evalstate HF Staff commited on
Commit
21fe5af
·
verified ·
1 Parent(s): e694d37

Refresh transformers dataset snapshot 20260712T180021Z

Browse files
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
75
  - eval set creation
76
 
77
  Notes:
78
- - latest snapshot: `20260712T120026Z`
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: `20260712T180021Z`
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 sha256:71e1d27e268155249d1d37ed371a300eca4482f2d6896c740b9b0f985d2a9ae8
3
- size 3661419
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6becfe7a97039fbd33a731b8ed5434de5cdbc1d458af65ccb65f430c10b5a914
3
+ size 3664143
events.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:4150ea41ec1a3aaf5b89c87882e7a549d08728a91c70a2d074fc0baee0df92c0
3
- size 1063145
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:681de2d972260e8b7743d98c9f89e65e3b7b08ad89bb934d238eda1a942b658e
3
+ size 1063348
issue_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5dbee57aa7dcae1a2e129642b331b2c6921ffc47ba6669e93683269dbd11c6dc
3
- size 1115786
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4242da766d262c94c878f58124c34ac2bd46c6f1f3c4bb3cf880f6d69e6663d6
3
+ size 1116001
issues.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:e0468df0973e3b37aa95b136eba881a55326e92eb2d983f80feb155621297541
3
- size 1390916
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7c867fbdb0b2f9ed02ced9bc85e9b66a0bc7603877233ef43bb397709ff14c37
3
+ size 1395115
links.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:921673ee46dad3bda75c6dcae7dd9cedb0c6ed414736aafd60c055e1fe7ad4da
3
- size 73965
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d12d9b95edd1c6349f2fa8044e74acf12561eded8a8b9a07321ef757c8091f93
3
+ size 74059
manifest.json CHANGED
@@ -1,41 +1,41 @@
1
  {
2
  "artifacts": {
3
- "archived_pr_scope_clusters_json": "snapshots/20260712T120026Z/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": 17337,
11
- "issues": 988,
12
- "links": 6376,
13
- "new_contributors": 371,
14
- "pr_diffs": 3356,
15
- "pr_files": 40990,
16
- "pull_requests": 3356,
17
  "review_comments": 20294,
18
  "reviews": 11825,
19
- "timeline_events": 65452
20
  },
21
- "crawl_started_at": "2026-07-12T12:00:26Z",
22
  "delta_counts": {
23
- "comments": 17,
24
- "issue_stubs": 21,
25
- "issues": 12,
26
- "links": 19,
27
- "pr_diffs": 9,
28
- "pr_files": 845,
29
- "pull_requests": 9,
30
- "review_comments": 226,
31
- "reviews": 119,
32
- "timeline_events": 423
33
  },
34
- "extracted_at": "2026-07-12T12:00:26Z",
35
  "repo": "huggingface/transformers",
36
- "snapshot_id": "20260712T120026Z",
37
  "watermark": {
38
- "effective_since": "2026-07-12T06:00:26Z",
39
- "next_since": "2026-07-12T12:00:26Z"
40
  }
41
  }
 
