 890226
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8f75ce569572876de417053206e4ce39ae10ea94bec9b06f2f7bf2a6980ea2b9
3
+ size 892005
links.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:1784d691dcb70bf3b78dcab6e34e368733934b8802fd37195f6307305bb29d00
3
- size 36205
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ffef774e0437704a472373dc9f0a1e35cb80509f56aed6a337019f546644971f
3
+ size 36342
manifest.json CHANGED
@@ -1,41 +1,41 @@
1
  {
2
  "artifacts": {
3
- "archived_pr_scope_clusters_json": "snapshots/20260429T120025Z/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": 9430,
11
- "issues": 659,
12
- "links": 2819,
13
- "new_contributors": 357,
14
- "pr_diffs": 2037,
15
- "pr_files": 29166,
16
- "pull_requests": 2037,
17
- "review_comments": 13099,
18
- "reviews": 7515,
19
- "timeline_events": 41009
20
  },
21
- "crawl_started_at": "2026-04-29T12:00:25Z",
22
  "delta_counts": {
23
- "comments": 51,
24
- "issue_stubs": 38,
25
- "issues": 9,
26
- "links": 62,
27
- "pr_diffs": 29,
28
- "pr_files": 606,
29
- "pull_requests": 29,
30
- "review_comments": 630,
31
- "reviews": 188,
32
- "timeline_events": 864
33
  },
34
- "extracted_at": "2026-04-29T12:00:25Z",
35
  "repo": "huggingface/transformers",
36
- "snapshot_id": "20260429T120025Z",
37
  "watermark": {
38
- "effective_since": "2026-04-29T06:00:16Z",
39
- "next_since": "2026-04-29T12:00:25Z"
40
  }
41
  }
 
1
  {
2
  "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260429T180023Z/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": 9465,
11
+ "issues": 660,
12
+ "links": 2829,
13
+ "new_contributors": 353,
14
+ "pr_diffs": 2039,
15
+ "pr_files": 29379,
16
+ "pull_requests": 2039,
17
+ "review_comments": 13148,
18
+ "reviews": 7551,
19
+ "timeline_events": 41099
20
  },
21
+ "crawl_started_at": "2026-04-29T18:00:23Z",
22
  "delta_counts": {
23
+ "comments": 35,
24
+ "issue_stubs": 24,
25
+ "issues": 2,
26
+ "links": 36,
27
+ "pr_diffs": 22,
28
+ "pr_files": 455,
29
+ "pull_requests": 22,
30
+ "review_comments": 660,
31
+ "reviews": 255,
32
+ "timeline_events": 798
33
  },
34
+ "extracted_at": "2026-04-29T18:00:23Z",
35
  "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260429T180023Z",
37
  "watermark": {
38
+ "effective_since": "2026-04-29T12:00:25Z",
39
+ "next_since": "2026-04-29T18:00:23Z"
40
  }
41
  }
new-contributors-report.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
- "snapshot_id": "20260429T120025Z",
5
- "generated_at": "2026-04-29T12:02:09Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
- "selected_contributors": 357,
10
- "first_seen_in_snapshot": 3,
11
- "known_via_prior_merged_pr": 147,
12
- "previous_primary_author_count": 1023,
13
- "selected_seen_in_previous_primary": 354,
14
- "previous_report_contributor_count": 355,
15
- "selected_overlap_previous_report": 354,
16
- "selected_overlap_previous_report_rate": 0.9916,
17
- "reused_previous_report_entries": 351,
18
- "reused_known_merged_contributors": 146,
19
- "live_fetches": 6,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
- "enrichment_elapsed_seconds": 11.023,
23
- "enrichment_avg_seconds_per_author": 0.031,
24
  "enrichment_failures": 3
25
  },
26
  "contributors": [
@@ -222,14 +222,14 @@
222
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
223
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
224
  "repo_first_seen_at": "2025-03-31T13:54:54Z",
225
- "repo_last_seen_at": "2026-04-29T10:46:21Z",
226
  "repo_primary_artifact_count": 75,
227
- "repo_artifact_count": 493,
228
  "snapshot_issue_count": 0,
229
  "snapshot_pr_count": 75,
230
- "snapshot_comment_count": 102,
231
- "snapshot_review_count": 181,
232
- "snapshot_review_comment_count": 135,
233
  "repo_association": "MEMBER",
234
  "new_to_repo": false,
235
  "first_seen_in_snapshot": false,
@@ -299,14 +299,14 @@
299
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
300
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
301
  "repo_first_seen_at": "2024-09-26T09:23:39Z",
302
- "repo_last_seen_at": "2026-04-29T11:55:26Z",
303
- "repo_primary_artifact_count": 70,
304
- "repo_artifact_count": 2924,
305
- "snapshot_issue_count": 0,
306
- "snapshot_pr_count": 70,
307
- "snapshot_comment_count": 480,
308
- "snapshot_review_count": 683,
309
- "snapshot_review_comment_count": 1691,
310
  "repo_association": "MEMBER",
311
  "new_to_repo": false,
312
  "first_seen_in_snapshot": false,
@@ -337,6 +337,16 @@
337
  },
338
  "examples": {
339
  "pull_requests": [
 
 
 
 
 
 
 
 
 
