evalstate HF Staff commited on
Commit
64381b0
·
verified ·
1 Parent(s): 8e1982f

Refresh transformers dataset snapshot 20260706T120021Z

Browse files
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
75
  - eval set creation
76
 
77
  Notes:
78
- - latest snapshot: `20260706T060036Z`
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: `20260706T120021Z`
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 sha256:83e9c2f49073db08c525bdc3205a15fdbbe2af9ac650e73c415e9b629dcbd412
3
- size 3456317
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a8766392391251f276e2dd7ac4ebd22c0bc000958fe908196fa68942fd0de262
3
+ size 3469860
events.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:139e6d3bb32c2085da3d8ae0c29e9a9fede6c9e35e4d3b8d46e4e2141f545677
3
- size 1016400
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7c7aea6120586742fd3622834ee56b004b9b3cf4a3e40a9b6efb9a83c7e61852
3
+ size 1019408
issue_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:829b7ea0e76e0ab672245e78fa54de5528c7c770750c044bb78f20ce82ace8e3
3
- size 1083402
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5e5c3728ea6a7a873251513d1e3a0d8795f425eb834a45edc861c91d95d5179b
3
+ size 1084537
issues.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:a100613a038ceddb358b320270d1c8835e01a4c8e4a4f3ccf733a6c19b1053b9
3
- size 1355234
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6a66399901ded86918d5a3a0c46fd9f77088bad87dd39b020c56312fce772f9d
3
+ size 1357004
links.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d88e3770b05318098e24b5a8b2ff3df9d1883103d0e6d7934a32185749910d89
3
- size 67804
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b3e6d87c42e84a4aec6e16b34839ec7036a0e30eb7e28cfb9770c7d8c31b4fbc
3
+ size 67981
manifest.json CHANGED
@@ -1,41 +1,41 @@
1
  {
2
  "artifacts": {
3
- "archived_pr_scope_clusters_json": "snapshots/20260706T060036Z/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": 16370,
11
- "issues": 960,
12
- "links": 5878,
13
- "new_contributors": 348,
14
- "pr_diffs": 3200,
15
- "pr_files": 39151,
16
- "pull_requests": 3200,
17
- "review_comments": 19592,
18
- "reviews": 11366,
19
- "timeline_events": 62728
20
  },
21
- "crawl_started_at": "2026-07-06T06:00:36Z",
22
  "delta_counts": {
23
- "comments": 20,
24
- "issue_stubs": 14,
25
- "issues": 3,
26
- "links": 30,
27
- "pr_diffs": 11,
28
- "pr_files": 100,
29
- "pull_requests": 11,
30
- "review_comments": 19,
31
- "reviews": 18,
32
- "timeline_events": 241
33
  },
34
- "extracted_at": "2026-07-06T06:00:36Z",
35
  "repo": "huggingface/transformers",
36
- "snapshot_id": "20260706T060036Z",
37
  "watermark": {
38
- "effective_since": "2026-07-06T00:08:24Z",
39
- "next_since": "2026-07-06T06:00:36Z"
40
  }
41
  }
 
1
  {
2
  "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260706T120021Z/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": 16414,
11
+ "issues": 962,
12
+ "links": 5895,
13
+ "new_contributors": 349,
14
+ "pr_diffs": 3209,
15
+ "pr_files": 39212,
16
+ "pull_requests": 3209,
17
+ "review_comments": 19682,
18
+ "reviews": 11393,
19
+ "timeline_events": 62865
20
  },
21
+ "crawl_started_at": "2026-07-06T12:00:21Z",
22
  "delta_counts": {
23
+ "comments": 44,
24
+ "issue_stubs": 35,
25
+ "issues": 7,
26
+ "links": 39,
27
+ "pr_diffs": 28,
28
+ "pr_files": 315,
29
+ "pull_requests": 28,
30
+ "review_comments": 326,