1
  {
2
  "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260712T180021Z/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": 17349,
11
+ "issues": 990,
12
+ "links": 6380,
13
+ "new_contributors": 367,
14
+ "pr_diffs": 3357,
15
+ "pr_files": 41004,
16
+ "pull_requests": 3357,
17
  "review_comments": 20294,
18
  "reviews": 11825,
19
+ "timeline_events": 65482
20
  },
21
+ "crawl_started_at": "2026-07-12T18:00:21Z",
22
  "delta_counts": {
23
+ "comments": 12,
24
+ "issue_stubs": 10,
25
+ "issues": 2,
26
+ "links": 16,
27
+ "pr_diffs": 8,
28
+ "pr_files": 51,
29
+ "pull_requests": 8,
30
+ "review_comments": 9,
31
+ "reviews": 13,
32
+ "timeline_events": 172
33
  },
34
+ "extracted_at": "2026-07-12T18:00:21Z",
35
  "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260712T180021Z",
37
  "watermark": {
38
+ "effective_since": "2026-07-12T12:00:26Z",
39
+ "next_since": "2026-07-12T18:00:21Z"
40
  }
41
  }
new-contributors-report.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
- "snapshot_id": "20260712T120026Z",
5
- "generated_at": "2026-07-12T12:01:19Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
- "selected_contributors": 371,
10
- "first_seen_in_snapshot": 2,
11
- "known_via_prior_merged_pr": 155,
12
- "previous_primary_author_count": 1555,
13
- "selected_seen_in_previous_primary": 369,
14
- "previous_report_contributor_count": 370,
15
- "selected_overlap_previous_report": 369,
16
- "selected_overlap_previous_report_rate": 0.9946,
17
- "reused_previous_report_entries": 365,
18
- "reused_known_merged_contributors": 151,
19
- "live_fetches": 6,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
- "enrichment_elapsed_seconds": 9.718,
23
- "enrichment_avg_seconds_per_author": 0.026,
24
  "enrichment_failures": 4
25
  },
26
  "contributors": [
@@ -4529,12 +4529,12 @@
4529
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS",
4530
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS",
4531
  "repo_first_seen_at": "2025-12-04T12:38:46Z",
4532
- "repo_last_seen_at": "2026-07-02T14:38:20Z",
4533
  "repo_primary_artifact_count": 6,
4534
- "repo_artifact_count": 20,
4535
  "snapshot_issue_count": 0,
4536
  "snapshot_pr_count": 6,
4537
- "snapshot_comment_count": 6,
4538
  "snapshot_review_count": 4,
4539
  "snapshot_review_comment_count": 4,
4540
  "repo_association": "CONTRIBUTOR",
@@ -6138,6 +6138,83 @@
6138
  },
6139
  "fetch_error": null
6140
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6141
  {
6142
  "author_login": "ammmanism",
6143
  "name": "AMMAN HUSSAIN ANSARI",
@@ -6145,12 +6222,12 @@
6145
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aammmanism",
6146
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aammmanism",
6147
  "repo_first_seen_at": "2026-07-09T14:36:07Z",
6148
- "repo_last_seen_at": "2026-07-12T05:46:05Z",
6149
  "repo_primary_artifact_count": 3,
6150
- "repo_artifact_count": 13,
6151
  "snapshot_issue_count": 0,
6152
  "snapshot_pr_count": 3,
6153
- "snapshot_comment_count": 9,
6154
  "snapshot_review_count": 1,
6155
  "snapshot_review_comment_count": 0,
6156
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -8347,6 +8424,84 @@
8347
  },
8348
  "fetch_error": null
8349
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8350
  {
8351
  "author_login": "Sainava",
8352
  "name": "Sainava",
@@ -8570,73 +8725,6 @@
8570
  },
8571
  "fetch_error": null
8572
  },
8573
- {
8574
- "author_login": "abhishekkapoorx",
8575
- "name": "Abhishek Kapoor",
8576
- "profile_url": "https://github.com/abhishekkapoorx",
8577
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx",
8578
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx",
8579
- "repo_first_seen_at": "2026-07-04T09:19:12Z",
8580
- "repo_last_seen_at": "2026-07-12T07:43:41Z",
8581
- "repo_primary_artifact_count": 2,
8582
- "repo_artifact_count": 7,
8583
- "snapshot_issue_count": 0,
8584
- "snapshot_pr_count": 2,
8585
- "snapshot_comment_count": 3,
8586
- "snapshot_review_count": 1,
8587
- "snapshot_review_comment_count": 1,
8588
- "repo_association": "CONTRIBUTOR",
8589
- "new_to_repo": false,
8590
- "first_seen_in_snapshot": false,
8591
- "known_via_prior_merged_pr": true,
8592
- "report_reason": null,
8593
- "enrichment_source": "previous_report",
8594
- "live_refetch_skipped": true,
8595
- "account_age_days": 1898,
8596
- "young_account": false,
8597
- "follow_through_score": "strong",
8598
- "breadth_score": "low",
8599
- "automation_risk_signal": "low",
8600
- "heuristic_note": "\u2014",
8601
- "public_orgs": [],
8602
- "activity": {
8603
- "visible_authored_pr_count": 4,
8604
- "merged_pr_count": 3,
8605
- "closed_unmerged_pr_count": 0,
8606
- "open_pr_count": 1,
8607
- "merged_pr_rate": 0.75,
8608
- "closed_unmerged_pr_rate": 0.0,
8609
- "still_open_pr_rate": 0.25,
8610
- "distinct_repos_with_authored_prs": 2,
8611
- "distinct_repos_with_open_prs": 1
8612
- },
8613
- "examples": {
8614
- "pull_requests": [
8615
- {
8616
- "kind": "pull_request",
8617
- "number": 47219,
8618
- "title": "fix: resolve integration test failures by migrating COCO image loading to HF Hub fixtures",
8619
- "url": "https://github.com/huggingface/transformers/pull/47219",
8620
- "state": "closed",
8621
- "merged": false,
8622
- "draft": false,
8623
- "created_at": "2026-07-09T17:36:37Z"
8624
- },
8625
- {
8626
- "kind": "pull_request",
8627
- "number": 47062,
8628
- "title": "docs-fix: IMDb dataset link in sequence classification guide",
8629
- "url": "https://github.com/huggingface/transformers/pull/47062",
8630
- "state": "closed",
8631
- "merged": true,
8632
- "draft": false,
8633
- "created_at": "2026-07-04T09:19:12Z"
8634
- }
8635
- ],
8636
- "issues": []
8637
- },
8638
- "fetch_error": null
8639
- },
8640
  {
8641
  "author_login": "Ace3Z",
8642
  "name": "Mahbod",
@@ -8988,12 +9076,12 @@
8988
  "snapshot_review_count": 0,
8989
  "snapshot_review_comment_count": 0,
8990
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
8991
- "new_to_repo": true,
8992
- "first_seen_in_snapshot": true,
8993
  "known_via_prior_merged_pr": false,
8994
- "report_reason": "first_seen_in_snapshot",
8995
- "enrichment_source": "live",
8996
- "live_refetch_skipped": false,
8997
  "account_age_days": 213,
8998
  "young_account": true,
8999
  "follow_through_score": "weak",
@@ -10583,74 +10671,7 @@
10583
  "state": "closed",
10584
  "merged": false,
10585
  "draft": false,
10586
- "created_at": "2026-05-14T03:52:29Z"
10587
- }
10588
- ],
10589
- "issues": []
10590
- },
10591
- "fetch_error": null
10592
- },
10593
- {
10594
- "author_login": "Partha-Shankar",
10595
- "name": "Partha Shankar",
10596
- "profile_url": "https://github.com/Partha-Shankar",
10597
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar",
10598
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar",
10599
- "repo_first_seen_at": "2026-07-08T05:54:35Z",
10600
- "repo_last_seen_at": "2026-07-08T08:21:55Z",
10601
- "repo_primary_artifact_count": 2,
10602
- "repo_artifact_count": 2,
10603
- "snapshot_issue_count": 0,
10604
- "snapshot_pr_count": 2,
10605
- "snapshot_comment_count": 0,
10606
- "snapshot_review_count": 0,
10607
- "snapshot_review_comment_count": 0,
10608
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
10609
- "new_to_repo": false,
10610
- "first_seen_in_snapshot": false,
10611
- "known_via_prior_merged_pr": false,
10612
- "report_reason": null,
10613
- "enrichment_source": "previous_report",
10614
- "live_refetch_skipped": true,
10615
- "account_age_days": 947,
10616
- "young_account": false,
10617
- "follow_through_score": "mixed",
10618
- "breadth_score": "moderate",
10619
- "automation_risk_signal": "low",
10620
- "heuristic_note": "high open PR share; targets high-star repos",
10621
- "public_orgs": [],
10622
- "activity": {
10623
- "visible_authored_pr_count": 6,
10624
- "merged_pr_count": 3,
10625
- "closed_unmerged_pr_count": 0,
10626
- "open_pr_count": 3,
10627
- "merged_pr_rate": 0.5,
10628
- "closed_unmerged_pr_rate": 0.0,
10629
- "still_open_pr_rate": 0.5,
10630
- "distinct_repos_with_authored_prs": 4,
10631
- "distinct_repos_with_open_prs": 3
10632
- },
10633
- "examples": {
10634
- "pull_requests": [
10635
- {
10636
- "kind": "pull_request",
10637
- "number": 47167,
10638
- "title": "chore(qa): fix Windows compatibility for type checker excludes",
10639
- "url": "https://github.com/huggingface/transformers/pull/47167",
10640
- "state": "open",
10641
- "merged": false,
10642
- "draft": false,
10643
- "created_at": "2026-07-08T08:21:55Z"
10644
- },
10645
- {
10646
- "kind": "pull_request",
10647
- "number": 47158,
10648
- "title": "[generation] Fix misleading synced_gpus warning in continuous batching",
10649
- "url": "https://github.com/huggingface/transformers/pull/47158",
10650
- "state": "open",
10651
- "merged": false,
10652
- "draft": false,
10653
- "created_at": "2026-07-08T05:54:35Z"
10654
  }
10655
  ],
10656
  "issues": []
@@ -11876,114 +11897,6 @@
11876
  },
11877
  "fetch_error": null
11878
  },
11879
- {
11880
- "author_login": "sbucaille",
11881
- "name": "StevenBucaille",
11882
- "profile_url": "https://github.com/sbucaille",
11883
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asbucaille",
11884
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asbucaille",
11885
- "repo_first_seen_at": "2025-03-21T09:38:40Z",
11886
- "repo_last_seen_at": "2026-05-15T18:04:26Z",
11887
- "repo_primary_artifact_count": 8,
11888
- "repo_artifact_count": 340,
11889
- "snapshot_issue_count": 4,
11890
- "snapshot_pr_count": 4,
11891
- "snapshot_comment_count": 13,
11892
- "snapshot_review_count": 159,
11893
- "snapshot_review_comment_count": 160,
11894
- "repo_association": "CONTRIBUTOR",
11895
- "new_to_repo": false,
11896
- "first_seen_in_snapshot": false,
11897
- "known_via_prior_merged_pr": true,
11898
- "report_reason": null,
11899
- "enrichment_source": "previous_report",
11900
- "live_refetch_skipped": true,
11901
- "account_age_days": 3451,
11902
- "young_account": false,
11903
- "follow_through_score": "weak",
11904
- "breadth_score": "low",
11905
- "automation_risk_signal": "low",
11906
- "heuristic_note": "high open PR share; targets high-star repos",
11907
- "public_orgs": [],
11908
- "activity": {
11909
- "visible_authored_pr_count": 1,
11910
- "merged_pr_count": 0,
11911
- "closed_unmerged_pr_count": 0,
11912
- "open_pr_count": 1,
11913
- "merged_pr_rate": 0.0,
11914
- "closed_unmerged_pr_rate": 0.0,
11915
- "still_open_pr_rate": 1.0,
11916
- "distinct_repos_with_authored_prs": 1,
11917
- "distinct_repos_with_open_prs": 1
11918
- },
11919
- "examples": {
11920
- "pull_requests": [
11921
- {
11922
- "kind": "pull_request",
11923
- "number": 45946,
11924
- "title": "RFDetr - use correct Roboflow org for release",
11925
- "url": "https://github.com/huggingface/transformers/pull/45946",
11926
- "state": "closed",
11927
- "merged": true,
11928
- "draft": false,
11929
- "created_at": "2026-05-13T15:16:59Z"
11930
- },
11931
- {
11932
- "kind": "pull_request",
11933
- "number": 43527,
11934
- "title": "fix: return labels instead of label in reduce_label method in BeitImageProcessorFast",
11935
- "url": "https://github.com/huggingface/transformers/pull/43527",
11936
- "state": "closed",
11937
- "merged": true,
11938
- "draft": false,
11939
- "created_at": "2026-01-27T13:29:06Z"
11940
- },
11941
- {
11942
- "kind": "pull_request",
11943
- "number": 42978,
11944
- "title": "Add ViT NEPA",
11945
- "url": "https://github.com/huggingface/transformers/pull/42978",
11946
- "state": "open",
11947
- "merged": false,
11948
- "draft": false,
11949
- "created_at": "2025-12-21T05:34:27Z"
11950
- }
11951
- ],
11952
- "issues": [
11953
- {
11954
- "kind": "issue",
11955
- "number": 44404,
11956
- "title": "Bring Loss classes back to modeling file and leverage modular",
11957
- "url": "https://github.com/huggingface/transformers/issues/44404",
11958
- "state": "closed",
11959
- "merged": null,
11960
- "draft": null,
11961
- "created_at": "2026-03-03T03:10:54Z"
11962
- },
11963
- {
11964
- "kind": "issue",
11965
- "number": 43526,
11966
- "title": "reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast",
11967
- "url": "https://github.com/huggingface/transformers/issues/43526",
11968
- "state": "closed",
11969
- "merged": null,
11970
- "draft": null,
11971
- "created_at": "2026-01-27T13:27:08Z"
11972
- },
11973
- {
11974
- "kind": "issue",
11975
- "number": 42977,
11976
- "title": "Add ViT NEPA",
11977
- "url": "https://github.com/huggingface/transformers/issues/42977",
11978
- "state": "open",
11979
- "merged": null,
11980
- "draft": null,
11981
- "created_at": "2025-12-21T05:33:08Z"
11982
- }
11983
- ]
11984
- },
11985
- "fetch_error": null
11986
- },
11987
  {
11988
  "author_login": "khushali9",
11989
  "name": "Khushali Desai",
@@ -12064,87 +11977,6 @@
12064
  },
12065
  "fetch_error": null
12066
  },
12067
- {
12068
- "author_login": "sergiopaniego",
12069
- "name": "Sergio Paniego Blanco",
12070
- "profile_url": "https://github.com/sergiopaniego",
12071
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego",
12072
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego",
12073
- "repo_first_seen_at": "2026-03-19T10:22:40Z",
12074
- "repo_last_seen_at": "2026-05-14T12:45:44Z",
12075
- "repo_primary_artifact_count": 4,
12076
- "repo_artifact_count": 8,
12077
- "snapshot_issue_count": 0,
12078
- "snapshot_pr_count": 4,
12079
- "snapshot_comment_count": 4,
12080
- "snapshot_review_count": 0,
12081
- "snapshot_review_comment_count": 0,
12082
- "repo_association": "MEMBER",
12083
- "new_to_repo": false,
12084
- "first_seen_in_snapshot": false,
12085
- "known_via_prior_merged_pr": true,
12086
- "report_reason": null,
12087
- "enrichment_source": "previous_report",
12088
- "live_refetch_skipped": true,
12089
- "account_age_days": 3718,
12090
- "young_account": false,
12091
- "follow_through_score": "mixed",
12092
- "breadth_score": "moderate",
12093
- "automation_risk_signal": "low",
12094
- "heuristic_note": "high recent PR volume; targets high-star repos",
12095
- "public_orgs": [
12096
- "JdeRobot",
12097
- "TheRoboticsClub",
12098
- "huggingface"
12099
- ],
12100
- "activity": {
12101
- "visible_authored_pr_count": 28,
12102
- "merged_pr_count": 19,
12103
- "closed_unmerged_pr_count": 0,
12104
- "open_pr_count": 9,
12105
- "merged_pr_rate": 0.6786,
12106
- "closed_unmerged_pr_rate": 0.0,
12107
- "still_open_pr_rate": 0.3214,
12108
- "distinct_repos_with_authored_prs": 6,
12109
- "distinct_repos_with_open_prs": 3
12110
- },
12111
- "examples": {
12112
- "pull_requests": [
12113
- {
12114
- "kind": "pull_request",
12115
- "number": 45943,
12116
- "title": "fix: restore `_attn_implementation `and fix request offset in `generate_batch()`",
12117
- "url": "https://github.com/huggingface/transformers/pull/45943",
12118
- "state": "closed",
12119
- "merged": true,
12120
- "draft": false,
12121
- "created_at": "2026-05-13T13:58:21Z"
12122
- },
12123
- {
12124
- "kind": "pull_request",
12125
- "number": 45625,
12126
- "title": "Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`",
12127
- "url": "https://github.com/huggingface/transformers/pull/45625",
12128
- "state": "closed",
12129
- "merged": true,
12130
- "draft": false,
12131
- "created_at": "2026-04-24T08:55:34Z"
12132
- },
12133
- {
12134
- "kind": "pull_request",
12135
- "number": 44873,
12136
- "title": "Fix VL model rope_deltas batch size mismatch in online RL training",
12137
- "url": "https://github.com/huggingface/transformers/pull/44873",
12138
- "state": "closed",
12139
- "merged": true,
12140
- "draft": false,
12141
- "created_at": "2026-03-20T08:38:03Z"
12142
- }
12143
- ],
12144
- "issues": []
12145
- },
12146
- "fetch_error": null
12147
- },
12148
  {
12149
  "author_login": "bhargav-patel-29",
12150
  "name": "Bhargav Patel",
@@ -12530,104 +12362,6 @@
12530
  },
12531
  "fetch_error": null
12532
  },
12533
- {
12534
- "author_login": "nurpax",
12535
- "name": "Janne Hellsten",
12536
- "profile_url": "https://github.com/nurpax",
12537
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax",
12538
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax",
12539
- "repo_first_seen_at": "2026-04-24T14:04:02Z",
12540
- "repo_last_seen_at": "2026-06-02T13:48:43Z",
12541
- "repo_primary_artifact_count": 5,
12542
- "repo_artifact_count": 18,
12543
- "snapshot_issue_count": 3,
12544
- "snapshot_pr_count": 2,
12545
- "snapshot_comment_count": 11,
12546
- "snapshot_review_count": 1,
12547
- "snapshot_review_comment_count": 1,
12548
- "repo_association": "CONTRIBUTOR",
12549
- "new_to_repo": false,
12550
- "first_seen_in_snapshot": false,
12551
- "known_via_prior_merged_pr": true,
12552
- "report_reason": null,
12553
- "enrichment_source": "previous_report",
12554
- "live_refetch_skipped": true,
12555
- "account_age_days": 5805,
12556
- "young_account": false,
12557
- "follow_through_score": "weak",
12558
- "breadth_score": "low",
12559
- "automation_risk_signal": "low",
12560
- "heuristic_note": "high open PR share; targets high-star repos",
12561
- "public_orgs": [],
12562
- "activity": {
12563
- "visible_authored_pr_count": 1,
12564
- "merged_pr_count": 0,
12565
- "closed_unmerged_pr_count": 0,
12566
- "open_pr_count": 1,
12567
- "merged_pr_rate": 0.0,
12568
- "closed_unmerged_pr_rate": 0.0,
12569
- "still_open_pr_rate": 1.0,
12570
- "distinct_repos_with_authored_prs": 1,
12571
- "distinct_repos_with_open_prs": 1
12572
- },
12573
- "examples": {
12574
- "pull_requests": [
12575
- {
12576
- "kind": "pull_request",
12577
- "number": 45945,
12578
- "title": "Fix OLMo 3 scaled RoPE handling for sliding attention",
12579
- "url": "https://github.com/huggingface/transformers/pull/45945",
12580
- "state": "closed",
12581
- "merged": false,
12582
- "draft": false,
12583
- "created_at": "2026-05-13T14:56:30Z"
12584
- },
12585
- {
12586
- "kind": "pull_request",
12587
- "number": 45686,
12588
- "title": "Fix custom-module copies inheriting read-only permissions",
12589
- "url": "https://github.com/huggingface/transformers/pull/45686",
12590
- "state": "closed",
12591
- "merged": true,
12592
- "draft": false,
12593
- "created_at": "2026-04-28T13:47:54Z"
12594
- }
12595
- ],
12596
- "issues": [
12597
- {
12598
- "kind": "issue",
12599
- "number": 45698,
12600
- "title": "from_pretrained loads wrong custom module after save_pretrained",
12601
- "url": "https://github.com/huggingface/transformers/issues/45698",
12602
- "state": "closed",
12603
- "merged": null,
12604
- "draft": null,
12605
- "created_at": "2026-04-29T08:29:41Z"
12606
- },
12607
- {
12608
- "kind": "issue",
12609
- "number": 45684,
12610
- "title": "save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files",
12611
- "url": "https://github.com/huggingface/transformers/issues/45684",
12612
- "state": "closed",
12613
- "merged": null,
12614
- "draft": null,
12615
- "created_at": "2026-04-28T13:02:46Z"
12616
- },
12617
- {
12618
- "kind": "issue",
12619
- "number": 45632,
12620
- "title": "`trust_remote_code` cache path collides for local models sharing a leaf directory name",
12621
- "url": "https://github.com/huggingface/transformers/issues/45632",
12622
- "state": "closed",
12623
- "merged": null,
12624
- "draft": null,
12625
- "created_at": "2026-04-24T14:04:02Z"
12626
- }
12627
- ]
12628
- },
12629
- "fetch_error": null
12630
- },
12631
  {
12632
  "author_login": "oliverholworthy",
12633
  "name": "Oliver Holworthy",
@@ -13712,12 +13446,12 @@
13712
  "snapshot_review_count": 0,
13713
  "snapshot_review_comment_count": 0,
13714
  "repo_association": "CONTRIBUTOR",
13715
- "new_to_repo": true,
13716
- "first_seen_in_snapshot": true,
13717
  "known_via_prior_merged_pr": false,
13718
- "report_reason": "first_seen_in_snapshot",
13719
- "enrichment_source": "live",
13720
- "live_refetch_skipped": false,
13721
  "account_age_days": 4434,
13722
  "young_account": false,
13723
  "follow_through_score": "strong",
@@ -20921,63 +20655,6 @@
20921
  },
20922
  "fetch_error": null
20923
  },
20924
- {
20925
- "author_login": "lianakoleva",
20926
- "name": "Liana Koleva",
20927
- "profile_url": "https://github.com/lianakoleva",
20928
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alianakoleva",
20929
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alianakoleva",
20930
- "repo_first_seen_at": "2026-05-13T17:04:37Z",
20931
- "repo_last_seen_at": "2026-05-13T17:04:37Z",
20932
- "repo_primary_artifact_count": 1,
20933
- "repo_artifact_count": 1,
20934
- "snapshot_issue_count": 0,
20935
- "snapshot_pr_count": 1,
20936
- "snapshot_comment_count": 0,
20937
- "snapshot_review_count": 0,
20938
- "snapshot_review_comment_count": 0,
20939
- "repo_association": "NONE",
20940
- "new_to_repo": false,
20941
- "first_seen_in_snapshot": false,
20942
- "known_via_prior_merged_pr": false,
20943
- "report_reason": null,
20944
- "enrichment_source": "previous_report",
20945
- "live_refetch_skipped": true,
20946
- "account_age_days": 2780,
20947
- "young_account": false,
20948
- "follow_through_score": "weak",
20949
- "breadth_score": "moderate",
20950
- "automation_risk_signal": "low",
20951
- "heuristic_note": "high open PR share; no visible non-self stars",
20952
- "public_orgs": [],
20953
- "activity": {
20954
- "visible_authored_pr_count": 4,
20955
- "merged_pr_count": 1,
20956
- "closed_unmerged_pr_count": 0,
20957
- "open_pr_count": 3,
20958
- "merged_pr_rate": 0.25,
20959
- "closed_unmerged_pr_rate": 0.0,
20960
- "still_open_pr_rate": 0.75,
20961
- "distinct_repos_with_authored_prs": 4,
20962
- "distinct_repos_with_open_prs": 3
20963
- },
20964
- "examples": {
20965
- "pull_requests": [
20966
- {
20967
- "kind": "pull_request",
20968
- "number": 45948,
20969
- "title": "fix feature extractor error messages to mention processor_config.json",
20970
- "url": "https://github.com/huggingface/transformers/pull/45948",
20971
- "state": "closed",
20972
- "merged": false,
20973
- "draft": false,
20974
- "created_at": "2026-05-13T17:04:37Z"
20975
- }
20976
- ],
20977
- "issues": []
20978
- },
20979
- "fetch_error": null
20980
- },
20981
  {
20982
  "author_login": "LiangSu8899",
20983
  "name": "Liang Su",
@@ -24592,12 +24269,12 @@
24592
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9",
24593
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9",
24594
  "repo_first_seen_at": "2026-07-02T05:11:17Z",
24595
- "repo_last_seen_at": "2026-07-09T08:33:23Z",
24596
  "repo_primary_artifact_count": 1,
24597
- "repo_artifact_count": 9,
24598
  "snapshot_issue_count": 0,
24599
  "snapshot_pr_count": 1,
24600
- "snapshot_comment_count": 8,
24601
  "snapshot_review_count": 0,
24602
  "snapshot_review_comment_count": 0,
24603
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
 
