Hugging Face's logo

Datasets:
evalstate
/
transformers-pr

Modalities:
Tabular
Text
Formats:
parquet
Size:
100K - 1M
Libraries:
Datasets
pandas
Polars
Dataset card Data Studio Files
xet
 Community
1
evalstate HF Staff commited on
Commit
6023c16
·
verified ·
1 Parent(s): c26f3ea

Refresh transformers dataset snapshot 20260625T000027Z

Browse files
Files changed (21) hide show
  1. README.md +1 -1
  2. comments.parquet +2 -2
  3. events.parquet +2 -2
  4. issue_comments.parquet +2 -2
  5. issues.parquet +2 -2
  6. links.parquet +2 -2
  7. manifest.json +24 -24
  8. new-contributors-report.json +191 -171
  9. new-contributors-report.md +67 -65
  10. new_contributors.parquet +2 -2
  11. pr-scope-clusters.json +649 -493
  12. pr_comments.parquet +2 -2
  13. pr_diffs.parquet +2 -2
  14. pr_files.parquet +2 -2
  15. pull_requests.parquet +2 -2
  16. review_comments.parquet +2 -2
  17. reviews.parquet +2 -2
  18. snapshots/20260625T000027Z/manifest.json +41 -0
  19. snapshots/20260625T000027Z/pr-scope-clusters.json +0 -0
  20. snapshots/latest.json +4 -4
  21. state/watermark.json +4 -4
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
75
  - eval set creation
76
 
77
  Notes:
78
- - latest snapshot: `20260624T180019Z`
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: `20260625T000027Z`
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:c81781e6b16c527eb86b277ab260be78990c53107843d82a54023aa18a5115a5
3
- size 3231146
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3bb76485fc9edc2bb197a328a4663e89306c36c457e06fb0107113dcafe7dfa2
3
+ size 3234591
events.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:518596e7c88d43d0efa9e755960c6343118152786a1b9ea2baaa894f01de12d9
3
- size 960017
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d508443c40a2bbc540aad1e3b31afa2edb0010ead29fa7874c75062522a38fcc
3
+ size 960793
issue_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:52e1d63db6ceba73ce6ecc4e1f7bffef06e45a89271f52c1bb88ead84a07e342
3
- size 1022607
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:370009d1ae312928338a75914e0386c2b6ee19ffb6b339a9548aabcc4e9ab4af
3
+ size 1023026
issues.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:79aafb166eaefd790a39a832d7c74406dfcf2a6af1bd3c198a37a12b04bc8336
3
- size 1281095
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ae93dbaaae89573548d69ae775c2f01c9796c02de5c40db95d9bdab3a31e0204
3
+ size 1281108
links.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:7b9f792be249e4096af855604b9c0a80e9e1219471fb80cc1d165d74607e3b30
3
- size 60813
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1c271c9782612da7a3f64ffca20176916e947bb6d5b6661655aa4dcf23c144b3
3
+ size 60923
manifest.json CHANGED
@@ -1,41 +1,41 @@
1
  {
2
  "artifacts": {
3
- "archived_pr_scope_clusters_json": "snapshots/20260624T180019Z/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": 15174,
11
  "issues": 911,
12
- "links": 5097,
13
  "new_contributors": 348,
14
- "pr_diffs": 3016,
15
- "pr_files": 38280,
16
- "pull_requests": 3016,
17
- "review_comments": 18429,
18
- "reviews": 10764,
19
- "timeline_events": 59408
20
  },
21
- "crawl_started_at": "2026-06-24T18:00:19Z",
22
  "delta_counts": {
23
- "comments": 34,
24
- "issue_stubs": 45,
25
- "issues": 7,
26
- "links": 30,
27
- "pr_diffs": 38,
28
- "pr_files": 734,
29
- "pull_requests": 38,
30
- "review_comments": 707,
31
- "reviews": 263,
32
- "timeline_events": 1326
33
  },
34
- "extracted_at": "2026-06-24T18:00:19Z",
35
  "repo": "huggingface/transformers",
36
- "snapshot_id": "20260624T180019Z",
37
  "watermark": {
38
- "effective_since": "2026-06-24T12:00:28Z",
39
- "next_since": "2026-06-24T18:00:19Z"
40
  }
41
  }
 
1
  {
2
  "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260625T000027Z/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": 15194,
11
  "issues": 911,
12
+ "links": 5103,
13
  "new_contributors": 348,
14
+ "pr_diffs": 3019,
15
+ "pr_files": 38290,
16
+ "pull_requests": 3019,
17
+ "review_comments": 18449,
18
+ "reviews": 10769,
19
+ "timeline_events": 59447
20
  },
21
+ "crawl_started_at": "2026-06-25T00:00:27Z",
22
  "delta_counts": {
23
+ "comments": 21,
24
+ "issue_stubs": 13,
25
+ "issues": 2,
26
+ "links": 20,
27
+ "pr_diffs": 11,
28
+ "pr_files": 107,
29
+ "pull_requests": 11,
30
+ "review_comments": 427,
31
+ "reviews": 197,
32
+ "timeline_events": 622
33
  },
34
+ "extracted_at": "2026-06-25T00:00:27Z",
35
  "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260625T000027Z",
37
  "watermark": {
38
+ "effective_since": "2026-06-24T18:00:19Z",
39
+ "next_since": "2026-06-25T00:00:27Z"
40
  }
41
  }
new-contributors-report.json CHANGED
@@ -1,25 +1,25 @@
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
- "snapshot_id": "20260624T180019Z",
5
- "generated_at": "2026-06-24T18:02:36Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
  "selected_contributors": 348,
10
  "first_seen_in_snapshot": 0,
11
- "known_via_prior_merged_pr": 160,
12
- "previous_primary_author_count": 1440,
13
  "selected_seen_in_previous_primary": 348,
14
- "previous_report_contributor_count": 347,
15
  "selected_overlap_previous_report": 347,
16
  "selected_overlap_previous_report_rate": 0.9971,
17
  "reused_previous_report_entries": 344,
18
- "reused_known_merged_contributors": 157,
19
  "live_fetches": 4,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
- "enrichment_elapsed_seconds": 3.358,
23
  "enrichment_avg_seconds_per_author": 0.01,
24
  "enrichment_failures": 3
25
  },
@@ -460,8 +460,8 @@
460
  "number": 46844,
461
  "title": "Prevent auto-class from being modified for all models",
462
  "url": "https://github.com/huggingface/transformers/pull/46844",
463
- "state": "open",
464
- "merged": false,
465
  "draft": false,
466
  "created_at": "2026-06-23T12:07:40Z"
467
  },
@@ -595,11 +595,11 @@
595
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
596
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
597
  "repo_first_seen_at": "2024-02-08T22:19:09Z",
598
- "repo_last_seen_at": "2026-06-24T16:16:08Z",
599
- "repo_primary_artifact_count": 69,
600
- "repo_artifact_count": 595,
601
  "snapshot_issue_count": 2,
602
- "snapshot_pr_count": 67,
603
  "snapshot_comment_count": 40,
604
  "snapshot_review_count": 177,
605
  "snapshot_review_comment_count": 309,
@@ -632,6 +632,16 @@
632
  },
633
  "examples": {
634
  "pull_requests": [
 
 
 
 
 
 
 
 
 
 
635
  {
636
  "kind": "pull_request",
637
  "number": 46698,
@@ -651,16 +661,6 @@
651
  "merged": true,
652
  "draft": false,
653
  "created_at": "2026-06-15T19:01:46Z"
654
- },
655
- {
656
- "kind": "pull_request",
657
- "number": 46676,
658
- "title": "[docs] compile level and batch/scheduling limits",
659
- "url": "https://github.com/huggingface/transformers/pull/46676",
660
- "state": "closed",
661
- "merged": true,
662
- "draft": false,
663
- "created_at": "2026-06-15T18:33:46Z"
664
  }
665
  ],
666
  "issues": [
@@ -695,14 +695,14 @@
695
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
696
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
697
  "repo_first_seen_at": "2025-08-26T12:13:50Z",
698
- "repo_last_seen_at": "2026-06-24T17:57:55Z",
699
  "repo_primary_artifact_count": 56,
700
- "repo_artifact_count": 7461,
701
  "snapshot_issue_count": 2,
702
  "snapshot_pr_count": 54,
703
  "snapshot_comment_count": 724,
704
- "snapshot_review_count": 1325,
705
- "snapshot_review_comment_count": 5356,
706
  "repo_association": "MEMBER",
707
  "new_to_repo": false,
708
  "first_seen_in_snapshot": false,
@@ -2086,14 +2086,14 @@
2086
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui",
2087
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui",
2088
  "repo_first_seen_at": "2026-01-08T18:13:10Z",
2089
- "repo_last_seen_at": "2026-06-23T15:33:12Z",
2090
  "repo_primary_artifact_count": 21,
2091
- "repo_artifact_count": 128,
2092
  "snapshot_issue_count": 0,
2093
  "snapshot_pr_count": 21,
2094
  "snapshot_comment_count": 9,
2095
- "snapshot_review_count": 49,
2096
- "snapshot_review_comment_count": 49,
2097
  "repo_association": "MEMBER",
2098
  "new_to_repo": false,
2099
  "first_seen_in_snapshot": false,
@@ -3768,12 +3768,12 @@
3768
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS",
3769
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS",
3770
  "repo_first_seen_at": "2025-12-04T12:38:46Z",
3771
- "repo_last_seen_at": "2026-06-23T19:50:25Z",
3772
  "repo_primary_artifact_count": 6,
3773
- "repo_artifact_count": 11,
3774
  "snapshot_issue_count": 0,
3775
  "snapshot_pr_count": 6,
3776
- "snapshot_comment_count": 5,
3777
  "snapshot_review_count": 0,
3778
  "snapshot_review_comment_count": 0,
3779
  "repo_association": "CONTRIBUTOR",
@@ -4496,14 +4496,14 @@
4496
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid",
4497
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid",
4498
  "repo_first_seen_at": "2026-04-02T19:05:35Z",
4499
- "repo_last_seen_at": "2026-06-23T17:34:15Z",
4500
  "repo_primary_artifact_count": 4,
4501
- "repo_artifact_count": 9,
4502
  "snapshot_issue_count": 0,
4503
  "snapshot_pr_count": 4,
4504
  "snapshot_comment_count": 1,
4505
- "snapshot_review_count": 2,
4506
- "snapshot_review_comment_count": 2,
4507
  "repo_association": "CONTRIBUTOR",
4508
  "new_to_repo": false,
4509
  "first_seen_in_snapshot": false,
@@ -5635,12 +5635,12 @@
5635
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha",
5636
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha",
5637
  "repo_first_seen_at": "2026-03-07T22:12:58Z",
5638
- "repo_last_seen_at": "2026-06-24T01:14:43Z",
5639
  "repo_primary_artifact_count": 3,
5640
- "repo_artifact_count": 10,
5641
  "snapshot_issue_count": 0,
5642
  "snapshot_pr_count": 3,
5643
- "snapshot_comment_count": 7,
5644
  "snapshot_review_count": 0,
5645
  "snapshot_review_comment_count": 0,
5646
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -6275,6 +6275,83 @@
6275
  },
6276
  "fetch_error": null
6277
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6278
  {
6279
  "author_login": "kmswin1",
6280
  "name": "Minsang Kim",
@@ -6295,8 +6372,8 @@
6295
  "first_seen_in_snapshot": false,
6296
  "known_via_prior_merged_pr": false,
6297
  "report_reason": null,
6298
- "enrichment_source": "live",
6299
- "live_refetch_skipped": false,
6300
  "account_age_days": 3449,
6301
  "young_account": false,
6302
  "follow_through_score": "mixed",
@@ -9821,73 +9898,6 @@
9821
  },
9822
  "fetch_error": null
9823
  },
9824
- {
9825
- "author_login": "voodoovampire",
9826
- "name": "Vishal shankar",
9827
- "profile_url": "https://github.com/voodoovampire",
9828
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avoodoovampire",
9829
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avoodoovampire",
9830
- "repo_first_seen_at": "2026-04-25T19:30:01Z",
9831
- "repo_last_seen_at": "2026-05-01T17:15:19Z",
9832
- "repo_primary_artifact_count": 2,
9833
- "repo_artifact_count": 9,
9834
- "snapshot_issue_count": 0,
9835
- "snapshot_pr_count": 2,
9836
- "snapshot_comment_count": 7,
9837
- "snapshot_review_count": 0,
9838
- "snapshot_review_comment_count": 0,
9839
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
9840
- "new_to_repo": false,
9841
- "first_seen_in_snapshot": false,
9842
- "known_via_prior_merged_pr": false,
9843
- "report_reason": null,
9844
- "enrichment_source": "previous_report",
9845
- "live_refetch_skipped": true,
9846
- "account_age_days": 512,
9847
- "young_account": false,
9848
- "follow_through_score": "weak",
9849
- "breadth_score": "low",
9850
- "automation_risk_signal": "low",
9851
- "heuristic_note": "high open PR share; targets high-star repos",
9852
- "public_orgs": [],
9853
- "activity": {
9854
- "visible_authored_pr_count": 3,
9855
- "merged_pr_count": 0,
9856
- "closed_unmerged_pr_count": 0,
9857
- "open_pr_count": 3,
9858
- "merged_pr_rate": 0.0,
9859
- "closed_unmerged_pr_rate": 0.0,
9860
- "still_open_pr_rate": 1.0,
9861
- "distinct_repos_with_authored_prs": 2,
9862
- "distinct_repos_with_open_prs": 2
9863
- },
9864
- "examples": {
9865
- "pull_requests": [
9866
- {
9867
- "kind": "pull_request",
9868
- "number": 45737,
9869
- "title": "Add regression test for MusicgenMelody audio conditioning (GH #45647)",
9870
- "url": "https://github.com/huggingface/transformers/pull/45737",
9871
- "state": "open",
9872
- "merged": false,
9873
- "draft": false,
9874
- "created_at": "2026-05-01T13:15:28Z"
9875
- },
9876
- {
9877
- "kind": "pull_request",
9878
- "number": 45648,
9879
- "title": "Fix SDPA inference tolerances for MPS backend",
9880
- "url": "https://github.com/huggingface/transformers/pull/45648",
9881
- "state": "closed",
9882
- "merged": false,
9883
- "draft": false,
9884
- "created_at": "2026-04-25T19:30:01Z"
9885
- }
9886
- ],
9887
- "issues": []
9888
- },
9889
- "fetch_error": null
9890
- },
9891
  {
9892
  "author_login": "yuvrajsharma9981",
9893
  "name": "Yuvraj Sharma",
@@ -10229,12 +10239,12 @@
10229
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam",
10230
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam",
10231
  "repo_first_seen_at": "2025-07-25T12:59:52Z",
10232
- "repo_last_seen_at": "2026-06-24T17:48:37Z",
10233
  "repo_primary_artifact_count": 10,
10234
- "repo_artifact_count": 1332,
10235
  "snapshot_issue_count": 0,
10236
  "snapshot_pr_count": 10,
10237
- "snapshot_comment_count": 71,
10238
  "snapshot_review_count": 342,
10239
  "snapshot_review_comment_count": 909,
10240
  "repo_association": "MEMBER",
@@ -12220,6 +12230,73 @@
12220
  },
12221
  "fetch_error": null
12222
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12223
  {
12224
  "author_login": "zRzRzRzRzRzRzR",
12225
  "name": "Yuxuan Zhang",
@@ -15533,63 +15610,6 @@
15533
  },
15534
  "fetch_error": null
15535
  },
15536
- {
15537
- "author_login": "aryanp2107",
15538
- "name": "Aryan Patel",
15539
- "profile_url": "https://github.com/aryanp2107",
15540
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaryanp2107",
15541
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaryanp2107",
15542
- "repo_first_seen_at": "2026-04-25T21:44:39Z",
15543
- "repo_last_seen_at": "2026-04-25T22:08:51Z",
15544
- "repo_primary_artifact_count": 1,
15545
- "repo_artifact_count": 2,
15546
- "snapshot_issue_count": 0,
15547
- "snapshot_pr_count": 1,
15548
- "snapshot_comment_count": 1,
15549
- "snapshot_review_count": 0,
15550
- "snapshot_review_comment_count": 0,
15551
- "repo_association": "NONE",
15552
- "new_to_repo": false,
15553
- "first_seen_in_snapshot": false,
15554
- "known_via_prior_merged_pr": false,
15555
- "report_reason": null,
15556
- "enrichment_source": "previous_report",
15557
- "live_refetch_skipped": true,
15558
- "account_age_days": 1390,
15559
- "young_account": false,
15560
- "follow_through_score": "weak",
15561
- "breadth_score": "low",
15562
- "automation_risk_signal": "low",
15563
- "heuristic_note": "high open PR share; targets high-star repos",
15564
- "public_orgs": [],
15565
- "activity": {
15566
- "visible_authored_pr_count": 1,
15567
- "merged_pr_count": 0,
15568
- "closed_unmerged_pr_count": 0,
15569
- "open_pr_count": 1,
15570
- "merged_pr_rate": 0.0,
15571
- "closed_unmerged_pr_rate": 0.0,
15572
- "still_open_pr_rate": 1.0,
15573
- "distinct_repos_with_authored_prs": 1,
15574
- "distinct_repos_with_open_prs": 1
15575
- },
15576
- "examples": {
15577
- "pull_requests": [
15578
- {
15579
- "kind": "pull_request",
15580
- "number": 45650,
15581
- "title": "Fix KeyError for flash_attn in import_utils.py on Python 3.13Fix ",
15582
- "url": "https://github.com/huggingface/transformers/pull/45650",
15583
- "state": "closed",
15584
- "merged": false,
15585
- "draft": false,
15586
- "created_at": "2026-04-25T22:08:51Z"
15587
- }
15588
- ],
15589
- "issues": []
15590
- },
15591
- "fetch_error": null
15592
- },
15593
  {
15594
  "author_login": "ash01825",
15595
  "name": "Arsh",
@@ -16925,7 +16945,7 @@
16925
  "repo_association": "CONTRIBUTOR",
16926
  "new_to_repo": false,
16927
  "first_seen_in_snapshot": false,
16928
- "known_via_prior_merged_pr": false,
16929
  "report_reason": null,
16930
  "enrichment_source": "previous_report",
16931
  "live_refetch_skipped": true,
 