31
+ "reviews": 123,
32
+ "timeline_events": 985
33
  },
34
+ "extracted_at": "2026-07-06T12:00:21Z",
35
  "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260706T120021Z",
37
  "watermark": {
38
+ "effective_since": "2026-07-06T06:00:36Z",
39
+ "next_since": "2026-07-06T12:00:21Z"
40
  }
41
  }
new-contributors-report.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
- "snapshot_id": "20260706T060036Z",
5
- "generated_at": "2026-07-06T06:01:25Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
- "selected_contributors": 348,
10
- "first_seen_in_snapshot": 1,
11
- "known_via_prior_merged_pr": 153,
12
- "previous_primary_author_count": 1508,
13
- "selected_seen_in_previous_primary": 347,
14
- "previous_report_contributor_count": 347,
15
- "selected_overlap_previous_report": 347,
16
- "selected_overlap_previous_report_rate": 0.9971,
17
- "reused_previous_report_entries": 343,
18
- "reused_known_merged_contributors": 150,
19
- "live_fetches": 5,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
- "enrichment_elapsed_seconds": 3.583,
23
- "enrichment_avg_seconds_per_author": 0.01,
24
  "enrichment_failures": 4
25
  },
26
  "contributors": [
@@ -31,11 +31,11 @@
31
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
32
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
33
  "repo_first_seen_at": "2025-02-05T12:51:57Z",
34
- "repo_last_seen_at": "2026-07-03T15:26:07Z",
35
- "repo_primary_artifact_count": 134,
36
- "repo_artifact_count": 719,
37
  "snapshot_issue_count": 0,
38
- "snapshot_pr_count": 134,
39
  "snapshot_comment_count": 138,
40
  "snapshot_review_count": 266,
41
  "snapshot_review_comment_count": 181,
@@ -66,6 +66,16 @@
66
  },
67
  "examples": {
68
  "pull_requests": [
 
 
 
 
 
 
 
 
 
 
69
  {
70
  "kind": "pull_request",
71
  "number": 47043,
@@ -85,16 +95,6 @@
85
  "merged": true,
86
  "draft": false,
87
  "created_at": "2026-07-03T11:43:56Z"
88
- },
89
- {
90
- "kind": "pull_request",
91
- "number": 47022,
92
- "title": "Check cancel",
93
- "url": "https://github.com/huggingface/transformers/pull/47022",
94
- "state": "closed",
95
- "merged": false,
96
- "draft": true,
97
- "created_at": "2026-07-02T12:59:39Z"
98
  }
99
  ],
100
  "issues": []
@@ -148,7 +148,7 @@
148
  {
149
  "kind": "pull_request",
150
  "number": 47094,
151
- "title": "[masking] Improve sdpa by allowing to dispatch to FA more often",
152
  "url": "https://github.com/huggingface/transformers/pull/47094",
153
  "state": "open",
154
  "merged": false,
@@ -407,14 +407,14 @@
407
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
408
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
409
  "repo_first_seen_at": "2024-07-19T13:27:51Z",
410
- "repo_last_seen_at": "2026-07-03T14:42:31Z",
411
  "repo_primary_artifact_count": 100,
412
- "repo_artifact_count": 4303,
413
  "snapshot_issue_count": 0,
414
  "snapshot_pr_count": 100,
415
  "snapshot_comment_count": 693,
416
- "snapshot_review_count": 1123,
417
- "snapshot_review_comment_count": 2387,
418
  "repo_association": "MEMBER",
419
  "new_to_repo": false,
420
  "first_seen_in_snapshot": false,
@@ -587,14 +587,14 @@
587
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
588
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
589
  "repo_first_seen_at": "2023-02-24T14:13:29Z",
590
- "repo_last_seen_at": "2026-07-03T13:51:30Z",
591