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
+ "snapshot_id": "20260712T180021Z",
5
+ "generated_at": "2026-07-12T18:00:56Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
+ "selected_contributors": 367,
10
+ "first_seen_in_snapshot": 0,
11
+ "known_via_prior_merged_pr": 152,
12
+ "previous_primary_author_count": 1559,
13
+ "selected_seen_in_previous_primary": 367,
14
+ "previous_report_contributor_count": 371,
15
+ "selected_overlap_previous_report": 367,
16
+ "selected_overlap_previous_report_rate": 1.0,
17
+ "reused_previous_report_entries": 363,
18
+ "reused_known_merged_contributors": 148,
19
+ "live_fetches": 4,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
+ "enrichment_elapsed_seconds": 0.601,
23
+ "enrichment_avg_seconds_per_author": 0.002,
24
  "enrichment_failures": 4
25
  },
26
  "contributors": [
 
4529
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS",
4530
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS",
4531
  "repo_first_seen_at": "2025-12-04T12:38:46Z",
4532
+ "repo_last_seen_at": "2026-07-12T12:03:02Z",
4533
  "repo_primary_artifact_count": 6,
4534
+ "repo_artifact_count": 21,
4535
  "snapshot_issue_count": 0,
4536
  "snapshot_pr_count": 6,
4537
+ "snapshot_comment_count": 7,
4538
  "snapshot_review_count": 4,
4539
  "snapshot_review_comment_count": 4,
4540
  "repo_association": "CONTRIBUTOR",
 
6138
  },
6139
  "fetch_error": null
6140
  },
6141
+ {
6142
+ "author_login": "abhishekkapoorx",
6143
+ "name": "Abhishek Kapoor",
6144
+ "profile_url": "https://github.com/abhishekkapoorx",
6145
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx",
6146
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx",
6147
+ "repo_first_seen_at": "2026-07-04T09:19:12Z",
6148
+ "repo_last_seen_at": "2026-07-12T12:03:33Z",
6149
+ "repo_primary_artifact_count": 3,
6150
+ "repo_artifact_count": 8,
6151
+ "snapshot_issue_count": 0,
6152
+ "snapshot_pr_count": 3,
6153
+ "snapshot_comment_count": 3,
6154
+ "snapshot_review_count": 1,
6155
+ "snapshot_review_comment_count": 1,
6156
+ "repo_association": "CONTRIBUTOR",
6157
+ "new_to_repo": false,
6158
+ "first_seen_in_snapshot": false,
6159
+ "known_via_prior_merged_pr": true,
6160
+ "report_reason": null,
6161
+ "enrichment_source": "previous_report",
6162
+ "live_refetch_skipped": true,
6163
+ "account_age_days": 1898,
6164
+ "young_account": false,
6165
+ "follow_through_score": "strong",
6166
+ "breadth_score": "low",
6167
+ "automation_risk_signal": "low",
6168
+ "heuristic_note": "\u2014",
6169
+ "public_orgs": [],
6170
+ "activity": {
6171
+ "visible_authored_pr_count": 4,
6172
+ "merged_pr_count": 3,
6173
+ "closed_unmerged_pr_count": 0,
6174
+ "open_pr_count": 1,
6175
+ "merged_pr_rate": 0.75,
6176
+ "closed_unmerged_pr_rate": 0.0,
6177
+ "still_open_pr_rate": 0.25,
6178
+ "distinct_repos_with_authored_prs": 2,
6179
+ "distinct_repos_with_open_prs": 1
6180
+ },
6181
+ "examples": {
6182
+ "pull_requests": [
6183
+ {
6184
+ "kind": "pull_request",
6185
+ "number": 47275,
6186
+ "title": "Add new model `EfficientVit-SAM` to transformers",
6187
+ "url": "https://github.com/huggingface/transformers/pull/47275",
6188
+ "state": "open",
6189
+ "merged": false,
6190
+ "draft": true,
6191
+ "created_at": "2026-07-12T12:03:33Z"
6192
+ },
6193
+ {
6194
+ "kind": "pull_request",
6195
+ "number": 47219,
6196
+ "title": "fix: resolve integration test failures by migrating COCO image loading to HF Hub fixtures",
6197
+ "url": "https://github.com/huggingface/transformers/pull/47219",
6198
+ "state": "closed",
6199
+ "merged": false,
6200
+ "draft": false,
6201
+ "created_at": "2026-07-09T17:36:37Z"
6202
+ },
6203
+ {
6204
+ "kind": "pull_request",
6205
+ "number": 47062,
6206
+ "title": "docs-fix: IMDb dataset link in sequence classification guide",
6207
+ "url": "https://github.com/huggingface/transformers/pull/47062",
6208
+ "state": "closed",
6209
+ "merged": true,
6210
+ "draft": false,
6211
+ "created_at": "2026-07-04T09:19:12Z"
6212
+ }
6213
+ ],
6214
+ "issues": []
6215
+ },
6216
+ "fetch_error": null
6217
+ },
6218
  {
6219
  "author_login": "ammmanism",
6220
  "name": "AMMAN HUSSAIN ANSARI",
 
6222
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aammmanism",
6223
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aammmanism",
6224
  "repo_first_seen_at": "2026-07-09T14:36:07Z",
6225
+ "repo_last_seen_at": "2026-07-12T12:10:06Z",
6226
  "repo_primary_artifact_count": 3,
6227
+ "repo_artifact_count": 14,
6228
  "snapshot_issue_count": 0,
6229
  "snapshot_pr_count": 3,
6230
+ "snapshot_comment_count": 10,
6231
  "snapshot_review_count": 1,
6232
  "snapshot_review_comment_count": 0,
6233
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
 