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
+ "snapshot_id": "20260625T000027Z",
5
+ "generated_at": "2026-06-25T00:01:27Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
  "selected_contributors": 348,
10
  "first_seen_in_snapshot": 0,
11
+ "known_via_prior_merged_pr": 162,
12
+ "previous_primary_author_count": 1442,
13
  "selected_seen_in_previous_primary": 348,
14
+ "previous_report_contributor_count": 348,
15
  "selected_overlap_previous_report": 347,
16
  "selected_overlap_previous_report_rate": 0.9971,
17
  "reused_previous_report_entries": 344,
18
+ "reused_known_merged_contributors": 158,
19
  "live_fetches": 4,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
+ "enrichment_elapsed_seconds": 3.36,
23
  "enrichment_avg_seconds_per_author": 0.01,
24
  "enrichment_failures": 3
25
  },
 
460
  "number": 46844,
461
  "title": "Prevent auto-class from being modified for all models",
462
  "url": "https://github.com/huggingface/transformers/pull/46844",
463
+ "state": "closed",
464
+ "merged": true,
465
  "draft": false,
466
  "created_at": "2026-06-23T12:07:40Z"
467
  },
 
595
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
596
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
597
  "repo_first_seen_at": "2024-02-08T22:19:09Z",
598
+ "repo_last_seen_at": "2026-06-24T18:11:45Z",
599
+ "repo_primary_artifact_count": 70,
600
+ "repo_artifact_count": 596,
601
  "snapshot_issue_count": 2,
602
+ "snapshot_pr_count": 68,
603
  "snapshot_comment_count": 40,
604
  "snapshot_review_count": 177,
605
  "snapshot_review_comment_count": 309,
 
632
  },
633
  "examples": {
634
  "pull_requests": [
635
+ {
636
+ "kind": "pull_request",
637
+ "number": 46871,
638
+ "title": "[docs] AITER kernels",
639
+ "url": "https://github.com/huggingface/transformers/pull/46871",
640
+ "state": "open",
641
+ "merged": false,
642
+ "draft": false,
643
+ "created_at": "2026-06-24T18:11:45Z"
644
+ },
645
  {
646
  "kind": "pull_request",
647
  "number": 46698,
 
661
  "merged": true,
662
  "draft": false,
663
  "created_at": "2026-06-15T19:01:46Z"
 
 
 
 
 
 
 
 
 
 
664
  }
665
  ],
666
  "issues": [
 
695
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
696
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
697
  "repo_first_seen_at": "2025-08-26T12:13:50Z",
698
+ "repo_last_seen_at": "2026-06-24T18:51:04Z",
699
  "repo_primary_artifact_count": 56,
700
+ "repo_artifact_count": 7480,
701
  "snapshot_issue_count": 2,
702
  "snapshot_pr_count": 54,
703
  "snapshot_comment_count": 724,
704
+ "snapshot_review_count": 1327,
705
+ "snapshot_review_comment_count": 5373,
706
  "repo_association": "MEMBER",
707
  "new_to_repo": false,
708
  "first_seen_in_snapshot": false,
 
2086
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui",
2087
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui",
2088
  "repo_first_seen_at": "2026-01-08T18:13:10Z",
2089
+ "repo_last_seen_at": "2026-06-24T21:19:01Z",
2090
  "repo_primary_artifact_count": 21,
2091
+ "repo_artifact_count": 132,
2092
  "snapshot_issue_count": 0,
2093
  "snapshot_pr_count": 21,
2094
  "snapshot_comment_count": 9,
2095
+ "snapshot_review_count": 51,
2096
+ "snapshot_review_comment_count": 51,
2097
  "repo_association": "MEMBER",
2098
  "new_to_repo": false,
2099
  "first_seen_in_snapshot": false,
 
3768
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS",
3769
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS",
3770
  "repo_first_seen_at": "2025-12-04T12:38:46Z",
3771
+ "repo_last_seen_at": "2026-06-24T20:47:16Z",
3772
  "repo_primary_artifact_count": 6,
3773
+ "repo_artifact_count": 12,
3774
  "snapshot_issue_count": 0,
3775
  "snapshot_pr_count": 6,
3776
+ "snapshot_comment_count": 6,
3777
  "snapshot_review_count": 0,
3778
  "snapshot_review_comment_count": 0,
3779
  "repo_association": "CONTRIBUTOR",
 
4496
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid",
4497
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid",
4498
  "repo_first_seen_at": "2026-04-02T19:05:35Z",
4499
+ "repo_last_seen_at": "2026-06-24T18:47:17Z",
4500
  "repo_primary_artifact_count": 4,
4501
+ "repo_artifact_count": 11,
4502
  "snapshot_issue_count": 0,
4503
  "snapshot_pr_count": 4,
4504
  "snapshot_comment_count": 1,
4505
+ "snapshot_review_count": 3,
4506
+ "snapshot_review_comment_count": 3,
4507
  "repo_association": "CONTRIBUTOR",
4508
  "new_to_repo": false,
4509
  "first_seen_in_snapshot": false,
 
5635
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha",
5636
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha",
5637
  "repo_first_seen_at": "2026-03-07T22:12:58Z",
5638
+ "repo_last_seen_at": "2026-06-24T18:19:40Z",
5639
  "repo_primary_artifact_count": 3,
5640
+ "repo_artifact_count": 12,
5641
  "snapshot_issue_count": 0,
5642
  "snapshot_pr_count": 3,
5643
+ "snapshot_comment_count": 9,
5644
  "snapshot_review_count": 0,
5645
  "snapshot_review_comment_count": 0,
5646
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
 
6275
  },
6276
  "fetch_error": null
6277
  },
6278
+ {
6279
+ "author_login": "Aravind-11",
6280
+ "name": "ARAVINDHAN T",
6281
+ "profile_url": "https://github.com/Aravind-11",
6282
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAravind-11",
6283
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAravind-11",
6284
+ "repo_first_seen_at": "2025-11-10T23:38:23Z",
6285
+ "repo_last_seen_at": "2026-06-24T22:45:19Z",
6286
+ "repo_primary_artifact_count": 5,
6287
+ "repo_artifact_count": 60,
6288
+ "snapshot_issue_count": 0,
6289
+ "snapshot_pr_count": 5,
6290
+ "snapshot_comment_count": 27,
6291
+ "snapshot_review_count": 14,
6292
+ "snapshot_review_comment_count": 14,
6293
+ "repo_association": "CONTRIBUTOR",
6294
+ "new_to_repo": false,
6295
+ "first_seen_in_snapshot": false,
6296
+ "known_via_prior_merged_pr": true,
6297
+ "report_reason": null,
6298
+ "enrichment_source": "live",
6299
+ "live_refetch_skipped": false,
6300
+ "account_age_days": 2872,
6301
+ "young_account": false,
6302
+ "follow_through_score": "weak",
6303
+ "breadth_score": "low",
6304
+ "automation_risk_signal": "medium",
6305
+ "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
6306
+ "public_orgs": [],
6307
+ "activity": {
6308
+ "visible_authored_pr_count": 2,
6309
+ "merged_pr_count": 0,
6310
+ "closed_unmerged_pr_count": 1,
6311
+ "open_pr_count": 1,
6312
+ "merged_pr_rate": 0.0,
6313
+ "closed_unmerged_pr_rate": 0.5,
6314
+ "still_open_pr_rate": 0.5,
6315
+ "distinct_repos_with_authored_prs": 1,
6316
+ "distinct_repos_with_open_prs": 1
6317
+ },
6318
+ "examples": {
6319
+ "pull_requests": [
6320
+ {
6321
+ "kind": "pull_request",
6322
+ "number": 46873,
6323
+ "title": "Fix GatedDeltaNet torch fallback prefill vs decode divergence (#46190)",
6324
+ "url": "https://github.com/huggingface/transformers/pull/46873",
6325
+ "state": "open",
6326
+ "merged": false,
6327
+ "draft": false,
6328
+ "created_at": "2026-06-24T22:45:19Z"
6329
+ },
6330
+ {
6331
+ "kind": "pull_request",
6332
+ "number": 46872,
6333
+ "title": "Fix RT-DETR extra feature-level projection indexing (#46832)",
6334
+ "url": "https://github.com/huggingface/transformers/pull/46872",
6335
+ "state": "closed",
6336
+ "merged": false,
6337
+ "draft": false,
6338
+ "created_at": "2026-06-24T22:35:26Z"
6339
+ },
6340
+ {
6341
+ "kind": "pull_request",
6342
+ "number": 45073,
6343
+ "title": "Refactor OwlViT to modular Transformers",
6344
+ "url": "https://github.com/huggingface/transformers/pull/45073",
6345
+ "state": "open",
6346
+ "merged": false,
6347
+ "draft": false,
6348
+ "created_at": "2026-03-27T20:00:41Z"
6349
+ }
6350
+ ],
6351
+ "issues": []
6352
+ },
6353
+ "fetch_error": null
6354
+ },
6355
  {
6356
  "author_login": "kmswin1",
6357
  "name": "Minsang Kim",
 
6372
  "first_seen_in_snapshot": false,
6373
  "known_via_prior_merged_pr": false,
6374
  "report_reason": null,
6375
+ "enrichment_source": "previous_report",
6376
+ "live_refetch_skipped": true,
6377
  "account_age_days": 3449,
6378
  "young_account": false,
6379
  "follow_through_score": "mixed",
 
9898
  },
9899
  "fetch_error": null
9900
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9901
  {
9902
  "author_login": "yuvrajsharma9981",
9903
  "name": "Yuvraj Sharma",
 
10239
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam",
10240
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam",
10241
  "repo_first_seen_at": "2025-07-25T12:59:52Z",
10242
+ "repo_last_seen_at": "2026-06-24T21:11:13Z",
10243
  "repo_primary_artifact_count": 10,
10244
+ "repo_artifact_count": 1334,
10245
  "snapshot_issue_count": 0,
10246
  "snapshot_pr_count": 10,
10247
+ "snapshot_comment_count": 73,
10248
  "snapshot_review_count": 342,
10249
  "snapshot_review_comment_count": 909,
10250
  "repo_association": "MEMBER",
 