  "repo_primary_artifact_count": 74,
592
- "repo_artifact_count": 2510,
593
  "snapshot_issue_count": 4,
594
  "snapshot_pr_count": 70,
595
- "snapshot_comment_count": 204,
596
- "snapshot_review_count": 746,
597
- "snapshot_review_comment_count": 1486,
598
  "repo_association": "MEMBER",
599
  "new_to_repo": false,
600
  "first_seen_in_snapshot": false,
@@ -886,6 +886,94 @@
886
  },
887
  "fetch_error": null
888
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
889
  {
890
  "author_login": "Rocketknight1",
891
  "name": "Matt",
@@ -965,94 +1053,6 @@
965
  },
966
  "fetch_error": null
967
  },
968
- {
969
- "author_login": "remi-or",
970
- "name": "R\u00e9mi Ouazan",
971
- "profile_url": "https://github.com/remi-or",
972
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
973
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
974
- "repo_first_seen_at": "2025-09-11T21:27:59Z",
975
- "repo_last_seen_at": "2026-06-26T02:16:12Z",
976
- "repo_primary_artifact_count": 46,
977
- "repo_artifact_count": 494,
978
- "snapshot_issue_count": 1,
979
- "snapshot_pr_count": 45,
980
- "snapshot_comment_count": 63,
981
- "snapshot_review_count": 190,
982
- "snapshot_review_comment_count": 195,
983
- "repo_association": "MEMBER",
984
- "new_to_repo": false,
985
- "first_seen_in_snapshot": false,
986
- "known_via_prior_merged_pr": true,
987
- "report_reason": null,
988
- "enrichment_source": "previous_report",
989
- "live_refetch_skipped": true,
990
- "account_age_days": 1813,
991
- "young_account": false,
992
- "follow_through_score": "strong",
993
- "breadth_score": "low",
994
- "automation_risk_signal": "low",
995
- "heuristic_note": "targets high-star repos",
996
- "public_orgs": [],
997
- "activity": {
998
- "visible_authored_pr_count": 13,
999
- "merged_pr_count": 12,
1000
- "closed_unmerged_pr_count": 0,
1001
- "open_pr_count": 1,
1002
- "merged_pr_rate": 0.9231,
1003
- "closed_unmerged_pr_rate": 0.0,
1004
- "still_open_pr_rate": 0.0769,
1005
- "distinct_repos_with_authored_prs": 1,
1006
- "distinct_repos_with_open_prs": 1
1007
- },
1008
- "examples": {
1009
- "pull_requests": [
1010
- {
1011
- "kind": "pull_request",
1012
- "number": 46838,
1013
- "title": "[Fix] Make require_flash_attn3 match runtime",
1014
- "url": "https://github.com/huggingface/transformers/pull/46838",
1015
- "state": "open",
1016
- "merged": false,
1017
- "draft": false,
1018
- "created_at": "2026-06-23T09:28:17Z"
1019
- },
1020
- {
1021
- "kind": "pull_request",
1022
- "number": 46765,
1023
- "title": "[CB] Fix issues with FA read / writes",
1024
- "url": "https://github.com/huggingface/transformers/pull/46765",
1025
- "state": "closed",
1026
- "merged": true,
1027
- "draft": false,
1028
- "created_at": "2026-06-19T10:15:50Z"
1029
- },
1030
- {
1031
- "kind": "pull_request",
1032
- "number": 46712,
1033
- "title": "[CB] Changes to increase max_batch_tokens",
1034
- "url": "https://github.com/huggingface/transformers/pull/46712",
1035
- "state": "closed",
1036
- "merged": true,
1037
- "draft": false,
1038
- "created_at": "2026-06-17T08:05:58Z"
1039
- }
1040
- ],
1041
- "issues": [
1042
- {
1043
- "kind": "issue",
1044
- "number": 46516,
1045
- "title": "[Continuous batching] Tracker for issues and feature requests",
1046
- "url": "https://github.com/huggingface/transformers/issues/46516",
1047
- "state": "open",
1048
- "merged": null,
1049