8424
  },
8425
  "fetch_error": null
8426
  },
8427
+ {
8428
+ "author_login": "Partha-Shankar",
8429
+ "name": "Partha Shankar",
8430
+ "profile_url": "https://github.com/Partha-Shankar",
8431
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar",
8432
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar",
8433
+ "repo_first_seen_at": "2026-07-08T05:54:35Z",
8434
+ "repo_last_seen_at": "2026-07-12T12:07:12Z",
8435
+ "repo_primary_artifact_count": 3,
8436
+ "repo_artifact_count": 3,
8437
+ "snapshot_issue_count": 1,
8438
+ "snapshot_pr_count": 2,
8439
+ "snapshot_comment_count": 0,
8440
+ "snapshot_review_count": 0,
8441
+ "snapshot_review_comment_count": 0,
8442
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
8443
+ "new_to_repo": false,
8444
+ "first_seen_in_snapshot": false,
8445
+ "known_via_prior_merged_pr": false,
8446
+ "report_reason": null,
8447
+ "enrichment_source": "previous_report",
8448
+ "live_refetch_skipped": true,
8449
+ "account_age_days": 947,
8450
+ "young_account": false,
8451
+ "follow_through_score": "mixed",
8452
+ "breadth_score": "moderate",
8453
+ "automation_risk_signal": "low",
8454
+ "heuristic_note": "high open PR share; targets high-star repos",
8455
+ "public_orgs": [],
8456
+ "activity": {
8457
+ "visible_authored_pr_count": 6,
8458
+ "merged_pr_count": 3,
8459
+ "closed_unmerged_pr_count": 0,
8460
+ "open_pr_count": 3,
8461
+ "merged_pr_rate": 0.5,
8462
+ "closed_unmerged_pr_rate": 0.0,
8463
+ "still_open_pr_rate": 0.5,
8464
+ "distinct_repos_with_authored_prs": 4,
8465
+ "distinct_repos_with_open_prs": 3
8466
+ },
8467
+ "examples": {
8468
+ "pull_requests": [
8469
+ {
8470
+ "kind": "pull_request",
8471
+ "number": 47167,
8472
+ "title": "chore(qa): fix Windows compatibility for type checker excludes",
8473
+ "url": "https://github.com/huggingface/transformers/pull/47167",
8474
+ "state": "open",
8475
+ "merged": false,
8476
+ "draft": false,
8477
+ "created_at": "2026-07-08T08:21:55Z"
8478
+ },
8479
+ {
8480
+ "kind": "pull_request",
8481
+ "number": 47158,
8482
+ "title": "[generation] Fix misleading synced_gpus warning in continuous batching",
8483
+ "url": "https://github.com/huggingface/transformers/pull/47158",
8484
+ "state": "open",
8485
+ "merged": false,
8486
+ "draft": false,
8487
+ "created_at": "2026-07-08T05:54:35Z"
8488
+ }
8489
+ ],
8490
+ "issues": [
8491
+ {
8492
+ "kind": "issue",
8493
+ "number": 47276,
8494
+ "title": "Misleading synced_gpus warning message in continuous batching",
8495
+ "url": "https://github.com/huggingface/transformers/issues/47276",
8496
+ "state": "open",
8497
+ "merged": null,
8498
+ "draft": null,
8499
+ "created_at": "2026-07-12T12:07:12Z"
8500
+ }
8501
+ ]
8502
+ },
8503
+ "fetch_error": null
8504
+ },
8505
  {
8506
  "author_login": "Sainava",
8507
  "name": "Sainava",
 
8725
  },
8726
  "fetch_error": null
8727
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8728
  {
8729
  "author_login": "Ace3Z",
8730
  "name": "Mahbod",
 
9076
  "snapshot_review_count": 0,
9077
  "snapshot_review_comment_count": 0,
9078
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
9079
+ "new_to_repo": false,
9080
+ "first_seen_in_snapshot": false,
9081
  "known_via_prior_merged_pr": false,
9082
+ "report_reason": null,
9083
+ "enrichment_source": "previous_report",
9084
+ "live_refetch_skipped": true,
9085
  "account_age_days": 213,
9086
  "young_account": true,
9087
  "follow_through_score": "weak",
 
10671
  "state": "closed",
10672
  "merged": false,
10673
  "draft": false,
10674
+ "created_at": "2026-05-14T03:52:29Z"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10675
  }
10676
  ],
10677
  "issues": []
 
11897
  },
11898
  "fetch_error": null
11899
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
11900
  {
11901
  "author_login": "khushali9",
11902
  "name": "Khushali Desai",
 
11977
  },
11978
  "fetch_error": null
11979
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
11980
  {
11981
  "author_login": "bhargav-patel-29",
11982
  "name": "Bhargav Patel",
 
12362
  },
12363
  "fetch_error": null
12364
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
12365
  {
12366
  "author_login": "oliverholworthy",
12367
  "name": "Oliver Holworthy",
 
13446
  "snapshot_review_count": 0,
13447
  "snapshot_review_comment_count": 0,
13448
  "repo_association": "CONTRIBUTOR",
13449
+ "new_to_repo": false,
13450
+ "first_seen_in_snapshot": false,
13451
  "known_via_prior_merged_pr": false,
13452
+ "report_reason": null,
13453
+ "enrichment_source": "previous_report",
13454
+ "live_refetch_skipped": true,
13455
  "account_age_days": 4434,
13456
  "young_account": false,
13457
  "follow_through_score": "strong",
 
20655
  },
20656
  "fetch_error": null
20657
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
20658
  {
20659
  "author_login": "LiangSu8899",
20660
  "name": "Liang Su",
 
24269
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9",
24270
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9",
24271
  "repo_first_seen_at": "2026-07-02T05:11:17Z",
24272
+ "repo_last_seen_at": "2026-07-12T16:56:06Z",
24273
  "repo_primary_artifact_count": 1,
24274
+ "repo_artifact_count": 10,
24275
  "snapshot_issue_count": 0,
24276
  "snapshot_pr_count": 1,
24277
+ "snapshot_comment_count": 9,
24278
  "snapshot_review_count": 0,
24279
  "snapshot_review_comment_count": 0,
24280
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260712T120026Z`
4
- - Generated: `2026-07-12T12:01:19Z`
5
  - Activity window: `60d`
6
- - Contributors: `371`
7
 
8
  ## Summary
9
 
@@ -81,6 +81,7 @@
81
  | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
82
  | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
83
  | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 3 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 
84
  | `ammmanism` | [profile](https://github.com/ammmanism) | no | FIRST_TIME_CONTRIBUTOR | 1620d | `2026-07-09T14:36:07Z` | 3 | 0 | mixed | moderate | low | — |
85
  | `boringcrypto` | [profile](https://github.com/boringcrypto) | no | CONTRIBUTOR | 5420d | `2026-06-23T10:53:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
86
  | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
@@ -108,16 +109,16 @@
108
  | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
109
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
110
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 
111
  | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 2 | 1 | mixed | moderate | low | — |
112
  | `VIUK-XV` | [profile](https://github.com/VIUK-XV) | no | FIRST_TIME_CONTRIBUTOR | 386d | `2026-07-04T12:21:47Z` | 2 | 1 | weak | moderate | low | high open PR share |
113
  | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
114
- | `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | no | CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 2 | 0 | strong | low | low | — |
115
  | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
116
  | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | NONE | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
117
  | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
118
  | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
119
  | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
120
- | `bglglzd` | [profile](https://github.com/bglglzd) | yes | FIRST_TIME_CONTRIBUTOR | 213d | `2026-07-12T08:39:28Z` | 2 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
121
  | `Bhavana998` | [profile](https://github.com/Bhavana998) | no | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
122
  | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
123
  | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -141,7 +142,6 @@
141
  | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
142
  | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
143
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
144
- | `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | no | FIRST_TIME_CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 2 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
145
  | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
146
  | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
147
  | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -158,15 +158,12 @@
158
  | `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 |
159
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
160
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
161
- | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
162
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4292d | `2025-11-26T16:41:09Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
163
- | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
164
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
165
  | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
166
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
167
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 242d | `2026-03-30T15:02:06Z` | 3 | 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 |
168
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
169
- | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
170
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
171
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
172
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
@@ -182,7 +179,7 @@
182
  | `WilliamRoyNelson` | [profile](https://github.com/WilliamRoyNelson) | no | FIRST_TIME_CONTRIBUTOR | 4404d | `2026-02-03T01:06:06Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
183
  | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
184
  | `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
185
- | `AliOsm` | [profile](https://github.com/AliOsm) | yes | CONTRIBUTOR | 4434d | `2026-07-12T08:43:51Z` | 1 | 2 | strong | moderate | low | — |
186
  | `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 |
187
  | `janbernloehr` | [profile](https://github.com/janbernloehr) | no | FIRST_TIME_CONTRIBUTOR | 5413d | `2026-03-10T09:22:21Z` | 1 | 2 | strong | moderate | low | targets high-star repos |
188
  | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -302,7 +299,6 @@
302
  | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
303
  | `LevelVoid` | [profile](https://github.com/LevelVoid) | no | FIRST_TIME_CONTRIBUTOR | 983d | `2026-07-09T15:16:26Z` | 1 | 0 | strong | moderate | low | — |
304
  | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
305
- | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
306
  | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
307
  | `lovelaceyrae11` | [profile](https://github.com/lovelaceyrae11) | no | FIRST_TIMER | 338d | `2026-07-10T09:06:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
308
  | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -1631,12 +1627,12 @@ Example artifacts:
1631
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
1632
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
1633
  - repo first seen: `2025-12-04T12:38:46Z`
1634
- - repo last seen: `2026-07-02T14:38:20Z`
1635
  - first seen in snapshot: **no**
1636
  - repo association: **CONTRIBUTOR**
1637
  - repo primary artifacts: **6**
1638
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1639
- - snapshot discussion activity: **6 comments / 4 reviews / 4 review comments**
1640
  - account age: **660 days**
1641
  - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
1642
  - public orgs: none visible
@@ -2091,18 +2087,41 @@ Example artifacts:
2091
  - [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
2092
  - [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
2093
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2094
  ### `ammmanism`
2095
 
2096
  - profile: [github.com/ammmanism](https://github.com/ammmanism)
2097
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aammmanism)
2098
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aammmanism)
2099
  - repo first seen: `2026-07-09T14:36:07Z`
2100
- - repo last seen: `2026-07-12T05:46:05Z`
2101
  - first seen in snapshot: **no**
2102
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2103
  - repo primary artifacts: **3**
2104
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
2105
- - snapshot discussion activity: **9 comments / 1 reviews / 0 review comments**
2106
  - account age: **1620 days**
2107
  - recent public PR activity: **18 PRs** (10 merged / 4 closed-unmerged / 4 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
2108
  - public orgs: none visible
@@ -2724,6 +2743,29 @@ Example artifacts:
2724
  - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
2725
  - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
2726
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2727
  ### `Sainava`
2728
 
2729
  - profile: [github.com/Sainava](https://github.com/Sainava)
@@ -2792,28 +2834,6 @@ Example artifacts:
2792
  - [PR #46730: Fix hardcoded torch.float64 crashing on MPS (#46723)](https://github.com/huggingface/transformers/pull/46730) — open
2793
  - [PR #46709: Fix #40032: Add padding strategy to DataCollatorForLanguageModeling](https://github.com/huggingface/transformers/pull/46709) — closed
2794
 
2795
- ### `abhishekkapoorx`
2796
-
2797
- - profile: [github.com/abhishekkapoorx](https://github.com/abhishekkapoorx)
2798
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
2799
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
2800
- - repo first seen: `2026-07-04T09:19:12Z`
2801
- - repo last seen: `2026-07-12T07:43:41Z`
2802
- - first seen in snapshot: **no**
2803
- - repo association: **CONTRIBUTOR**
2804
- - repo primary artifacts: **2**
2805
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2806
- - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
2807
- - account age: **1898 days**
2808
- - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
2809
- - public orgs: none visible
2810
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
2811
- - heuristic read: **—**
2812
-
2813
- Example artifacts:
2814
- - [PR #47219: fix: resolve integration test failures by migrating COCO image loading to HF Hub fixtures](https://github.com/huggingface/transformers/pull/47219) — closed
2815
- - [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — closed, merged
2816
-
2817
  ### `Ace3Z`
2818
 