12230
  },
12231
  "fetch_error": null
12232
  },
12233
+ {
12234
+ "author_login": "voodoovampire",
12235
+ "name": "Vishal shankar",
12236
+ "profile_url": "https://github.com/voodoovampire",
12237
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avoodoovampire",
12238
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avoodoovampire",
12239
+ "repo_first_seen_at": "2026-04-25T19:30:01Z",
12240
+ "repo_last_seen_at": "2026-05-01T17:15:19Z",
12241
+ "repo_primary_artifact_count": 2,
12242
+ "repo_artifact_count": 9,
12243
+ "snapshot_issue_count": 0,
12244
+ "snapshot_pr_count": 2,
12245
+ "snapshot_comment_count": 7,
12246
+ "snapshot_review_count": 0,
12247
+ "snapshot_review_comment_count": 0,
12248
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
12249
+ "new_to_repo": false,
12250
+ "first_seen_in_snapshot": false,
12251
+ "known_via_prior_merged_pr": false,
12252
+ "report_reason": null,
12253
+ "enrichment_source": "previous_report",
12254
+ "live_refetch_skipped": true,
12255
+ "account_age_days": 512,
12256
+ "young_account": false,
12257
+ "follow_through_score": "weak",
12258
+ "breadth_score": "low",
12259
+ "automation_risk_signal": "low",
12260
+ "heuristic_note": "high open PR share; targets high-star repos",
12261
+ "public_orgs": [],
12262
+ "activity": {
12263
+ "visible_authored_pr_count": 3,
12264
+ "merged_pr_count": 0,
12265
+ "closed_unmerged_pr_count": 0,
12266
+ "open_pr_count": 3,
12267
+ "merged_pr_rate": 0.0,
12268
+ "closed_unmerged_pr_rate": 0.0,
12269
+ "still_open_pr_rate": 1.0,
12270
+ "distinct_repos_with_authored_prs": 2,
12271
+ "distinct_repos_with_open_prs": 2
12272
+ },
12273
+ "examples": {
12274
+ "pull_requests": [
12275
+ {
12276
+ "kind": "pull_request",
12277
+ "number": 45737,
12278
+ "title": "Add regression test for MusicgenMelody audio conditioning (GH #45647)",
12279
+ "url": "https://github.com/huggingface/transformers/pull/45737",
12280
+ "state": "open",
12281
+ "merged": false,
12282
+ "draft": false,
12283
+ "created_at": "2026-05-01T13:15:28Z"
12284
+ },
12285
+ {
12286
+ "kind": "pull_request",
12287
+ "number": 45648,
12288
+ "title": "Fix SDPA inference tolerances for MPS backend",
12289
+ "url": "https://github.com/huggingface/transformers/pull/45648",
12290
+ "state": "closed",
12291
+ "merged": false,
12292
+ "draft": false,
12293
+ "created_at": "2026-04-25T19:30:01Z"
12294
+ }
12295
+ ],
12296
+ "issues": []
12297
+ },
12298
+ "fetch_error": null
12299
+ },
12300
  {
12301
  "author_login": "zRzRzRzRzRzRzR",
12302
  "name": "Yuxuan Zhang",
 
15610
  },
15611
  "fetch_error": null
15612
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
15613
  {
15614
  "author_login": "ash01825",
15615
  "name": "Arsh",
 
16945
  "repo_association": "CONTRIBUTOR",
16946
  "new_to_repo": false,
16947
  "first_seen_in_snapshot": false,
16948
+ "known_via_prior_merged_pr": true,
16949
  "report_reason": null,
16950
  "enrichment_source": "previous_report",
16951
  "live_refetch_skipped": true,
new-contributors-report.md CHANGED
@@ -1,7 +1,7 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260624T180019Z`
4
- - Generated: `2026-06-24T18:02:36Z`
5
  - Activity window: `60d`
6
  - Contributors: `348`
7
 
@@ -15,7 +15,7 @@
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 95 | 0 | 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` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
- | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 67 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
@@ -83,6 +83,7 @@
83
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
84
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
85
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
86
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
87
  | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
88
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -132,7 +133,6 @@
132
  | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
133
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
134
  | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
135
- | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
136
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
137
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
138
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -162,6 +162,7 @@
162
  | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
163
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
164
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
165
  | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
166
  | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
167
  | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -214,7 +215,6 @@
214
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
215
  | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
216
  | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
217
- | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
218
  | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
219
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
220
  | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -478,7 +478,7 @@ Example artifacts:
478
 
479
  Example artifacts:
480
  - [PR #46861: Use meshgrid for brevity](https://github.com/huggingface/transformers/pull/46861) — open
481
- - [PR #46844: Prevent auto-class from being modified for all models](https://github.com/huggingface/transformers/pull/46844) — open
482
  - [PR #46839: Fix mask when generating beyond sliding window](https://github.com/huggingface/transformers/pull/46839) — closed, merged
483
 
484
  ### `ArthurZucker`
@@ -513,11 +513,11 @@ Example artifacts:
513
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
514
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
515
  - repo first seen: `2024-02-08T22:19:09Z`
516
- - repo last seen: `2026-06-24T16:16:08Z`
517
  - first seen in snapshot: **no**
518
  - repo association: **MEMBER**
519
- - repo primary artifacts: **69**
520
- - snapshot authored PRs/issues: **67 PRs / 2 issues**
521
  - snapshot discussion activity: **40 comments / 177 reviews / 309 review comments**
522
  - account age: **2296 days**
523
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -526,9 +526,9 @@ Example artifacts:
526
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
527
 
528
  Example artifacts:
 
529
  - [PR #46698: [docs] clarify initialization module usage](https://github.com/huggingface/transformers/pull/46698) — closed, merged
530
  - [PR #46677: [docs] require trust_remote_code for custom_generate](https://github.com/huggingface/transformers/pull/46677) — closed, merged
531
- - [PR #46676: [docs] compile level and batch/scheduling limits](https://github.com/huggingface/transformers/pull/46676) — closed, merged
532
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
533
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
534
 
@@ -538,12 +538,12 @@ Example artifacts:
538
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
539
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
540
  - repo first seen: `2025-08-26T12:13:50Z`
541
- - repo last seen: `2026-06-24T17:57:55Z`
542
  - first seen in snapshot: **no**
543
  - repo association: **MEMBER**
544
  - repo primary artifacts: **56**
545
  - snapshot authored PRs/issues: **54 PRs / 2 issues**
546
- - snapshot discussion activity: **724 comments / 1325 reviews / 5356 review comments**
547
  - account age: **1991 days**
548
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
549
  - public orgs: none visible
@@ -905,12 +905,12 @@ Example artifacts:
905
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
906
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
907
  - repo first seen: `2026-01-08T18:13:10Z`
908
- - repo last seen: `2026-06-23T15:33:12Z`
909
  - first seen in snapshot: **no**
910
  - repo association: **MEMBER**
911
  - repo primary artifacts: **21**
912
  - snapshot authored PRs/issues: **21 PRs / 0 issues**
913
- - snapshot discussion activity: **9 comments / 49 reviews / 49 review comments**
914
  - account age: **1414 days**
915
  - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
916
  - public orgs: `huggingface`, `bitsandbytes-foundation`
@@ -1393,12 +1393,12 @@ Example artifacts:
1393
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
1394
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
1395
  - repo first seen: `2025-12-04T12:38:46Z`
1396
- - repo last seen: `2026-06-23T19:50:25Z`
1397
  - first seen in snapshot: **no**
1398
  - repo association: **CONTRIBUTOR**
1399
  - repo primary artifacts: **6**
1400
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1401
- - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
1402
  - account age: **660 days**
1403
  - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
1404
  - public orgs: none visible
@@ -1604,12 +1604,12 @@ Example artifacts:
1604
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
1605
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
1606
  - repo first seen: `2026-04-02T19:05:35Z`
1607
- - repo last seen: `2026-06-23T17:34:15Z`
1608
  - first seen in snapshot: **no**
1609
  - repo association: **CONTRIBUTOR**
1610
  - repo primary artifacts: **4**
1611
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1612
- - snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
1613
  - account age: **3573 days**
1614
  - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
1615
  - public orgs: none visible
@@ -1931,12 +1931,12 @@ Example artifacts:
1931
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
1932
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
1933
  - repo first seen: `2026-03-07T22:12:58Z`
1934
- - repo last seen: `2026-06-24T01:14:43Z`
1935
  - first seen in snapshot: **no**
1936
  - repo association: **FIRST_TIME_CONTRIBUTOR**
1937
  - repo primary artifacts: **3**
1938
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
1939
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
1940
  - account age: **1556 days**
1941
  - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1942
  - public orgs: none visible
@@ -2112,6 +2112,29 @@ Example artifacts:
2112
  - [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — closed, merged
2113
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
2114
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2115
  ### `kmswin1`
2116
 
2117
  - profile: [github.com/kmswin1](https://github.com/kmswin1)
@@ -3215,28 +3238,6 @@ Example artifacts:
3215
  - [PR #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — closed
3216
  - [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — closed
3217
 
3218
- ### `voodoovampire`
3219
-
3220
- - profile: [github.com/voodoovampire](https://github.com/voodoovampire)
3221
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avoodoovampire)
3222
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avoodoovampire)
3223
- - repo first seen: `2026-04-25T19:30:01Z`
3224
- - repo last seen: `2026-05-01T17:15:19Z`
3225
- - first seen in snapshot: **no**
3226
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3227
- - repo primary artifacts: **2**
3228
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3229
- - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3230
- - account age: **512 days**
3231
- - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3232
- - public orgs: none visible
3233
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3234
- - heuristic read: **high open PR share; targets high-star repos**
3235
-
3236
- Example artifacts:
3237
- - [PR #45737: Add regression test for MusicgenMelody audio conditioning (GH #45647)](https://github.com/huggingface/transformers/pull/45737) — open
3238
- - [PR #45648: Fix SDPA inference tolerances for MPS backend](https://github.com/huggingface/transformers/pull/45648) — closed
3239
-
3240
  ### `yuvrajsharma9981`
3241
 
3242
  - profile: [github.com/yuvrajsharma9981](https://github.com/yuvrajsharma9981)
@@ -3337,12 +3338,12 @@ Example artifacts:
3337
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
3338
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
3339
  - repo first seen: `2025-07-25T12:59:52Z`
3340
- - repo last seen: `2026-06-24T17:48:37Z`
3341
  - first seen in snapshot: **no**
3342
  - repo association: **MEMBER**
3343
  - repo primary artifacts: **10**
3344
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
3345
- - snapshot discussion activity: **71 comments / 342 reviews / 909 review comments**
3346
  - account age: **4714 days**
3347
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3348
  - public orgs: `LCAV`
@@ -3911,6 +3912,28 @@ Example artifacts:
3911
  - [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
3912
  - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
3913
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3914
  ### `zRzRzRzRzRzRzR`
3915
 
3916
  - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
@@ -5034,27 +5057,6 @@ Example artifacts:
5034
  Example artifacts:
5035
  - [PR #46457: Fix missing labels warning in Trainer evaluation loop (#28530)](https://github.com/huggingface/transformers/pull/46457) — closed
5036
 
5037
- ### `aryanp2107`
5038
-
5039
- - profile: [github.com/aryanp2107](https://github.com/aryanp2107)
5040
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaryanp2107)
5041
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaryanp2107)
5042
- - repo first seen: `2026-04-25T21:44:39Z`
5043
- - repo last seen: `2026-04-25T22:08:51Z`
5044
- - first seen in snapshot: **no**
5045
- - repo association: **NONE**
5046
- - repo primary artifacts: **1**
5047
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5048
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5049
- - account age: **1390 days**
5050
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5051
- - public orgs: none visible
5052
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5053
- - heuristic read: **high open PR share; targets high-star repos**
5054
-
5055
- Example artifacts:
5056
- - [PR #45650: Fix KeyError for flash_attn in import_utils.py on Python 3.13Fix ](https://github.com/huggingface/transformers/pull/45650) — closed
5057
-
5058
  ### `ash01825`
5059
 
5060
  - profile: [github.com/ash01825](https://github.com/ash01825)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260625T000027Z`
4
+ - Generated: `2026-06-25T00:01:27Z`
5
  - Activity window: `60d`
6
  - Contributors: `348`
7
 
 
15
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
16
  | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 95 | 0 | 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` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
18
+ | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 68 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 
83
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
84
  | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
85
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
86
+ | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
87
  | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
88
  | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
89
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 
133
  | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
134
  | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
135
  | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
136
  | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
137
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
138
  | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 
162
  | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
163
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
164
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
165
+ | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
166
  | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
167
  | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
168
  | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 
215
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
216
  | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
217
  | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
218
  | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
219
  | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
220
  | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 
478
 
479
  Example artifacts:
480
  - [PR #46861: Use meshgrid for brevity](https://github.com/huggingface/transformers/pull/46861) — open
481
+ - [PR #46844: Prevent auto-class from being modified for all models](https://github.com/huggingface/transformers/pull/46844) — closed, merged
482
  - [PR #46839: Fix mask when generating beyond sliding window](https://github.com/huggingface/transformers/pull/46839) — closed, merged
483
 
484
  ### `ArthurZucker`
 
513
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
514
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
515
  - repo first seen: `2024-02-08T22:19:09Z`
516
+ - repo last seen: `2026-06-24T18:11:45Z`
517
  - first seen in snapshot: **no**
518
  - repo association: **MEMBER**
519
+ - repo primary artifacts: **70**
520
+ - snapshot authored PRs/issues: **68 PRs / 2 issues**
521
  - snapshot discussion activity: **40 comments / 177 reviews / 309 review comments**
522
  - account age: **2296 days**
523
  - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 
526
  - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
527
 
528
  Example artifacts:
529
+ - [PR #46871: [docs] AITER kernels](https://github.com/huggingface/transformers/pull/46871) — open
530
  - [PR #46698: [docs] clarify initialization module usage](https://github.com/huggingface/transformers/pull/46698) — closed, merged
531
  - [PR #46677: [docs] require trust_remote_code for custom_generate](https://github.com/huggingface/transformers/pull/46677) — closed, merged
 