- "draft": null,
1050
- "created_at": "2026-06-09T04:40:06Z"
1051
- }
1052
- ]
1053
- },
1054
- "fetch_error": null
1055
- },
1056
  {
1057
  "author_login": "sywangyi",
1058
  "name": "Wang, Yi",
@@ -1674,14 +1674,14 @@
1674
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille",
1675
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille",
1676
  "repo_first_seen_at": "2025-11-26T16:58:10Z",
1677
- "repo_last_seen_at": "2026-07-03T06:19:45Z",
1678
  "repo_primary_artifact_count": 29,
1679
- "repo_artifact_count": 287,
1680
  "snapshot_issue_count": 1,
1681
  "snapshot_pr_count": 28,
1682
  "snapshot_comment_count": 34,
1683
- "snapshot_review_count": 111,
1684
- "snapshot_review_comment_count": 113,
1685
  "repo_association": "MEMBER",
1686
  "new_to_repo": false,
1687
  "first_seen_in_snapshot": false,
@@ -1724,7 +1724,7 @@
1724
  {
1725
  "kind": "pull_request",
1726
  "number": 46717,
1727
- "title": "Shard on read ",
1728
  "url": "https://github.com/huggingface/transformers/pull/46717",
1729
  "state": "open",
1730
  "merged": false,
@@ -1867,83 +1867,6 @@
1867
  },
1868
  "fetch_error": null
1869
  },
1870
- {
1871
- "author_login": "hf-security-analysis[bot]",
1872
- "name": null,
1873
- "profile_url": "https://github.com/hf-security-analysis[bot]",
1874
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D",
1875
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D",
1876
- "repo_first_seen_at": "2026-03-11T15:39:30Z",
1877
- "repo_last_seen_at": "2026-06-17T10:00:25Z",
1878
- "repo_primary_artifact_count": 27,
1879
- "repo_artifact_count": 27,
1880
- "snapshot_issue_count": 0,
1881
- "snapshot_pr_count": 27,
1882
- "snapshot_comment_count": 0,
1883
- "snapshot_review_count": 0,
1884
- "snapshot_review_comment_count": 0,
1885
- "repo_association": "CONTRIBUTOR",
1886
- "new_to_repo": false,
1887
- "first_seen_in_snapshot": false,
1888
- "known_via_prior_merged_pr": true,
1889
- "report_reason": null,
1890
- "enrichment_source": "live",
1891
- "live_refetch_skipped": false,
1892
- "account_age_days": null,
1893
- "young_account": false,
1894
- "follow_through_score": "n/a",
1895
- "breadth_score": "n/a",
1896
- "automation_risk_signal": "n/a",
1897
- "heuristic_note": "summary unavailable",
1898
- "public_orgs": [],
1899
- "activity": {
1900
- "visible_authored_pr_count": null,
1901
- "merged_pr_count": null,
1902
- "closed_unmerged_pr_count": null,
1903
- "open_pr_count": null,
1904
- "merged_pr_rate": null,
1905
- "closed_unmerged_pr_rate": null,
1906
- "still_open_pr_rate": null,
1907
- "distinct_repos_with_authored_prs": null,
1908
- "distinct_repos_with_open_prs": null
1909
- },
1910
- "examples": {
1911
- "pull_requests": [
1912
- {
1913
- "kind": "pull_request",
1914
- "number": 46716,
1915
- "title": "chore: update pr-ci-security-gate.yml",
1916
- "url": "https://github.com/huggingface/transformers/pull/46716",
1917
- "state": "open",
1918
- "merged": false,
1919
- "draft": false,
1920
- "created_at": "2026-06-17T10:00:25Z"
1921
- },
1922
- {
1923
- "kind": "pull_request",
1924
- "number": 46563,
1925
- "title": "chore: update pr-ci-security-gate.yml",
1926
- "url": "https://github.com/huggingface/transformers/pull/46563",
1927
- "state": "open",
1928
- "merged": false,
1929
- "draft": false,
1930
- "created_at": "2026-06-11T11:48:05Z"
1931
- },
1932
- {
1933
- "kind": "pull_request",