2819
  - profile: [github.com/Ace3Z](https://github.com/Ace3Z)
@@ -2931,7 +2951,7 @@ Example artifacts:
2931
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abglglzd)
2932
  - repo first seen: `2026-07-12T08:39:28Z`
2933
  - repo last seen: `2026-07-12T08:40:09Z`
2934
- - first seen in snapshot: **yes**
2935
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2936
  - repo primary artifacts: **2**
2937
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -3453,28 +3473,6 @@ Example artifacts:
3453
  - [PR #46233: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/46233) — closed
3454
  - [PR #45954: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/45954) — closed
3455
 
3456
- ### `Partha-Shankar`
3457
-
3458
- - profile: [github.com/Partha-Shankar](https://github.com/Partha-Shankar)
3459
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar)
3460
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar)
3461
- - repo first seen: `2026-07-08T05:54:35Z`
3462
- - repo last seen: `2026-07-08T08:21:55Z`
3463
- - first seen in snapshot: **no**
3464
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3465
- - repo primary artifacts: **2**
3466
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3467
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3468
- - account age: **947 days**
3469
- - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
3470
- - public orgs: none visible
3471
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3472
- - heuristic read: **high open PR share; targets high-star repos**
3473
-
3474
- Example artifacts:
3475
- - [PR #47167: chore(qa): fix Windows compatibility for type checker excludes](https://github.com/huggingface/transformers/pull/47167) — open
3476
- - [PR #47158: [generation] Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47158) — open
3477
-
3478
  ### `poojansatani`
3479
 
3480
  - profile: [github.com/poojansatani](https://github.com/poojansatani)
@@ -3841,32 +3839,6 @@ Example artifacts:
3841
  - [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
3842
  - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
3843
 
3844
- ### `sbucaille`
3845
-
3846
- - profile: [github.com/sbucaille](https://github.com/sbucaille)
3847
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asbucaille)
3848
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asbucaille)
3849
- - repo first seen: `2025-03-21T09:38:40Z`
3850
- - repo last seen: `2026-05-15T18:04:26Z`
3851
- - first seen in snapshot: **no**
3852
- - repo association: **CONTRIBUTOR**
3853
- - repo primary artifacts: **8**
3854
- - snapshot authored PRs/issues: **4 PRs / 4 issues**
3855
- - snapshot discussion activity: **13 comments / 159 reviews / 160 review comments**
3856
- - account age: **3451 days**
3857
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
3858
- - public orgs: none visible
3859
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3860
- - heuristic read: **high open PR share; targets high-star repos**
3861
-
3862
- Example artifacts:
3863
- - [PR #45946: RFDetr - use correct Roboflow org for release](https://github.com/huggingface/transformers/pull/45946) — closed, merged
3864
- - [PR #43527: fix: return labels instead of label in reduce_label method in BeitImageProcessorFast](https://github.com/huggingface/transformers/pull/43527) — closed, merged
3865
- - [PR #42978: Add ViT NEPA](https://github.com/huggingface/transformers/pull/42978) — open
3866
- - [Issue #44404: Bring Loss classes back to modeling file and leverage modular](https://github.com/huggingface/transformers/issues/44404) — closed
3867
- - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
3868
- - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
3869
-
3870
  ### `khushali9`
3871
 
3872
  - profile: [github.com/khushali9](https://github.com/khushali9)
@@ -3890,29 +3862,6 @@ Example artifacts:
3890
  - [PR #45777: torch.backends.fp32_precision cascade conv/rnn so removing the temp fix](https://github.com/huggingface/transformers/pull/45777) — closed, merged
3891
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3892
 
3893
- ### `sergiopaniego`
3894
-
3895
- - profile: [github.com/sergiopaniego](https://github.com/sergiopaniego)
3896
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
3897
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
3898
- - repo first seen: `2026-03-19T10:22:40Z`
3899
- - repo last seen: `2026-05-14T12:45:44Z`
3900
- - first seen in snapshot: **no**
3901
- - repo association: **MEMBER**
3902
- - repo primary artifacts: **4**
3903
- - snapshot authored PRs/issues: **4 PRs / 0 issues**
3904
- - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
3905
- - account age: **3718 days**
3906
- - recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
3907
- - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
3908
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
3909
- - heuristic read: **high recent PR volume; targets high-star repos**
3910
-
3911
- Example artifacts:
3912
- - [PR #45943: fix: restore `_attn_implementation `and fix request offset in `generate_batch()`](https://github.com/huggingface/transformers/pull/45943) — closed, merged
3913
- - [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
3914
- - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
3915
-
3916
  ### `bhargav-patel-29`
3917
 
3918
  - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
@@ -4028,31 +3977,6 @@ Example artifacts:
4028
  - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
4029
  - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
4030
 
4031
- ### `nurpax`
4032
-
4033
- - profile: [github.com/nurpax](https://github.com/nurpax)
4034
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anurpax)
4035
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anurpax)
4036
- - repo first seen: `2026-04-24T14:04:02Z`
4037
- - repo last seen: `2026-06-02T13:48:43Z`
4038
- - first seen in snapshot: **no**
4039
- - repo association: **CONTRIBUTOR**
4040
- - repo primary artifacts: **5**
4041
- - snapshot authored PRs/issues: **2 PRs / 3 issues**
4042
- - snapshot discussion activity: **11 comments / 1 reviews / 1 review comments**
4043
- - account age: **5805 days**
4044
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
4045
- - public orgs: none visible
4046
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
4047
- - heuristic read: **high open PR share; targets high-star repos**
4048
-
4049
- Example artifacts:
4050
- - [PR #45945: Fix OLMo 3 scaled RoPE handling for sliding attention](https://github.com/huggingface/transformers/pull/45945) — closed
4051
- - [PR #45686: Fix custom-module copies inheriting read-only permissions](https://github.com/huggingface/transformers/pull/45686) — closed, merged
4052
- - [Issue #45698: from_pretrained loads wrong custom module after save_pretrained](https://github.com/huggingface/transformers/issues/45698) — closed
4053
- - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
4054
- - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
4055
-
4056
  ### `oliverholworthy`
4057
 
4058
  - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
@@ -4395,7 +4319,7 @@ Example artifacts:
4395
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAliOsm)
4396
  - repo first seen: `2026-07-12T08:43:51Z`
4397
  - repo last seen: `2026-07-12T10:43:10Z`
4398
- - first seen in snapshot: **yes**
4399
  - repo association: **CONTRIBUTOR**
4400
  - repo primary artifacts: **3**
4401
  - snapshot authored PRs/issues: **1 PRs / 2 issues**
@@ -6939,27 +6863,6 @@ Example artifacts:
6939
  Example artifacts:
6940
  - [PR #46935: Fix `TrackioCallback` fails to log evaluation metrics after training ends](https://github.com/huggingface/transformers/pull/46935) — open
6941
 
6942
- ### `lianakoleva`
6943
-
6944
- - profile: [github.com/lianakoleva](https://github.com/lianakoleva)
6945
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alianakoleva)
6946
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alianakoleva)
6947
- - repo first seen: `2026-05-13T17:04:37Z`
6948
- - repo last seen: `2026-05-13T17:04:37Z`
6949
- - first seen in snapshot: **no**
6950
- - repo association: **NONE**
6951
- - repo primary artifacts: **1**
6952
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6953
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6954
- - account age: **2780 days**
6955
- - recent public PR activity: **4 PRs** (1 merged / 0 closed-unmerged / 3 open; merged rate **25%**, closed-unmerged rate **0%**, open rate **75%**)
6956
- - public orgs: none visible
6957
- - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
6958
- - heuristic read: **high open PR share; no visible non-self stars**
6959
-
6960
- Example artifacts:
6961
- - [PR #45948: fix feature extractor error messages to mention processor_config.json](https://github.com/huggingface/transformers/pull/45948) — closed
6962
-
6963
  ### `LiangSu8899`
6964
 
6965
  - profile: [github.com/LiangSu8899](https://github.com/LiangSu8899)
@@ -8289,12 +8192,12 @@ Example artifacts:
8289
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9)
8290
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
8291
  - repo first seen: `2026-07-02T05:11:17Z`
8292
- - repo last seen: `2026-07-09T08:33:23Z`
8293
  - first seen in snapshot: **no**
8294
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8295
  - repo primary artifacts: **1**
8296
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8297
- - snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
8298
  - account age: **1577 days**
8299
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8300
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260712T180021Z`
4
+ - Generated: `2026-07-12T18:00:56Z`
5
  - Activity window: `60d`
6
+ - Contributors: `367`
7
 
8
  ## Summary
9
 
 
81
  | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
82
  | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
83
  | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 3 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
84
+ | `abhishekkapoorx` | [profile](https://github.com/abhishekkapoorx) | no | CONTRIBUTOR | 1898d | `2026-07-04T09:19:12Z` | 3 | 0 | strong | low | low | — |
85
  | `ammmanism` | [profile](https://github.com/ammmanism) | no | FIRST_TIME_CONTRIBUTOR | 1620d | `2026-07-09T14:36:07Z` | 3 | 0 | mixed | moderate | low | — |
86
  | `boringcrypto` | [profile](https://github.com/boringcrypto) | no | CONTRIBUTOR | 5420d | `2026-06-23T10:53:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
87
  | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 
109
  | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
110
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
111
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
112
+ | `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | no | FIRST_TIME_CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 2 | 1 | mixed | moderate | low | high open PR share; targets high-star repos |
113
  | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 2 | 1 | mixed | moderate | low | — |
114
  | `VIUK-XV` | [profile](https://github.com/VIUK-XV) | no | FIRST_TIME_CONTRIBUTOR | 386d | `2026-07-04T12:21:47Z` | 2 | 1 | weak | moderate | low | high open PR share |
115
  | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
116
  | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
117
  | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | NONE | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
118
  | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
119
  | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
120
  | `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
121
+ | `bglglzd` | [profile](https://github.com/bglglzd) | no | FIRST_TIME_CONTRIBUTOR | 213d | `2026-07-12T08:39:28Z` | 2 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
122
  | `Bhavana998` | [profile](https://github.com/Bhavana998) | no | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
123
  | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
124
  | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
142
  | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
143
  | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
144
  | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
145
  | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
146
  | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
147
  | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
158
  | `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 |
159
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
160
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
161
  | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4292d | `2025-11-26T16:41:09Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
162
  | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
163
  | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
164
  | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
165
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 242d | `2026-03-30T15:02:06Z` | 3 | 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 |
166
  | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
167
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
168
  | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
169
  | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
 
179
  | `WilliamRoyNelson` | [profile](https://github.com/WilliamRoyNelson) | no | FIRST_TIME_CONTRIBUTOR | 4404d | `2026-02-03T01:06:06Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
180
  | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
181
  | `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
182
+ | `AliOsm` | [profile](https://github.com/AliOsm) | no | CONTRIBUTOR | 4434d | `2026-07-12T08:43:51Z` | 1 | 2 | strong | moderate | low | — |
183
  | `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 |
184
  | `janbernloehr` | [profile](https://github.com/janbernloehr) | no | FIRST_TIME_CONTRIBUTOR | 5413d | `2026-03-10T09:22:21Z` | 1 | 2 | strong | moderate | low | targets high-star repos |
185
  | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 
299
  | `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | no | NONE | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
300
  | `LevelVoid` | [profile](https://github.com/LevelVoid) | no | FIRST_TIME_CONTRIBUTOR | 983d | `2026-07-09T15:16:26Z` | 1 | 0 | strong | moderate | low | — |
301
  | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 
302
  | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
303
  | `lovelaceyrae11` | [profile](https://github.com/lovelaceyrae11) | no | FIRST_TIMER | 338d | `2026-07-10T09:06:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
304
  | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 
1627
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
1628
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
1629
  - repo first seen: `2025-12-04T12:38:46Z`
1630
+ - repo last seen: `2026-07-12T12:03:02Z`
1631
  - first seen in snapshot: **no**
1632
  - repo association: **CONTRIBUTOR**
1633
  - repo primary artifacts: **6**
1634
  - snapshot authored PRs/issues: **6 PRs / 0 issues**
1635
+ - snapshot discussion activity: **7 comments / 4 reviews / 4 review comments**
1636
  - account age: **660 days**
1637
  - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
1638
  - public orgs: none visible
 