532
  - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
533
  - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
534
 
 
538
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
539
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
540
  - repo first seen: `2025-08-26T12:13:50Z`
541
+ - repo last seen: `2026-06-24T18:51:04Z`
542
  - first seen in snapshot: **no**
543
  - repo association: **MEMBER**
544
  - repo primary artifacts: **56**
545
  - snapshot authored PRs/issues: **54 PRs / 2 issues**
546
+ - snapshot discussion activity: **724 comments / 1327 reviews / 5373 review comments**
547
  - account age: **1991 days**
548
  - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
549
  - public orgs: none visible
 
905
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
906
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
907
  - repo first seen: `2026-01-08T18:13:10Z`
908
+ - repo last seen: `2026-06-24T21:19:01Z`
909
  - first seen in snapshot: **no**
910
  - repo association: **MEMBER**
911
  - repo primary artifacts: **21**
912
  - snapshot authored PRs/issues: **21 PRs / 0 issues**
913
+ - snapshot discussion activity: **9 comments / 51 reviews / 51 review comments**
914
  - account age: **1414 days**
915
  - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
916
  - public orgs: `huggingface`, `bitsandbytes-foundation`
 
1393
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
1394
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
1395
  - repo first seen: `2025-12-04T12:38:46Z`
1396
+ - repo last seen: `2026-06-24T20:47:16Z`
1397
  - first seen in snapshot: **no**
1398
  - repo association: **CONTRIBUTOR**
1399
  - repo primary artifacts: **6**
1400
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1401
+ - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
1402
  - account age: **660 days**
1403
  - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
1404
  - public orgs: none visible
 
1604
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
1605
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
1606
  - repo first seen: `2026-04-02T19:05:35Z`
1607
+ - repo last seen: `2026-06-24T18:47:17Z`
1608
  - first seen in snapshot: **no**
1609
  - repo association: **CONTRIBUTOR**
1610
  - repo primary artifacts: **4**
1611
  - snapshot authored PRs/issues: **4 PRs / 0 issues**
1612
+ - snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
1613
  - account age: **3573 days**
1614
  - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
1615
  - public orgs: none visible
 
1931
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
1932
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
1933
  - repo first seen: `2026-03-07T22:12:58Z`
1934
+ - repo last seen: `2026-06-24T18:19:40Z`
1935
  - first seen in snapshot: **no**
1936
  - repo association: **FIRST_TIME_CONTRIBUTOR**
1937
  - repo primary artifacts: **3**
1938
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
1939
+ - snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
1940
  - account age: **1556 days**
1941
  - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1942
  - public orgs: none visible
 
2112
  - [PR #45746: Fix link to modular transformers documentation](https://github.com/huggingface/transformers/pull/45746) — closed, merged
2113
  - [PR #43451: Add Molmo2](https://github.com/huggingface/transformers/pull/43451) — open
2114
 
2115
+ ### `Aravind-11`
2116
+
2117
+ - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
2118
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAravind-11)
2119
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAravind-11)
2120
+ - repo first seen: `2025-11-10T23:38:23Z`
2121
+ - repo last seen: `2026-06-24T22:45:19Z`
2122
+ - first seen in snapshot: **no**
2123
+ - repo association: **CONTRIBUTOR**
2124
+ - repo primary artifacts: **5**
2125
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
2126
+ - snapshot discussion activity: **27 comments / 14 reviews / 14 review comments**
2127
+ - account age: **2872 days**
2128
+ - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
2129
+ - public orgs: none visible
2130
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
2131
+ - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
2132
+
2133
+ Example artifacts:
2134
+ - [PR #46873: Fix GatedDeltaNet torch fallback prefill vs decode divergence (#46190)](https://github.com/huggingface/transformers/pull/46873) — open
2135
+ - [PR #46872: Fix RT-DETR extra feature-level projection indexing (#46832)](https://github.com/huggingface/transformers/pull/46872) — closed
2136
+ - [PR #45073: Refactor OwlViT to modular Transformers](https://github.com/huggingface/transformers/pull/45073) — open
2137
+
2138
  ### `kmswin1`
2139
 
2140
  - profile: [github.com/kmswin1](https://github.com/kmswin1)
 
3238
  - [PR #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — closed
3239
  - [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — closed
3240
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3241
  ### `yuvrajsharma9981`
3242
 
3243
  - profile: [github.com/yuvrajsharma9981](https://github.com/yuvrajsharma9981)
 
3338
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
3339
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
3340
  - repo first seen: `2025-07-25T12:59:52Z`
3341
+ - repo last seen: `2026-06-24T21:11:13Z`
3342
  - first seen in snapshot: **no**
3343
  - repo association: **MEMBER**
3344
  - repo primary artifacts: **10**
3345
  - snapshot authored PRs/issues: **10 PRs / 0 issues**
3346
+ - snapshot discussion activity: **73 comments / 342 reviews / 909 review comments**
3347
  - account age: **4714 days**
3348
  - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3349
  - public orgs: `LCAV`
 
3912
  - [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
3913
  - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
3914
 
3915
+ ### `voodoovampire`
3916
+
3917
+ - profile: [github.com/voodoovampire](https://github.com/voodoovampire)
3918
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avoodoovampire)
3919
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avoodoovampire)
3920
+ - repo first seen: `2026-04-25T19:30:01Z`
3921
+ - repo last seen: `2026-05-01T17:15:19Z`
3922
+ - first seen in snapshot: **no**
3923
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3924
+ - repo primary artifacts: **2**
3925
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3926
+ - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3927
+ - account age: **512 days**
3928
+ - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3929
+ - public orgs: none visible
3930
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3931
+ - heuristic read: **high open PR share; targets high-star repos**
3932
+
3933
+ Example artifacts:
3934
+ - [PR #45737: Add regression test for MusicgenMelody audio conditioning (GH #45647)](https://github.com/huggingface/transformers/pull/45737) — open
3935
+ - [PR #45648: Fix SDPA inference tolerances for MPS backend](https://github.com/huggingface/transformers/pull/45648) — closed
3936
+
3937
  ### `zRzRzRzRzRzRzR`
3938
 
3939
  - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
 
5057
  Example artifacts:
5058
  - [PR #46457: Fix missing labels warning in Trainer evaluation loop (#28530)](https://github.com/huggingface/transformers/pull/46457) — closed
5059
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5060
  ### `ash01825`
5061
 
5062
  - profile: [github.com/ash01825](https://github.com/ash01825)
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:cf23668efeb6fc22a851f742935d08525b4f5ba1adbe7d4ae7e0e4523a06e9e5
3
- size 62956
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:44920c67ac8f09775424a202ad7ce60f52f1c1e2df6ed6326e2c1b47862ae5c1
3
+ size 62986
pr-scope-clusters.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
  "repo": "huggingface/transformers",
3
- "snapshot_id": "20260624T180019Z",
4
- "generated_at": "2026-06-24T18:02:31Z",
5
  "cluster_count": 71,
6
  "pr_scope_clusters": [
7
  {
@@ -64,7 +64,7 @@
64
  {
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
- "similarity": 0.536,
68
  "content_similarity": 0.398,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
@@ -81,7 +81,7 @@
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
  "similarity": 0.511,
84
- "content_similarity": 0.361,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
87
  "concentration_similarity": 1.0,
@@ -209,7 +209,7 @@
209
  "left_pr_number": 44189,
210
  "right_pr_number": 45055,
211
  "similarity": 0.442,
212
- "content_similarity": 0.256,
213
  "size_similarity": 0.75,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
@@ -353,7 +353,7 @@
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
  "similarity": 0.406,
356
- "content_similarity": 0.258,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
@@ -673,7 +673,7 @@
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
  "similarity": 0.343,
676
- "content_similarity": 0.264,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
@@ -1781,7 +1781,7 @@
1781
  {
1782
  "left_pr_number": 44543,
1783
  "right_pr_number": 46161,
1784
- "similarity": 0.386,
1785
  "content_similarity": 0.217,
1786
  "size_similarity": 0.566,
1787
  "breadth_similarity": 1.0,
@@ -1850,7 +1850,7 @@
1850
  {
1851
  "left_pr_number": 41606,
1852
  "right_pr_number": 45627,
1853
- "similarity": 0.322,
1854
  "content_similarity": 0.111,
1855
  "size_similarity": 0.725,
1856
  "breadth_similarity": 1.0,
@@ -1937,192 +1937,560 @@
1937
  ]
1938
  },
1939
  {
1940
- "cluster_id": "pr-scope-41097-5",
1941
  "pr_numbers": [
1942
- 41097,
1943
- 43549,
1944
- 44547,
1945
- 46013,
1946
- 46696
 
1947
  ],
1948
- "representative_pr_number": 43549,
1949
- "average_similarity": 0.496,
1950
- "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
1951
  "shared_filenames": [
1952
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
 
 
1953
  ],
1954
  "shared_directories": [
 
 
1955
  "src/transformers",
1956
- "src"
 
 
 
1957
  ],
1958
  "pairwise": [
1959
  {
1960
- "left_pr_number": 43549,
1961
- "right_pr_number": 46013,
1962
- "similarity": 0.885,
1963
- "content_similarity": 0.993,
1964
- "size_similarity": 0.267,
1965
  "breadth_similarity": 1.0,
1966
- "concentration_similarity": 1.0,
1967
  "shared_filenames": [
1968
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
1969
  ],
1970
  "shared_directories": [
 
 
 
 
 
1971
  "src/transformers",
1972
  "src"
1973
  ]
1974
  },
1975
  {
1976
- "left_pr_number": 41097,
1977
- "right_pr_number": 43549,
1978
- "similarity": 0.54,
1979
- "content_similarity": 0.428,
1980
- "size_similarity": 0.6,
1981
- "breadth_similarity": 1.0,
1982
- "concentration_similarity": 1.0,
1983
  "shared_filenames": [
1984
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
1985
  ],
1986
  "shared_directories": [
 
 
 
 
 
1987
  "src/transformers",
1988
  "src"
1989
  ]
1990
  },
1991
  {
1992
- "left_pr_number": 43549,
1993
- "right_pr_number": 46696,
1994
- "similarity": 0.51,
1995
- "content_similarity": 0.372,
1996
- "size_similarity": 0.667,
1997
- "breadth_similarity": 1.0,
1998
- "concentration_similarity": 1.0,
1999
  "shared_filenames": [
2000
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
2001
  ],
2002
  "shared_directories": [
 
 
 
 
2003
  "src/transformers",
2004
  "src"
2005
  ]
2006
  },
2007
  {
2008
- "left_pr_number": 44547,
2009
- "right_pr_number": 46013,
2010
- "similarity": 0.503,
2011
- "content_similarity": 0.29,
2012
- "size_similarity": 1.0,
2013
- "breadth_similarity": 1.0,
2014
- "concentration_similarity": 1.0,
2015
  "shared_filenames": [
2016
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
2017
  ],
2018
  "shared_directories": [
 
 
 
 
2019
  "src/transformers",
2020
  "src"
2021
  ]
2022
  },
2023
  {
2024
- "left_pr_number": 41097,
2025
- "right_pr_number": 46696,
2026
- "similarity": 0.448,
2027
- "content_similarity": 0.34,
2028
- "size_similarity": 0.4,
2029
- "breadth_similarity": 1.0,
2030
- "concentration_similarity": 1.0,
2031
  "shared_filenames": [
2032
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
2033
  ],
2034
  "shared_directories": [
 
 
 
 
2035
  "src/transformers",
2036
  "src"
2037
  ]
2038
  },
2039
  {
2040
- "left_pr_number": 46013,
2041
- "right_pr_number": 46696,
2042
- "similarity": 0.436,
2043
- "content_similarity": 0.323,
2044
- "size_similarity": 0.4,
2045
- "breadth_similarity": 1.0,
2046
  "concentration_similarity": 1.0,
2047
  "shared_filenames": [
2048
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
2049
  ],
2050
  "shared_directories": [
 
 
 
 
2051
  "src/transformers",
2052
  "src"
2053
  ]
2054
  },
2055
  {
2056
- "left_pr_number": 41097,
2057
- "right_pr_number": 46013,
2058
- "similarity": 0.435,
2059
- "content_similarity": 0.372,
2060
- "size_similarity": 0.16,
2061
- "breadth_similarity": 1.0,
2062
- "concentration_similarity": 1.0,
2063
  "shared_filenames": [
2064
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
2065
  ],
2066
  "shared_directories": [
 
 
 
 
 
2067
  "src/transformers",
2068
  "src"
2069
  ]
2070
  },
2071
  {
2072
- "left_pr_number": 43549,
2073
- "right_pr_number": 44547,
2074
- "similarity": 0.423,
2075
- "content_similarity": 0.333,
2076
- "size_similarity": 0.267,
2077
- "breadth_similarity": 1.0,
2078
- "concentration_similarity": 1.0,
2079
  "shared_filenames": [
2080
- "src/transformers/modeling_flash_attention_utils.py"
2081
  ],
2082
  "shared_directories": [
 
 
2083
  "src/transformers",
2084
  "src"
2085
  ]
2086
  },
2087
  {
2088
- "left_pr_number": 44547,
2089
- "right_pr_number": 46696,
2090
- "similarity": 0.395,
2091
- "content_similarity": 0.264,
2092
- "size_similarity": 0.4,
2093
- "breadth_similarity": 1.0,
2094
- "concentration_similarity": 1.0,
2095
  "shared_filenames": [
2096
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
2097
  ],
2098
  "shared_directories": [
 
 
 
 
 
2099
  "src/transformers",
2100
  "src"
2101
  ]
2102
  },
2103
  {
2104
- "left_pr_number": 41097,
2105
- "right_pr_number": 44547,
2106
- "similarity": 0.387,
2107
- "content_similarity": 0.304,
2108
- "size_similarity": 0.16,
2109
- "breadth_similarity": 1.0,
2110
- "concentration_similarity": 1.0,
2111
  "shared_filenames": [
2112
- "src/transformers/modeling_flash_attention_utils.py"
 
 
 
 
2113
  ],
2114
  "shared_directories": [
 
 
 