1934
- "number": 46558,
1935
- "title": "chore: update pr-ci-security-gate.yml",
1936
- "url": "https://github.com/huggingface/transformers/pull/46558",
1937
- "state": "open",
1938
- "merged": false,
1939
- "draft": false,
1940
- "created_at": "2026-06-11T09:36:07Z"
1941
- }
1942
- ],
1943
- "issues": []
1944
- },
1945
- "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'hf-security-analysis[bot]'.\"}]"
1946
- },
1947
  {
1948
  "author_login": "IlyasMoutawwakil",
1949
  "name": "Ilyas Moutawwakil",
@@ -1951,14 +1874,14 @@
1951
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
1952
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
1953
  "repo_first_seen_at": "2025-07-04T08:41:29Z",
1954
- "repo_last_seen_at": "2026-07-03T11:35:18Z",
1955
- "repo_primary_artifact_count": 30,
1956
- "repo_artifact_count": 982,
1957
  "snapshot_issue_count": 4,
1958
- "snapshot_pr_count": 26,
1959
  "snapshot_comment_count": 81,
1960
- "snapshot_review_count": 453,
1961
- "snapshot_review_comment_count": 418,
1962
  "repo_association": "MEMBER",
1963
  "new_to_repo": false,
1964
  "first_seen_in_snapshot": false,
@@ -1991,69 +1914,146 @@
1991
  "pull_requests": [
1992
  {
1993
  "kind": "pull_request",
1994
- "number": 47003,
1995
- "title": "OpenVINO HF Exporter",
1996
- "url": "https://github.com/huggingface/transformers/pull/47003",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1997
  "state": "open",
1998
  "merged": false,
1999
- "draft": true,
2000
- "created_at": "2026-07-01T14:08:34Z"
2001
  },
2002
  {
2003
  "kind": "pull_request",
2004
- "number": 46957,
2005
- "title": "Finegrained FP8 v4: fused grouepd/batched",
2006
- "url": "https://github.com/huggingface/transformers/pull/46957",
2007
  "state": "open",
2008
  "merged": false,
2009
  "draft": false,
2010
- "created_at": "2026-06-29T10:25:04Z"
2011
  },
2012
  {
2013
  "kind": "pull_request",
2014
- "number": 46818,
2015
- "title": "\ud83d\udea8 EP: fix EP router contract for many models + honor FP8 scale format",
2016
- "url": "https://github.com/huggingface/transformers/pull/46818",
2017
- "state": "closed",
2018
- "merged": true,
2019
  "draft": false,
2020
- "created_at": "2026-06-22T15:24:30Z"
2021
  }
2022
  ],
2023
- "issues": [
2024
- {
2025
- "kind": "issue",
2026
- "number": 46443,
2027
- "title": "Vision RoPE refactor",
2028
- "url": "https://github.com/huggingface/transformers/issues/46443",
2029
- "state": "open",
2030
- "merged": null,
2031
- "draft": null,
2032
- "created_at": "2026-06-05T11:52:58Z"
2033
- },
2034
- {
2035
- "kind": "issue",
2036
- "number": 45571,
2037
- "title": "A nice UX for generating dynamic tensors that break torch.compile/torch.export",
2038
- "url": "https://github.com/huggingface/transformers/issues/45571",
2039
- "state": "open",
2040
- "merged": null,
2041
- "draft": null,
2042
- "created_at": "2026-04-22T10:04:10Z"
2043
- },
2044
- {
2045
- "kind": "issue",
2046
- "number": 43682,
2047
- "title": "`torch.compile` and `torch.export` helper function to be moved from `import_utils`",
2048
- "url": "https://github.com/huggingface/transformers/issues/43682",
2049
- "state": "open",
2050
- "merged": null,
2051
- "draft": null,
2052
- "created_at": "2026-02-02T13:42:53Z"
2053
- }
2054
- ]
2055
  },
2056
- "fetch_error": null
2057
  },
2058
  {
2059
  "author_login": "hmellor",
@@ -2951,14 +2951,14 @@