 
340
  {
341
  "kind": "pull_request",
342
  "number": 45655,
@@ -356,16 +366,6 @@
356
  "merged": false,
357
  "draft": false,
358
  "created_at": "2026-04-24T12:26:43Z"
359
- },
360
- {
361
- "kind": "pull_request",
362
- "number": 45608,
363
- "title": "Python code in model docs",
364
- "url": "https://github.com/huggingface/transformers/pull/45608",
365
- "state": "closed",
366
- "merged": true,
367
- "draft": false,
368
- "created_at": "2026-04-23T15:17:28Z"
369
  }
370
  ],
371
  "issues": []
@@ -379,14 +379,14 @@
379
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu",
380
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu",
381
  "repo_first_seen_at": "2025-06-20T09:58:55Z",
382
- "repo_last_seen_at": "2026-04-29T03:10:16Z",
383
  "repo_primary_artifact_count": 69,
384
- "repo_artifact_count": 222,
385
  "snapshot_issue_count": 4,
386
  "snapshot_pr_count": 65,
387
  "snapshot_comment_count": 58,
388
- "snapshot_review_count": 48,
389
- "snapshot_review_comment_count": 47,
390
  "repo_association": "CONTRIBUTOR",
391
  "new_to_repo": false,
392
  "first_seen_in_snapshot": 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": "2026-04-29T11:51:39Z",
491
  "repo_primary_artifact_count": 52,
492
- "repo_artifact_count": 1763,
493
  "snapshot_issue_count": 2,
494
  "snapshot_pr_count": 50,
495
  "snapshot_comment_count": 150,
496
- "snapshot_review_count": 517,
497
- "snapshot_review_comment_count": 1044,
498
  "repo_association": "MEMBER",
499
  "new_to_repo": false,
500
  "first_seen_in_snapshot": false,
@@ -585,14 +585,14 @@
585
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc",
586
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc",
587
  "repo_first_seen_at": "2024-09-02T13:41:47Z",
588
- "repo_last_seen_at": "2026-04-28T17:06:04Z",
589
  "repo_primary_artifact_count": 45,
590
- "repo_artifact_count": 907,
591
  "snapshot_issue_count": 2,
592
  "snapshot_pr_count": 43,
593
- "snapshot_comment_count": 171,
594
- "snapshot_review_count": 280,
595
- "snapshot_review_comment_count": 411,
596
  "repo_association": "MEMBER",
597
  "new_to_repo": false,
598
  "first_seen_in_snapshot": false,
@@ -627,8 +627,8 @@
627
  "number": 45691,
628
  "title": "[serve] cb error ",
629
  "url": "https://github.com/huggingface/transformers/pull/45691",
630
- "state": "open",
631
- "merged": false,
632
  "draft": false,
633
  "created_at": "2026-04-28T17:05:52Z"
634
  },
@@ -685,14 +685,14 @@
685
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
686
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
687
  "repo_first_seen_at": "2025-01-06T17:52:26Z",
688
- "repo_last_seen_at": "2026-04-28T16:03:44Z",
689
  "repo_primary_artifact_count": 41,
690
- "repo_artifact_count": 371,
691
  "snapshot_issue_count": 1,
692
  "snapshot_pr_count": 40,
693
  "snapshot_comment_count": 25,
694
- "snapshot_review_count": 113,
695
- "snapshot_review_comment_count": 192,
696
  "repo_association": "MEMBER",
697
  "new_to_repo": false,
698
  "first_seen_in_snapshot": false,
@@ -775,14 +775,14 @@
775
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
776
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
777
  "repo_first_seen_at": "2025-08-26T12:13:50Z",
778
- "repo_last_seen_at": "2026-04-28T18:20:15Z",
779
  "repo_primary_artifact_count": 41,
780
- "repo_artifact_count": 4759,
781
  "snapshot_issue_count": 1,
782
  "snapshot_pr_count": 40,
783
- "snapshot_comment_count": 476,
784
- "snapshot_review_count": 805,
785
- "snapshot_review_comment_count": 3437,
786
  "repo_association": "MEMBER",
787
  "new_to_repo": false,
788
  "first_seen_in_snapshot": false,
@@ -1127,12 +1127,12 @@
1127
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan",
1128
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan",
1129
  "repo_first_seen_at": "2025-10-03T15:26:01Z",
1130
- "repo_last_seen_at": "2026-04-28T23:58:19Z",
1131
  "repo_primary_artifact_count": 26,
1132
- "repo_artifact_count": 594,
1133
  "snapshot_issue_count": 0,
1134
  "snapshot_pr_count": 26,
1135
- "snapshot_comment_count": 47,
1136
  "snapshot_review_count": 178,
1137
  "snapshot_review_comment_count": 343,
1138
  "repo_association": "MEMBER",
@@ -1391,14 +1391,14 @@
1391
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb",
1392
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb",
1393
  "repo_first_seen_at": "2025-01-20T12:27:19Z",
1394
- "repo_last_seen_at": "2026-04-29T11:04:26Z",
1395
  "repo_primary_artifact_count": 20,
1396
- "repo_artifact_count": 466,
1397
  "snapshot_issue_count": 0,
1398
  "snapshot_pr_count": 20,
1399
  "snapshot_comment_count": 34,
1400
- "snapshot_review_count": 137,
1401
- "snapshot_review_comment_count": 275,
1402
  "repo_association": "MEMBER",
1403
  "new_to_repo": false,
1404
  "first_seen_in_snapshot": false,
@@ -1658,14 +1658,14 @@
1658
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
1659
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
1660
  "repo_first_seen_at": "2025-07-04T08:41:29Z",
1661
- "repo_last_seen_at": "2026-04-29T07:42:12Z",
1662
  "repo_primary_artifact_count": 20,
1663
- "repo_artifact_count": 386,
1664
  "snapshot_issue_count": 3,
1665
  "snapshot_pr_count": 17,
1666
- "snapshot_comment_count": 49,
1667
- "snapshot_review_count": 170,
1668
- "snapshot_review_comment_count": 147,
1669
  "repo_association": "MEMBER",
1670
  "new_to_repo": false,
1671
  "first_seen_in_snapshot": false,
@@ -1699,7 +1699,7 @@
1699
  {
1700
  "kind": "pull_request",
1701
  "number": 45634,
1702
- "title": "DeepGEMM BF16, isolation, refactor",
1703
  "url": "https://github.com/huggingface/transformers/pull/45634",
1704
  "state": "open",
1705
  "merged": false,
@@ -2722,14 +2722,14 @@
2722
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca",
2723
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca",
2724
  "repo_first_seen_at": "2025-12-10T12:31:18Z",
2725
- "repo_last_seen_at": "2026-04-28T17:39:50Z",
2726
  "repo_primary_artifact_count": 10,
2727
- "repo_artifact_count": 77,
2728
  "snapshot_issue_count": 2,
2729
  "snapshot_pr_count": 8,
2730
- "snapshot_comment_count": 15,
2731
- "snapshot_review_count": 26,
2732
- "snapshot_review_comment_count": 26,
2733
  "repo_association": "CONTRIBUTOR",
2734
  "new_to_repo": false,
2735
  "first_seen_in_snapshot": false,
@@ -8545,6 +8545,73 @@
8545
  },
8546
  "fetch_error": null
8547
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8548
  {
8549
  "author_login": "onwp",
8550
  "name": "Serhat",
@@ -9465,8 +9532,8 @@
9465
  "number": 45695,
9466
  "title": "Support for a new Granite-Speech-Plus model",
9467
  "url": "https://github.com/huggingface/transformers/pull/45695",
9468
- "state": "open",
9469
- "merged": false,
9470
  "draft": false,
9471
  "created_at": "2026-04-29T07:40:46Z"
9472
  },
@@ -9793,83 +9860,6 @@
9793
  },
9794
  "fetch_error": null
9795
  },
9796
- {
9797
- "author_login": "sxu75374",
9798
- "name": "darrenxu",
9799
- "profile_url": "https://github.com/sxu75374",
9800
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asxu75374",
9801
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asxu75374",
9802
- "repo_first_seen_at": "2026-02-27T04:48:08Z",
9803
- "repo_last_seen_at": "2026-02-28T17:47:01Z",
9804
- "repo_primary_artifact_count": 5,
9805
- "repo_artifact_count": 7,
9806
- "snapshot_issue_count": 0,
9807
- "snapshot_pr_count": 5,
9808
- "snapshot_comment_count": 2,
9809
- "snapshot_review_count": 0,
9810
- "snapshot_review_comment_count": 0,
9811
- "repo_association": "NONE",
9812
- "new_to_repo": false,
9813
- "first_seen_in_snapshot": false,
9814
- "known_via_prior_merged_pr": false,
9815
- "report_reason": null,
9816
- "enrichment_source": "previous_report",
9817
- "live_refetch_skipped": true,
9818
- "account_age_days": 2026,
9819
- "young_account": false,
9820
- "follow_through_score": "weak",
9821
- "breadth_score": "high",
9822
- "automation_risk_signal": "medium",
9823
- "heuristic_note": "high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos",
9824
- "public_orgs": [],
9825
- "activity": {
9826
- "visible_authored_pr_count": 73,
9827
- "merged_pr_count": 2,
9828
- "closed_unmerged_pr_count": 64,
9829
- "open_pr_count": 7,
9830
- "merged_pr_rate": 0.0274,
9831
- "closed_unmerged_pr_rate": 0.8767,
9832
- "still_open_pr_rate": 0.0959,
9833
- "distinct_repos_with_authored_prs": 10,
9834
- "distinct_repos_with_open_prs": 6
9835
- },
9836
- "examples": {
9837
- "pull_requests": [
9838
- {
9839
- "kind": "pull_request",
9840
- "number": 44359,
9841
- "title": "fix(sdpa): add workaround for MPS sdpa_vector_2pass_mps correctness bug",
9842
- "url": "https://github.com/huggingface/transformers/pull/44359",
9843
- "state": "closed",
9844
- "merged": false,
9845
- "draft": false,
9846
- "created_at": "2026-02-28T17:47:01Z"
9847
- },
9848
- {
9849
- "kind": "pull_request",
9850
- "number": 44354,
9851
- "title": "fix: off-by-one in decode_spans causes ValueError when topk == len(scores)",
9852
- "url": "https://github.com/huggingface/transformers/pull/44354",
9853
- "state": "closed",
9854
- "merged": false,
9855
- "draft": false,
9856
- "created_at": "2026-02-28T08:46:39Z"
9857
- },
9858
- {
9859
- "kind": "pull_request",
9860
- "number": 44347,
9861
- "title": "fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type",
9862
- "url": "https://github.com/huggingface/transformers/pull/44347",
9863
- "state": "closed",
9864
- "merged": false,
9865
- "draft": false,
9866
- "created_at": "2026-02-27T22:48:49Z"
9867
- }
9868
- ],
9869
- "issues": []
9870
- },
9871
- "fetch_error": null
9872
- },
9873
  {
9874
  "author_login": "JaredforReal",
9875
  "name": "Jared Wen",
@@ -10185,14 +10175,14 @@
10185
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron",
10186
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron",
10187
  "repo_first_seen_at": "2025-08-20T15:17:54Z",
10188
- "repo_last_seen_at": "2026-04-28T14:48:50Z",
10189
  "repo_primary_artifact_count": 3,
10190
- "repo_artifact_count": 66,
10191
  "snapshot_issue_count": 1,
10192
  "snapshot_pr_count": 2,
10193
- "snapshot_comment_count": 5,
10194
- "snapshot_review_count": 29,
10195
- "snapshot_review_comment_count": 29,
10196
  "repo_association": "CONTRIBUTOR",
10197
  "new_to_repo": false,
10198
  "first_seen_in_snapshot": false,
@@ -10605,14 +10595,14 @@
10605
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear",
10606
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear",
10607
  "repo_first_seen_at": "2026-01-02T07:29:46Z",
10608
- "repo_last_seen_at": "2026-04-29T00:16:41Z",
10609
  "repo_primary_artifact_count": 2,
10610
- "repo_artifact_count": 53,
10611
  "snapshot_issue_count": 0,
10612
  "snapshot_pr_count": 2,
10613
- "snapshot_comment_count": 9,
10614
- "snapshot_review_count": 21,
10615
- "snapshot_review_comment_count": 21,
10616
  "repo_association": "CONTRIBUTOR",
10617
  "new_to_repo": false,
10618
  "first_seen_in_snapshot": false,
@@ -10806,18 +10796,18 @@
10806
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax",
10807
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax",
10808
  "repo_first_seen_at": "2026-04-24T14:04:02Z",
10809
- "repo_last_seen_at": "2026-04-29T10:21:08Z",
10810
  "repo_primary_artifact_count": 4,
10811
- "repo_artifact_count": 11,
10812
  "snapshot_issue_count": 3,
10813
  "snapshot_pr_count": 1,
10814
- "snapshot_comment_count": 5,
10815
  "snapshot_review_count": 1,
10816
  "snapshot_review_comment_count": 1,
10817
  "repo_association": "CONTRIBUTOR",
10818
  "new_to_repo": false,
10819
  "first_seen_in_snapshot": false,
10820
- "known_via_prior_merged_pr": false,
10821
  "report_reason": null,
10822
  "enrichment_source": "previous_report",
10823
  "live_refetch_skipped": true,
@@ -16451,12 +16441,12 @@
16451
  "snapshot_review_count": 0,
16452
  "snapshot_review_comment_count": 0,
16453
  "repo_association": "NONE",
16454
- "new_to_repo": true,
16455
- "first_seen_in_snapshot": true,
16456
  "known_via_prior_merged_pr": false,
16457
- "report_reason": "first_seen_in_snapshot",
16458
- "enrichment_source": "live",
16459
- "live_refetch_skipped": false,
16460
  "account_age_days": 1579,
16461
  "young_account": false,
16462
  "follow_through_score": "weak",
@@ -17349,63 +17339,6 @@
17349
  },
17350
  "fetch_error": null
17351
  },
17352
- {
17353
- "author_login": "hardikmeisheri",
17354
- "name": "Hardik Meisheri",
17355
- "profile_url": "https://github.com/hardikmeisheri",
17356
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahardikmeisheri",
17357
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahardikmeisheri",
17358
- "repo_first_seen_at": "2026-02-28T16:49:27Z",
17359
- "repo_last_seen_at": "2026-03-06T14:50:01Z",
17360
- "repo_primary_artifact_count": 1,
17361
- "repo_artifact_count": 7,
17362
- "snapshot_issue_count": 0,
17363
- "snapshot_pr_count": 1,
17364
- "snapshot_comment_count": 6,
17365
- "snapshot_review_count": 0,
17366
- "snapshot_review_comment_count": 0,
17367
- "repo_association": "FIRST_TIMER",
17368
- "new_to_repo": false,
17369
- "first_seen_in_snapshot": false,
17370
- "known_via_prior_merged_pr": true,
17371
- "report_reason": null,
17372
- "enrichment_source": "previous_report",
17373
- "live_refetch_skipped": true,
17374
- "account_age_days": 3948,
17375
- "young_account": false,
17376
- "follow_through_score": "strong",
17377
- "breadth_score": "low",
17378
- "automation_risk_signal": "low",
17379
- "heuristic_note": "targets high-star repos",
17380
- "public_orgs": [],
17381
- "activity": {
17382
- "visible_authored_pr_count": 1,
17383
- "merged_pr_count": 1,
17384
- "closed_unmerged_pr_count": 0,
17385
- "open_pr_count": 0,
17386
- "merged_pr_rate": 1.0,
17387
- "closed_unmerged_pr_rate": 0.0,
17388
- "still_open_pr_rate": 0.0,
17389
- "distinct_repos_with_authored_prs": 1,
17390
- "distinct_repos_with_open_prs": 0
17391
- },
17392
- "examples": {
17393
- "pull_requests": [
17394
- {
17395
- "kind": "pull_request",
17396
- "number": 44358,
17397
- "title": "Fix ShieldGemma2 non-reproducible outputs by adding _tied_weights_keys",
17398
- "url": "https://github.com/huggingface/transformers/pull/44358",
17399
- "state": "closed",
17400
- "merged": true,
17401
- "draft": false,
17402
- "created_at": "2026-02-28T16:49:27Z"
17403
- }
17404
- ],
17405
- "issues": []
17406
- },
17407
- "fetch_error": null
17408
- },
17409
  {
17410
  "author_login": "HelloAnner",
17411
  "name": "Anner",
@@ -17809,63 +17742,6 @@
17809
  },
17810
  "fetch_error": null
17811
  },
17812
- {
17813
- "author_login": "iamaber",
17814
- "name": "Aber Islam",
17815
- "profile_url": "https://github.com/iamaber",
17816
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aiamaber",
17817
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aiamaber",
17818
- "repo_first_seen_at": "2026-02-28T14:24:32Z",
17819
- "repo_last_seen_at": "2026-02-28T14:40:35Z",
17820
- "repo_primary_artifact_count": 1,
17821
- "repo_artifact_count": 2,
17822
- "snapshot_issue_count": 0,
17823
- "snapshot_pr_count": 1,
17824
- "snapshot_comment_count": 1,
17825
- "snapshot_review_count": 0,
17826
- "snapshot_review_comment_count": 0,
17827
- "repo_association": "NONE",
17828
- "new_to_repo": false,
17829
- "first_seen_in_snapshot": false,
17830
- "known_via_prior_merged_pr": false,
17831
- "report_reason": null,
17832
- "enrichment_source": "previous_report",
17833
- "live_refetch_skipped": true,
17834
- "account_age_days": 2044,
17835
- "young_account": false,
17836
- "follow_through_score": "weak",
17837
- "breadth_score": "low",
17838
- "automation_risk_signal": "low",
17839
- "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
17840
- "public_orgs": [],
17841
- "activity": {
17842
- "visible_authored_pr_count": 1,
17843
- "merged_pr_count": 0,
17844
- "closed_unmerged_pr_count": 1,
17845
- "open_pr_count": 0,
17846
- "merged_pr_rate": 0.0,
17847
- "closed_unmerged_pr_rate": 1.0,
17848
- "still_open_pr_rate": 0.0,
17849
- "distinct_repos_with_authored_prs": 1,
17850
- "distinct_repos_with_open_prs": 0
17851
- },
17852
- "examples": {
17853
- "pull_requests": [
17854
- {
17855
- "kind": "pull_request",
17856
- "number": 44356,
17857
- "title": "fix: avoid redundant fp16/bf16 model casts in evaluation_loop",
17858
- "url": "https://github.com/huggingface/transformers/pull/44356",
17859
- "state": "closed",
17860
- "merged": false,
17861
- "draft": false,
17862
- "created_at": "2026-02-28T14:24:32Z"
17863
- }
17864
- ],
17865
- "issues": []
17866
- },
17867
- "fetch_error": null
17868
- },
17869
  {
17870
  "author_login": "IgnazioDS",
17871
  "name": "Ignazio De Santis ",
@@ -18171,7 +18047,7 @@
18171
  "repo_association": "CONTRIBUTOR",
18172
  "new_to_repo": false,
18173
  "first_seen_in_snapshot": false,
18174
- "known_via_prior_merged_pr": false,
18175
  "report_reason": null,
18176
  "enrichment_source": "previous_report",
18177
  "live_refetch_skipped": true,
@@ -19998,12 +19874,12 @@
19998
  "snapshot_review_count": 0,
19999
  "snapshot_review_comment_count": 0,
20000
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
20001
- "new_to_repo": true,
20002
- "first_seen_in_snapshot": true,
20003
  "known_via_prior_merged_pr": false,
20004
- "report_reason": "first_seen_in_snapshot",
20005
- "enrichment_source": "live",
20006
- "live_refetch_skipped": false,
20007
  "account_age_days": 1037,
20008
  "young_account": false,
20009
  "follow_through_score": "weak",
@@ -20324,63 +20200,6 @@
20324
  },
20325
  "fetch_error": null
20326
  },
20327
- {
20328
- "author_login": "moonbogi",
20329
- "name": "Leo Moon",
20330
- "profile_url": "https://github.com/moonbogi",
20331
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi",
20332
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi",
20333
- "repo_first_seen_at": "2026-04-27T22:45:13Z",
20334
- "repo_last_seen_at": "2026-04-28T18:43:55Z",
20335
- "repo_primary_artifact_count": 1,
20336
- "repo_artifact_count": 3,
20337
- "snapshot_issue_count": 0,
20338
- "snapshot_pr_count": 1,
20339
- "snapshot_comment_count": 0,
20340
- "snapshot_review_count": 1,
20341
- "snapshot_review_comment_count": 1,
20342
- "repo_association": "CONTRIBUTOR",
20343
- "new_to_repo": false,
20344
- "first_seen_in_snapshot": false,
20345
- "known_via_prior_merged_pr": false,
20346
- "report_reason": null,
20347
- "enrichment_source": "previous_report",
20348
- "live_refetch_skipped": true,
20349
- "account_age_days": 3943,
20350
- "young_account": false,
20351
- "follow_through_score": "weak",
20352
- "breadth_score": "low",
20353
- "automation_risk_signal": "low",
20354
- "heuristic_note": "high open PR share; targets high-star repos",
20355
- "public_orgs": [],
20356
- "activity": {
20357
- "visible_authored_pr_count": 1,
20358
- "merged_pr_count": 0,
20359
- "closed_unmerged_pr_count": 0,
20360
- "open_pr_count": 1,
20361
- "merged_pr_rate": 0.0,
20362
- "closed_unmerged_pr_rate": 0.0,
20363
- "still_open_pr_rate": 1.0,
20364
- "distinct_repos_with_authored_prs": 1,
20365
- "distinct_repos_with_open_prs": 1
20366
- },
20367
- "examples": {
20368
- "pull_requests": [
20369
- {
20370
- "kind": "pull_request",
20371
- "number": 45667,
20372
- "title": "chore(typing): add ty type checking for 3 pipeline files",
20373
- "url": "https://github.com/huggingface/transformers/pull/45667",
20374
- "state": "closed",
20375
- "merged": true,
20376
- "draft": false,
20377
- "created_at": "2026-04-27T22:45:13Z"
20378
- }
20379
- ],
20380
- "issues": []
20381
- },
20382
- "fetch_error": null
20383
- },
20384
  {
20385
  "author_login": "mrutkows",
20386
  "name": "Matt Rutkowski",
@@ -20556,63 +20375,6 @@
20556
  },
20557
  "fetch_error": null
20558
  },
20559
- {
20560
- "author_login": "NabilMch",
20561
- "name": null,
20562
- "profile_url": "https://github.com/NabilMch",
20563
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANabilMch",
20564
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANabilMch",
20565
- "repo_first_seen_at": "2026-02-28T15:11:37Z",
20566
- "repo_last_seen_at": "2026-02-28T15:11:37Z",
20567
- "repo_primary_artifact_count": 1,
20568
- "repo_artifact_count": 1,
20569
- "snapshot_issue_count": 0,
20570
- "snapshot_pr_count": 1,
20571
- "snapshot_comment_count": 0,
20572
- "snapshot_review_count": 0,
20573
- "snapshot_review_comment_count": 0,
20574
- "repo_association": "NONE",
20575
- "new_to_repo": false,
20576
- "first_seen_in_snapshot": false,
20577
- "known_via_prior_merged_pr": false,
20578
- "report_reason": null,
20579
- "enrichment_source": "previous_report",
20580
- "live_refetch_skipped": true,
20581
- "account_age_days": 2338,
20582
- "young_account": false,
20583
- "follow_through_score": "mixed",
20584
- "breadth_score": "low",
20585
- "automation_risk_signal": "low",
20586
- "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
20587
- "public_orgs": [],
20588
- "activity": {
20589
- "visible_authored_pr_count": 2,
20590
- "merged_pr_count": 1,
20591
- "closed_unmerged_pr_count": 1,
20592
- "open_pr_count": 0,
20593
- "merged_pr_rate": 0.5,
20594
- "closed_unmerged_pr_rate": 0.5,
20595
- "still_open_pr_rate": 0.0,
20596
- "distinct_repos_with_authored_prs": 2,
20597
- "distinct_repos_with_open_prs": 0
20598
- },
20599
- "examples": {
20600
- "pull_requests": [
20601
- {
20602
- "kind": "pull_request",
20603
- "number": 44357,
20604
- "title": "Fix RoPE inv_freq default initialization (Issue #39753)",
20605
- "url": "https://github.com/huggingface/transformers/pull/44357",
20606
- "state": "closed",
20607
- "merged": false,
20608
- "draft": false,
20609
- "created_at": "2026-02-28T15:11:37Z"
20610
- }
20611
- ],
20612
- "issues": []
20613
- },
20614
- "fetch_error": null
20615
- },
20616
  {
20617
  "author_login": "nakigami",
20618
  "name": "Anas RIANI",
@@ -21203,12 +20965,12 @@
21203
  "snapshot_review_count": 0,
21204
  "snapshot_review_comment_count": 0,
21205
  "repo_association": "NONE",
21206
- "new_to_repo": true,
21207
- "first_seen_in_snapshot": true,
21208
  "known_via_prior_merged_pr": false,
21209
- "report_reason": "first_seen_in_snapshot",
21210
- "enrichment_source": "live",
21211
- "live_refetch_skipped": false,
21212
  "account_age_days": 26,
21213
  "young_account": true,
21214
  "follow_through_score": "weak",
@@ -23706,15 +23468,15 @@
23706
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYanis01682",
23707
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYanis01682",
23708
  "repo_first_seen_at": "2026-04-14T01:47:54Z",
23709
- "repo_last_seen_at": "2026-04-14T01:47:54Z",
23710
  "repo_primary_artifact_count": 1,
23711
- "repo_artifact_count": 1,
23712
  "snapshot_issue_count": 0,
23713
  "snapshot_pr_count": 1,
23714
- "snapshot_comment_count": 0,
23715
  "snapshot_review_count": 0,
23716
  "snapshot_review_comment_count": 0,
23717
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
23718
  "new_to_repo": false,
23719
  "first_seen_in_snapshot": false,
23720
  "known_via_prior_merged_pr": false,
@@ -23746,7 +23508,7 @@
23746
  "number": 45423,
23747
  "title": "Fix void segmentation map label reduction",
23748
  "url": "https://github.com/huggingface/transformers/pull/45423",
23749
- "state": "open",
23750
  "merged": false,
23751
  "draft": false,
23752
  "created_at": "2026-04-14T01:47:54Z"
@@ -23820,12 +23582,12 @@
23820
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azeoses",
23821
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azeoses",
23822
  "repo_first_seen_at": "2026-04-27T20:58:17Z",
23823
- "repo_last_seen_at": "2026-04-27T20:58:17Z",
23824
  "repo_primary_artifact_count": 1,
23825
- "repo_artifact_count": 1,
23826
  "snapshot_issue_count": 0,
23827
  "snapshot_pr_count": 1,
23828
- "snapshot_comment_count": 0,
23829
  "snapshot_review_count": 0,
23830
  "snapshot_review_comment_count": 0,
23831
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
 
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
+ "snapshot_id": "20260429T180023Z",
5
+ "generated_at": "2026-04-29T18:01:48Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
+ "selected_contributors": 353,
10
+ "first_seen_in_snapshot": 0,
11
+ "known_via_prior_merged_pr": 149,
12
+ "previous_primary_author_count": 1027,
13
+ "selected_seen_in_previous_primary": 353,
14
+ "previous_report_contributor_count": 357,
15
+ "selected_overlap_previous_report": 353,
16
+ "selected_overlap_previous_report_rate": 1.0,
17
+ "reused_previous_report_entries": 350,
18
+ "reused_known_merged_contributors": 148,
19
+ "live_fetches": 3,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
+ "enrichment_elapsed_seconds": 0.53,
23
+ "enrichment_avg_seconds_per_author": 0.002,
24
  "enrichment_failures": 3
25
  },
26
  "contributors": [
 
222
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
223
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
224
  "repo_first_seen_at": "2025-03-31T13:54:54Z",
225
+ "repo_last_seen_at": "2026-04-29T15:23:53Z",
226
  "repo_primary_artifact_count": 75,
227
+ "repo_artifact_count": 505,
228
  "snapshot_issue_count": 0,
229
  "snapshot_pr_count": 75,
230
+ "snapshot_comment_count": 104,
231
+ "snapshot_review_count": 186,
232
+ "snapshot_review_comment_count": 140,
233
  "repo_association": "MEMBER",
234
  "new_to_repo": false,
235
  "first_seen_in_snapshot": false,
 
299
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
300
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
301
  "repo_first_seen_at": "2024-09-26T09:23:39Z",
302
+ "repo_last_seen_at": "2026-04-29T17:26:32Z",
303
+ "repo_primary_artifact_count": 71,
304
+ "repo_artifact_count": 2938,
305
+ "snapshot_issue_count": 0,
306
+ "snapshot_pr_count": 71,
307
+ "snapshot_comment_count": 481,
308
+ "snapshot_review_count": 688,
309
+ "snapshot_review_comment_count": 1698,
310
  "repo_association": "MEMBER",
311
  "new_to_repo": false,
312
  "first_seen_in_snapshot": false,
 