2087
  - [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
2088
  - [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
2089
 
2090
+ ### `abhishekkapoorx`
2091
+
2092
+ - profile: [github.com/abhishekkapoorx](https://github.com/abhishekkapoorx)
2093
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
2094
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
2095
+ - repo first seen: `2026-07-04T09:19:12Z`
2096
+ - repo last seen: `2026-07-12T12:03:33Z`
2097
+ - first seen in snapshot: **no**
2098
+ - repo association: **CONTRIBUTOR**
2099
+ - repo primary artifacts: **3**
2100
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
2101
+ - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
2102
+ - account age: **1898 days**
2103
+ - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
2104
+ - public orgs: none visible
2105
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
2106
+ - heuristic read: **—**
2107
+
2108
+ Example artifacts:
2109
+ - [PR #47275: Add new model `EfficientVit-SAM` to transformers](https://github.com/huggingface/transformers/pull/47275) — open, draft
2110
+ - [PR #47219: fix: resolve integration test failures by migrating COCO image loading to HF Hub fixtures](https://github.com/huggingface/transformers/pull/47219) — closed
2111
+ - [PR #47062: docs-fix: IMDb dataset link in sequence classification guide](https://github.com/huggingface/transformers/pull/47062) — closed, merged
2112
+
2113
  ### `ammmanism`
2114
 
2115
  - profile: [github.com/ammmanism](https://github.com/ammmanism)
2116
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aammmanism)
2117
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aammmanism)
2118
  - repo first seen: `2026-07-09T14:36:07Z`
2119
+ - repo last seen: `2026-07-12T12:10:06Z`
2120
  - first seen in snapshot: **no**
2121
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2122
  - repo primary artifacts: **3**
2123
  - snapshot authored PRs/issues: **3 PRs / 0 issues**
2124
+ - snapshot discussion activity: **10 comments / 1 reviews / 0 review comments**
2125
  - account age: **1620 days**
2126
  - recent public PR activity: **18 PRs** (10 merged / 4 closed-unmerged / 4 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
2127
  - public orgs: none visible
 
2743
  - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
2744
  - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
2745
 
2746
+ ### `Partha-Shankar`
2747
+
2748
+ - profile: [github.com/Partha-Shankar](https://github.com/Partha-Shankar)
2749
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APartha-Shankar)
2750
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APartha-Shankar)
2751
+ - repo first seen: `2026-07-08T05:54:35Z`
2752
+ - repo last seen: `2026-07-12T12:07:12Z`
2753
+ - first seen in snapshot: **no**
2754
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
2755
+ - repo primary artifacts: **3**
2756
+ - snapshot authored PRs/issues: **2 PRs / 1 issues**
2757
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2758
+ - account age: **947 days**
2759
+ - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
2760
+ - public orgs: none visible
2761
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
2762
+ - heuristic read: **high open PR share; targets high-star repos**
2763
+
2764
+ Example artifacts:
2765
+ - [PR #47167: chore(qa): fix Windows compatibility for type checker excludes](https://github.com/huggingface/transformers/pull/47167) — open
2766
+ - [PR #47158: [generation] Fix misleading synced_gpus warning in continuous batching](https://github.com/huggingface/transformers/pull/47158) — open
2767
+ - [Issue #47276: Misleading synced_gpus warning message in continuous batching](https://github.com/huggingface/transformers/issues/47276) — open
2768
+
2769
  ### `Sainava`
2770
 
2771
  - profile: [github.com/Sainava](https://github.com/Sainava)
 
2834
  - [PR #46730: Fix hardcoded torch.float64 crashing on MPS (#46723)](https://github.com/huggingface/transformers/pull/46730) — open
2835
  - [PR #46709: Fix #40032: Add padding strategy to DataCollatorForLanguageModeling](https://github.com/huggingface/transformers/pull/46709) — closed
2836
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2837
  ### `Ace3Z`
2838
 
2839
  - profile: [github.com/Ace3Z](https://github.com/Ace3Z)
 
2951
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abglglzd)
2952
  - repo first seen: `2026-07-12T08:39:28Z`
2953
  - repo last seen: `2026-07-12T08:40:09Z`
2954
+ - first seen in snapshot: **no**
2955
  - repo association: **FIRST_TIME_CONTRIBUTOR**
2956
  - repo primary artifacts: **2**
2957
  - snapshot authored PRs/issues: **2 PRs / 0 issues**
 
3473
  - [PR #46233: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/46233) — closed
3474
  - [PR #45954: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/45954) — closed
3475
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3476
  ### `poojansatani`
3477
 
3478
  - profile: [github.com/poojansatani](https://github.com/poojansatani)
 
3839
  - [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
3840
  - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
3841
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3842
  ### `khushali9`
3843
 
3844
  - profile: [github.com/khushali9](https://github.com/khushali9)
 
3862
  - [PR #45777: torch.backends.fp32_precision cascade conv/rnn so removing the temp fix](https://github.com/huggingface/transformers/pull/45777) — closed, merged
3863
  - [PR #44146: Ensure final evaluation runs with step-based evaluation strategy](https://github.com/huggingface/transformers/pull/44146) — closed, merged
3864
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3865
  ### `bhargav-patel-29`
3866
 
3867
  - profile: [github.com/bhargav-patel-29](https://github.com/bhargav-patel-29)
 
3977
  - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
3978
  - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
3979
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3980
  ### `oliverholworthy`
3981
 
3982
  - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
 
4319
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAliOsm)
4320
  - repo first seen: `2026-07-12T08:43:51Z`
4321
  - repo last seen: `2026-07-12T10:43:10Z`
4322
+ - first seen in snapshot: **no**
4323
  - repo association: **CONTRIBUTOR**
4324
  - repo primary artifacts: **3**
4325
  - snapshot authored PRs/issues: **1 PRs / 2 issues**
 
6863
  Example artifacts:
6864
  - [PR #46935: Fix `TrackioCallback` fails to log evaluation metrics after training ends](https://github.com/huggingface/transformers/pull/46935) — open
6865
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6866
  ### `LiangSu8899`
6867
 
6868
  - profile: [github.com/LiangSu8899](https://github.com/LiangSu8899)
 