 
 
2115
  "src/transformers",
2116
  "src"
2117
  ]
2118
- }
2119
- ]
2120
- },
2121
- {
2122
- "cluster_id": "pr-scope-45294-5",
2123
- "pr_numbers": [
2124
- 45294,
2125
- 45438,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2126
  45883,
2127
  46642,
2128
  46850
@@ -2349,7 +2717,7 @@
2349
  "left_pr_number": 45883,
2350
  "right_pr_number": 46850,
2351
  "similarity": 0.292,
2352
- "content_similarity": 0.301,
2353
  "size_similarity": 0.271,
2354
  "breadth_similarity": 0.243,
2355
  "concentration_similarity": 0.333,
@@ -2511,320 +2879,69 @@
2511
  "content_similarity": 0.394,
2512
  "size_similarity": 0.035,
2513
  "breadth_similarity": 0.417,
2514
- "concentration_similarity": 0.696,
2515
- "shared_filenames": [
2516
- "src/transformers/generation/utils.py",
2517
- "tests/generation/test_utils.py"
2518
- ],
2519
- "shared_directories": [
2520
- "src/transformers/generation",
2521
- "src/transformers",
2522
- "tests/generation",
2523
- "src",
2524
- "tests"
2525
- ]
2526
- },
2527
- {
2528
- "left_pr_number": 42655,
2529
- "right_pr_number": 46735,
2530
- "similarity": 0.315,
2531
- "content_similarity": 0.313,
2532
- "size_similarity": 0.082,
2533
- "breadth_similarity": 0.417,
2534
- "concentration_similarity": 0.837,
2535
- "shared_filenames": [
2536
- "src/transformers/generation/utils.py",
2537
- "tests/generation/test_utils.py"
2538
- ],
2539
- "shared_directories": [
2540
- "src/transformers/generation",
2541
- "src/transformers",
2542
- "tests/generation",
2543
- "src",
2544
- "tests"
2545
- ]
2546
- },
2547
- {
2548
- "left_pr_number": 32189,
2549
- "right_pr_number": 46735,
2550
- "similarity": 0.293,
2551
- "content_similarity": 0.172,
2552
- "size_similarity": 0.353,
2553
- "breadth_similarity": 0.833,
2554
- "concentration_similarity": 0.731,
2555
- "shared_filenames": [
2556
- "src/transformers/generation/utils.py"
2557
- ],
2558
- "shared_directories": [
2559
- "src/transformers/generation",
2560
- "src/transformers",
2561
- "src"
2562
- ]
2563
- },
2564
- {
2565
- "left_pr_number": 32189,
2566
- "right_pr_number": 46863,
2567
- "similarity": 0.24,
2568
- "content_similarity": 0.128,
2569
- "size_similarity": 0.153,
2570
- "breadth_similarity": 0.833,
2571
- "concentration_similarity": 0.872,
2572
- "shared_filenames": [
2573
- "src/transformers/generation/utils.py"
2574
- ],
2575
- "shared_directories": [
2576
- "src/transformers/generation",
2577
- "src/transformers",
2578
- "src"
2579
- ]
2580
- }
2581
- ]
2582
- },
2583
- {
2584
- "cluster_id": "pr-scope-45513-5",
2585
- "pr_numbers": [
2586
- 45513,
2587
- 45707,
2588
- 46148,
2589
- 46817,
2590
- 46831
2591
- ],
2592
- "representative_pr_number": 46831,
2593
- "average_similarity": 0.363,
2594
- "summary": "5 open PRs share weighted file overlap around `src/transformers/models/qwen3_5/modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #46831.",
2595
- "shared_filenames": [
2596
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2597
- "src/transformers/models/qwen3_next/modular_qwen3_next.py",
2598
- "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2599
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2600
- "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2601
- "src/transformers/models/olmo_hybrid/modular_olmo_hybrid.py",
2602
- "src/transformers/models/qwen3_5/modular_qwen3_5.py"
2603
- ],
2604
- "shared_directories": [
2605
- "src/transformers/models/qwen3_5",
2606
- "src/transformers/models",
2607
- "src/transformers",
2608
- "src",
2609
- "src/transformers/models/qwen3_next",
2610
- "src/transformers/models/qwen3_5_moe",
2611
- "src/transformers/models/olmo_hybrid"
2612
- ],
2613
- "pairwise": [
2614
- {
2615
- "left_pr_number": 45513,
2616
- "right_pr_number": 46831,
2617
- "similarity": 0.487,
2618
- "content_similarity": 0.563,
2619
- "size_similarity": 0.043,
2620
- "breadth_similarity": 0.464,
2621
- "concentration_similarity": 0.812,
2622
- "shared_filenames": [
2623
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2624
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2625
- "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2626
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2627
- "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2628
- ],
2629
- "shared_directories": [
2630
- "src/transformers/models/qwen3_5",
2631
- "src/transformers/models/qwen3_5_moe",
2632
- "src/transformers/models/qwen3_next",
2633
- "src/transformers/models",
2634
- "src/transformers",
2635
- "src"
2636
- ]
2637
- },
2638
- {
2639
- "left_pr_number": 46817,
2640
- "right_pr_number": 46831,
2641
- "similarity": 0.484,
2642
- "content_similarity": 0.426,
2643
- "size_similarity": 0.4,
2644
- "breadth_similarity": 0.792,
2645
- "concentration_similarity": 0.933,
2646
- "shared_filenames": [
2647
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2648
- "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2649
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2650
- "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2651
- ],
2652
- "shared_directories": [
2653
- "src/transformers/models/qwen3_5",
2654
- "src/transformers/models/qwen3_5_moe",
2655
- "src/transformers/models/qwen3_next",
2656
- "src/transformers/models",
2657
- "src/transformers",
2658
- "src"
2659
- ]
2660
- },
2661
- {
2662
- "left_pr_number": 46148,
2663
- "right_pr_number": 46831,
2664
- "similarity": 0.432,
2665
- "content_similarity": 0.381,
2666
- "size_similarity": 0.188,
2667
- "breadth_similarity": 0.875,
2668
- "concentration_similarity": 1.0,
2669
- "shared_filenames": [
2670
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2671
- "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2672
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2673
- "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2674
- ],
2675
- "shared_directories": [
2676
- "src/transformers/models/qwen3_5",
2677
- "src/transformers/models/qwen3_5_moe",
2678
- "src/transformers/models/qwen3_next",
2679
- "src/transformers/models",
2680
- "src/transformers",
2681
- "src"
2682
- ]
2683
- },
2684
- {
2685
- "left_pr_number": 45707,
2686
- "right_pr_number": 46831,
2687
- "similarity": 0.38,
2688
- "content_similarity": 0.448,
2689
- "size_similarity": 0.133,
2690
- "breadth_similarity": 0.267,
2691
- "concentration_similarity": 0.4,
2692
- "shared_filenames": [
2693
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2694
- ],
2695
- "shared_directories": [
2696
- "src/transformers/models/qwen3_5",
2697
- "src/transformers/models",
2698
- "src/transformers",
2699
- "src"
2700
- ]
2701
- },
2702
- {
2703
- "left_pr_number": 46148,
2704
- "right_pr_number": 46817,
2705
- "similarity": 0.379,
2706
- "content_similarity": 0.327,
2707
- "size_similarity": 0.075,
2708
- "breadth_similarity": 0.917,
2709
- "concentration_similarity": 0.933,
2710
- "shared_filenames": [
2711
- "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2712
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2713
- "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2714
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2715
- "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2716
- ],
2717
- "shared_directories": [
2718
- "src/transformers/models/olmo_hybrid",
2719
- "src/transformers/models/qwen3_5",
2720
- "src/transformers/models/qwen3_5_moe",
2721
- "src/transformers/models/qwen3_next",
2722
- "src/transformers/models",
2723
- "src/transformers",
2724
- "src"
2725
- ]
2726
- },
2727
- {
2728
- "left_pr_number": 45513,
2729
- "right_pr_number": 46148,
2730
- "similarity": 0.377,
2731
- "content_similarity": 0.356,
2732
- "size_similarity": 0.229,
2733
- "breadth_similarity": 0.536,
2734
- "concentration_similarity": 0.812,
2735
- "shared_filenames": [
2736
- "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2737
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2738
- "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2739
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2740
- "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2741
- ],
2742
- "shared_directories": [
2743
- "src/transformers/models/olmo_hybrid",
2744
- "src/transformers/models/qwen3_5",
2745
- "src/transformers/models/qwen3_5_moe",
2746
- "src/transformers/models/qwen3_next",
2747
- "src/transformers/models",
2748
- "src/transformers",
2749
- "src"
2750
- ]
2751
- },
2752
- {
2753
- "left_pr_number": 45513,
2754
- "right_pr_number": 46817,
2755
- "similarity": 0.35,
2756
- "content_similarity": 0.349,
2757
- "size_similarity": 0.017,
2758
- "breadth_similarity": 0.586,
2759
- "concentration_similarity": 0.879,
2760
  "shared_filenames": [
2761
- "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2762
- "src/transformers/models/olmo_hybrid/modular_olmo_hybrid.py",
2763
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2764
- "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2765
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2766
- "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2767
  ],
2768
  "shared_directories": [
2769
- "src/transformers/models/olmo_hybrid",
2770
- "src/transformers/models/qwen3_5",
2771
- "src/transformers/models/qwen3_5_moe",
2772
- "src/transformers/models/qwen3_next",
2773
- "src/transformers/models",
2774
  "src/transformers",
2775
- "src"
 
 
2776
  ]
2777
  },
2778
  {
2779
- "left_pr_number": 45707,
2780
- "right_pr_number": 46817,
2781
- "similarity": 0.346,
2782
- "content_similarity": 0.369,
2783
- "size_similarity": 0.333,
2784
- "breadth_similarity": 0.208,
2785
- "concentration_similarity": 0.333,
2786
  "shared_filenames": [
2787
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
 
2788
  ],
2789
  "shared_directories": [
2790
- "src/transformers/models/qwen3_5",
2791
- "src/transformers/models",
2792
  "src/transformers",
2793
- "src"
 