337
  },
338
  "examples": {
339
  "pull_requests": [
340
+ {
341
+ "kind": "pull_request",
342
+ "number": 45702,
343
+ "title": "Reorder decorators for autodoc and dataclass",
344
+ "url": "https://github.com/huggingface/transformers/pull/45702",
345
+ "state": "open",
346
+ "merged": false,
347
+ "draft": false,
348
+ "created_at": "2026-04-29T16:42:01Z"
349
+ },
350
  {
351
  "kind": "pull_request",
352
  "number": 45655,
 
366
  "merged": false,
367
  "draft": false,
368
  "created_at": "2026-04-24T12:26:43Z"
 
 
 
 
 
 
 
 
 
 
369
  }
370
  ],
371
  "issues": []
 
379
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu",
380
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu",
381
  "repo_first_seen_at": "2025-06-20T09:58:55Z",
382
+ "repo_last_seen_at": "2026-04-29T15:16:16Z",
383
  "repo_primary_artifact_count": 69,
384
+ "repo_artifact_count": 228,
385
  "snapshot_issue_count": 4,
386
  "snapshot_pr_count": 65,
387
  "snapshot_comment_count": 58,
388
+ "snapshot_review_count": 51,
389
+ "snapshot_review_comment_count": 50,
390
  "repo_association": "CONTRIBUTOR",
391
  "new_to_repo": false,
392
  "first_seen_in_snapshot": 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": "2026-04-29T15:31:34Z",
491
  "repo_primary_artifact_count": 52,
492
+ "repo_artifact_count": 1766,
493
  "snapshot_issue_count": 2,
494
  "snapshot_pr_count": 50,
495
  "snapshot_comment_count": 150,
496
+ "snapshot_review_count": 518,
497
+ "snapshot_review_comment_count": 1046,
498
  "repo_association": "MEMBER",
499
  "new_to_repo": false,
500
  "first_seen_in_snapshot": false,
 
585
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc",
586
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc",
587
  "repo_first_seen_at": "2024-09-02T13:41:47Z",
588
+ "repo_last_seen_at": "2026-04-29T13:52:57Z",
589
  "repo_primary_artifact_count": 45,
590
+ "repo_artifact_count": 914,
591
  "snapshot_issue_count": 2,
592
  "snapshot_pr_count": 43,
593
+ "snapshot_comment_count": 172,
594
+ "snapshot_review_count": 283,
595
+ "snapshot_review_comment_count": 414,
596
  "repo_association": "MEMBER",
597
  "new_to_repo": false,
598
  "first_seen_in_snapshot": false,
 
627
  "number": 45691,
628
  "title": "[serve] cb error ",
629
  "url": "https://github.com/huggingface/transformers/pull/45691",
630
+ "state": "closed",
631
+ "merged": true,
632
  "draft": false,
633
  "created_at": "2026-04-28T17:05:52Z"
634
  },
 
685
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
686
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
687
  "repo_first_seen_at": "2025-01-06T17:52:26Z",
688
+ "repo_last_seen_at": "2026-04-29T16:51:01Z",
689
  "repo_primary_artifact_count": 41,
690
+ "repo_artifact_count": 375,
691
  "snapshot_issue_count": 1,
692
  "snapshot_pr_count": 40,
693
  "snapshot_comment_count": 25,
694
+ "snapshot_review_count": 114,
695
+ "snapshot_review_comment_count": 195,
696
  "repo_association": "MEMBER",
697
  "new_to_repo": false,
698
  "first_seen_in_snapshot": false,
 
775
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
776
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
777
  "repo_first_seen_at": "2025-08-26T12:13:50Z",
778
+ "repo_last_seen_at": "2026-04-29T15:23:37Z",
779
  "repo_primary_artifact_count": 41,
780
+ "repo_artifact_count": 4786,
781
  "snapshot_issue_count": 1,
782
  "snapshot_pr_count": 40,
783
+ "snapshot_comment_count": 477,
784
+ "snapshot_review_count": 814,
785
+ "snapshot_review_comment_count": 3454,
786
  "repo_association": "MEMBER",
787
  "new_to_repo": false,
788
  "first_seen_in_snapshot": false,
 
1127
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan",
1128
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan",
1129
  "repo_first_seen_at": "2025-10-03T15:26:01Z",
1130
+ "repo_last_seen_at": "2026-04-29T15:13:18Z",
1131
  "repo_primary_artifact_count": 26,
1132
+ "repo_artifact_count": 595,
1133
  "snapshot_issue_count": 0,
1134
  "snapshot_pr_count": 26,
1135
+ "snapshot_comment_count": 48,
1136
  "snapshot_review_count": 178,
1137
  "snapshot_review_comment_count": 343,
1138
  "repo_association": "MEMBER",
 
1391
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb",
1392
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb",
1393
  "repo_first_seen_at": "2025-01-20T12:27:19Z",
1394
+ "repo_last_seen_at": "2026-04-29T14:18:17Z",
1395
  "repo_primary_artifact_count": 20,
1396
+ "repo_artifact_count": 468,
1397
  "snapshot_issue_count": 0,
1398
  "snapshot_pr_count": 20,
1399
  "snapshot_comment_count": 34,
1400
+ "snapshot_review_count": 138,
1401
+ "snapshot_review_comment_count": 276,
1402
  "repo_association": "MEMBER",
1403
  "new_to_repo": false,
1404
  "first_seen_in_snapshot": false,
 
1658
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
1659
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
1660
  "repo_first_seen_at": "2025-07-04T08:41:29Z",
1661
+ "repo_last_seen_at": "2026-04-29T13:12:23Z",
1662
  "repo_primary_artifact_count": 20,
1663
+ "repo_artifact_count": 389,
1664
  "snapshot_issue_count": 3,
1665
  "snapshot_pr_count": 17,
1666
+ "snapshot_comment_count": 50,
1667
+ "snapshot_review_count": 171,
1668
+ "snapshot_review_comment_count": 148,
1669
  "repo_association": "MEMBER",
1670
  "new_to_repo": false,
1671
  "first_seen_in_snapshot": false,
 
1699
  {
1700
  "kind": "pull_request",
1701
  "number": 45634,
1702
+ "title": "DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor",
1703
  "url": "https://github.com/huggingface/transformers/pull/45634",
1704
  "state": "open",
1705
  "merged": false,
 
2722
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca",
2723
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca",
2724
  "repo_first_seen_at": "2025-12-10T12:31:18Z",
2725
+ "repo_last_seen_at": "2026-04-29T17:43:06Z",
2726
  "repo_primary_artifact_count": 10,
2727
+ "repo_artifact_count": 80,
2728
  "snapshot_issue_count": 2,
2729
  "snapshot_pr_count": 8,
2730
+ "snapshot_comment_count": 16,
2731
+ "snapshot_review_count": 27,
2732
+ "snapshot_review_comment_count": 27,
2733
  "repo_association": "CONTRIBUTOR",
2734
  "new_to_repo": false,
2735
  "first_seen_in_snapshot": false,
 
8545
  },
8546
  "fetch_error": null
8547
  },
8548
+ {
8549
+ "author_login": "moonbogi",
8550
+ "name": "Leo Moon",
8551
+ "profile_url": "https://github.com/moonbogi",
8552
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi",
8553
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi",
8554
+ "repo_first_seen_at": "2026-04-27T22:45:13Z",
8555
+ "repo_last_seen_at": "2026-04-29T17:42:40Z",
8556
+ "repo_primary_artifact_count": 2,
8557
+ "repo_artifact_count": 4,
8558
+ "snapshot_issue_count": 0,
8559
+ "snapshot_pr_count": 2,
8560
+ "snapshot_comment_count": 0,
8561
+ "snapshot_review_count": 1,
8562
+ "snapshot_review_comment_count": 1,
8563
+ "repo_association": "CONTRIBUTOR",
8564
+ "new_to_repo": false,
8565
+ "first_seen_in_snapshot": false,
8566
+ "known_via_prior_merged_pr": true,
8567
+ "report_reason": null,
8568
+ "enrichment_source": "previous_report",
8569
+ "live_refetch_skipped": true,
8570
+ "account_age_days": 3943,
8571
+ "young_account": false,
8572
+ "follow_through_score": "weak",
8573
+ "breadth_score": "low",
8574
+ "automation_risk_signal": "low",
8575
+ "heuristic_note": "high open PR share; targets high-star repos",
8576
+ "public_orgs": [],
8577
+ "activity": {
8578
+ "visible_authored_pr_count": 1,
8579
+ "merged_pr_count": 0,
8580
+ "closed_unmerged_pr_count": 0,
8581
+ "open_pr_count": 1,
8582
+ "merged_pr_rate": 0.0,
8583
+ "closed_unmerged_pr_rate": 0.0,
8584
+ "still_open_pr_rate": 1.0,
8585
+ "distinct_repos_with_authored_prs": 1,
8586
+ "distinct_repos_with_open_prs": 1
8587
+ },
8588
+ "examples": {
8589
+ "pull_requests": [
8590
+ {
8591
+ "kind": "pull_request",
8592
+ "number": 45703,
8593
+ "title": "chore(typing): add ty type checking for 10 utility files",
8594
+ "url": "https://github.com/huggingface/transformers/pull/45703",
8595
+ "state": "open",
8596
+ "merged": false,
8597
+ "draft": false,
8598
+ "created_at": "2026-04-29T17:42:40Z"
8599
+ },
8600
+ {
8601
+ "kind": "pull_request",
8602
+ "number": 45667,
8603
+ "title": "chore(typing): add ty type checking for 3 pipeline files",
8604
+ "url": "https://github.com/huggingface/transformers/pull/45667",
8605
+ "state": "closed",
8606
+ "merged": true,
8607
+ "draft": false,
8608
+ "created_at": "2026-04-27T22:45:13Z"
8609
+ }
8610
+ ],
8611
+ "issues": []
8612
+ },
8613
+ "fetch_error": null
8614
+ },
8615
  {
8616
  "author_login": "onwp",
8617
  "name": "Serhat",
 
9532
  "number": 45695,
9533
  "title": "Support for a new Granite-Speech-Plus model",
9534
  "url": "https://github.com/huggingface/transformers/pull/45695",
9535
+ "state": "closed",
9536
+ "merged": true,
9537
  "draft": false,
9538
  "created_at": "2026-04-29T07:40:46Z"
9539
  },
 
9860
  },
9861
  "fetch_error": null
9862
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9863
  {
9864
  "author_login": "JaredforReal",
9865
  "name": "Jared Wen",
 
10175
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron",
10176
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron",
10177
  "repo_first_seen_at": "2025-08-20T15:17:54Z",
10178
+ "repo_last_seen_at": "2026-04-29T16:59:16Z",
10179
  "repo_primary_artifact_count": 3,
10180
+ "repo_artifact_count": 69,
10181
  "snapshot_issue_count": 1,
10182
  "snapshot_pr_count": 2,
10183
+ "snapshot_comment_count": 6,
10184
+ "snapshot_review_count": 30,
10185
+ "snapshot_review_comment_count": 30,
10186
  "repo_association": "CONTRIBUTOR",
10187
  "new_to_repo": false,
10188
  "first_seen_in_snapshot": false,
 
10595
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear",
10596
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear",
10597
  "repo_first_seen_at": "2026-01-02T07:29:46Z",
10598
+ "repo_last_seen_at": "2026-04-29T17:40:40Z",
10599
  "repo_primary_artifact_count": 2,
10600
+ "repo_artifact_count": 63,
10601
  "snapshot_issue_count": 0,
10602
  "snapshot_pr_count": 2,
10603
+ "snapshot_comment_count": 11,
10604
+ "snapshot_review_count": 25,
10605
+ "snapshot_review_comment_count": 25,
10606
  "repo_association": "CONTRIBUTOR",
10607
  "new_to_repo": false,
10608
  "first_seen_in_snapshot": false,
 
10796
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax",
10797
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax",
10798
  "repo_first_seen_at": "2026-04-24T14:04:02Z",
10799
+ "repo_last_seen_at": "2026-04-29T12:33:43Z",
10800
  "repo_primary_artifact_count": 4,
10801
+ "repo_artifact_count": 13,
10802
  "snapshot_issue_count": 3,
10803
  "snapshot_pr_count": 1,
10804
+ "snapshot_comment_count": 7,
10805
  "snapshot_review_count": 1,
10806
  "snapshot_review_comment_count": 1,
10807
  "repo_association": "CONTRIBUTOR",
10808
  "new_to_repo": false,
10809
  "first_seen_in_snapshot": false,
10810
+ "known_via_prior_merged_pr": true,
10811
  "report_reason": null,
10812
  "enrichment_source": "previous_report",
10813
  "live_refetch_skipped": true,
 
16441
  "snapshot_review_count": 0,
16442
  "snapshot_review_comment_count": 0,
16443
  "repo_association": "NONE",
16444
+ "new_to_repo": false,
16445
+ "first_seen_in_snapshot": false,
16446
  "known_via_prior_merged_pr": false,
16447
+ "report_reason": null,
16448
+ "enrichment_source": "previous_report",
16449
+ "live_refetch_skipped": true,
16450
  "account_age_days": 1579,
16451
  "young_account": false,
16452
  "follow_through_score": "weak",
 
17339
  },
17340
  "fetch_error": null
17341
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
17342
  {
17343
  "author_login": "HelloAnner",
17344
  "name": "Anner",
 
17742
  },
17743
  "fetch_error": null
17744
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
17745
  {
17746
  "author_login": "IgnazioDS",
17747
  "name": "Ignazio De Santis ",
 
18047
  "repo_association": "CONTRIBUTOR",
18048
  "new_to_repo": false,
18049
  "first_seen_in_snapshot": false,
18050
+ "known_via_prior_merged_pr": true,
18051
  "report_reason": null,
18052
  "enrichment_source": "previous_report",
18053
  "live_refetch_skipped": true,
 
19874
  "snapshot_review_count": 0,
19875
  "snapshot_review_comment_count": 0,
19876
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
19877
+ "new_to_repo": false,
19878
+ "first_seen_in_snapshot": false,
19879
  "known_via_prior_merged_pr": false,
19880
+ "report_reason": null,
19881
+ "enrichment_source": "previous_report",
19882
+ "live_refetch_skipped": true,
19883
  "account_age_days": 1037,
19884
  "young_account": false,
19885
  "follow_through_score": "weak",
 
20200
  },
20201
  "fetch_error": null
20202
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
20203
  {
20204
  "author_login": "mrutkows",
20205
  "name": "Matt Rutkowski",
 
20375
  },
20376
  "fetch_error": null
20377
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
20378
  {
20379
  "author_login": "nakigami",
20380
  "name": "Anas RIANI",
 
20965
  "snapshot_review_count": 0,
20966
  "snapshot_review_comment_count": 0,
20967
  "repo_association": "NONE",
20968
+ "new_to_repo": false,
20969
+ "first_seen_in_snapshot": false,
20970
  "known_via_prior_merged_pr": false,
20971
+ "report_reason": null,
20972
+ "enrichment_source": "previous_report",
20973
+ "live_refetch_skipped": true,
20974
  "account_age_days": 26,
20975
  "young_account": true,
20976
  "follow_through_score": "weak",
 
23468
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYanis01682",
23469
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYanis01682",
23470
  "repo_first_seen_at": "2026-04-14T01:47:54Z",
23471
+ "repo_last_seen_at": "2026-04-29T13:57:03Z",
23472
  "repo_primary_artifact_count": 1,
23473
+ "repo_artifact_count": 2,
23474
  "snapshot_issue_count": 0,
23475
  "snapshot_pr_count": 1,
23476
+ "snapshot_comment_count": 1,
23477
  "snapshot_review_count": 0,
23478
  "snapshot_review_comment_count": 0,
23479
+ "repo_association": "NONE",
23480
  "new_to_repo": false,
23481
  "first_seen_in_snapshot": false,
23482
  "known_via_prior_merged_pr": false,
 
23508
  "number": 45423,
23509
  "title": "Fix void segmentation map label reduction",
23510
  "url": "https://github.com/huggingface/transformers/pull/45423",
23511
+ "state": "closed",
23512
  "merged": false,
23513
  "draft": false,
23514
  "created_at": "2026-04-14T01:47:54Z"
 
23582
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azeoses",
23583
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azeoses",
23584
  "repo_first_seen_at": "2026-04-27T20:58:17Z",
23585
+ "repo_last_seen_at": "2026-04-29T16:33:56Z",
23586
  "repo_primary_artifact_count": 1,
23587
+ "repo_artifact_count": 2,
23588
  "snapshot_issue_count": 0,
23589
  "snapshot_pr_count": 1,
23590
+ "snapshot_comment_count": 1,
23591
  "snapshot_review_count": 0,
23592
  "snapshot_review_comment_count": 0,
23593
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260429T120025Z`
4
- - Generated: `2026-04-29T12:02:09Z`
5
  - Activity window: `60d`
6
- - Contributors: `357`
7
 