8192
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asubin9)
8193
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
8194
  - repo first seen: `2026-07-02T05:11:17Z`
8195
+ - repo last seen: `2026-07-12T16:56:06Z`
8196
  - first seen in snapshot: **no**
8197
  - repo association: **FIRST_TIME_CONTRIBUTOR**
8198
  - repo primary artifacts: **1**
8199
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
8200
+ - snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
8201
  - account age: **1577 days**
8202
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
8203
  - public orgs: none visible
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:7082562b75cee6c6dc877ff9234d0e68455cfb6159e31c27acc1a24a3d34cf04
3
- size 66595
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fe4bc35883faa454060e2d1a3d055858ada2d6bc7d1a75656a5d7b1b73979f87
3
+ size 65861
pr-scope-clusters.json CHANGED
@@ -1,8 +1,8 @@
1
  {
2
  "repo": "huggingface/transformers",
3
- "snapshot_id": "20260712T120026Z",
4
- "generated_at": "2026-07-12T12:01:09Z",
5
- "cluster_count": 87,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
@@ -1407,7 +1407,7 @@
1407
  "left_pr_number": 45635,
1408
  "right_pr_number": 45996,
1409
  "similarity": 0.649,
1410
- "content_similarity": 0.595,
1411
  "size_similarity": 0.714,
1412
  "breadth_similarity": 0.875,
1413
  "concentration_similarity": 0.758,
@@ -1425,7 +1425,7 @@
1425
  {
1426
  "left_pr_number": 44974,
1427
  "right_pr_number": 45996,
1428
- "similarity": 0.58,
1429
  "content_similarity": 0.55,
1430
  "size_similarity": 0.422,
1431
  "breadth_similarity": 0.9,
@@ -1446,7 +1446,7 @@
1446
  "left_pr_number": 45996,
1447
  "right_pr_number": 47257,
1448
  "similarity": 0.575,
1449
- "content_similarity": 0.579,
1450
  "size_similarity": 0.419,
1451
  "breadth_similarity": 0.583,
1452
  "concentration_similarity": 0.972,
@@ -1464,7 +1464,7 @@
1464
  {
1465
  "left_pr_number": 45635,
1466
  "right_pr_number": 47257,
1467
- "similarity": 0.542,
1468
  "content_similarity": 0.562,
1469
  "size_similarity": 0.299,
1470
  "breadth_similarity": 0.667,
@@ -1484,7 +1484,7 @@
1484
  "left_pr_number": 44974,
1485
  "right_pr_number": 47257,
1486
  "similarity": 0.505,
1487
- "content_similarity": 0.551,
1488
  "size_similarity": 0.176,
1489
  "breadth_similarity": 0.533,
1490
  "concentration_similarity": 0.801,
@@ -1520,7 +1520,7 @@
1520
  {
1521
  "left_pr_number": 44974,
1522
  "right_pr_number": 45421,
1523
- "similarity": 0.419,
1524
  "content_similarity": 0.3,
1525
  "size_similarity": 0.735,
1526
  "breadth_similarity": 0.667,
@@ -1537,7 +1537,7 @@
1537
  {
1538
  "left_pr_number": 44974,
1539
  "right_pr_number": 46717,
1540
- "similarity": 0.411,
1541
  "content_similarity": 0.28,
1542
  "size_similarity": 0.572,
1543
  "breadth_similarity": 0.9,
@@ -1556,7 +1556,7 @@
1556
  {
1557
  "left_pr_number": 45996,
1558
  "right_pr_number": 46717,
1559
- "similarity": 0.375,
1560
  "content_similarity": 0.273,
1561
  "size_similarity": 0.241,
1562
  "breadth_similarity": 1.0,
@@ -1576,7 +1576,7 @@
1576
  "left_pr_number": 45635,
1577
  "right_pr_number": 46717,
1578
  "similarity": 0.362,
1579
- "content_similarity": 0.27,
1580
  "size_similarity": 0.337,
1581
  "breadth_similarity": 0.875,
1582
  "concentration_similarity": 0.703,
@@ -1594,8 +1594,8 @@
1594
  {
1595
  "left_pr_number": 46717,
1596
  "right_pr_number": 47257,
1597
- "similarity": 0.336,
1598
- "content_similarity": 0.305,
1599
  "size_similarity": 0.101,
1600
  "breadth_similarity": 0.583,
1601
  "concentration_similarity": 0.972,
@@ -1876,7 +1876,7 @@
1876
  "left_pr_number": 41606,
1877
  "right_pr_number": 45627,
1878
  "similarity": 0.322,
1879
- "content_similarity": 0.112,
1880
  "size_similarity": 0.725,
1881
  "breadth_similarity": 1.0,
1882
  "concentration_similarity": 0.697,
@@ -1893,7 +1893,7 @@
1893
  "left_pr_number": 45422,
1894
  "right_pr_number": 45627,
1895
  "similarity": 0.302,
1896
- "content_similarity": 0.099,
1897
  "size_similarity": 0.784,
1898
  "breadth_similarity": 0.75,
1899
  "concentration_similarity": 0.816,
@@ -1945,7 +1945,7 @@
1945
  "left_pr_number": 42668,
1946
  "right_pr_number": 45422,
1947
  "similarity": 0.2,
1948
- "content_similarity": 0.156,
1949
  "size_similarity": 0.148,
1950
  "breadth_similarity": 0.307,
1951
  "concentration_similarity": 0.768,
@@ -3622,7 +3622,7 @@
3622
  47017
3623
  ],
3624
  "representative_pr_number": 45293,
3625
- "average_similarity": 0.481,
3626
  "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
3627
  "shared_filenames": [
3628
  "tests/models/auto/test_tokenization_auto.py",
@@ -3641,11 +3641,11 @@
3641
  {
3642
  "left_pr_number": 45293,
3643
  "right_pr_number": 47017,
3644
- "similarity": 0.656,
3645
- "content_similarity": 0.683,
3646
- "size_similarity": 0.227,
3647
  "breadth_similarity": 1.0,
3648
- "concentration_similarity": 0.875,
3649
  "shared_filenames": [
3650
  "src/transformers/models/auto/tokenization_auto.py",
3651
  "tests/models/auto/test_tokenization_auto.py"
@@ -3678,24 +3678,6 @@
3678
  "src"
3679
  ]
3680
  },
3681
- {
3682
- "left_pr_number": 46580,
3683
- "right_pr_number": 47017,
3684
- "similarity": 0.506,
3685
- "content_similarity": 0.538,
3686
- "size_similarity": 0.318,
3687
- "breadth_similarity": 0.5,
3688
- "concentration_similarity": 0.625,
3689
- "shared_filenames": [
3690
- "src/transformers/models/auto/tokenization_auto.py"
3691
- ],
3692
- "shared_directories": [
3693
- "src/transformers/models/auto",
3694
- "src/transformers/models",
3695
- "src/transformers",
3696
- "src"
3697
- ]
3698
- },
3699
  {
3700
  "left_pr_number": 45293,
3701
  "right_pr_number": 45317,
@@ -3718,11 +3700,11 @@
3718
  {
3719
  "left_pr_number": 45317,
3720
  "right_pr_number": 47017,
3721
- "similarity": 0.441,
3722
- "content_similarity": 0.36,
3723
- "size_similarity": 0.307,
3724
  "breadth_similarity": 1.0,
3725
- "concentration_similarity": 0.847,
3726
  "shared_filenames": [
3727
  "tests/models/auto/test_tokenization_auto.py"
3728
  ],
@@ -3734,6 +3716,24 @@
3734
  "tests"
3735
  ]
3736
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3737
  {
3738
  "left_pr_number": 45317,
3739
  "right_pr_number": 46580,
@@ -5009,7 +5009,7 @@
5009
  {
5010
  "left_pr_number": 46099,
5011
  "right_pr_number": 46269,
5012
- "similarity": 0.414,
5013
  "content_similarity": 0.491,
5014
  "size_similarity": 0.013,
5015
  "breadth_similarity": 0.284,
@@ -5225,96 +5225,6 @@
5225
  }
5226
  ]
5227
  },
5228
- {
5229
- "cluster_id": "pr-scope-45300-3",
5230
- "pr_numbers": [
5231
- 45300,
5232
- 47087,
5233
- 47250
5234
- ],
5235
- "representative_pr_number": 47250,
5236
- "average_similarity": 0.416,
5237
- "summary": "3 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`, `tests/models/zamba2/test_modeling_zamba2.py`, `src/transformers/models/nemotron_h/modeling_nemotron_h.py`; representative PR #47250.",
5238
- "shared_filenames": [
5239
- "tests/models/nemotron_h/test_modeling_nemotron_h.py",
5240
- "tests/models/zamba2/test_modeling_zamba2.py",
5241
- "src/transformers/models/nemotron_h/modeling_nemotron_h.py"
5242
- ],
5243
- "shared_directories": [
5244
- "tests/models/nemotron_h",
5245
- "tests/models",
5246
- "src/transformers",
5247
- "tests",
5248
- "src",
5249
- "src/transformers/models/nemotron_h",
5250
- "tests/models/zamba2",
5251
- "src/transformers/models"
5252
- ],
5253
- "pairwise": [
5254
- {
5255
- "left_pr_number": 45300,
5256
- "right_pr_number": 47250,
5257
- "similarity": 0.505,
5258
- "content_similarity": 0.348,
5259
- "size_similarity": 0.931,
5260
- "breadth_similarity": 0.875,
5261
- "concentration_similarity": 0.695,
5262
- "shared_filenames": [
5263
- "src/transformers/models/nemotron_h/modeling_nemotron_h.py",
5264
- "tests/models/nemotron_h/test_modeling_nemotron_h.py"
5265
- ],
5266
- "shared_directories": [
5267
- "src/transformers/models/nemotron_h",
5268
- "src/transformers/models",
5269
- "tests/models/nemotron_h",
5270
- "src/transformers",
5271
- "tests/models",
5272
- "src",
5273
- "tests"
5274
- ]
5275
- },
5276
- {
5277
- "left_pr_number": 47087,
5278
- "right_pr_number": 47250,
5279
- "similarity": 0.427,
5280
- "content_similarity": 0.281,
5281
- "size_similarity": 0.871,
5282
- "breadth_similarity": 0.562,
5283
- "concentration_similarity": 0.867,
5284
- "shared_filenames": [
5285
- "tests/models/nemotron_h/test_modeling_nemotron_h.py",
5286
- "tests/models/zamba2/test_modeling_zamba2.py"
5287
- ],
5288
- "shared_directories": [
5289
- "tests/models/nemotron_h",
5290
- "tests/models/zamba2",
5291
- "src/transformers",
5292
- "tests/models",
5293
- "src",
5294
- "tests"
5295
- ]
5296
- },
5297
- {
5298
- "left_pr_number": 45300,
5299
- "right_pr_number": 47087,
5300
- "similarity": 0.315,
5301
- "content_similarity": 0.138,
5302
- "size_similarity": 0.935,
5303
- "breadth_similarity": 0.5,
5304
- "concentration_similarity": 0.562,
5305
- "shared_filenames": [
5306
- "tests/models/nemotron_h/test_modeling_nemotron_h.py"
5307
- ],
5308
- "shared_directories": [
5309
- "tests/models/nemotron_h",
5310
- "src/transformers",
5311
- "tests/models",
5312
- "src",
5313
- "tests"
5314
- ]
5315
- }
5316
- ]
5317
- },
5318
  {
5319
  "cluster_id": "pr-scope-46004-3",
5320
  "pr_numbers": [
@@ -6116,7 +6026,7 @@
6116
  46173
6117
  ],
6118
  "representative_pr_number": 44893,
6119
- "average_similarity": 0.744,
6120
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
6121
  "shared_filenames": [
6122
  "src/transformers/cache_utils.py"
@@ -6129,8 +6039,8 @@
6129
  {
6130
  "left_pr_number": 44893,
6131
  "right_pr_number": 46173,
6132
- "similarity": 0.744,
6133
- "content_similarity": 0.801,
6134
  "size_similarity": 0.222,
6135
  "breadth_similarity": 1.0,
6136
  "concentration_similarity": 1.0,
@@ -6205,7 +6115,7 @@
6205
  "left_pr_number": 42824,
6206
  "right_pr_number": 46461,
6207
  "similarity": 0.717,
6208
- "content_similarity": 0.747,
6209
  "size_similarity": 0.652,
6210
  "breadth_similarity": 0.5,
6211
  "concentration_similarity": 0.928,
@@ -6758,6 +6668,53 @@
6758
  }
6759
  ]
6760
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6761
  {
6762
  "cluster_id": "pr-scope-45110-2",
6763
  "pr_numbers": [
@@ -7151,7 +7108,7 @@
7151
  42655
7152
  ],
7153
  "representative_pr_number": 32189,
7154
- "average_similarity": 0.454,
7155
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #32189.",
7156
  "shared_filenames": [
7157
  "src/transformers/generation/candidate_generator.py",
@@ -7166,8 +7123,8 @@
7166
  {
7167
  "left_pr_number": 32189,
7168
  "right_pr_number": 42655,
7169
- "similarity": 0.454,
7170
- "content_similarity": 0.487,
7171
  "size_similarity": 0.231,
7172
  "breadth_similarity": 0.5,
7173
  "concentration_similarity": 0.568,
@@ -7476,6 +7433,47 @@
7476
  }
7477
  ]
7478
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7479
  {
7480
  "cluster_id": "pr-scope-43446-2",
7481
  "pr_numbers": [
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260712T180021Z",
4
+ "generated_at": "2026-07-12T18:00:55Z",
5
+ "cluster_count": 88,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
1407
  "left_pr_number": 45635,
1408
  "right_pr_number": 45996,
1409
  "similarity": 0.649,
1410
+ "content_similarity": 0.594,
1411
  "size_similarity": 0.714,
1412
  "breadth_similarity": 0.875,
1413
  "concentration_similarity": 0.758,
 
1425
  {
1426
  "left_pr_number": 44974,
1427
  "right_pr_number": 45996,
1428
+ "similarity": 0.579,
1429
  "content_similarity": 0.55,
1430
  "size_similarity": 0.422,
1431
  "breadth_similarity": 0.9,
 
1446
  "left_pr_number": 45996,
1447
  "right_pr_number": 47257,
1448
  "similarity": 0.575,
1449
+ "content_similarity": 0.578,
1450
  "size_similarity": 0.419,
1451
  "breadth_similarity": 0.583,
1452
  "concentration_similarity": 0.972,
 
1464
  {
1465
  "left_pr_number": 45635,
1466
  "right_pr_number": 47257,
1467
+ "similarity": 0.541,
1468
  "content_similarity": 0.562,
1469
  "size_similarity": 0.299,
1470
  "breadth_similarity": 0.667,
 
1484
  "left_pr_number": 44974,
1485
  "right_pr_number": 47257,
1486
  "similarity": 0.505,
1487
+ "content_similarity": 0.55,
1488
  "size_similarity": 0.176,
1489
  "breadth_similarity": 0.533,
1490
  "concentration_similarity": 0.801,
 
1520
  {
1521
  "left_pr_number": 44974,
1522
  "right_pr_number": 45421,
1523
+ "similarity": 0.42,
1524
  "content_similarity": 0.3,
1525
  "size_similarity": 0.735,
1526
  "breadth_similarity": 0.667,
 
1537
  {
1538
  "left_pr_number": 44974,
1539
  "right_pr_number": 46717,
1540
+ "similarity": 0.41,
1541
  "content_similarity": 0.28,
1542
  "size_similarity": 0.572,
1543
  "breadth_similarity": 0.9,
 
1556
  {
1557
  "left_pr_number": 45996,
1558
  "right_pr_number": 46717,
1559
+ "similarity": 0.374,
1560
  "content_similarity": 0.273,
1561
  "size_similarity": 0.241,
1562
  "breadth_similarity": 1.0,
 
1576
  "left_pr_number": 45635,
1577
  "right_pr_number": 46717,
1578
  "similarity": 0.362,
1579
+ "content_similarity": 0.269,
1580
  "size_similarity": 0.337,
1581
  "breadth_similarity": 0.875,
1582
  "concentration_similarity": 0.703,
 
1594
  {
1595
  "left_pr_number": 46717,
1596
  "right_pr_number": 47257,
1597
+ "similarity": 0.335,
1598
+ "content_similarity": 0.304,
1599
  "size_similarity": 0.101,
1600
  "breadth_similarity": 0.583,
1601
  "concentration_similarity": 0.972,
 
1876
  "left_pr_number": 41606,
1877
  "right_pr_number": 45627,
1878
  "similarity": 0.322,
1879
+ "content_similarity": 0.111,
1880
  "size_similarity": 0.725,
1881
  "breadth_similarity": 1.0,
1882
  "concentration_similarity": 0.697,
 
1893
  "left_pr_number": 45422,
1894
  "right_pr_number": 45627,
1895
  "similarity": 0.302,
1896
+ "content_similarity": 0.098,
1897
  "size_similarity": 0.784,
1898
  "breadth_similarity": 0.75,
1899
  "concentration_similarity": 0.816,
 