 
2794
  ]
2795
  },
2796
  {
2797
- "left_pr_number": 45513,
2798
- "right_pr_number": 45707,
2799
- "similarity": 0.202,
2800
- "content_similarity": 0.256,
2801
- "size_similarity": 0.006,
2802
- "breadth_similarity": 0.121,
2803
- "concentration_similarity": 0.212,
2804
  "shared_filenames": [
2805
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2806
  ],
2807
  "shared_directories": [
2808
- "src/transformers/models/qwen3_5",
2809
- "src/transformers/models",
2810
  "src/transformers",
2811
  "src"
2812
  ]
2813
  },
2814
  {
2815
- "left_pr_number": 45707,
2816
- "right_pr_number": 46148,
2817
- "similarity": 0.189,
2818
- "content_similarity": 0.204,
2819
- "size_similarity": 0.025,
2820
- "breadth_similarity": 0.225,
2821
- "concentration_similarity": 0.4,
2822
  "shared_filenames": [
2823
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2824
  ],
2825
  "shared_directories": [
2826
- "src/transformers/models/qwen3_5",
2827
- "src/transformers/models",
2828
  "src/transformers",
2829
  "src"
2830
  ]
@@ -2911,7 +3028,7 @@
2911
  "left_pr_number": 42976,
2912
  "right_pr_number": 46564,
2913
  "similarity": 0.563,
2914
- "content_similarity": 0.536,
2915
  "size_similarity": 0.5,
2916
  "breadth_similarity": 0.621,
2917
  "concentration_similarity": 1.0,
@@ -3277,7 +3394,7 @@
3277
  "left_pr_number": 44615,
3278
  "right_pr_number": 46152,
3279
  "similarity": 0.623,
3280
- "content_similarity": 0.551,
3281
  "size_similarity": 0.583,
3282
  "breadth_similarity": 1.0,
3283
  "concentration_similarity": 1.0,
@@ -3294,7 +3411,7 @@
3294
  "left_pr_number": 45060,
3295
  "right_pr_number": 46152,
3296
  "similarity": 0.437,
3297
- "content_similarity": 0.344,
3298
  "size_similarity": 0.95,
3299
  "breadth_similarity": 0.333,
3300
  "concentration_similarity": 0.421,
@@ -3310,8 +3427,8 @@
3310
  {
3311
  "left_pr_number": 44385,
3312
  "right_pr_number": 44615,
3313
- "similarity": 0.41,
3314
- "content_similarity": 0.339,
3315
  "size_similarity": 0.371,
3316
  "breadth_similarity": 0.667,
3317
  "concentration_similarity": 1.0,
@@ -3345,7 +3462,7 @@
3345
  "left_pr_number": 44615,
3346
  "right_pr_number": 45060,
3347
  "similarity": 0.314,
3348
- "content_similarity": 0.24,
3349
  "size_similarity": 0.614,
3350
  "breadth_similarity": 0.333,
3351
  "concentration_similarity": 0.421,
@@ -3656,8 +3773,8 @@
3656
  {
3657
  "left_pr_number": 45932,
3658
  "right_pr_number": 46780,
3659
- "similarity": 0.609,
3660
- "content_similarity": 0.638,
3661
  "size_similarity": 0.322,
3662
  "breadth_similarity": 0.679,
3663
  "concentration_similarity": 0.916,
@@ -3688,8 +3805,8 @@
3688
  {
3689
  "left_pr_number": 45932,
3690
  "right_pr_number": 46174,
3691
- "similarity": 0.593,
3692
- "content_similarity": 0.632,
3693
  "size_similarity": 0.248,
3694
  "breadth_similarity": 0.679,
3695
  "concentration_similarity": 0.916,
@@ -4070,6 +4187,88 @@
4070
  }
4071
  ]
4072
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4073
  {
4074
  "cluster_id": "pr-scope-43656-3",
4075
  "pr_numbers": [
@@ -4126,7 +4325,7 @@
4126
  {
4127
  "left_pr_number": 43842,
4128
  "right_pr_number": 44682,
4129
- "similarity": 0.404,
4130
  "content_similarity": 0.447,
4131
  "size_similarity": 0.011,
4132
  "breadth_similarity": 0.5,
@@ -4527,7 +4726,7 @@
4527
  44550
4528
  ],
4529
  "representative_pr_number": 44550,
4530
- "average_similarity": 0.368,
4531
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4532
  "shared_filenames": [],
4533
  "shared_directories": [
@@ -4540,8 +4739,8 @@
4540
  {
4541
  "left_pr_number": 33686,
4542
  "right_pr_number": 44550,
4543
- "similarity": 0.391,
4544
- "content_similarity": 0.13,
4545
  "size_similarity": 1.0,
4546
  "breadth_similarity": 1.0,
4547
  "concentration_similarity": 1.0,
@@ -4556,7 +4755,7 @@
4556
  {
4557
  "left_pr_number": 44407,
4558
  "right_pr_number": 44550,
4559
- "similarity": 0.361,
4560
  "content_similarity": 0.096,
4561
  "size_similarity": 0.957,
4562
  "breadth_similarity": 1.0,
@@ -4571,7 +4770,7 @@
4571
  {
4572
  "left_pr_number": 33686,
4573
  "right_pr_number": 44407,
4574
- "similarity": 0.352,
4575
  "content_similarity": 0.083,
4576
  "size_similarity": 0.957,
4577
  "breadth_similarity": 1.0,
@@ -5298,7 +5497,7 @@
5298
  "content_similarity": 0.646,
5299
  "size_similarity": 0.341,
5300
  "breadth_similarity": 0.594,
5301
- "concentration_similarity": 0.932,
5302
  "shared_filenames": [
5303
  "docs/source/en/_toctree.yml",
5304
  "docs/source/en/heterogeneous_configurations.md",
@@ -5483,7 +5682,7 @@
5483
  45128
5484
  ],
5485
  "representative_pr_number": 45056,
5486
- "average_similarity": 0.509,
5487
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
5488
  "shared_filenames": [
5489
  "src/transformers/utils/auto_docstring.py"
@@ -5497,8 +5696,8 @@
5497
  {
5498
  "left_pr_number": 45056,
5499
  "right_pr_number": 45128,
5500
- "similarity": 0.509,
5501
- "content_similarity": 0.407,
5502
  "size_similarity": 0.669,
5503
  "breadth_similarity": 0.875,
5504
  "concentration_similarity": 0.724,
@@ -5977,49 +6176,6 @@
5977
  }
5978
  ]
5979
  },
5980
- {
5981
- "cluster_id": "pr-scope-44680-2",
5982
- "pr_numbers": [
5983
- 44680,
5984
- 45666
5985
- ],
5986
- "representative_pr_number": 44680,
5987
- "average_similarity": 0.449,
5988
- "summary": "2 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #44680.",
5989
- "shared_filenames": [
5990
- "tests/kernels/test_kernels.py",
5991
- "src/transformers/integrations/hub_kernels.py"
5992
- ],
5993
- "shared_directories": [
5994
- "src/transformers/integrations",
5995
- "tests/kernels",
5996
- "src/transformers",
5997
- "tests",
5998
- "src"
5999
- ],
6000
- "pairwise": [
6001
- {
6002
- "left_pr_number": 44680,
6003
- "right_pr_number": 45666,
6004
- "similarity": 0.449,
6005
- "content_similarity": 0.528,
6006
- "size_similarity": 0.042,
6007
- "breadth_similarity": 0.417,
6008
- "concentration_similarity": 0.632,
6009
- "shared_filenames": [
6010
- "src/transformers/integrations/hub_kernels.py",
6011
- "tests/kernels/test_kernels.py"
6012
- ],
6013
- "shared_directories": [
6014
- "src/transformers/integrations",
6015
- "src/transformers",
6016
- "tests/kernels",
6017
- "src",
6018
- "tests"
6019
- ]
6020
- }
6021
- ]
6022
- },
6023
  {
6024
  "cluster_id": "pr-scope-45570-2",
6025
  "pr_numbers": [
@@ -6397,6 +6553,37 @@
6397
  }
6398
  ]
6399
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6400
  {
6401
  "cluster_id": "pr-scope-44642-2",
6402
  "pr_numbers": [
@@ -6404,7 +6591,7 @@
6404
  45552
6405
  ],
6406
  "representative_pr_number": 44642,
6407
- "average_similarity": 0.365,
6408
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
6409
  "shared_filenames": [
6410
  "src/transformers/utils/auto_docstring.py"
@@ -6418,8 +6605,8 @@
6418
  {
6419
  "left_pr_number": 44642,
6420
  "right_pr_number": 45552,
6421
- "similarity": 0.365,
6422
- "content_similarity": 0.272,
6423
  "size_similarity": 0.167,
6424
  "breadth_similarity": 1.0,
6425
  "concentration_similarity": 1.0,
@@ -6434,37 +6621,6 @@
6434
  }
6435
  ]
6436
  },
6437
- {
6438
- "cluster_id": "pr-scope-46501-2",
6439
- "pr_numbers": [
6440
- 46501,
6441
- 46503
6442
- ],
6443
- "representative_pr_number": 46501,
6444
- "average_similarity": 0.362,
6445
- "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
6446
- "shared_filenames": [],
6447
- "shared_directories": [
6448
- ".github/workflows",
6449
- ".github"
6450
- ],
6451
- "pairwise": [
6452
- {
6453
- "left_pr_number": 46501,
6454
- "right_pr_number": 46503,
6455
- "similarity": 0.362,
6456
- "content_similarity": 0.089,
6457
- "size_similarity": 1.0,
6458
- "breadth_similarity": 1.0,
6459
- "concentration_similarity": 1.0,
6460
- "shared_filenames": [],
6461
- "shared_directories": [
6462
- ".github/workflows",
6463
- ".github"
6464
- ]
6465
- }
6466
- ]
6467
- },
6468
  {
6469
  "cluster_id": "pr-scope-43826-2",
6470
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260625T000027Z",
4
+ "generated_at": "2026-06-25T00:01:21Z",
5
  "cluster_count": 71,
6
  "pr_scope_clusters": [
7
  {
 
64
  {
65
  "left_pr_number": 43651,
66
  "right_pr_number": 43663,
67
+ "similarity": 0.537,
68
  "content_similarity": 0.398,
69
  "size_similarity": 0.72,
70
  "breadth_similarity": 1.0,
 
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
  "similarity": 0.511,
84
+ "content_similarity": 0.362,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
87
  "concentration_similarity": 1.0,
 
209
  "left_pr_number": 44189,
210
  "right_pr_number": 45055,
211
  "similarity": 0.442,
212
+ "content_similarity": 0.257,
213
  "size_similarity": 0.75,
214
  "breadth_similarity": 1.0,
215
  "concentration_similarity": 1.0,
 
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
  "similarity": 0.406,
356
+ "content_similarity": 0.259,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
359
  "concentration_similarity": 1.0,
 
673
  "left_pr_number": 44123,
674
  "right_pr_number": 45055,
675
  "similarity": 0.343,
676
+ "content_similarity": 0.265,
677
  "size_similarity": 0.055,
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
 
1781
  {
1782
  "left_pr_number": 44543,
1783
  "right_pr_number": 46161,
1784
+ "similarity": 0.385,
1785
  "content_similarity": 0.217,
1786
  "size_similarity": 0.566,
1787
  "breadth_similarity": 1.0,
 
1850
  {
1851
  "left_pr_number": 41606,
1852
  "right_pr_number": 45627,
1853
+ "similarity": 0.321,
1854
  "content_similarity": 0.111,
1855
  "size_similarity": 0.725,
1856
  "breadth_similarity": 1.0,
 