8
  ## Summary
9
 
@@ -12,7 +12,7 @@
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 84 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 82 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 75 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
- | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 70 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -115,6 +115,7 @@
115
  | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
116
  | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
117
  | `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2114d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
118
  | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
119
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
120
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
@@ -133,7 +134,6 @@
133
  | `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
134
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
135
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
136
- | `sxu75374` | [profile](https://github.com/sxu75374) | no | NONE | 2026d | `2026-02-27T04:48:08Z` | 5 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
137
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
138
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
139
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
@@ -234,7 +234,7 @@
234
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
235
  | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
236
  | `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4470d | `2026-03-11T13:03:19Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
237
- | `dhruv7477` | [profile](https://github.com/dhruv7477) | yes | NONE | 1579d | `2026-04-29T09:34:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
238
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
239
  | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
240
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
@@ -250,7 +250,6 @@
250
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
251
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
252
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
253
- | `hardikmeisheri` | [profile](https://github.com/hardikmeisheri) | no | FIRST_TIMER | 3948d | `2026-02-28T16:49:27Z` | 1 | 0 | strong | low | low | targets high-star repos |
254
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
255
  | `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
256
  | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -258,7 +257,6 @@
258
  | `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 108d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
259
  | `hongping-zh` | [profile](https://github.com/hongping-zh) | no | FIRST_TIME_CONTRIBUTOR | 1071d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
260
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
261
- | `iamaber` | [profile](https://github.com/iamaber) | no | NONE | 2044d | `2026-02-28T14:24:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
262
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
263
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
264
  | `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -296,17 +294,15 @@
296
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
297
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
298
  | `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3196d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
299
- | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | yes | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
300
  | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
301
  | `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2961d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
302
  | `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 |
303
  | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
304
  | `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
305
- | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
306
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
307
  | `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 |
308
  | `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2362d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
309
- | `NabilMch` | [profile](https://github.com/NabilMch) | no | NONE | 2338d | `2026-02-28T15:11:37Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
310
  | `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2960d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
311
  | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
312
  | `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -317,7 +313,7 @@
317
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
318
  | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
319
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
320
- | `PHclaw` | [profile](https://github.com/PHclaw) | yes | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
321
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
322
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
323
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -361,7 +357,7 @@
361
  | `xr843` | [profile](https://github.com/xr843) | no | NONE | 1032d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
362
  | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
363
  | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
364
- | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
365
  | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
366
  | `zeoses` | [profile](https://github.com/zeoses) | no | FIRST_TIME_CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
367
  | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -424,12 +420,12 @@ Example artifacts:
424
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
425
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
426
  - repo first seen: `2025-03-31T13:54:54Z`
427
- - repo last seen: `2026-04-29T10:46:21Z`
428
  - first seen in snapshot: **no**
429
  - repo association: **MEMBER**
430
  - repo primary artifacts: **75**
431
  - snapshot authored PRs/issues: **75 PRs / 0 issues**
432
- - snapshot discussion activity: **102 comments / 181 reviews / 135 review comments**
433
  - account age: **4938 days**
434
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
435
  - public orgs: none visible
@@ -447,12 +443,12 @@ Example artifacts:
447
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
448
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
449
  - repo first seen: `2024-09-26T09:23:39Z`
450
- - repo last seen: `2026-04-29T11:55:26Z`
451
  - first seen in snapshot: **no**
452
  - repo association: **MEMBER**
453
- - repo primary artifacts: **70**
454
- - snapshot authored PRs/issues: **70 PRs / 0 issues**
455
- - snapshot discussion activity: **480 comments / 683 reviews / 1691 review comments**
456
  - account age: **1508 days**
457
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
458
  - public orgs: `huggingface`, `deeppavlov`
@@ -460,9 +456,9 @@ Example artifacts:
460
  - heuristic read: **high recent PR volume; targets high-star repos**
461
 
462
  Example artifacts:
 
463
  - [PR #45655: Fix the order of `cls.config` resolution](https://github.com/huggingface/transformers/pull/45655) — open
464
  - [PR #45630: Add new model: Kimi2-6](https://github.com/huggingface/transformers/pull/45630) — open
465
- - [PR #45608: Python code in model docs](https://github.com/huggingface/transformers/pull/45608) — closed, merged
466
 
467
  ### `kaixuanliu`
468
 
@@ -470,12 +466,12 @@ Example artifacts:
470
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
471
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
472
  - repo first seen: `2025-06-20T09:58:55Z`
473
- - repo last seen: `2026-04-29T03:10:16Z`
474
  - first seen in snapshot: **no**
475
  - repo association: **CONTRIBUTOR**
476
  - repo primary artifacts: **69**
477
  - snapshot authored PRs/issues: **65 PRs / 4 issues**
478
- - snapshot discussion activity: **58 comments / 48 reviews / 47 review comments**
479
  - account age: **3934 days**
480
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
481
  - public orgs: none visible
@@ -496,12 +492,12 @@ Example artifacts:
496
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
497
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
498
  - repo first seen: `2023-02-24T14:13:29Z`
499
- - repo last seen: `2026-04-29T11:51:39Z`
500
  - first seen in snapshot: **no**
501
  - repo association: **MEMBER**
502
  - repo primary artifacts: **52**
503
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
504
- - snapshot discussion activity: **150 comments / 517 reviews / 1044 review comments**
505
  - account age: **2590 days**
506
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
507
  - public orgs: none visible
@@ -521,12 +517,12 @@ Example artifacts:
521
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
522
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
523
  - repo first seen: `2024-09-02T13:41:47Z`
524
- - repo last seen: `2026-04-28T17:06:04Z`
525
  - first seen in snapshot: **no**
526
  - repo association: **MEMBER**
527
  - repo primary artifacts: **45**
528
  - snapshot authored PRs/issues: **43 PRs / 2 issues**
529
- - snapshot discussion activity: **171 comments / 280 reviews / 411 review comments**
530
  - account age: **2360 days**
531
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
532
  - public orgs: `huggingface`
@@ -534,7 +530,7 @@ Example artifacts:
534
  - heuristic read: **high recent PR volume; targets high-star repos**
535
 
536
  Example artifacts:
537
- - [PR #45691: [serve] cb error ](https://github.com/huggingface/transformers/pull/45691) — open
538
  - [PR #45690: [serve] Support for reasoning ](https://github.com/huggingface/transformers/pull/45690) — open
539
  - [PR #45640: [Trainer] default to FSDP2, simplify API around fsdp + fsdp_config](https://github.com/huggingface/transformers/pull/45640) — open
540
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
@@ -546,12 +542,12 @@ Example artifacts:
546
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
547
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
548
  - repo first seen: `2025-01-06T17:52:26Z`
549
- - repo last seen: `2026-04-28T16:03:44Z`
550
  - first seen in snapshot: **no**
551
  - repo association: **MEMBER**
552
  - repo primary artifacts: **41**
553
  - snapshot authored PRs/issues: **40 PRs / 1 issues**
554
- - snapshot discussion activity: **25 comments / 113 reviews / 192 review comments**
555
  - account age: **2296 days**
556
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
557
  - public orgs: `huggingface`
@@ -570,12 +566,12 @@ Example artifacts:
570
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
571
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
572
  - repo first seen: `2025-08-26T12:13:50Z`
573
- - repo last seen: `2026-04-28T18:20:15Z`
574
  - first seen in snapshot: **no**
575
  - repo association: **MEMBER**
576
  - repo primary artifacts: **41**
577
  - snapshot authored PRs/issues: **40 PRs / 1 issues**
578
- - snapshot discussion activity: **476 comments / 805 reviews / 3437 review comments**
579
  - account age: **1991 days**
580
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
581
  - public orgs: none visible
@@ -666,12 +662,12 @@ Example artifacts:
666
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
667
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
668
  - repo first seen: `2025-10-03T15:26:01Z`
669
- - repo last seen: `2026-04-28T23:58:19Z`
670
  - first seen in snapshot: **no**
671
  - repo association: **MEMBER**
672
  - repo primary artifacts: **26**
673
  - snapshot authored PRs/issues: **26 PRs / 0 issues**
674
- - snapshot discussion activity: **47 comments / 178 reviews / 343 review comments**
675
  - account age: **1978 days**
676
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
677
  - public orgs: `huggingface`
@@ -738,12 +734,12 @@ Example artifacts:
738
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
739
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
740
  - repo first seen: `2025-01-20T12:27:19Z`
741
- - repo last seen: `2026-04-29T11:04:26Z`
742
  - first seen in snapshot: **no**
743
  - repo association: **MEMBER**
744
  - repo primary artifacts: **20**
745
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
746
- - snapshot discussion activity: **34 comments / 137 reviews / 275 review comments**
747
  - account age: **1607 days**
748
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
749
  - public orgs: none visible
@@ -810,12 +806,12 @@ Example artifacts:
810
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
811
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
812
  - repo first seen: `2025-07-04T08:41:29Z`
813
- - repo last seen: `2026-04-29T07:42:12Z`
814
  - first seen in snapshot: **no**
815
  - repo association: **MEMBER**
816
  - repo primary artifacts: **20**
817
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
818
- - snapshot discussion activity: **49 comments / 170 reviews / 147 review comments**
819
  - account age: **2354 days**
820
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
821
  - public orgs: `huggingface`, `Chouafa`
@@ -823,7 +819,7 @@ Example artifacts:
823
  - heuristic read: **—**
824
 
825
  Example artifacts:
826
- - [PR #45634: DeepGEMM BF16, isolation, refactor](https://github.com/huggingface/transformers/pull/45634) — open, draft
827
  - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — open
828
  - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
829
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
@@ -1098,12 +1094,12 @@ Example artifacts:
1098
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
1099
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
1100
  - repo first seen: `2025-12-10T12:31:18Z`
1101
- - repo last seen: `2026-04-28T17:39:50Z`
1102
  - first seen in snapshot: **no**
1103
  - repo association: **CONTRIBUTOR**
1104
  - repo primary artifacts: **10**
1105
  - snapshot authored PRs/issues: **8 PRs / 2 issues**
1106
- - snapshot discussion activity: **15 comments / 26 reviews / 26 review comments**
1107
  - account age: **2626 days**
1108
  - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
1109
  - public orgs: none visible
@@ -2834,6 +2830,28 @@ Example artifacts:
2834
  - [PR #44630: Fix Qwen3.5 num_labels propagation to text_config (fix #44625)](https://github.com/huggingface/transformers/pull/44630) — closed
2835
  - [PR #44615: Restore is_torch_fx_available for trust_remote_code backwards compatibility](https://github.com/huggingface/transformers/pull/44615) — open
2836
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2837
  ### `onwp`
2838
 
2839
  - profile: [github.com/onwp](https://github.com/onwp)
@@ -3139,7 +3157,7 @@ Example artifacts:
3139
  - heuristic read: **no visible non-self stars**
3140
 
3141
  Example artifacts:
3142
- - [PR #45695: Support for a new Granite-Speech-Plus model](https://github.com/huggingface/transformers/pull/45695) — open
3143
  - [PR #44408: Add option to export encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
3144
 
3145
  ### `cyyever`
@@ -3234,29 +3252,6 @@ Example artifacts:
3234
  - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
3235
  - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
3236
 
3237
- ### `sxu75374`
3238
-
3239
- - profile: [github.com/sxu75374](https://github.com/sxu75374)
3240
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asxu75374)
3241
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asxu75374)
3242
- - repo first seen: `2026-02-27T04:48:08Z`
3243
- - repo last seen: `2026-02-28T17:47:01Z`
3244
- - first seen in snapshot: **no**
3245
- - repo association: **NONE**
3246
- - repo primary artifacts: **5**
3247
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
3248
- - snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
3249
- - account age: **2026 days**
3250
- - recent public PR activity: **73 PRs** (2 merged / 64 closed-unmerged / 7 open; merged rate **3%**, closed-unmerged rate **88%**, open rate **10%**)
3251
- - public orgs: none visible
3252
- - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
3253
- - heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
3254
-
3255
- Example artifacts:
3256
- - [PR #44359: fix(sdpa): add workaround for MPS sdpa_vector_2pass_mps correctness bug](https://github.com/huggingface/transformers/pull/44359) — closed
3257
- - [PR #44354: fix: off-by-one in decode_spans causes ValueError when topk == len(scores)](https://github.com/huggingface/transformers/pull/44354) — closed
3258
- - [PR #44347: fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type](https://github.com/huggingface/transformers/pull/44347) — closed
3259
-
3260
  ### `JaredforReal`
3261
 
3262
  - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
@@ -3355,12 +3350,12 @@ Example artifacts:
3355
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
3356
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
3357
  - repo first seen: `2025-08-20T15:17:54Z`
3358
- - repo last seen: `2026-04-28T14:48:50Z`
3359
  - first seen in snapshot: **no**
3360
  - repo association: **CONTRIBUTOR**
3361
  - repo primary artifacts: **3**
3362
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
3363
- - snapshot discussion activity: **5 comments / 29 reviews / 29 review comments**
3364
  - account age: **3447 days**
3365
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3366
  - public orgs: `ai-rush-2019`, `bcaitech1`, `ml-zip`
@@ -3488,12 +3483,12 @@ Example artifacts:
3488
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear)
3489
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear)
3490
  - repo first seen: `2026-01-02T07:29:46Z`
3491
- - repo last seen: `2026-04-29T00:16:41Z`
3492
  - first seen in snapshot: **no**
3493
  - repo association: **CONTRIBUTOR**
3494
  - repo primary artifacts: **2**
3495
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3496
- - snapshot discussion activity: **9 comments / 21 reviews / 21 review comments**
3497
  - account age: **3757 days**
3498
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3499
  - public orgs: none visible
@@ -3554,12 +3549,12 @@ Example artifacts:
3554
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3555
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3556
  - repo first seen: `2026-04-24T14:04:02Z`
3557
- - repo last seen: `2026-04-29T10:21:08Z`
3558
  - first seen in snapshot: **no**
3559
  - repo association: **CONTRIBUTOR**
3560
  - repo primary artifacts: **4**
3561
  - snapshot authored PRs/issues: **1 PRs / 3 issues**
3562
- - snapshot discussion activity: **5 comments / 1 reviews / 1 review comments**
3563
  - account age: **5805 days**
3564
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3565
  - public orgs: none visible
@@ -5441,7 +5436,7 @@ Example artifacts:
5441
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
5442
  - repo first seen: `2026-04-29T09:34:56Z`
5443
  - repo last seen: `2026-04-29T09:34:56Z`
5444
- - first seen in snapshot: **yes**
5445
  - repo association: **NONE**
5446
  - repo primary artifacts: **1**
5447
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5771,27 +5766,6 @@ Example artifacts:
5771
  Example artifacts:
5772
  - [PR #45360: Replace deprecated `huggingface-cli` references with `hf`](https://github.com/huggingface/transformers/pull/45360) — open
5773
 
5774
- ### `hardikmeisheri`
5775
-
5776
- - profile: [github.com/hardikmeisheri](https://github.com/hardikmeisheri)
5777
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahardikmeisheri)
5778
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahardikmeisheri)
5779
- - repo first seen: `2026-02-28T16:49:27Z`
5780
- - repo last seen: `2026-03-06T14:50:01Z`
5781
- - first seen in snapshot: **no**
5782
- - repo association: **FIRST_TIMER**
5783
- - repo primary artifacts: **1**
5784
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5785
- - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
5786
- - account age: **3948 days**
5787
- - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
5788
- - public orgs: none visible
5789
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
5790
- - heuristic read: **targets high-star repos**
5791
-
5792
- Example artifacts:
5793
- - [PR #44358: Fix ShieldGemma2 non-reproducible outputs by adding _tied_weights_keys](https://github.com/huggingface/transformers/pull/44358) — closed, merged
5794
-
5795
  ### `HelloAnner`
5796
 
5797
  - profile: [github.com/HelloAnner](https://github.com/HelloAnner)
@@ -5939,27 +5913,6 @@ Example artifacts:
5939
  Example artifacts:
5940
  - [PR #44983: fix: add identity reverse_op to dequantize ops for save_pretrained](https://github.com/huggingface/transformers/pull/44983) — closed, merged
5941
 
5942
- ### `iamaber`
5943
-
5944
- - profile: [github.com/iamaber](https://github.com/iamaber)
5945
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aiamaber)
5946
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aiamaber)
5947
- - repo first seen: `2026-02-28T14:24:32Z`
5948
- - repo last seen: `2026-02-28T14:40:35Z`
5949
- - first seen in snapshot: **no**
5950
- - repo association: **NONE**
5951
- - repo primary artifacts: **1**
5952
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5953
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5954
- - account age: **2044 days**
5955
- - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
5956
- - public orgs: none visible
5957
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5958
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
5959
-
5960
- Example artifacts:
5961
- - [PR #44356: fix: avoid redundant fp16/bf16 model casts in evaluation_loop](https://github.com/huggingface/transformers/pull/44356) — closed
5962
-
5963
  ### `IgnazioDS`
5964
 