1945
  "left_pr_number": 42668,
1946
  "right_pr_number": 45422,
1947
  "similarity": 0.2,
1948
+ "content_similarity": 0.155,
1949
  "size_similarity": 0.148,
1950
  "breadth_similarity": 0.307,
1951
  "concentration_similarity": 0.768,
 
3622
  47017
3623
  ],
3624
  "representative_pr_number": 45293,
3625
+ "average_similarity": 0.465,
3626
  "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45293.",
3627
  "shared_filenames": [
3628
  "tests/models/auto/test_tokenization_auto.py",
 
3641
  {
3642
  "left_pr_number": 45293,
3643
  "right_pr_number": 47017,
3644
+ "similarity": 0.611,
3645
+ "content_similarity": 0.637,
3646
+ "size_similarity": 0.169,
3647
  "breadth_similarity": 1.0,
3648
+ "concentration_similarity": 0.784,
3649
  "shared_filenames": [
3650
  "src/transformers/models/auto/tokenization_auto.py",
3651
  "tests/models/auto/test_tokenization_auto.py"
 
3678
  "src"
3679
  ]
3680
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3681
  {
3682
  "left_pr_number": 45293,
3683
  "right_pr_number": 45317,
 
3700
  {
3701
  "left_pr_number": 45317,
3702
  "right_pr_number": 47017,
3703
+ "similarity": 0.464,
3704
+ "content_similarity": 0.418,
3705
+ "size_similarity": 0.229,
3706
  "breadth_similarity": 1.0,
3707
+ "concentration_similarity": 0.756,
3708
  "shared_filenames": [
3709
  "tests/models/auto/test_tokenization_auto.py"
3710
  ],
 
3716
  "tests"
3717
  ]
3718
  },
3719
+ {
3720
+ "left_pr_number": 46580,
3721
+ "right_pr_number": 47017,
3722
+ "similarity": 0.43,
3723
+ "content_similarity": 0.454,
3724
+ "size_similarity": 0.237,
3725
+ "breadth_similarity": 0.5,
3726
+ "concentration_similarity": 0.534,
3727
+ "shared_filenames": [
3728
+ "src/transformers/models/auto/tokenization_auto.py"
3729
+ ],
3730
+ "shared_directories": [
3731
+ "src/transformers/models/auto",
3732
+ "src/transformers/models",
3733
+ "src/transformers",
3734
+ "src"
3735
+ ]
3736
+ },
3737
  {
3738
  "left_pr_number": 45317,
3739
  "right_pr_number": 46580,
 
5009
  {
5010
  "left_pr_number": 46099,
5011
  "right_pr_number": 46269,
5012
+ "similarity": 0.415,
5013
  "content_similarity": 0.491,
5014
  "size_similarity": 0.013,
5015
  "breadth_similarity": 0.284,
 
5225
  }
5226
  ]
5227
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5228
  {
5229
  "cluster_id": "pr-scope-46004-3",
5230
  "pr_numbers": [
 
6026
  46173
6027
  ],
6028
  "representative_pr_number": 44893,
6029
+ "average_similarity": 0.742,
6030
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
6031
  "shared_filenames": [
6032
  "src/transformers/cache_utils.py"
 
6039
  {
6040
  "left_pr_number": 44893,
6041
  "right_pr_number": 46173,
6042
+ "similarity": 0.742,
6043
+ "content_similarity": 0.799,
6044
  "size_similarity": 0.222,
6045
  "breadth_similarity": 1.0,
6046
  "concentration_similarity": 1.0,
 
6115
  "left_pr_number": 42824,
6116
  "right_pr_number": 46461,
6117
  "similarity": 0.717,
6118
+ "content_similarity": 0.746,
6119
  "size_similarity": 0.652,
6120
  "breadth_similarity": 0.5,
6121
  "concentration_similarity": 0.928,
 
6668
  }
6669
  ]
6670
  },
6671
+ {
6672
+ "cluster_id": "pr-scope-45300-2",
6673
+ "pr_numbers": [
6674
+ 45300,
6675
+ 47250
6676
+ ],
6677
+ "representative_pr_number": 45300,
6678
+ "average_similarity": 0.505,
6679
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/nemotron_h/modeling_nemotron_h.py`, `tests/models/nemotron_h/test_modeling_nemotron_h.py`; representative PR #45300.",
6680
+ "shared_filenames": [
6681
+ "src/transformers/models/nemotron_h/modeling_nemotron_h.py",
6682
+ "tests/models/nemotron_h/test_modeling_nemotron_h.py"
6683
+ ],
6684
+ "shared_directories": [
6685
+ "src/transformers/models/nemotron_h",
6686
+ "tests/models/nemotron_h",
6687
+ "src/transformers/models",
6688
+ "tests/models",
6689
+ "src/transformers",
6690
+ "tests",
6691
+ "src"
6692
+ ],
6693
+ "pairwise": [
6694
+ {
6695
+ "left_pr_number": 45300,
6696
+ "right_pr_number": 47250,
6697
+ "similarity": 0.505,
6698
+ "content_similarity": 0.348,
6699
+ "size_similarity": 0.931,
6700
+ "breadth_similarity": 0.875,
6701
+ "concentration_similarity": 0.695,
6702
+ "shared_filenames": [
6703
+ "src/transformers/models/nemotron_h/modeling_nemotron_h.py",
6704
+ "tests/models/nemotron_h/test_modeling_nemotron_h.py"
6705
+ ],
6706
+ "shared_directories": [
6707
+ "src/transformers/models/nemotron_h",
6708
+ "src/transformers/models",
6709
+ "tests/models/nemotron_h",
6710
+ "src/transformers",
6711
+ "tests/models",
6712
+ "src",
6713
+ "tests"
6714
+ ]
6715
+ }
6716
+ ]
6717
+ },
6718
  {
6719
  "cluster_id": "pr-scope-45110-2",
6720
  "pr_numbers": [
 
7108
  42655
7109
  ],
7110
  "representative_pr_number": 32189,
7111
+ "average_similarity": 0.455,
7112
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #32189.",
7113
  "shared_filenames": [
7114
  "src/transformers/generation/candidate_generator.py",
 
7123
  {
7124
  "left_pr_number": 32189,
7125
  "right_pr_number": 42655,
7126
+ "similarity": 0.455,
7127
+ "content_similarity": 0.488,
7128
  "size_similarity": 0.231,
7129
  "breadth_similarity": 0.5,
7130
  "concentration_similarity": 0.568,
 
7433
  }
7434
  ]
7435
  },
7436
+ {
7437
+ "cluster_id": "pr-scope-47087-2",
7438
+ "pr_numbers": [
7439
+ 47087,
7440
+ 47267
7441
+ ],
7442
+ "representative_pr_number": 47087,
7443
+ "average_similarity": 0.425,
7444
+ "summary": "2 open PRs share weighted file overlap around `tests/utils/test_masking_utils.py`, `src/transformers/masking_utils.py`; representative PR #47087.",
7445
+ "shared_filenames": [
7446
+ "tests/utils/test_masking_utils.py",
7447
+ "src/transformers/masking_utils.py"
7448
+ ],
7449
+ "shared_directories": [
7450
+ "tests/utils",
7451
+ "src/transformers",
7452
+ "tests",
7453
+ "src"
7454
+ ],
7455
+ "pairwise": [
7456
+ {
7457
+ "left_pr_number": 47087,
7458
+ "right_pr_number": 47267,
7459
+ "similarity": 0.425,
7460
+ "content_similarity": 0.485,
7461
+ "size_similarity": 0.187,
7462
+ "breadth_similarity": 0.25,
7463
+ "concentration_similarity": 0.652,
7464
+ "shared_filenames": [
7465
+ "src/transformers/masking_utils.py",
7466
+ "tests/utils/test_masking_utils.py"
7467
+ ],
7468
+ "shared_directories": [
7469
+ "src/transformers",
7470
+ "tests/utils",
7471
+ "src",
7472
+ "tests"
7473
+ ]
7474
+ }
7475
+ ]
7476
+ },
7477
  {
7478
  "cluster_id": "pr-scope-43446-2",
7479
  "pr_numbers": [
pr_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:11b42cdcd00860c6786d308ab7a63832930b2938fd6b3564264d71bc8084a40d
3
- size 2509177
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f7dda2e9bae1559c61205d8f589aaec30601b5a9a536e9a419b4ca0754a76010
3
+ size 2512108
pr_diffs.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:0e9086791ea9ab0ea317d308226abe80b69d9dbcfbd101bb22bbb3cba74c199c
3
- size 43904092
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5ada7c3eba78747e2dc86aff6e0d1a6e4a56958dbe0a6f834778f0da6351ac8a
3
+ size 43976883
pr_files.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ee1f8b31afe8800106ce436799744c3e4636ccc10d3f2a2cfebd1620732f081f
3
- size 57183450
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dd040f5302974a9a9b45a939a5d5df56bfe527c12a45239bc7e98bbee2150bdf
3
+ size 57266264
pull_requests.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:995ba19025712e24fa3f57959a64610e46691f02779238e8d835ae4473ccfb97
3
- size 3016116
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:756cafcf633bc6cccccde4a67e64eb2225174665fde507098a7f2c3245bcfc66
3
+ size 3020841
review_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:c75fc16f5c72fa4c07e6b73a0a1ae6445461e9c9fc9f89972fee5d92936925fb
3
- size 3460437
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:488f23927b06d68c6a3d839ea3d7b8c185cf04d68f5e6166f685818cc42514d2
3
+ size 3460455
reviews.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:61fb8766708a248237a810b7848dd47b62fa1f981d88a960caeed1edaac7d9e2
3
- size 1087969
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7024e148d9a108933de8b7e4b3bca3a4b563ff49675aabfc7d438af9cff62b10
3
+ size 1087970
snapshots/20260712T180021Z/manifest.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260712T180021Z/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": 17349,
11
+ "issues": 990,
12
+ "links": 6380,
13
+ "new_contributors": 367,
14
+ "pr_diffs": 3357,
15
+ "pr_files": 41004,
16
+ "pull_requests": 3357,
17
+ "review_comments": 20294,
18
+ "reviews": 11825,
19
+ "timeline_events": 65482
20
+ },
21
+ "crawl_started_at": "2026-07-12T18:00:21Z",
22
+ "delta_counts": {
23
+ "comments": 12,
24
+ "issue_stubs": 10,
25
+ "issues": 2,
26
+ "links": 16,
27
+ "pr_diffs": 8,
28
+ "pr_files": 51,
29
+ "pull_requests": 8,
30
+ "review_comments": 9,
31
+ "reviews": 13,
32
+ "timeline_events": 172
33
+ },
34
+ "extracted_at": "2026-07-12T18:00:21Z",
35
+ "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260712T180021Z",
37
+ "watermark": {
38
+ "effective_since": "2026-07-12T12:00:26Z",
39
+ "next_since": "2026-07-12T18:00:21Z"
40
+ }
41
+ }
snapshots/20260712T180021Z/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/20260712T120026Z/manifest.json",
3
- "latest_snapshot_id": "20260712T120026Z",
4
  "manifest_path": "manifest.json",
5
- "next_since": "2026-07-12T12:00:26Z",
6
  "repo": "huggingface/transformers",
7
- "snapshot_dir": "snapshots/20260712T120026Z"
8
  }
 
1
  {
2
+ "archived_manifest_path": "snapshots/20260712T180021Z/manifest.json",
3
+ "latest_snapshot_id": "20260712T180021Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-07-12T18:00:21Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260712T180021Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-07-12T06:00:26Z",
3
- "last_successful_snapshot_id": "20260712T120026Z",
4
- "next_since": "2026-07-12T12:00:26Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-07-12T12:00:26Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-07-12T12:00:26Z",
3
+ "last_successful_snapshot_id": "20260712T180021Z",
4
+ "next_since": "2026-07-12T18:00:21Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-07-12T18:00:21Z"
7
  }