1937
  ]
1938
  },
1939
  {
1940
+ "cluster_id": "pr-scope-45513-6",
1941
  "pr_numbers": [
1942
+ 45513,
1943
+ 45707,
1944
+ 46148,
1945
+ 46817,
1946
+ 46831,
1947
+ 46873
1948
  ],
1949
+ "representative_pr_number": 46831,
1950
+ "average_similarity": 0.388,
1951
+ "summary": "6 open PRs share weighted file overlap around `src/transformers/models/qwen3_5/modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #46831.",
1952
  "shared_filenames": [
1953
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
1954
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py",
1955
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
1956
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
1957
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
1958
+ "src/transformers/models/olmo_hybrid/modular_olmo_hybrid.py",
1959
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py"
1960
  ],
1961
  "shared_directories": [
1962
+ "src/transformers/models/qwen3_5",
1963
+ "src/transformers/models",
1964
  "src/transformers",
1965
+ "src",
1966
+ "src/transformers/models/qwen3_next",
1967
+ "src/transformers/models/qwen3_5_moe",
1968
+ "src/transformers/models/olmo_hybrid"
1969
  ],
1970
  "pairwise": [
1971
  {
1972
+ "left_pr_number": 46148,
1973
+ "right_pr_number": 46873,
1974
+ "similarity": 0.649,
1975
+ "content_similarity": 0.674,
1976
+ "size_similarity": 0.184,
1977
  "breadth_similarity": 1.0,
1978
+ "concentration_similarity": 0.994,
1979
  "shared_filenames": [
1980
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
1981
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
1982
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
1983
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
1984
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
1985
  ],
1986
  "shared_directories": [
1987
+ "src/transformers/models/olmo_hybrid",
1988
+ "src/transformers/models/qwen3_5",
1989
+ "src/transformers/models/qwen3_5_moe",
1990
+ "src/transformers/models/qwen3_next",
1991
+ "src/transformers/models",
1992
  "src/transformers",
1993
  "src"
1994
  ]
1995
  },
1996
  {
1997
+ "left_pr_number": 45513,
1998
+ "right_pr_number": 46873,
1999
+ "similarity": 0.502,
2000
+ "content_similarity": 0.41,
2001
+ "size_similarity": 0.804,
2002
+ "breadth_similarity": 0.536,
2003
+ "concentration_similarity": 0.807,
2004
  "shared_filenames": [
2005
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2006
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2007
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2008
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2009
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2010
  ],
2011
  "shared_directories": [
2012
+ "src/transformers/models/olmo_hybrid",
2013
+ "src/transformers/models/qwen3_5",
2014
+ "src/transformers/models/qwen3_5_moe",
2015
+ "src/transformers/models/qwen3_next",
2016
+ "src/transformers/models",
2017
  "src/transformers",
2018
  "src"
2019
  ]
2020
  },
2021
  {
2022
+ "left_pr_number": 45513,
2023
+ "right_pr_number": 46831,
2024
+ "similarity": 0.485,
2025
+ "content_similarity": 0.56,
2026
+ "size_similarity": 0.043,
2027
+ "breadth_similarity": 0.464,
2028
+ "concentration_similarity": 0.812,
2029
  "shared_filenames": [
2030
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2031
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2032
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2033
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2034
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2035
  ],
2036
  "shared_directories": [
2037
+ "src/transformers/models/qwen3_5",
2038
+ "src/transformers/models/qwen3_5_moe",
2039
+ "src/transformers/models/qwen3_next",
2040
+ "src/transformers/models",
2041
  "src/transformers",
2042
  "src"
2043
  ]
2044
  },
2045
  {
2046
+ "left_pr_number": 46817,
2047
+ "right_pr_number": 46831,
2048
+ "similarity": 0.482,
2049
+ "content_similarity": 0.423,
2050
+ "size_similarity": 0.4,
2051
+ "breadth_similarity": 0.792,
2052
+ "concentration_similarity": 0.933,
2053
  "shared_filenames": [
2054
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2055
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2056
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2057
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2058
  ],
2059
  "shared_directories": [
2060
+ "src/transformers/models/qwen3_5",
2061
+ "src/transformers/models/qwen3_5_moe",
2062
+ "src/transformers/models/qwen3_next",
2063
+ "src/transformers/models",
2064
  "src/transformers",
2065
  "src"
2066
  ]
2067
  },
2068
  {
2069
+ "left_pr_number": 46831,
2070
+ "right_pr_number": 46873,
2071
+ "similarity": 0.451,
2072
+ "content_similarity": 0.441,
2073
+ "size_similarity": 0.035,
2074
+ "breadth_similarity": 0.875,
2075
+ "concentration_similarity": 0.994,
2076
  "shared_filenames": [
2077
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2078
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2079
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2080
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2081
  ],
2082
  "shared_directories": [
2083
+ "src/transformers/models/qwen3_5",
2084
+ "src/transformers/models/qwen3_5_moe",
2085
+ "src/transformers/models/qwen3_next",
2086
+ "src/transformers/models",
2087
  "src/transformers",
2088
  "src"
2089
  ]
2090
  },
2091
  {
2092
+ "left_pr_number": 46148,
2093
+ "right_pr_number": 46831,
2094
+ "similarity": 0.428,
2095
+ "content_similarity": 0.375,
2096
+ "size_similarity": 0.188,
2097
+ "breadth_similarity": 0.875,
2098
  "concentration_similarity": 1.0,
2099
  "shared_filenames": [
2100
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2101
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2102
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2103
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2104
  ],
2105
  "shared_directories": [
2106
+ "src/transformers/models/qwen3_5",
2107
+ "src/transformers/models/qwen3_5_moe",
2108
+ "src/transformers/models/qwen3_next",
2109
+ "src/transformers/models",
2110
  "src/transformers",
2111
  "src"
2112
  ]
2113
  },
2114
  {
2115
+ "left_pr_number": 46817,
2116
+ "right_pr_number": 46873,
2117
+ "similarity": 0.404,
2118
+ "content_similarity": 0.377,
2119
+ "size_similarity": 0.014,
2120
+ "breadth_similarity": 0.917,
2121
+ "concentration_similarity": 0.928,
2122
  "shared_filenames": [
2123
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2124
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2125
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2126
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2127
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2128
  ],
2129
  "shared_directories": [
2130
+ "src/transformers/models/olmo_hybrid",
2131
+ "src/transformers/models/qwen3_5",
2132
+ "src/transformers/models/qwen3_5_moe",
2133
+ "src/transformers/models/qwen3_next",
2134
+ "src/transformers/models",
2135
  "src/transformers",
2136
  "src"
2137
  ]
2138
  },
2139
  {
2140
+ "left_pr_number": 45707,
2141
+ "right_pr_number": 46831,
2142
+ "similarity": 0.38,
2143
+ "content_similarity": 0.448,
2144
+ "size_similarity": 0.133,
2145
+ "breadth_similarity": 0.267,
2146
+ "concentration_similarity": 0.4,
2147
  "shared_filenames": [
2148
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2149
  ],
2150
  "shared_directories": [
2151
+ "src/transformers/models/qwen3_5",
2152
+ "src/transformers/models",
2153
  "src/transformers",
2154
  "src"
2155
  ]
2156
  },
2157
  {
2158
+ "left_pr_number": 46148,
2159
+ "right_pr_number": 46817,
2160
+ "similarity": 0.374,
2161
+ "content_similarity": 0.32,
2162
+ "size_similarity": 0.075,
2163
+ "breadth_similarity": 0.917,
2164
+ "concentration_similarity": 0.933,
2165
  "shared_filenames": [
2166
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2167
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2168
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2169
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2170
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2171
  ],
2172
  "shared_directories": [
2173
+ "src/transformers/models/olmo_hybrid",
2174
+ "src/transformers/models/qwen3_5",
2175
+ "src/transformers/models/qwen3_5_moe",
2176
+ "src/transformers/models/qwen3_next",
2177
+ "src/transformers/models",
2178
  "src/transformers",
2179
  "src"
2180
  ]
2181
  },
2182
  {
2183
+ "left_pr_number": 45513,
2184
+ "right_pr_number": 46148,
2185
+ "similarity": 0.372,
2186
+ "content_similarity": 0.348,
2187
+ "size_similarity": 0.229,
2188
+ "breadth_similarity": 0.536,
2189
+ "concentration_similarity": 0.812,
2190
  "shared_filenames": [
2191
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2192
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2193
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2194
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2195
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2196
  ],
2197
  "shared_directories": [
2198
+ "src/transformers/models/olmo_hybrid",
2199
+ "src/transformers/models/qwen3_5",
2200
+ "src/transformers/models/qwen3_5_moe",
2201
+ "src/transformers/models/qwen3_next",
2202
+ "src/transformers/models",
2203
  "src/transformers",
2204
  "src"
2205
  ]
2206
+ },
2207
+ {
2208
+ "left_pr_number": 45513,
2209
+ "right_pr_number": 46817,
2210
+ "similarity": 0.347,
2211
+ "content_similarity": 0.345,
2212
+ "size_similarity": 0.017,
2213
+ "breadth_similarity": 0.586,
2214
+ "concentration_similarity": 0.879,
2215
+ "shared_filenames": [
2216
+ "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
2217
+ "src/transformers/models/olmo_hybrid/modular_olmo_hybrid.py",
2218
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2219
+ "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py",
2220
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2221
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py"
2222
+ ],
2223
+ "shared_directories": [
2224
+ "src/transformers/models/olmo_hybrid",
2225
+ "src/transformers/models/qwen3_5",
2226
+ "src/transformers/models/qwen3_5_moe",
2227
+ "src/transformers/models/qwen3_next",
2228
+ "src/transformers/models",
2229
+ "src/transformers",
2230
+ "src"
2231
+ ]
2232
+ },
2233
+ {
2234
+ "left_pr_number": 45707,
2235
+ "right_pr_number": 46817,
2236
+ "similarity": 0.346,
2237
+ "content_similarity": 0.37,
2238
+ "size_similarity": 0.333,
2239
+ "breadth_similarity": 0.208,
2240
+ "concentration_similarity": 0.333,
2241
+ "shared_filenames": [
2242
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2243
+ ],
2244
+ "shared_directories": [
2245
+ "src/transformers/models/qwen3_5",
2246
+ "src/transformers/models",
2247
+ "src/transformers",
2248
+ "src"
2249
+ ]
2250
+ },
2251
+ {
2252
+ "left_pr_number": 45707,
2253
+ "right_pr_number": 46873,
2254
+ "similarity": 0.209,
2255
+ "content_similarity": 0.237,
2256
+ "size_similarity": 0.005,
2257
+ "breadth_similarity": 0.225,
2258
+ "concentration_similarity": 0.406,
2259
+ "shared_filenames": [
2260
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2261
+ ],
2262
+ "shared_directories": [
2263
+ "src/transformers/models/qwen3_5",
2264
+ "src/transformers/models",
2265
+ "src/transformers",
2266
+ "src"
2267
+ ]
2268
+ },
2269
+ {
2270
+ "left_pr_number": 45513,
2271
+ "right_pr_number": 45707,
2272
+ "similarity": 0.202,
2273
+ "content_similarity": 0.254,
2274
+ "size_similarity": 0.006,
2275
+ "breadth_similarity": 0.121,
2276
+ "concentration_similarity": 0.212,
2277
+ "shared_filenames": [
2278
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2279
+ ],
2280
+ "shared_directories": [
2281
+ "src/transformers/models/qwen3_5",
2282
+ "src/transformers/models",
2283
+ "src/transformers",
2284
+ "src"
2285
+ ]
2286
+ },
2287
+ {
2288
+ "left_pr_number": 45707,
2289
+ "right_pr_number": 46148,
2290
+ "similarity": 0.188,
2291
+ "content_similarity": 0.202,
2292
+ "size_similarity": 0.025,
2293
+ "breadth_similarity": 0.225,
2294
+ "concentration_similarity": 0.4,
2295
+ "shared_filenames": [
2296
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
2297
+ ],
2298
+ "shared_directories": [
2299
+ "src/transformers/models/qwen3_5",
2300
+ "src/transformers/models",
2301
+ "src/transformers",
2302
+ "src"
2303
+ ]
2304
+ }
2305
+ ]
2306
+ },
2307
+ {
2308
+ "cluster_id": "pr-scope-41097-5",
2309
+ "pr_numbers": [
2310
+ 41097,
2311
+ 43549,
2312
+ 44547,
2313
+ 46013,
2314
+ 46696
2315
+ ],
2316
+ "representative_pr_number": 43549,
2317
+ "average_similarity": 0.496,
2318
+ "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2319
+ "shared_filenames": [
2320
+ "src/transformers/modeling_flash_attention_utils.py"
2321
+ ],
2322
+ "shared_directories": [
2323
+ "src/transformers",
2324
+ "src"
2325
+ ],
2326
+ "pairwise": [
2327
+ {
2328
+ "left_pr_number": 43549,
2329
+ "right_pr_number": 46013,
2330
+ "similarity": 0.885,
2331
+ "content_similarity": 0.993,
2332
+ "size_similarity": 0.267,
2333
+ "breadth_similarity": 1.0,
2334
+ "concentration_similarity": 1.0,
2335
+ "shared_filenames": [
2336
+ "src/transformers/modeling_flash_attention_utils.py"
2337
+ ],
2338
+ "shared_directories": [
2339
+ "src/transformers",
2340
+ "src"
2341
+ ]
2342
+ },
2343
+ {
2344
+ "left_pr_number": 41097,
2345
+ "right_pr_number": 43549,
2346
+ "similarity": 0.54,
2347
+ "content_similarity": 0.428,
2348
+ "size_similarity": 0.6,
2349
+ "breadth_similarity": 1.0,
2350
+ "concentration_similarity": 1.0,
2351
+ "shared_filenames": [
2352
+ "src/transformers/modeling_flash_attention_utils.py"
2353
+ ],
2354
+ "shared_directories": [
2355
+ "src/transformers",
2356
+ "src"
2357
+ ]
2358
+ },
2359
+ {
2360
+ "left_pr_number": 43549,
2361
+ "right_pr_number": 46696,
2362
+ "similarity": 0.51,
2363
+ "content_similarity": 0.372,
2364
+ "size_similarity": 0.667,
2365
+ "breadth_similarity": 1.0,
2366
+ "concentration_similarity": 1.0,
2367
+ "shared_filenames": [
2368
+ "src/transformers/modeling_flash_attention_utils.py"
2369
+ ],
2370
+ "shared_directories": [
2371
+ "src/transformers",
2372
+ "src"
2373
+ ]
2374
+ },
2375
+ {
2376
+ "left_pr_number": 44547,
2377
+ "right_pr_number": 46013,
2378
+ "similarity": 0.503,
2379
+ "content_similarity": 0.29,
2380
+ "size_similarity": 1.0,
2381
+ "breadth_similarity": 1.0,
2382
+ "concentration_similarity": 1.0,
2383
+ "shared_filenames": [
2384
+ "src/transformers/modeling_flash_attention_utils.py"
2385
+ ],
2386
+ "shared_directories": [
2387
+ "src/transformers",
2388
+ "src"
2389
+ ]
2390
+ },
2391
+ {
2392
+ "left_pr_number": 41097,
2393
+ "right_pr_number": 46696,
2394
+ "similarity": 0.448,
2395
+ "content_similarity": 0.34,
2396
+ "size_similarity": 0.4,
2397
+ "breadth_similarity": 1.0,
2398
+ "concentration_similarity": 1.0,
2399
+ "shared_filenames": [
2400
+ "src/transformers/modeling_flash_attention_utils.py"
2401
+ ],
2402
+ "shared_directories": [
2403
+ "src/transformers",
2404
+ "src"
2405
+ ]
2406
+ },
2407
+ {
2408
+ "left_pr_number": 46013,
2409
+ "right_pr_number": 46696,
2410
+ "similarity": 0.436,
2411
+ "content_similarity": 0.323,
2412
+ "size_similarity": 0.4,
2413
+ "breadth_similarity": 1.0,
2414
+ "concentration_similarity": 1.0,
2415
+ "shared_filenames": [
2416
+ "src/transformers/modeling_flash_attention_utils.py"
2417
+ ],
2418
+ "shared_directories": [
2419
+ "src/transformers",
2420
+ "src"
2421
+ ]
2422
+ },
2423
+ {
2424
+ "left_pr_number": 41097,
2425
+ "right_pr_number": 46013,
2426
+ "similarity": 0.435,
2427
+ "content_similarity": 0.372,
2428
+ "size_similarity": 0.16,
2429
+ "breadth_similarity": 1.0,
2430
+ "concentration_similarity": 1.0,
2431
+ "shared_filenames": [
2432
+ "src/transformers/modeling_flash_attention_utils.py"
2433
+ ],
2434
+ "shared_directories": [
2435
+ "src/transformers",
2436
+ "src"
2437
+ ]
2438
+ },
2439
+ {
2440
+ "left_pr_number": 43549,
2441
+ "right_pr_number": 44547,
2442
+ "similarity": 0.423,
2443
+ "content_similarity": 0.333,
2444
+ "size_similarity": 0.267,
2445
+ "breadth_similarity": 1.0,
2446
+ "concentration_similarity": 1.0,
2447
+ "shared_filenames": [
2448
+ "src/transformers/modeling_flash_attention_utils.py"
2449
+ ],
2450
+ "shared_directories": [
2451
+ "src/transformers",
2452
+ "src"
2453
+ ]
2454
+ },
2455
+ {
2456
+ "left_pr_number": 44547,
2457
+ "right_pr_number": 46696,
2458
+ "similarity": 0.395,
2459
+ "content_similarity": 0.264,
2460
+ "size_similarity": 0.4,
2461
+ "breadth_similarity": 1.0,
2462
+ "concentration_similarity": 1.0,
2463
+ "shared_filenames": [
2464
+ "src/transformers/modeling_flash_attention_utils.py"
2465
+ ],
2466
+ "shared_directories": [
2467
+ "src/transformers",
2468
+ "src"
2469
+ ]
2470
+ },
2471
+ {
2472
+ "left_pr_number": 41097,
2473
+ "right_pr_number": 44547,
2474
+ "similarity": 0.387,
2475
+ "content_similarity": 0.304,
2476
+ "size_similarity": 0.16,
2477
+ "breadth_similarity": 1.0,
2478
+ "concentration_similarity": 1.0,
2479
+ "shared_filenames": [
2480
+ "src/transformers/modeling_flash_attention_utils.py"
2481
+ ],
2482
+ "shared_directories": [
2483
+ "src/transformers",
2484
+ "src"
2485
+ ]
2486
+ }
2487
+ ]
2488
+ },
2489
+ {
2490
+ "cluster_id": "pr-scope-45294-5",
2491
+ "pr_numbers": [
2492
+ 45294,
2493
+ 45438,
2494
  45883,
2495
  46642,
2496
  46850
 
2717
  "left_pr_number": 45883,
2718
  "right_pr_number": 46850,
2719
  "similarity": 0.292,
2720
+ "content_similarity": 0.3,
2721
  "size_similarity": 0.271,
2722
  "breadth_similarity": 0.243,
2723
  "concentration_similarity": 0.333,
 
2879
  "content_similarity": 0.394,
2880
  "size_similarity": 0.035,
2881
  "breadth_similarity": 0.417,
2882
+ "concentration_similarity": 0.696,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2883
  "shared_filenames": [
2884
+ "src/transformers/generation/utils.py",
2885
+ "tests/generation/test_utils.py"
 
 
 
 
2886
  ],
2887
  "shared_directories": [
2888
+ "src/transformers/generation",
 
 
 
 
2889
  "src/transformers",
2890
+ "tests/generation",
2891
+ "src",
2892
+ "tests"
2893
  ]
2894
  },
2895
  {
2896
+ "left_pr_number": 42655,
2897
+ "right_pr_number": 46735,
2898
+ "similarity": 0.315,
2899
+ "content_similarity": 0.313,
2900
+ "size_similarity": 0.082,
2901
+ "breadth_similarity": 0.417,
2902
+ "concentration_similarity": 0.837,
2903
  "shared_filenames": [
2904
+ "src/transformers/generation/utils.py",
2905
+ "tests/generation/test_utils.py"
2906
  ],
2907
  "shared_directories": [
2908
+ "src/transformers/generation",
 
2909
  "src/transformers",
2910
+ "tests/generation",
2911
+ "src",
2912
+ "tests"
2913
  ]
2914
  },
2915
  {
2916
+ "left_pr_number": 32189,
2917
+ "right_pr_number": 46735,
2918
+ "similarity": 0.293,
2919
+ "content_similarity": 0.172,
2920
+ "size_similarity": 0.353,
2921
+ "breadth_similarity": 0.833,
2922
+ "concentration_similarity": 0.731,
2923
  "shared_filenames": [
2924
+ "src/transformers/generation/utils.py"
2925
  ],
2926
  "shared_directories": [
2927
+ "src/transformers/generation",
 