5965
  - profile: [github.com/IgnazioDS](https://github.com/IgnazioDS)
@@ -6745,7 +6698,7 @@ Example artifacts:
6745
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMinuriRajapakse)
6746
  - repo first seen: `2026-04-29T06:12:46Z`
6747
  - repo last seen: `2026-04-29T07:04:55Z`
6748
- - first seen in snapshot: **yes**
6749
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6750
  - repo primary artifacts: **1**
6751
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6864,27 +6817,6 @@ Example artifacts:
6864
  Example artifacts:
6865
  - [PR #44591: Add MPS SDPA workarounds for value head dim and bidirectional attention](https://github.com/huggingface/transformers/pull/44591) — closed
6866
 
6867
- ### `moonbogi`
6868
-
6869
- - profile: [github.com/moonbogi](https://github.com/moonbogi)
6870
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi)
6871
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi)
6872
- - repo first seen: `2026-04-27T22:45:13Z`
6873
- - repo last seen: `2026-04-28T18:43:55Z`
6874
- - first seen in snapshot: **no**
6875
- - repo association: **CONTRIBUTOR**
6876
- - repo primary artifacts: **1**
6877
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6878
- - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
6879
- - account age: **3943 days**
6880
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6881
- - public orgs: none visible
6882
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6883
- - heuristic read: **high open PR share; targets high-star repos**
6884
-
6885
- Example artifacts:
6886
- - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
6887
-
6888
  ### `mrutkows`
6889
 
6890
  - profile: [github.com/mrutkows](https://github.com/mrutkows)
@@ -6948,27 +6880,6 @@ Example artifacts:
6948
  Example artifacts:
6949
  - [PR #44372: fix: handle Cython-compiled functions in get_docstring_indentation_level](https://github.com/huggingface/transformers/pull/44372) — closed
6950
 
6951
- ### `NabilMch`
6952
-
6953
- - profile: [github.com/NabilMch](https://github.com/NabilMch)
6954
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANabilMch)
6955
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANabilMch)
6956
- - repo first seen: `2026-02-28T15:11:37Z`
6957
- - repo last seen: `2026-02-28T15:11:37Z`
6958
- - first seen in snapshot: **no**
6959
- - repo association: **NONE**
6960
- - repo primary artifacts: **1**
6961
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6962
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6963
- - account age: **2338 days**
6964
- - recent public PR activity: **2 PRs** (1 merged / 1 closed-unmerged / 0 open; merged rate **50%**, closed-unmerged rate **50%**, open rate **0%**)
6965
- - public orgs: none visible
6966
- - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
6967
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
6968
-
6969
- Example artifacts:
6970
- - [PR #44357: Fix RoPE inv_freq default initialization (Issue #39753)](https://github.com/huggingface/transformers/pull/44357) — closed
6971
-
6972
  ### `nakigami`
6973
 
6974
  - profile: [github.com/nakigami](https://github.com/nakigami)
@@ -7186,7 +7097,7 @@ Example artifacts:
7186
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APHclaw)
7187
  - repo first seen: `2026-04-29T02:08:23Z`
7188
  - repo last seen: `2026-04-29T08:27:47Z`
7189
- - first seen in snapshot: **yes**
7190
  - repo association: **NONE**
7191
  - repo primary artifacts: **1**
7192
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -8109,12 +8020,12 @@ Example artifacts:
8109
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYanis01682)
8110
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYanis01682)
8111
  - repo first seen: `2026-04-14T01:47:54Z`
8112
- - repo last seen: `2026-04-14T01:47:54Z`
8113
  - first seen in snapshot: **no**
8114
- - repo association: **FIRST_TIME_CONTRIBUTOR**
8115
  - repo primary artifacts: **1**
8116
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8117
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8118
  - account age: **606 days**
8119
  - recent public PR activity: **11 PRs** (9 merged / 0 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
8120
  - public orgs: none visible
@@ -8122,7 +8033,7 @@ Example artifacts:
8122
  - heuristic read: **—**
8123
 
8124
  Example artifacts:
8125
- - [PR #45423: Fix void segmentation map label reduction](https://github.com/huggingface/transformers/pull/45423) — open
8126
 
8127
  ### `zendy199x`
8128
 
@@ -8151,12 +8062,12 @@ Example artifacts:
8151
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azeoses)
8152
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azeoses)
8153
  - repo first seen: `2026-04-27T20:58:17Z`
8154
- - repo last seen: `2026-04-27T20:58:17Z`
8155
  - first seen in snapshot: **no**
8156
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8157
  - repo primary artifacts: **1**
8158
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8159
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
8160
  - account age: **3843 days**
8161
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8162
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260429T180023Z`
4
+ - Generated: `2026-04-29T18:01:48Z`
5
  - Activity window: `60d`
6
+ - Contributors: `353`
7
 
8
  ## Summary
9
 
 
12
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 84 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 82 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
14
  | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 75 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
15
+ | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 71 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 65 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
17
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
115
  | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
116
  | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
117
  | `MaybeSam05` | [profile](https://github.com/MaybeSam05) | no | FIRST_TIME_CONTRIBUTOR | 2114d | `2026-03-11T22:52:23Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
118
+ | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
119
  | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
120
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
121
  | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
 
134
  | `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
135
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
136
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
137
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
138
  | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2804d | `2025-11-10T23:38:23Z` | 3 | 0 | mixed | moderate | low | — |
139
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
 
234
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
235
  | `Defalt-Meh` | [profile](https://github.com/Defalt-Meh) | no | FIRST_TIME_CONTRIBUTOR | 662d | `2026-03-15T23:26:31Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
236
  | `Desel72` | [profile](https://github.com/Desel72) | no | NONE | 4470d | `2026-03-11T13:03:19Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
237
+ | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | NONE | 1579d | `2026-04-29T09:34:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
238
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
239
  | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
240
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 
250
  | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
251
  | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
252
  | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 
253
  | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
254
  | `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
255
  | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
257
  | `himani27301` | [profile](https://github.com/himani27301) | no | FIRST_TIME_CONTRIBUTOR | 108d | `2026-03-09T15:46:14Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
258
  | `hongping-zh` | [profile](https://github.com/hongping-zh) | no | FIRST_TIME_CONTRIBUTOR | 1071d | `2026-03-03T04:42:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
259
  | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
 
260
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
261
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
262
  | `Jaredw2289-svg` | [profile](https://github.com/Jaredw2289-svg) | no | NONE | ?d | `2026-03-04T06:03:56Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 
294
  | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
295
  | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-11-10T16:50:33Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
296
  | `milesial` | [profile](https://github.com/milesial) | no | CONTRIBUTOR | 3196d | `2026-03-31T01:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
297
+ | `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 |
298
  | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
299
  | `mobicham` | [profile](https://github.com/mobicham) | no | CONTRIBUTOR | 2961d | `2026-03-18T20:18:41Z` | 1 | 0 | strong | moderate | low | — |
300
  | `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 |
301
  | `mohdfaour03` | [profile](https://github.com/mohdfaour03) | no | FIRST_TIME_CONTRIBUTOR | 1152d | `2026-04-08T13:38:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
302
  | `moktamd` | [profile](https://github.com/moktamd) | no | NONE | 1374d | `2026-03-11T10:32:26Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
303
  | `mrutkows` | [profile](https://github.com/mrutkows) | no | FIRST_TIME_CONTRIBUTOR | 4332d | `2026-04-09T17:46:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
304
  | `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 |
305
  | `N3u0ns` | [profile](https://github.com/N3u0ns) | no | NONE | 2362d | `2026-03-01T13:53:58Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 
306
  | `nakigami` | [profile](https://github.com/nakigami) | no | NONE | 2960d | `2026-03-08T01:30:39Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
307
  | `NathanHB` | [profile](https://github.com/NathanHB) | no | MEMBER | 3182d | `2026-03-27T13:02:59Z` | 1 | 0 | strong | moderate | low | — |
308
  | `neo` | [profile](https://github.com/neo) | no | CONTRIBUTOR | 4212d | `2026-03-12T19:59:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
313
  | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
314
  | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
315
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
316
+ | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
317
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
318
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
319
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
357
  | `xr843` | [profile](https://github.com/xr843) | no | NONE | 1032d | `2026-03-18T23:53:54Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
358
  | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
359
  | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
360
+ | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
361
  | `zendy199x` | [profile](https://github.com/zendy199x) | no | NONE | 2543d | `2026-03-29T15:50:04Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
362
  | `zeoses` | [profile](https://github.com/zeoses) | no | FIRST_TIME_CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
363
  | `zFlux` | [profile](https://github.com/zFlux) | no | FIRST_TIME_CONTRIBUTOR | 4241d | `2026-04-12T03:38:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
420
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
421
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
422
  - repo first seen: `2025-03-31T13:54:54Z`
423
+ - repo last seen: `2026-04-29T15:23:53Z`
424
  - first seen in snapshot: **no**
425
  - repo association: **MEMBER**
426
  - repo primary artifacts: **75**
427
  - snapshot authored PRs/issues: **75 PRs / 0 issues**
428
+ - snapshot discussion activity: **104 comments / 186 reviews / 140 review comments**
429
  - account age: **4938 days**
430
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
431
  - public orgs: none visible
 
443
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
444
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
445
  - repo first seen: `2024-09-26T09:23:39Z`
446
+ - repo last seen: `2026-04-29T17:26:32Z`
447
  - first seen in snapshot: **no**
448
  - repo association: **MEMBER**
449
+ - repo primary artifacts: **71**
450
+ - snapshot authored PRs/issues: **71 PRs / 0 issues**
451
+ - snapshot discussion activity: **481 comments / 688 reviews / 1698 review comments**
452
  - account age: **1508 days**
453
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
454
  - public orgs: `huggingface`, `deeppavlov`
 
456
  - heuristic read: **high recent PR volume; targets high-star repos**
457
 
458
  Example artifacts:
459
+ - [PR #45702: Reorder decorators for autodoc and dataclass](https://github.com/huggingface/transformers/pull/45702) — open
460
  - [PR #45655: Fix the order of `cls.config` resolution](https://github.com/huggingface/transformers/pull/45655) — open
461
  - [PR #45630: Add new model: Kimi2-6](https://github.com/huggingface/transformers/pull/45630) — open
 
462
 
463
  ### `kaixuanliu`
464
 
 
466
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
467
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
468
  - repo first seen: `2025-06-20T09:58:55Z`
469
+ - repo last seen: `2026-04-29T15:16:16Z`
470
  - first seen in snapshot: **no**
471
  - repo association: **CONTRIBUTOR**
472
  - repo primary artifacts: **69**
473
  - snapshot authored PRs/issues: **65 PRs / 4 issues**
474
+ - snapshot discussion activity: **58 comments / 51 reviews / 50 review comments**
475
  - account age: **3934 days**
476
  - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
477
  - public orgs: none visible
 
492
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
493
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
494
  - repo first seen: `2023-02-24T14:13:29Z`
495
+ - repo last seen: `2026-04-29T15:31:34Z`
496
  - first seen in snapshot: **no**
497
  - repo association: **MEMBER**
498
  - repo primary artifacts: **52**
499
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
500
+ - snapshot discussion activity: **150 comments / 518 reviews / 1046 review comments**
501
  - account age: **2590 days**
502
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
503
  - public orgs: none visible
 
517
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
518
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
519
  - repo first seen: `2024-09-02T13:41:47Z`
520
+ - repo last seen: `2026-04-29T13:52:57Z`
521
  - first seen in snapshot: **no**
522
  - repo association: **MEMBER**
523
  - repo primary artifacts: **45**
524
  - snapshot authored PRs/issues: **43 PRs / 2 issues**
525
+ - snapshot discussion activity: **172 comments / 283 reviews / 414 review comments**
526
  - account age: **2360 days**
527
  - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
528
  - public orgs: `huggingface`
 
530
  - heuristic read: **high recent PR volume; targets high-star repos**
531
 
532
  Example artifacts:
533
+ - [PR #45691: [serve] cb error ](https://github.com/huggingface/transformers/pull/45691) — closed, merged
534
  - [PR #45690: [serve] Support for reasoning ](https://github.com/huggingface/transformers/pull/45690) — open
535
  - [PR #45640: [Trainer] default to FSDP2, simplify API around fsdp + fsdp_config](https://github.com/huggingface/transformers/pull/45640) — open
536
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 
542
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
543
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
544
  - repo first seen: `2025-01-06T17:52:26Z`
545
+ - repo last seen: `2026-04-29T16:51:01Z`
546
  - first seen in snapshot: **no**
547
  - repo association: **MEMBER**
548
  - repo primary artifacts: **41**
549
  - snapshot authored PRs/issues: **40 PRs / 1 issues**
550
+ - snapshot discussion activity: **25 comments / 114 reviews / 195 review comments**
551
  - account age: **2296 days**
552
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
553
  - public orgs: `huggingface`
 
566
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
567
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
568
  - repo first seen: `2025-08-26T12:13:50Z`
569
+ - repo last seen: `2026-04-29T15:23:37Z`
570
  - first seen in snapshot: **no**
571
  - repo association: **MEMBER**
572
  - repo primary artifacts: **41**
573
  - snapshot authored PRs/issues: **40 PRs / 1 issues**
574
+ - snapshot discussion activity: **477 comments / 814 reviews / 3454 review comments**
575
  - account age: **1991 days**
576
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
577
  - public orgs: none visible
 
662
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
663
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
664
  - repo first seen: `2025-10-03T15:26:01Z`
665
+ - repo last seen: `2026-04-29T15:13:18Z`
666
  - first seen in snapshot: **no**
667
  - repo association: **MEMBER**
668
  - repo primary artifacts: **26**
669
  - snapshot authored PRs/issues: **26 PRs / 0 issues**
670
+ - snapshot discussion activity: **48 comments / 178 reviews / 343 review comments**
671
  - account age: **1978 days**
672
  - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
673
  - public orgs: `huggingface`
 
734
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
735
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
736
  - repo first seen: `2025-01-20T12:27:19Z`
737
+ - repo last seen: `2026-04-29T14:18:17Z`
738
  - first seen in snapshot: **no**
739
  - repo association: **MEMBER**
740
  - repo primary artifacts: **20**
741
  - snapshot authored PRs/issues: **20 PRs / 0 issues**
742
+ - snapshot discussion activity: **34 comments / 138 reviews / 276 review comments**
743
  - account age: **1607 days**
744
  - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
745
  - public orgs: none visible
 
806
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
807
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
808
  - repo first seen: `2025-07-04T08:41:29Z`
809
+ - repo last seen: `2026-04-29T13:12:23Z`
810
  - first seen in snapshot: **no**
811
  - repo association: **MEMBER**
812
  - repo primary artifacts: **20**
813
  - snapshot authored PRs/issues: **17 PRs / 3 issues**
814
+ - snapshot discussion activity: **50 comments / 171 reviews / 148 review comments**
815
  - account age: **2354 days**
816
  - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
817
  - public orgs: `huggingface`, `Chouafa`
 
819
  - heuristic read: **—**
820
 
821
  Example artifacts:
822
+ - [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open, draft
823
  - [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — open
824
  - [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
825
  - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 
1094
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
1095
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
1096
  - repo first seen: `2025-12-10T12:31:18Z`
1097
+ - repo last seen: `2026-04-29T17:43:06Z`
1098
  - first seen in snapshot: **no**
1099
  - repo association: **CONTRIBUTOR**
1100
  - repo primary artifacts: **10**
1101
  - snapshot authored PRs/issues: **8 PRs / 2 issues**
1102
+ - snapshot discussion activity: **16 comments / 27 reviews / 27 review comments**
1103
  - account age: **2626 days**
1104
  - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
1105
  - public orgs: none visible
 
2830
  - [PR #44630: Fix Qwen3.5 num_labels propagation to text_config (fix #44625)](https://github.com/huggingface/transformers/pull/44630) — closed
2831
  - [PR #44615: Restore is_torch_fx_available for trust_remote_code backwards compatibility](https://github.com/huggingface/transformers/pull/44615) — open
2832
 
2833
+ ### `moonbogi`
2834
+
2835
+ - profile: [github.com/moonbogi](https://github.com/moonbogi)
2836
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi)
2837
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi)
2838
+ - repo first seen: `2026-04-27T22:45:13Z`
2839
+ - repo last seen: `2026-04-29T17:42:40Z`
2840
+ - first seen in snapshot: **no**
2841
+ - repo association: **CONTRIBUTOR**
2842
+ - repo primary artifacts: **2**
2843
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2844
+ - snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
2845
+ - account age: **3943 days**
2846
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2847
+ - public orgs: none visible
2848
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2849
+ - heuristic read: **high open PR share; targets high-star repos**
2850
+
2851
+ Example artifacts:
2852
+ - [PR #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — open
2853
+ - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
2854
+
2855
  ### `onwp`
2856
 
2857
  - profile: [github.com/onwp](https://github.com/onwp)
 
3157
  - heuristic read: **no visible non-self stars**
3158
 
3159
  Example artifacts:
3160
+ - [PR #45695: Support for a new Granite-Speech-Plus model](https://github.com/huggingface/transformers/pull/45695) — closed, merged
3161
  - [PR #44408: Add option to export encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
3162
 
3163
  ### `cyyever`
 
3252
  - [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
3253
  - [PR #43648: check](https://github.com/huggingface/transformers/pull/43648) — closed
3254
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3255
  ### `JaredforReal`
3256
 
3257
  - profile: [github.com/JaredforReal](https://github.com/JaredforReal)
 
3350
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
3351
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
3352
  - repo first seen: `2025-08-20T15:17:54Z`
3353
+ - repo last seen: `2026-04-29T16:59:16Z`
3354
  - first seen in snapshot: **no**
3355
  - repo association: **CONTRIBUTOR**
3356
  - repo primary artifacts: **3**
3357
  - snapshot authored PRs/issues: **2 PRs / 1 issues**
3358
+ - snapshot discussion activity: **6 comments / 30 reviews / 30 review comments**
3359
  - account age: **3447 days**
3360
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3361
  - public orgs: `ai-rush-2019`, `bcaitech1`, `ml-zip`
 
3483
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anuxlear)
3484
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anuxlear)
3485
  - repo first seen: `2026-01-02T07:29:46Z`
3486
+ - repo last seen: `2026-04-29T17:40:40Z`
3487
  - first seen in snapshot: **no**
3488
  - repo association: **CONTRIBUTOR**
3489
  - repo primary artifacts: **2**
3490
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
3491
+ - snapshot discussion activity: **11 comments / 25 reviews / 25 review comments**
3492
  - account age: **3757 days**
3493
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3494
  - public orgs: none visible
 
3549
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
3550
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
3551
  - repo first seen: `2026-04-24T14:04:02Z`
3552
+ - repo last seen: `2026-04-29T12:33:43Z`
3553
  - first seen in snapshot: **no**
3554
  - repo association: **CONTRIBUTOR**
3555
  - repo primary artifacts: **4**
3556
  - snapshot authored PRs/issues: **1 PRs / 3 issues**
3557
+ - snapshot discussion activity: **7 comments / 1 reviews / 1 review comments**
3558
  - account age: **5805 days**
3559
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3560
  - public orgs: none visible
 
5436
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
5437
  - repo first seen: `2026-04-29T09:34:56Z`
5438
  - repo last seen: `2026-04-29T09:34:56Z`
5439
+ - first seen in snapshot: **no**
5440
  - repo association: **NONE**
5441
  - repo primary artifacts: **1**
5442
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5766
  Example artifacts:
5767
  - [PR #45360: Replace deprecated `huggingface-cli` references with `hf`](https://github.com/huggingface/transformers/pull/45360) — open
5768
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5769
  ### `HelloAnner`
5770
 
5771
  - profile: [github.com/HelloAnner](https://github.com/HelloAnner)
 
5913
  Example artifacts:
5914
  - [PR #44983: fix: add identity reverse_op to dequantize ops for save_pretrained](https://github.com/huggingface/transformers/pull/44983) — closed, merged
5915
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5916
  ### `IgnazioDS`
5917
 
5918
  - profile: [github.com/IgnazioDS](https://github.com/IgnazioDS)
 
6698
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMinuriRajapakse)
6699
  - repo first seen: `2026-04-29T06:12:46Z`
6700
  - repo last seen: `2026-04-29T07:04:55Z`
6701
+ - first seen in snapshot: **no**
6702
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6703
  - repo primary artifacts: **1**
6704
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6817
  Example artifacts:
6818
  - [PR #44591: Add MPS SDPA workarounds for value head dim and bidirectional attention](https://github.com/huggingface/transformers/pull/44591) — closed
6819
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6820
  ### `mrutkows`
6821
 
6822
  - profile: [github.com/mrutkows](https://github.com/mrutkows)
 
6880
  Example artifacts:
6881
  - [PR #44372: fix: handle Cython-compiled functions in get_docstring_indentation_level](https://github.com/huggingface/transformers/pull/44372) — closed
6882
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6883
  ### `nakigami`
6884
 
6885
  - profile: [github.com/nakigami](https://github.com/nakigami)
 
7097
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APHclaw)
7098
  - repo first seen: `2026-04-29T02:08:23Z`
7099
  - repo last seen: `2026-04-29T08:27:47Z`
7100
+ - first seen in snapshot: **no**
7101
  - repo association: **NONE**
7102
  - repo primary artifacts: **1**
7103
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
8020
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYanis01682)
8021
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYanis01682)
8022
  - repo first seen: `2026-04-14T01:47:54Z`
8023
+ - repo last seen: `2026-04-29T13:57:03Z`
8024
  - first seen in snapshot: **no**
8025
+ - repo association: **NONE**
8026
  - repo primary artifacts: **1**
8027
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8028
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
8029
  - account age: **606 days**
8030
  - recent public PR activity: **11 PRs** (9 merged / 0 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **0%**, open rate **18%**)
8031
  - public orgs: none visible
 
8033
  - heuristic read: **—**
8034
 
8035
  Example artifacts:
8036
+ - [PR #45423: Fix void segmentation map label reduction](https://github.com/huggingface/transformers/pull/45423) — closed
8037
 
8038
  ### `zendy199x`
8039
 
 
8062
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azeoses)
8063
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azeoses)
8064
  - repo first seen: `2026-04-27T20:58:17Z`
8065
+ - repo last seen: `2026-04-29T16:33:56Z`
8066
  - first seen in snapshot: **no**
8067
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8068
  - repo primary artifacts: **1**
8069
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8070
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
8071
  - account age: **3843 days**
8072
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8073
  - public orgs: none visible
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:f450091d7813f1bb7f698755c04e3575b452073aa4db4107b34eca7ab4f086c8
3
- size 63568
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aa3f23cd62ed053390727642fcefa66d8ca2849ffa6f94b64b847403d829171b
3
+ size 62961
pr-scope-clusters.json CHANGED
@@ -1,8 +1,8 @@
1
  {
2
  "repo": "huggingface/transformers",
3
- "snapshot_id": "20260429T120025Z",
4
- "generated_at": "2026-04-29T12:01:58Z",
5
- "cluster_count": 47,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
@@ -225,7 +225,7 @@
225
  "left_pr_number": 43636,
226
  "right_pr_number": 43651,
227
  "similarity": 0.446,
228
- "content_similarity": 0.293,
229
  "size_similarity": 0.611,
230
  "breadth_similarity": 1.0,
231
  "concentration_similarity": 1.0,
@@ -919,7 +919,7 @@
919
  44682
920
  ],
921
  "representative_pr_number": 43836,
922
- "average_similarity": 0.554,
923
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
924
  "shared_filenames": [
925
  "src/transformers/cli/serve.py"
@@ -933,8 +933,8 @@
933
  {
934
  "left_pr_number": 43656,
935
  "right_pr_number": 43836,
936
- "similarity": 0.684,
937
- "content_similarity": 0.737,
938
  "size_similarity": 0.121,
939
  "breadth_similarity": 1.0,
940
  "concentration_similarity": 1.0,
@@ -950,8 +950,8 @@
950
  {
951
  "left_pr_number": 43836,
952
  "right_pr_number": 43842,
953
- "similarity": 0.608,
954
- "content_similarity": 0.649,
955
  "size_similarity": 0.027,
956
  "breadth_similarity": 1.0,
957
  "concentration_similarity": 1.0,
@@ -967,8 +967,8 @@
967
  {
968
  "left_pr_number": 43836,
969
  "right_pr_number": 44682,
970
- "similarity": 0.601,
971
- "content_similarity": 0.644,
972
  "size_similarity": 0.398,
973
  "breadth_similarity": 0.5,
974
  "concentration_similarity": 0.802,
@@ -984,8 +984,8 @@
984
  {
985
  "left_pr_number": 43656,
986
  "right_pr_number": 43842,
987
- "similarity": 0.586,
988
- "content_similarity": 0.575,
989
  "size_similarity": 0.222,
990
  "breadth_similarity": 1.0,
991
  "concentration_similarity": 1.0,
@@ -1001,8 +1001,8 @@
1001
  {
1002
  "left_pr_number": 43656,
1003
  "right_pr_number": 44682,
1004
- "similarity": 0.437,
1005
- "content_similarity": 0.485,
1006
  "size_similarity": 0.048,
1007
  "breadth_similarity": 0.5,
1008
  "concentration_similarity": 0.802,
@@ -1018,8 +1018,8 @@
1018
  {
1019
  "left_pr_number": 43842,
1020
  "right_pr_number": 44682,
1021
- "similarity": 0.407,
1022
- "content_similarity": 0.45,
1023
  "size_similarity": 0.011,
1024
  "breadth_similarity": 0.5,
1025
  "concentration_similarity": 0.802,
@@ -1082,11 +1082,11 @@
1082
  {
1083
  "left_pr_number": 44974,
1084
  "right_pr_number": 45661,
1085
- "similarity": 0.497,
1086
- "content_similarity": 0.453,
1087
- "size_similarity": 0.816,
1088
  "breadth_similarity": 0.161,
1089
- "concentration_similarity": 0.825,
1090
  "shared_filenames": [
1091
  "src/transformers/core_model_loading.py",
1092
  "src/transformers/modeling_utils.py",
@@ -1121,11 +1121,11 @@
1121
  {
1122
  "left_pr_number": 45635,
1123
  "right_pr_number": 45661,
1124
- "similarity": 0.44,
1125
- "content_similarity": 0.453,
1126
- "size_similarity": 0.482,
1127
  "breadth_similarity": 0.123,
1128
- "concentration_similarity": 0.754,
1129
  "shared_filenames": [
1130
  "src/transformers/core_model_loading.py",
1131
  "tests/test_modeling_common.py",
@@ -1158,11 +1158,11 @@
1158
  {
1159
  "left_pr_number": 45421,
1160
  "right_pr_number": 45661,
1161
- "similarity": 0.294,
1162
  "content_similarity": 0.196,
1163
- "size_similarity": 0.6,
1164
  "breadth_similarity": 0.246,
1165
- "concentration_similarity": 0.832,
1166
  "shared_filenames": [
1167
  "src/transformers/core_model_loading.py",
1168
  "tests/test_modeling_common.py"
@@ -1393,7 +1393,7 @@
1393
  {
1394
  "left_pr_number": 45422,
1395
  "right_pr_number": 45627,
1396
- "similarity": 0.31,
1397
  "content_similarity": 0.11,
1398
  "size_similarity": 0.784,
1399
  "breadth_similarity": 0.75,
@@ -1515,7 +1515,7 @@
1515
  45607
1516
  ],
1517
  "representative_pr_number": 45606,
1518
- "average_similarity": 0.593,
1519
  "summary": "3 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45606.",
1520
  "shared_filenames": [
1521
  "tests/models/gemma4/test_modeling_gemma4.py",
@@ -1535,8 +1535,8 @@
1535
  {
1536
  "left_pr_number": 45606,
1537
  "right_pr_number": 45607,
1538
- "similarity": 0.762,
1539
- "content_similarity": 0.806,
1540
  "size_similarity": 0.778,
1541
  "breadth_similarity": 0.417,
1542
  "concentration_similarity": 0.778,
@@ -1552,11 +1552,11 @@
1552
  {
1553
  "left_pr_number": 45568,
1554
  "right_pr_number": 45606,
1555
- "similarity": 0.527,
1556
- "content_similarity": 0.466,
1557
- "size_similarity": 0.391,
1558
  "breadth_similarity": 1.0,
1559
- "concentration_similarity": 0.843,
1560
  "shared_filenames": [
1561
  "src/transformers/models/gemma4/modeling_gemma4.py",
1562
  "src/transformers/models/gemma4/modular_gemma4.py",
@@ -1575,11 +1575,11 @@
1575
  {
1576
  "left_pr_number": 45568,
1577
  "right_pr_number": 45607,
1578
- "similarity": 0.49,
1579
- "content_similarity": 0.508,
1580
- "size_similarity": 0.304,
1581
  "breadth_similarity": 0.417,
1582
- "concentration_similarity": 0.935,
1583
  "shared_filenames": [
1584
  "tests/models/gemma4/test_modeling_gemma4.py"
1585
  ],
@@ -1599,7 +1599,7 @@
1599
  44676
1600
  ],
1601
  "representative_pr_number": 44059,
1602
- "average_similarity": 0.572,
1603
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
1604
  "shared_filenames": [
1605
  "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -1614,8 +1614,8 @@
1614
  {
1615
  "left_pr_number": 44059,
1616
  "right_pr_number": 44676,
1617
- "similarity": 0.683,
1618
- "content_similarity": 0.748,
1619
  "size_similarity": 0.062,
1620
  "breadth_similarity": 1.0,
1621
  "concentration_similarity": 1.0,
@@ -1650,8 +1650,8 @@
1650
  {
1651
  "left_pr_number": 44015,
1652
  "right_pr_number": 44676,
1653
- "similarity": 0.418,
1654
- "content_similarity": 0.507,
1655
  "size_similarity": 0.034,
1656
  "breadth_similarity": 0.333,
1657
  "concentration_similarity": 0.488,
@@ -1711,7 +1711,7 @@
1711
  "left_pr_number": 43997,
1712
  "right_pr_number": 44007,
1713
  "similarity": 0.622,
1714
- "content_similarity": 0.656,
1715
  "size_similarity": 0.679,
1716
  "breadth_similarity": 0.333,
1717
  "concentration_similarity": 0.548,
@@ -1883,7 +1883,7 @@
1883
  "left_pr_number": 45293,
1884
  "right_pr_number": 45681,
1885
  "similarity": 0.504,
1886
- "content_similarity": 0.403,
1887
  "size_similarity": 0.513,
1888
  "breadth_similarity": 1.0,
1889
  "concentration_similarity": 0.891,
@@ -1930,7 +1930,7 @@
1930
  45438
1931
  ],
1932
  "representative_pr_number": 45438,
1933
- "average_similarity": 0.5,
1934
  "summary": "3 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.",
1935
  "shared_filenames": [
1936
  "src/transformers/models/gemma4/modeling_gemma4.py",
@@ -1953,8 +1953,8 @@
1953
  {
1954
  "left_pr_number": 45294,
1955
  "right_pr_number": 45438,
1956
- "similarity": 0.763,
1957
- "content_similarity": 0.787,
1958
  "size_similarity": 0.42,
1959
  "breadth_similarity": 1.0,
1960
  "concentration_similarity": 0.989,
@@ -1981,8 +1981,8 @@
1981
  {
1982
  "left_pr_number": 45202,
1983
  "right_pr_number": 45438,
1984
- "similarity": 0.408,
1985
- "content_similarity": 0.469,
1986
  "size_similarity": 0.01,
1987
  "breadth_similarity": 0.325,
1988
  "concentration_similarity": 0.92,
@@ -2000,8 +2000,8 @@
2000
  {
2001
  "left_pr_number": 45202,
2002
  "right_pr_number": 45294,
2003
- "similarity": 0.327,
2004
- "content_similarity": 0.351,
2005
  "size_similarity": 0.025,
2006
  "breadth_similarity": 0.325,
2007
  "concentration_similarity": 0.908,
@@ -2230,6 +2230,108 @@
2230
  }
2231
  ]
2232
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2233
  {
2234
  "cluster_id": "pr-scope-43488-3",
2235
  "pr_numbers": [
@@ -2271,7 +2373,7 @@
2271
  {
2272
  "left_pr_number": 43488,
2273
  "right_pr_number": 43665,
2274
- "similarity": 0.384,
2275
  "content_similarity": 0.208,
2276
  "size_similarity": 0.818,
2277
  "breadth_similarity": 0.667,
@@ -2289,7 +2391,7 @@
2289
  "left_pr_number": 43488,
2290
  "right_pr_number": 45476,
2291
  "similarity": 0.339,
2292
- "content_similarity": 0.139,
2293
  "size_similarity": 0.786,
2294
  "breadth_similarity": 0.75,
2295
  "concentration_similarity": 0.974,
@@ -2327,8 +2429,8 @@
2327
  {
2328
  "left_pr_number": 33686,
2329
  "right_pr_number": 44550,
2330
- "similarity": 0.392,
2331
- "content_similarity": 0.132,
2332
  "size_similarity": 1.0,
2333
  "breadth_similarity": 1.0,
2334
  "concentration_similarity": 1.0,
@@ -2343,8 +2445,8 @@
2343
  {
2344
  "left_pr_number": 44407,
2345
  "right_pr_number": 44550,
2346
- "similarity": 0.364,
2347
- "content_similarity": 0.101,
2348
  "size_similarity": 0.957,
2349
  "breadth_similarity": 1.0,
2350
  "concentration_similarity": 1.0,
@@ -2358,8 +2460,8 @@
2358
  {
2359
  "left_pr_number": 33686,
2360
  "right_pr_number": 44407,
2361
- "similarity": 0.352,
2362
- "content_similarity": 0.084,
2363
  "size_similarity": 0.957,
2364
  "breadth_similarity": 1.0,
2365
  "concentration_similarity": 1.0,
@@ -2699,7 +2801,7 @@
2699
  44375
2700
  ],
2701
  "representative_pr_number": 36895,
2702
- "average_similarity": 0.76,
2703
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
2704
  "shared_filenames": [
2705
  "docs/source/en/model_doc/rf_detr.md",
@@ -2725,8 +2827,8 @@
2725
  {
2726
  "left_pr_number": 36895,
2727
  "right_pr_number": 44375,
2728
- "similarity": 0.76,
2729
- "content_similarity": 0.723,
2730
  "size_similarity": 0.807,
2731
  "breadth_similarity": 0.866,
2732
  "concentration_similarity": 0.93,
@@ -2757,6 +2859,43 @@
2757
  }
2758
  ]
2759
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2760
  {
2761
  "cluster_id": "pr-scope-43020-2",
2762
  "pr_numbers": [
@@ -2764,7 +2903,7 @@
2764
  45144
2765
  ],
2766
  "representative_pr_number": 43020,
2767
- "average_similarity": 0.723,
2768
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
2769
  "shared_filenames": [
2770
  "src/transformers/models/mimo_v2_flash/__init__.py",
@@ -2790,11 +2929,11 @@
2790
  {
2791
  "left_pr_number": 43020,
2792
  "right_pr_number": 45144,
2793
- "similarity": 0.723,
2794
- "content_similarity": 0.73,
2795
- "size_similarity": 0.675,
2796
  "breadth_similarity": 0.632,
2797
- "concentration_similarity": 0.949,
2798
  "shared_filenames": [
2799
  "src/transformers/models/__init__.py",
2800
  "src/transformers/models/auto/modeling_auto.py",
@@ -2818,43 +2957,6 @@
2818
  }
2819
  ]
2820
  },
2821
- {
2822
- "cluster_id": "pr-scope-41901-2",
2823
- "pr_numbers": [
2824
- 41901,
2825
- 45523
2826
- ],
2827
- "representative_pr_number": 41901,
2828
- "average_similarity": 0.718,
2829
- "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
2830
- "shared_filenames": [
2831
- "src/transformers/integrations/executorch.py"
2832
- ],
2833
- "shared_directories": [
2834
- "src/transformers/integrations",
2835
- "src/transformers",
2836
- "src"
2837
- ],
2838
- "pairwise": [
2839
- {
2840
- "left_pr_number": 41901,
2841
- "right_pr_number": 45523,
2842
- "similarity": 0.718,
2843
- "content_similarity": 0.778,
2844
- "size_similarity": 0.158,
2845
- "breadth_similarity": 1.0,
2846
- "concentration_similarity": 1.0,
2847
- "shared_filenames": [
2848
- "src/transformers/integrations/executorch.py"
2849
- ],
2850
- "shared_directories": [
2851
- "src/transformers/integrations",
2852
- "src/transformers",
2853
- "src"
2854
- ]
2855
- }
2856
- ]
2857
- },
2858
  {
2859
  "cluster_id": "pr-scope-41441-2",
2860
  "pr_numbers": [
@@ -3008,7 +3110,7 @@
3008
  44116
3009
  ],
3010
  "representative_pr_number": 44101,
3011
- "average_similarity": 0.553,
3012
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3013
  "shared_filenames": [
3014
  "src/transformers/models/flaubert/modeling_flaubert.py"
@@ -3023,8 +3125,8 @@
3023
  {
3024
  "left_pr_number": 44101,
3025
  "right_pr_number": 44116,
3026
- "similarity": 0.553,
3027
- "content_similarity": 0.614,
3028
  "size_similarity": 0.319,
3029
  "breadth_similarity": 0.5,
3030
  "concentration_similarity": 0.507,
@@ -3047,17 +3149,17 @@
3047
  45396
3048
  ],
3049
  "representative_pr_number": 41992,
3050
- "average_similarity": 0.525,
3051
  "summary": "2 open PRs share weighted file overlap around `tests/models/video_llama_3/test_modeling_video_llama_3.py`, `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #41992.",
3052
  "shared_filenames": [
3053
  "tests/models/video_llama_3/test_modeling_video_llama_3.py",
3054
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
3055
  "src/transformers/models/glm_ocr/modular_glm_ocr.py",
3056
- "src/transformers/models/glm46v/modeling_glm46v.py",
3057
- "src/transformers/models/glm_image/modeling_glm_image.py",
3058
  "src/transformers/models/glm_image/modular_glm_image.py",
3059
  "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
3060
- "src/transformers/models/qwen3_omni_moe/modular_qwen3_omni_moe.py"
 