2928
  "src/transformers",
2929
  "src"
2930
  ]
2931
  },
2932
  {
2933
+ "left_pr_number": 32189,
2934
+ "right_pr_number": 46863,
2935
+ "similarity": 0.24,
2936
+ "content_similarity": 0.128,
2937
+ "size_similarity": 0.153,
2938
+ "breadth_similarity": 0.833,
2939
+ "concentration_similarity": 0.872,
2940
  "shared_filenames": [
2941
+ "src/transformers/generation/utils.py"
2942
  ],
2943
  "shared_directories": [
2944
+ "src/transformers/generation",
 
2945
  "src/transformers",
2946
  "src"
2947
  ]
 
3028
  "left_pr_number": 42976,
3029
  "right_pr_number": 46564,
3030
  "similarity": 0.563,
3031
+ "content_similarity": 0.537,
3032
  "size_similarity": 0.5,
3033
  "breadth_similarity": 0.621,
3034
  "concentration_similarity": 1.0,
 
3394
  "left_pr_number": 44615,
3395
  "right_pr_number": 46152,
3396
  "similarity": 0.623,
3397
+ "content_similarity": 0.55,
3398
  "size_similarity": 0.583,
3399
  "breadth_similarity": 1.0,
3400
  "concentration_similarity": 1.0,
 
3411
  "left_pr_number": 45060,
3412
  "right_pr_number": 46152,
3413
  "similarity": 0.437,
3414
+ "content_similarity": 0.343,
3415
  "size_similarity": 0.95,
3416
  "breadth_similarity": 0.333,
3417
  "concentration_similarity": 0.421,
 
3427
  {
3428
  "left_pr_number": 44385,
3429
  "right_pr_number": 44615,
3430
+ "similarity": 0.409,
3431
+ "content_similarity": 0.338,
3432
  "size_similarity": 0.371,
3433
  "breadth_similarity": 0.667,
3434
  "concentration_similarity": 1.0,
 
3462
  "left_pr_number": 44615,
3463
  "right_pr_number": 45060,
3464
  "similarity": 0.314,
3465
+ "content_similarity": 0.239,
3466
  "size_similarity": 0.614,
3467
  "breadth_similarity": 0.333,
3468
  "concentration_similarity": 0.421,
 
3773
  {
3774
  "left_pr_number": 45932,
3775
  "right_pr_number": 46780,
3776
+ "similarity": 0.608,
3777
+ "content_similarity": 0.637,
3778
  "size_similarity": 0.322,
3779
  "breadth_similarity": 0.679,
3780
  "concentration_similarity": 0.916,
 
3805
  {
3806
  "left_pr_number": 45932,
3807
  "right_pr_number": 46174,
3808
+ "similarity": 0.592,
3809
+ "content_similarity": 0.631,
3810
  "size_similarity": 0.248,
3811
  "breadth_similarity": 0.679,
3812
  "concentration_similarity": 0.916,
 
4187
  }
4188
  ]
4189
  },
4190
+ {
4191
+ "cluster_id": "pr-scope-44680-3",
4192
+ "pr_numbers": [
4193
+ 44680,
4194
+ 45666,
4195
+ 46848
4196
+ ],
4197
+ "representative_pr_number": 46848,
4198
+ "average_similarity": 0.519,
4199
+ "summary": "3 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`; representative PR #46848.",
4200
+ "shared_filenames": [
4201
+ "tests/kernels/test_kernels.py",
4202
+ "src/transformers/integrations/hub_kernels.py"
4203
+ ],
4204
+ "shared_directories": [
4205
+ "src/transformers/integrations",
4206
+ "tests/kernels",
4207
+ "src/transformers",
4208
+ "tests",
4209
+ "src"
4210
+ ],
4211
+ "pairwise": [
4212
+ {
4213
+ "left_pr_number": 44680,
4214
+ "right_pr_number": 46848,
4215
+ "similarity": 0.631,
4216
+ "content_similarity": 0.59,
4217
+ "size_similarity": 0.485,
4218
+ "breadth_similarity": 1.0,
4219
+ "concentration_similarity": 0.895,
4220
+ "shared_filenames": [
4221
+ "tests/kernels/test_kernels.py"
4222
+ ],
4223
+ "shared_directories": [
4224
+ "src/transformers/integrations",
4225
+ "src/transformers",
4226
+ "tests/kernels",
4227
+ "src",
4228
+ "tests"
4229
+ ]
4230
+ },
4231
+ {
4232
+ "left_pr_number": 45666,
4233
+ "right_pr_number": 46848,
4234
+ "similarity": 0.483,
4235
+ "content_similarity": 0.575,
4236
+ "size_similarity": 0.087,
4237
+ "breadth_similarity": 0.417,
4238
+ "concentration_similarity": 0.528,
4239
+ "shared_filenames": [
4240
+ "tests/kernels/test_kernels.py"
4241
+ ],
4242
+ "shared_directories": [
4243
+ "src/transformers/integrations",
4244
+ "src/transformers",
4245
+ "tests/kernels",
4246
+ "src",
4247
+ "tests"
4248
+ ]
4249
+ },
4250
+ {
4251
+ "left_pr_number": 44680,
4252
+ "right_pr_number": 45666,
4253
+ "similarity": 0.442,
4254
+ "content_similarity": 0.517,
4255
+ "size_similarity": 0.042,
4256
+ "breadth_similarity": 0.417,
4257
+ "concentration_similarity": 0.632,
4258
+ "shared_filenames": [
4259
+ "src/transformers/integrations/hub_kernels.py",
4260
+ "tests/kernels/test_kernels.py"
4261
+ ],
4262
+ "shared_directories": [
4263
+ "src/transformers/integrations",
4264
+ "src/transformers",
4265
+ "tests/kernels",
4266
+ "src",
4267
+ "tests"
4268
+ ]
4269
+ }
4270
+ ]
4271
+ },
4272
  {
4273
  "cluster_id": "pr-scope-43656-3",
4274
  "pr_numbers": [
 
4325
  {
4326
  "left_pr_number": 43842,
4327
  "right_pr_number": 44682,
4328
+ "similarity": 0.405,
4329
  "content_similarity": 0.447,
4330
  "size_similarity": 0.011,
4331
  "breadth_similarity": 0.5,
 
4726
  44550
4727
  ],
4728
  "representative_pr_number": 44550,
4729
+ "average_similarity": 0.367,
4730
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
4731
  "shared_filenames": [],
4732
  "shared_directories": [
 
4739
  {
4740
  "left_pr_number": 33686,
4741
  "right_pr_number": 44550,
4742
+ "similarity": 0.39,
4743
+ "content_similarity": 0.129,
4744
  "size_similarity": 1.0,
4745
  "breadth_similarity": 1.0,
4746
  "concentration_similarity": 1.0,
 
4755
  {
4756
  "left_pr_number": 44407,
4757
  "right_pr_number": 44550,
4758
+ "similarity": 0.36,
4759
  "content_similarity": 0.096,
4760
  "size_similarity": 0.957,
4761
  "breadth_similarity": 1.0,
 
4770
  {
4771
  "left_pr_number": 33686,
4772
  "right_pr_number": 44407,
4773
+ "similarity": 0.351,
4774
  "content_similarity": 0.083,
4775
  "size_similarity": 0.957,
4776
  "breadth_similarity": 1.0,
 
5497
  "content_similarity": 0.646,
5498
  "size_similarity": 0.341,
5499
  "breadth_similarity": 0.594,
5500
+ "concentration_similarity": 0.926,
5501
  "shared_filenames": [
5502
  "docs/source/en/_toctree.yml",
5503
  "docs/source/en/heterogeneous_configurations.md",
 
5682
  45128
5683
  ],
5684
  "representative_pr_number": 45056,
5685
+ "average_similarity": 0.506,
5686
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
5687
  "shared_filenames": [
5688
  "src/transformers/utils/auto_docstring.py"
 
5696
  {
5697
  "left_pr_number": 45056,
5698
  "right_pr_number": 45128,
5699
+ "similarity": 0.506,
5700
+ "content_similarity": 0.402,
5701
  "size_similarity": 0.669,
5702
  "breadth_similarity": 0.875,
5703
  "concentration_similarity": 0.724,
 
6176
  }
6177
  ]
6178
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6179
  {
6180
  "cluster_id": "pr-scope-45570-2",
6181
  "pr_numbers": [
 
6553
  }
6554
  ]
6555
  },
6556
+ {
6557
+ "cluster_id": "pr-scope-46501-2",
6558
+ "pr_numbers": [
6559
+ 46501,
6560
+ 46503
6561
+ ],
6562
+ "representative_pr_number": 46501,
6563
+ "average_similarity": 0.362,
6564
+ "summary": "2 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46501.",
6565
+ "shared_filenames": [],
6566
+ "shared_directories": [
6567
+ ".github/workflows",
6568
+ ".github"
6569
+ ],
6570
+ "pairwise": [
6571
+ {
6572
+ "left_pr_number": 46501,
6573
+ "right_pr_number": 46503,
6574
+ "similarity": 0.362,
6575
+ "content_similarity": 0.089,
6576
+ "size_similarity": 1.0,
6577
+ "breadth_similarity": 1.0,
6578
+ "concentration_similarity": 1.0,
6579
+ "shared_filenames": [],
6580
+ "shared_directories": [
6581
+ ".github/workflows",
6582
+ ".github"
6583
+ ]
6584
+ }
6585
+ ]
6586
+ },
6587
  {
6588
  "cluster_id": "pr-scope-44642-2",
6589
  "pr_numbers": [
 
6591
  45552
6592
  ],
6593
  "representative_pr_number": 44642,
6594
+ "average_similarity": 0.361,
6595
  "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
6596
  "shared_filenames": [
6597
  "src/transformers/utils/auto_docstring.py"
 
6605
  {
6606
  "left_pr_number": 44642,
6607
  "right_pr_number": 45552,
6608
+ "similarity": 0.361,
6609
+ "content_similarity": 0.266,
6610
  "size_similarity": 0.167,
6611
  "breadth_similarity": 1.0,
6612
  "concentration_similarity": 1.0,
 
6621
  }
6622
  ]
6623
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6624
  {
6625
  "cluster_id": "pr-scope-43826-2",
6626
  "pr_numbers": [
pr_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:31f9ee752538b7b28e9571ce3a05ef9711bf842f561c6506f635ad3e8919b4d9
3
- size 2180745
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3025a5ed5de36dc0e2275eb3914c552e326a5b156b29d90bc17017fcd1a7f1b0
3
+ size 2183036
pr_diffs.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b489bd0fc3e84c94dbef825cccf186e9c7a85dcfdc8c6e474a0eba1c4f2dde6e
3
- size 65021977
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:14c02f27c81fb20681339553ffa4629c52e4315d9d2c11907db92e130ed6fb1f
3
+ size 65025242
pr_files.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:18feef6a607b84b3bf83cdfd05de912b0254530cdcf2fc186cf2373630db758a
3
- size 54543417
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6748082bb9ee3336d677da3647c4faac91aa44b5fc98849fc2c10966b05c447f
3
+ size 54531758
pull_requests.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:25cf77cb6a0b11dbc97750ee06378837dfbf1638955dc87492e561a63f5183c6
3
- size 2583497
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b20b8629d8e7c5d58ce257f113d01f33657b5188e1943ffd932d9bd5ca631b36
3
+ size 2586980
review_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:17d4afc1bfef622c49af1fd02cc72dbd0dbcb94840ee5043ff7c77f1d06bcf57
3
- size 3151498
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ef2d3bef38c10e1cd74e145ccfb907bea77fc5fabd01fe399566cefe1d74b7e3
3
+ size 3154298
reviews.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:034c81afc00c3e90584cd95dcd0c402a7055ba71dae274dfd165b42cb773e97d
3
- size 989258
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cacd7ab48144bba89e687a074c8c1e65eda24662a74c6b76079b8465f0bdf05d
3
+ size 989902
snapshots/20260625T000027Z/manifest.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260625T000027Z/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": 15194,
11
+ "issues": 911,
12
+ "links": 5103,
13
+ "new_contributors": 348,
14
+ "pr_diffs": 3019,
15
+ "pr_files": 38290,
16
+ "pull_requests": 3019,
17
+ "review_comments": 18449,
18
+ "reviews": 10769,
19
+ "timeline_events": 59447
20
+ },
21
+ "crawl_started_at": "2026-06-25T00:00:27Z",
22
+ "delta_counts": {
23
+ "comments": 21,
24
+ "issue_stubs": 13,
25
+ "issues": 2,
26
+ "links": 20,
27
+ "pr_diffs": 11,
28
+ "pr_files": 107,
29
+ "pull_requests": 11,
30
+ "review_comments": 427,
31
+ "reviews": 197,
32
+ "timeline_events": 622
33
+ },
34
+ "extracted_at": "2026-06-25T00:00:27Z",
35
+ "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260625T000027Z",
37
+ "watermark": {
38
+ "effective_since": "2026-06-24T18:00:19Z",
39
+ "next_since": "2026-06-25T00:00:27Z"
40
+ }
41
+ }
snapshots/20260625T000027Z/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/20260624T180019Z/manifest.json",
3
- "latest_snapshot_id": "20260624T180019Z",
4
  "manifest_path": "manifest.json",
5
- "next_since": "2026-06-24T18:00:19Z",
6
  "repo": "huggingface/transformers",
7
- "snapshot_dir": "snapshots/20260624T180019Z"
8
  }
 
1
  {
2
+ "archived_manifest_path": "snapshots/20260625T000027Z/manifest.json",
3
+ "latest_snapshot_id": "20260625T000027Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-06-25T00:00:27Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260625T000027Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-06-24T12:00:28Z",
3
- "last_successful_snapshot_id": "20260624T180019Z",
4
- "next_since": "2026-06-24T18:00:19Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-06-24T18:00:19Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-06-24T18:00:19Z",
3
+ "last_successful_snapshot_id": "20260625T000027Z",
4
+ "next_since": "2026-06-25T00:00:27Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-06-25T00:00:27Z"
7
  }