 
3061
  ],
3062
  "shared_directories": [
3063
  "src/transformers/models/glm_image",
@@ -3073,11 +3175,11 @@
3073
  {
3074
  "left_pr_number": 41992,
3075
  "right_pr_number": 45396,
3076
- "similarity": 0.525,
3077
- "content_similarity": 0.494,
3078
- "size_similarity": 0.549,
3079
  "breadth_similarity": 0.53,
3080
- "concentration_similarity": 0.864,
3081
  "shared_filenames": [
3082
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
3083
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -3233,7 +3335,7 @@
3233
  45678
3234
  ],
3235
  "representative_pr_number": 45671,
3236
- "average_similarity": 0.501,
3237
  "summary": "2 open PRs share weighted file overlap around `tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py`; representative PR #45671.",
3238
  "shared_filenames": [
3239
  "tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py"
@@ -3247,7 +3349,7 @@
3247
  {
3248
  "left_pr_number": 45671,
3249
  "right_pr_number": 45678,
3250
- "similarity": 0.501,
3251
  "content_similarity": 0.359,
3252
  "size_similarity": 0.833,
3253
  "breadth_similarity": 0.75,
@@ -3319,12 +3421,12 @@
3319
  45233
3320
  ],
3321
  "representative_pr_number": 40755,
3322
- "average_similarity": 0.486,
3323
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
3324
  "shared_filenames": [
 
3325
  "src/transformers/models/timesfm/modeling_timesfm.py",
3326
- "src/transformers/models/timesfm/modular_timesfm.py",
3327
- "tests/models/timesfm/test_modeling_timesfm.py"
3328
  ],
3329
  "shared_directories": [
3330
  "src/transformers/models/timesfm",
@@ -3339,8 +3441,8 @@
3339
  {
3340
  "left_pr_number": 40755,
3341
  "right_pr_number": 45233,
3342
- "similarity": 0.486,
3343
- "content_similarity": 0.459,
3344
  "size_similarity": 0.266,
3345
  "breadth_similarity": 0.792,
3346
  "concentration_similarity": 0.928,
@@ -3368,7 +3470,7 @@
3368
  44339
3369
  ],
3370
  "representative_pr_number": 41356,
3371
- "average_similarity": 0.454,
3372
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
3373
  "shared_filenames": [
3374
  "docs/source/en/model_doc/deimv2.md",
@@ -3392,7 +3494,7 @@
3392
  {
3393
  "left_pr_number": 41356,
3394
  "right_pr_number": 44339,
3395
- "similarity": 0.454,
3396
  "content_similarity": 0.499,
3397
  "size_similarity": 0.081,
3398
  "breadth_similarity": 0.444,
@@ -3420,61 +3522,6 @@
3420
  }
3421
  ]
3422
  },
3423
- {
3424
- "cluster_id": "pr-scope-45034-2",
3425
- "pr_numbers": [
3426
- 45034,
3427
- 45513
3428
- ],
3429
- "representative_pr_number": 45034,
3430
- "average_similarity": 0.453,
3431
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #45034.",
3432
- "shared_filenames": [
3433
- "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3434
- "tests/models/qwen3_5/test_modeling_qwen3_5.py",
3435
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
3436
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3437
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
3438
- ],
3439
- "shared_directories": [
3440
- "src/transformers/models/qwen3_next",
3441
- "src/transformers/models/qwen3_5",
3442
- "tests/models/qwen3_5",
3443
- "src/transformers/models",
3444
- "tests/models",
3445
- "src/transformers",
3446
- "tests",
3447
- "src"
3448
- ],
3449
- "pairwise": [
3450
- {
3451
- "left_pr_number": 45034,
3452
- "right_pr_number": 45513,
3453
- "similarity": 0.453,
3454
- "content_similarity": 0.377,
3455
- "size_similarity": 0.364,
3456
- "breadth_similarity": 0.95,
3457
- "concentration_similarity": 0.795,
3458
- "shared_filenames": [
3459
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
3460
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3461
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
3462
- "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3463
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
3464
- ],
3465
- "shared_directories": [
3466
- "src/transformers/models/qwen3_5",
3467
- "src/transformers/models/qwen3_next",
3468
- "src/transformers/models",
3469
- "tests/models/qwen3_5",
3470
- "src/transformers",
3471
- "tests/models",
3472
- "src",
3473
- "tests"
3474
- ]
3475
- }
3476
- ]
3477
- },
3478
  {
3479
  "cluster_id": "pr-scope-42112-2",
3480
  "pr_numbers": [
@@ -3592,47 +3639,6 @@
3592
  }
3593
  ]
3594
  },
3595
- {
3596
- "cluster_id": "pr-scope-44664-2",
3597
- "pr_numbers": [
3598
- 44664,
3599
- 45477
3600
- ],
3601
- "representative_pr_number": 44664,
3602
- "average_similarity": 0.401,
3603
- "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma3/modular_gemma3.py`, `src/transformers/models/gemma3/modeling_gemma3.py`; representative PR #44664.",
3604
- "shared_filenames": [
3605
- "src/transformers/models/gemma3/modular_gemma3.py",
3606
- "src/transformers/models/gemma3/modeling_gemma3.py"
3607
- ],
3608
- "shared_directories": [
3609
- "src/transformers/models/gemma3",
3610
- "src/transformers/models",
3611
- "src/transformers",
3612
- "src"
3613
- ],
3614
- "pairwise": [
3615
- {
3616
- "left_pr_number": 44664,
3617
- "right_pr_number": 45477,
3618
- "similarity": 0.401,
3619
- "content_similarity": 0.319,
3620
- "size_similarity": 0.346,
3621
- "breadth_similarity": 0.909,
3622
- "concentration_similarity": 0.702,
3623
- "shared_filenames": [
3624
- "src/transformers/models/gemma3/modeling_gemma3.py",
3625
- "src/transformers/models/gemma3/modular_gemma3.py"
3626
- ],
3627
- "shared_directories": [
3628
- "src/transformers/models/gemma3",
3629
- "src/transformers/models",
3630
- "src/transformers",
3631
- "src"
3632
- ]
3633
- }
3634
- ]
3635
- },
3636
  {
3637
  "cluster_id": "pr-scope-42655-2",
3638
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260429T180023Z",
4
+ "generated_at": "2026-04-29T18:01:46Z",
5
+ "cluster_count": 46,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
225
  "left_pr_number": 43636,
226
  "right_pr_number": 43651,
227
  "similarity": 0.446,
228
+ "content_similarity": 0.292,
229
  "size_similarity": 0.611,
230
  "breadth_similarity": 1.0,
231
  "concentration_similarity": 1.0,
 
919
  44682
920
  ],
921
  "representative_pr_number": 43836,
922
+ "average_similarity": 0.561,
923
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
924
  "shared_filenames": [
925
  "src/transformers/cli/serve.py"
 
933
  {
934
  "left_pr_number": 43656,
935
  "right_pr_number": 43836,
936
+ "similarity": 0.689,
937
+ "content_similarity": 0.744,
938
  "size_similarity": 0.121,
939
  "breadth_similarity": 1.0,
940
  "concentration_similarity": 1.0,
 
950
  {
951
  "left_pr_number": 43836,
952
  "right_pr_number": 43842,
953
+ "similarity": 0.614,
954
+ "content_similarity": 0.658,
955
  "size_similarity": 0.027,
956
  "breadth_similarity": 1.0,
957
  "concentration_similarity": 1.0,
 
967
  {
968
  "left_pr_number": 43836,
969
  "right_pr_number": 44682,
970
+ "similarity": 0.609,
971
+ "content_similarity": 0.656,
972
  "size_similarity": 0.398,
973
  "breadth_similarity": 0.5,
974
  "concentration_similarity": 0.802,
 
984
  {
985
  "left_pr_number": 43656,
986
  "right_pr_number": 43842,
987
+ "similarity": 0.592,
988
+ "content_similarity": 0.584,
989
  "size_similarity": 0.222,
990
  "breadth_similarity": 1.0,
991
  "concentration_similarity": 1.0,
 
1001
  {
1002
  "left_pr_number": 43656,
1003
  "right_pr_number": 44682,
1004
+ "similarity": 0.446,
1005
+ "content_similarity": 0.498,
1006
  "size_similarity": 0.048,
1007
  "breadth_similarity": 0.5,
1008
  "concentration_similarity": 0.802,
 
1018
  {
1019
  "left_pr_number": 43842,
1020
  "right_pr_number": 44682,
1021
+ "similarity": 0.416,
1022
+ "content_similarity": 0.463,
1023
  "size_similarity": 0.011,
1024
  "breadth_similarity": 0.5,
1025
  "concentration_similarity": 0.802,
 
1082
  {
1083
  "left_pr_number": 44974,
1084
  "right_pr_number": 45661,
1085
+ "similarity": 0.496,
1086
+ "content_similarity": 0.452,
1087
+ "size_similarity": 0.811,
1088
  "breadth_similarity": 0.161,
1089
+ "concentration_similarity": 0.828,
1090
  "shared_filenames": [
1091
  "src/transformers/core_model_loading.py",
1092
  "src/transformers/modeling_utils.py",
 
1121
  {
1122
  "left_pr_number": 45635,
1123
  "right_pr_number": 45661,
1124
+ "similarity": 0.439,
1125
+ "content_similarity": 0.452,
1126
+ "size_similarity": 0.479,
1127
  "breadth_similarity": 0.123,
1128
+ "concentration_similarity": 0.757,
1129
  "shared_filenames": [
1130
  "src/transformers/core_model_loading.py",
1131
  "tests/test_modeling_common.py",
 
1158
  {
1159
  "left_pr_number": 45421,
1160
  "right_pr_number": 45661,
1161
+ "similarity": 0.293,
1162
  "content_similarity": 0.196,
1163
+ "size_similarity": 0.596,
1164
  "breadth_similarity": 0.246,
1165
+ "concentration_similarity": 0.829,
1166
  "shared_filenames": [
1167
  "src/transformers/core_model_loading.py",
1168
  "tests/test_modeling_common.py"
 
1393
  {
1394
  "left_pr_number": 45422,
1395
  "right_pr_number": 45627,
1396
+ "similarity": 0.311,
1397
  "content_similarity": 0.11,
1398
  "size_similarity": 0.784,
1399
  "breadth_similarity": 0.75,
 
1515
  45607
1516
  ],
1517
  "representative_pr_number": 45606,
1518
+ "average_similarity": 0.603,
1519
  "summary": "3 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45606.",
1520
  "shared_filenames": [
1521
  "tests/models/gemma4/test_modeling_gemma4.py",
 
1535
  {
1536
  "left_pr_number": 45606,
1537
  "right_pr_number": 45607,
1538
+ "similarity": 0.767,
1539
+ "content_similarity": 0.814,
1540
  "size_similarity": 0.778,
1541
  "breadth_similarity": 0.417,
1542
  "concentration_similarity": 0.778,
 
1552
  {
1553
  "left_pr_number": 45568,
1554
  "right_pr_number": 45606,
1555
+ "similarity": 0.554,
1556
+ "content_similarity": 0.437,
1557
+ "size_similarity": 0.692,
1558
  "breadth_similarity": 1.0,
1559
+ "concentration_similarity": 0.893,
1560
  "shared_filenames": [
1561
  "src/transformers/models/gemma4/modeling_gemma4.py",
1562
  "src/transformers/models/gemma4/modular_gemma4.py",
 
1575
  {
1576
  "left_pr_number": 45568,
1577
  "right_pr_number": 45607,
1578
+ "similarity": 0.486,
1579
+ "content_similarity": 0.456,
1580
+ "size_similarity": 0.538,
1581
  "breadth_similarity": 0.417,
1582
+ "concentration_similarity": 0.885,
1583
  "shared_filenames": [
1584
  "tests/models/gemma4/test_modeling_gemma4.py"
1585
  ],
 
1599
  44676
1600
  ],
1601
  "representative_pr_number": 44059,
1602
+ "average_similarity": 0.569,
1603
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
1604
  "shared_filenames": [
1605
  "src/transformers/models/gpt2/modeling_gpt2.py"
 
1614
  {
1615
  "left_pr_number": 44059,
1616
  "right_pr_number": 44676,
1617
+ "similarity": 0.677,
1618
+ "content_similarity": 0.74,
1619
  "size_similarity": 0.062,
1620
  "breadth_similarity": 1.0,
1621
  "concentration_similarity": 1.0,
 
1650
  {
1651
  "left_pr_number": 44015,
1652
  "right_pr_number": 44676,
1653
+ "similarity": 0.414,
1654
+ "content_similarity": 0.502,
1655
  "size_similarity": 0.034,
1656
  "breadth_similarity": 0.333,
1657
  "concentration_similarity": 0.488,
 
1711
  "left_pr_number": 43997,
1712
  "right_pr_number": 44007,
1713
  "similarity": 0.622,
1714
+ "content_similarity": 0.657,
1715
  "size_similarity": 0.679,
1716
  "breadth_similarity": 0.333,
1717
  "concentration_similarity": 0.548,
 
1883
  "left_pr_number": 45293,
1884
  "right_pr_number": 45681,
1885
  "similarity": 0.504,
1886
+ "content_similarity": 0.404,
1887
  "size_similarity": 0.513,
1888
  "breadth_similarity": 1.0,
1889
  "concentration_similarity": 0.891,
 
1930
  45438
1931
  ],
1932
  "representative_pr_number": 45438,
1933
+ "average_similarity": 0.494,
1934
  "summary": "3 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.",
1935
  "shared_filenames": [
1936
  "src/transformers/models/gemma4/modeling_gemma4.py",
 
1953
  {
1954
  "left_pr_number": 45294,
1955
  "right_pr_number": 45438,
1956
+ "similarity": 0.761,
1957
+ "content_similarity": 0.784,
1958
  "size_similarity": 0.42,
1959
  "breadth_similarity": 1.0,
1960
  "concentration_similarity": 0.989,
 
1981
  {
1982
  "left_pr_number": 45202,
1983
  "right_pr_number": 45438,
1984
+ "similarity": 0.402,
1985
+ "content_similarity": 0.46,
1986
  "size_similarity": 0.01,
1987
  "breadth_similarity": 0.325,
1988
  "concentration_similarity": 0.92,
 
2000
  {
2001
  "left_pr_number": 45202,
2002
  "right_pr_number": 45294,
2003
+ "similarity": 0.32,
2004
+ "content_similarity": 0.34,
2005
  "size_similarity": 0.025,
2006
  "breadth_similarity": 0.325,
2007
  "concentration_similarity": 0.908,
 
2230
  }
2231
  ]
2232
  },
2233
+ {
2234
+ "cluster_id": "pr-scope-44664-3",
2235
+ "pr_numbers": [
2236
+ 44664,
2237
+ 45034,
2238
+ 45513
2239
+ ],
2240
+ "representative_pr_number": 45513,
2241
+ "average_similarity": 0.381,
2242
+ "summary": "3 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45513.",
2243
+ "shared_filenames": [
2244
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py",
2245
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2246
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2247
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py",
2248
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py"
2249
+ ],
2250
+ "shared_directories": [
2251
+ "src/transformers/models/qwen3_5",
2252
+ "tests/models/qwen3_5",
2253
+ "src/transformers/models",
2254
+ "tests/models",
2255
+ "src/transformers",
2256
+ "tests",
2257
+ "src",
2258
+ "src/transformers/models/qwen3_next"
2259
+ ],
2260
+ "pairwise": [
2261
+ {
2262
+ "left_pr_number": 45034,
2263
+ "right_pr_number": 45513,
2264
+ "similarity": 0.453,
2265
+ "content_similarity": 0.377,
2266
+ "size_similarity": 0.364,
2267
+ "breadth_similarity": 0.95,
2268
+ "concentration_similarity": 0.795,
2269
+ "shared_filenames": [
2270
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2271
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2272
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2273
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py",
2274
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2275
+ ],
2276
+ "shared_directories": [
2277
+ "src/transformers/models/qwen3_5",
2278
+ "src/transformers/models/qwen3_next",
2279
+ "src/transformers/models",
2280
+ "tests/models/qwen3_5",
2281
+ "src/transformers",
2282
+ "tests/models",
2283
+ "src",
2284
+ "tests"
2285
+ ]
2286
+ },
2287
+ {
2288
+ "left_pr_number": 44664,
2289
+ "right_pr_number": 45513,
2290
+ "similarity": 0.368,
2291
+ "content_similarity": 0.166,
2292
+ "size_similarity": 0.854,
2293
+ "breadth_similarity": 0.95,
2294
+ "concentration_similarity": 0.585,
2295
+ "shared_filenames": [
2296
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2297
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2298
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2299
+ ],
2300
+ "shared_directories": [
2301
+ "src/transformers/models/qwen3_5",
2302
+ "src/transformers/models",
2303
+ "tests/models/qwen3_5",
2304
+ "src/transformers",
2305
+ "tests/models",
2306
+ "src",
2307
+ "tests"
2308
+ ]
2309
+ },
2310
+ {
2311
+ "left_pr_number": 44664,
2312
+ "right_pr_number": 45034,
2313
+ "similarity": 0.323,
2314
+ "content_similarity": 0.17,
2315
+ "size_similarity": 0.426,
2316
+ "breadth_similarity": 1.0,
2317
+ "concentration_similarity": 0.79,
2318
+ "shared_filenames": [
2319
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2320
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2321
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2322
+ ],
2323
+ "shared_directories": [
2324
+ "src/transformers/models/qwen3_5",
2325
+ "src/transformers/models",
2326
+ "tests/models/qwen3_5",
2327
+ "src/transformers",
2328
+ "tests/models",
2329
+ "src",
2330
+ "tests"
2331
+ ]
2332
+ }
2333
+ ]
2334
+ },
2335
  {
2336
  "cluster_id": "pr-scope-43488-3",
2337
  "pr_numbers": [
 
2373
  {
2374
  "left_pr_number": 43488,
2375
  "right_pr_number": 43665,
2376
+ "similarity": 0.385,
2377
  "content_similarity": 0.208,
2378
  "size_similarity": 0.818,
2379
  "breadth_similarity": 0.667,
 
2391
  "left_pr_number": 43488,
2392
  "right_pr_number": 45476,
2393
  "similarity": 0.339,
2394
+ "content_similarity": 0.14,
2395
  "size_similarity": 0.786,
2396
  "breadth_similarity": 0.75,
2397
  "concentration_similarity": 0.974,
 
2429
  {
2430
  "left_pr_number": 33686,
2431
  "right_pr_number": 44550,
2432
+ "similarity": 0.393,
2433
+ "content_similarity": 0.133,
2434
  "size_similarity": 1.0,
2435
  "breadth_similarity": 1.0,
2436
  "concentration_similarity": 1.0,
 
2445
  {
2446
  "left_pr_number": 44407,
2447
  "right_pr_number": 44550,
2448
+ "similarity": 0.365,
2449
+ "content_similarity": 0.102,
2450
  "size_similarity": 0.957,
2451
  "breadth_similarity": 1.0,
2452
  "concentration_similarity": 1.0,
 
2460
  {
2461
  "left_pr_number": 33686,
2462
  "right_pr_number": 44407,
2463
+ "similarity": 0.353,
2464
+ "content_similarity": 0.085,
2465
  "size_similarity": 0.957,
2466
  "breadth_similarity": 1.0,
2467
  "concentration_similarity": 1.0,
 
2801
  44375
2802
  ],
2803
  "representative_pr_number": 36895,
2804
+ "average_similarity": 0.761,
2805
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
2806
  "shared_filenames": [
2807
  "docs/source/en/model_doc/rf_detr.md",
 
2827
  {
2828
  "left_pr_number": 36895,
2829
  "right_pr_number": 44375,
2830
+ "similarity": 0.761,
2831
+ "content_similarity": 0.724,
2832
  "size_similarity": 0.807,
2833
  "breadth_similarity": 0.866,
2834
  "concentration_similarity": 0.93,
 
2859
  }
2860
  ]
2861
  },
2862
+ {
2863
+ "cluster_id": "pr-scope-41901-2",
2864
+ "pr_numbers": [
2865
+ 41901,
2866
+ 45523
2867
+ ],
2868
+ "representative_pr_number": 41901,
2869
+ "average_similarity": 0.718,
2870
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
2871
+ "shared_filenames": [
2872
+ "src/transformers/integrations/executorch.py"
2873
+ ],
2874
+ "shared_directories": [
2875
+ "src/transformers/integrations",
2876
+ "src/transformers",
2877
+ "src"
2878
+ ],
2879
+ "pairwise": [
2880
+ {
2881
+ "left_pr_number": 41901,
2882
+ "right_pr_number": 45523,
2883
+ "similarity": 0.718,
2884
+ "content_similarity": 0.778,
2885
+ "size_similarity": 0.158,
2886
+ "breadth_similarity": 1.0,
2887
+ "concentration_similarity": 1.0,
2888
+ "shared_filenames": [
2889
+ "src/transformers/integrations/executorch.py"
2890
+ ],
2891
+ "shared_directories": [
2892
+ "src/transformers/integrations",
2893
+ "src/transformers",
2894
+ "src"
2895
+ ]
2896
+ }
2897
+ ]
2898
+ },
2899
  {
2900
  "cluster_id": "pr-scope-43020-2",
2901
  "pr_numbers": [
 
2903
  45144
2904
  ],
2905
  "representative_pr_number": 43020,
2906
+ "average_similarity": 0.715,
2907
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
2908
  "shared_filenames": [
2909
  "src/transformers/models/mimo_v2_flash/__init__.py",
 
2929
  {
2930
  "left_pr_number": 43020,
2931
  "right_pr_number": 45144,
2932
+ "similarity": 0.715,
2933
+ "content_similarity": 0.714,
2934
+ "size_similarity": 0.698,
2935
  "breadth_similarity": 0.632,
2936
+ "concentration_similarity": 0.941,
2937
  "shared_filenames": [
2938
  "src/transformers/models/__init__.py",
2939
  "src/transformers/models/auto/modeling_auto.py",
 
2957
  }
2958
  ]
2959
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2960
  {
2961
  "cluster_id": "pr-scope-41441-2",
2962
  "pr_numbers": [
 
3110
  44116
3111
  ],
3112
  "representative_pr_number": 44101,
3113
+ "average_similarity": 0.563,
3114
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
3115
  "shared_filenames": [
3116
  "src/transformers/models/flaubert/modeling_flaubert.py"
 
3125
  {
3126
  "left_pr_number": 44101,
3127
  "right_pr_number": 44116,
3128
+ "similarity": 0.563,
3129
+ "content_similarity": 0.628,
3130
  "size_similarity": 0.319,
3131
  "breadth_similarity": 0.5,
3132
  "concentration_similarity": 0.507,
 
3149
  45396
3150
  ],
3151
  "representative_pr_number": 41992,
3152
+ "average_similarity": 0.519,
3153
  "summary": "2 open PRs share weighted file overlap around `tests/models/video_llama_3/test_modeling_video_llama_3.py`, `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #41992.",
3154
  "shared_filenames": [
3155
  "tests/models/video_llama_3/test_modeling_video_llama_3.py",
3156
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
3157
  "src/transformers/models/glm_ocr/modular_glm_ocr.py",
 
 
3158
  "src/transformers/models/glm_image/modular_glm_image.py",
3159
  "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
3160
+ "src/transformers/models/glm46v/modeling_glm46v.py",
3161
+ "src/transformers/models/glm4v/modular_glm4v.py",
3162
+ "src/transformers/models/glm_image/modeling_glm_image.py"
3163
  ],
3164
  "shared_directories": [
3165
  "src/transformers/models/glm_image",
 
3175
  {
3176
  "left_pr_number": 41992,
3177
  "right_pr_number": 45396,
3178
+ "similarity": 0.519,
3179
+ "content_similarity": 0.487,
3180
+ "size_similarity": 0.547,
3181
  "breadth_similarity": 0.53,
3182
+ "concentration_similarity": 0.865,
3183
  "shared_filenames": [
3184
  "src/transformers/models/ernie4_5_vl_moe/modeling_ernie4_5_vl_moe.py",
3185
  "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
 
3335
  45678
3336
  ],
3337
  "representative_pr_number": 45671,
3338
+ "average_similarity": 0.502,
3339
  "summary": "2 open PRs share weighted file overlap around `tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py`; representative PR #45671.",
3340
  "shared_filenames": [
3341
  "tests/models/phi4_multimodal/test_modeling_phi4_multimodal.py"
 
3349
  {
3350
  "left_pr_number": 45671,
3351
  "right_pr_number": 45678,
3352
+ "similarity": 0.502,
3353
  "content_similarity": 0.359,
3354
  "size_similarity": 0.833,
3355
  "breadth_similarity": 0.75,
 
3421
  45233
3422
  ],
3423
  "representative_pr_number": 40755,
3424
+ "average_similarity": 0.48,
3425
+ "summary": "2 open PRs share weighted file overlap around `tests/models/timesfm/test_modeling_timesfm.py`, `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`; representative PR #40755.",
3426
  "shared_filenames": [
3427
+ "tests/models/timesfm/test_modeling_timesfm.py",
3428
  "src/transformers/models/timesfm/modeling_timesfm.py",
3429
+ "src/transformers/models/timesfm/modular_timesfm.py"
 
3430
  ],
3431
  "shared_directories": [
3432
  "src/transformers/models/timesfm",
 
3441
  {
3442
  "left_pr_number": 40755,
3443
  "right_pr_number": 45233,
3444
+ "similarity": 0.48,
3445
+ "content_similarity": 0.449,
3446
  "size_similarity": 0.266,
3447
  "breadth_similarity": 0.792,
3448
  "concentration_similarity": 0.928,
 
3470
  44339
3471
  ],
3472
  "representative_pr_number": 41356,
3473
+ "average_similarity": 0.455,
3474
  "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
3475
  "shared_filenames": [
3476
  "docs/source/en/model_doc/deimv2.md",
 
3494
  {
3495
  "left_pr_number": 41356,
3496
  "right_pr_number": 44339,
3497
+ "similarity": 0.455,
3498
  "content_similarity": 0.499,
3499
  "size_similarity": 0.081,
3500
  "breadth_similarity": 0.444,
 
3522
  }
3523
  ]
3524
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3525
  {
3526
  "cluster_id": "pr-scope-42112-2",
3527
  "pr_numbers": [
 
3639
  }
3640
  ]
3641
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3642
  {
3643
  "cluster_id": "pr-scope-42655-2",
3644
  "pr_numbers": [
pr_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:56c41cffe5da716af7a5a2e5574e44e6676eea283875ee81591401ad677ba841
3
- size 1355250
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:814210cef18c4ef514ce8f63289069b2f481f5f47c610c8600e20f0c622a7764
3
+ size 1361228
pr_diffs.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b76e2160486fa8a46ee49e51ade356ce51e44eb3cca424f8e4a265469216f073
3
- size 21641643
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6a733f8d34772a516b63754e4f6a8c7dae5303150fd016f5c629bf55b61b6032
3
+ size 21697741
pr_files.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:846bf02758f318d009dd366a96f353bc0366f792bd88236ea41f72b48c0b21df
3
- size 41807515
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:27d930258dc10bc41d790ecc1d942d982fc9cf8f5a693f7e2666e02c3deed080
3
+ size 41868192
pull_requests.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:05f3f85915bbad0616ad0a1a1fe2e28c78fd34bf7c159211bf4d2a33075a6d18
3
- size 1650912
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dba30f298a0d392b6d851519c4c35147040c4317fd78f365f838019615079678
3
+ size 1653420
review_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d5a0701394b9b726c2805c82948ea5552e697ef250b4b1641461c0fe4d1522b0
3
- size 2233568
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d2e7dd01ae4d787c528a006629192aef020fb99fe2a2ea785c4756771181ed4d
3
+ size 2243270
reviews.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:233ebfadf3a1ae0bb880bb9895fd167c971346cbaec11f5543e7689b5010eabb
3
- size 688651
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0a0f5bc838655c39bece968b0caabb5c5ed1c200f00e17bdf8814fd47c0e836f
3
+ size 691040
snapshots/20260429T180023Z/manifest.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260429T180023Z/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": 9465,
11
+ "issues": 660,
12
+ "links": 2829,
13
+ "new_contributors": 353,
14
+ "pr_diffs": 2039,
15
+ "pr_files": 29379,
16
+ "pull_requests": 2039,
17
+ "review_comments": 13148,
18
+ "reviews": 7551,
19
+ "timeline_events": 41099
20
+ },
21
+ "crawl_started_at": "2026-04-29T18:00:23Z",
22
+ "delta_counts": {
23
+ "comments": 35,
24
+ "issue_stubs": 24,
25
+ "issues": 2,
26
+ "links": 36,
27
+ "pr_diffs": 22,
28
+ "pr_files": 455,
29
+ "pull_requests": 22,
30
+ "review_comments": 660,
31
+ "reviews": 255,
32
+ "timeline_events": 798
33
+ },
34
+ "extracted_at": "2026-04-29T18:00:23Z",
35
+ "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260429T180023Z",
37
+ "watermark": {
38
+ "effective_since": "2026-04-29T12:00:25Z",
39
+ "next_since": "2026-04-29T18:00:23Z"
40
+ }
41
+ }
snapshots/20260429T180023Z/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/20260429T120025Z/manifest.json",
3
- "latest_snapshot_id": "20260429T120025Z",
4
  "manifest_path": "manifest.json",
5
- "next_since": "2026-04-29T12:00:25Z",
6
  "repo": "huggingface/transformers",
7
- "snapshot_dir": "snapshots/20260429T120025Z"
8
  }
 
1
  {
2
+ "archived_manifest_path": "snapshots/20260429T180023Z/manifest.json",
3
+ "latest_snapshot_id": "20260429T180023Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-04-29T18:00:23Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260429T180023Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-04-29T06:00:16Z",
3
- "last_successful_snapshot_id": "20260429T120025Z",
4
- "next_since": "2026-04-29T12:00:25Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-04-29T12:00:25Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-04-29T12:00:25Z",
3
+ "last_successful_snapshot_id": "20260429T180023Z",
4
+ "next_since": "2026-04-29T18:00:23Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-04-29T18:00:23Z"
7
  }