2951
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap",
2952
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap",
2953
  "repo_first_seen_at": "2024-06-13T14:13:17Z",
2954
- "repo_last_seen_at": "2026-07-03T13:52:27Z",
2955
  "repo_primary_artifact_count": 13,
2956
- "repo_artifact_count": 1031,
2957
  "snapshot_issue_count": 1,
2958
  "snapshot_pr_count": 12,
2959
  "snapshot_comment_count": 53,
2960
- "snapshot_review_count": 251,
2961
- "snapshot_review_comment_count": 714,
2962
  "repo_association": "MEMBER",
2963
  "new_to_repo": false,
2964
  "first_seen_in_snapshot": false,
@@ -3582,12 +3582,12 @@
3582
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo",
3583
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo",
3584
  "repo_first_seen_at": "2026-03-13T14:45:22Z",
3585
- "repo_last_seen_at": "2026-07-05T16:31:52Z",
3586
  "repo_primary_artifact_count": 17,
3587
- "repo_artifact_count": 80,
3588
  "snapshot_issue_count": 10,
3589
  "snapshot_pr_count": 7,
3590
- "snapshot_comment_count": 23,
3591
  "snapshot_review_count": 20,
3592
  "snapshot_review_comment_count": 20,
3593
  "repo_association": "MEMBER",
@@ -3654,7 +3654,7 @@
3654
  "number": 46441,
3655
  "title": "Qwen3.5 crash with `cache_implementation=\"static\"` \u2014 `KeyError: 'linear_attention'`",
3656
  "url": "https://github.com/huggingface/transformers/issues/46441",
3657
- "state": "open",
3658
  "merged": null,
3659
  "draft": null,
3660
  "created_at": "2026-06-05T10:26:44Z"
@@ -3664,7 +3664,7 @@
3664
  "number": 46439,
3665
  "title": "Static cache `early_initialization` corrupts linear-attention layers (wrong shapes \u2192 `RuntimeError`)",
3666
  "url": "https://github.com/huggingface/transformers/issues/46439",
3667
- "state": "open",
3668
  "merged": null,
3669
  "draft": null,
3670
  "created_at": "2026-06-05T10:20:32Z"
@@ -3865,14 +3865,14 @@
3865
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
3866
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
3867
  "repo_first_seen_at": "2026-05-12T18:20:58Z",
3868
- "repo_last_seen_at": "2026-07-02T11:25:09Z",
3869
  "repo_primary_artifact_count": 7,
3870
- "repo_artifact_count": 382,
3871
  "snapshot_issue_count": 0,
3872
  "snapshot_pr_count": 7,
3873
- "snapshot_comment_count": 38,
3874
- "snapshot_review_count": 149,
3875
- "snapshot_review_comment_count": 188,
3876
  "repo_association": "MEMBER",
3877
  "new_to_repo": false,
3878
  "first_seen_in_snapshot": false,
@@ -4973,6 +4973,83 @@
4973
  },
4974
  "fetch_error": null
4975
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4976
  {
4977
  "author_login": "irfaan101",
4978
  "name": "Irfaan Mansoori",
@@ -5365,20 +5442,20 @@
5365
  "fetch_error": null
5366
  },
5367
  {
5368
- "author_login": "qflen",
5369
- "name": "Kimon N.",
5370
- "profile_url": "https://github.com/qflen",
5371
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen",
5372
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen",
5373
- "repo_first_seen_at": "2026-04-25T02:09:42Z",
5374
- "repo_last_seen_at": "2026-06-17T14:51:13Z",
5375
- "repo_primary_artifact_count": 7,
5376
- "repo_artifact_count": 20,
5377
- "snapshot_issue_count": 4,
5378
  "snapshot_pr_count": 3,
5379
- "snapshot_comment_count": 7,
5380
- "snapshot_review_count": 3,
5381
- "snapshot_review_comment_count": 3,
5382
  "repo_association": "CONTRIBUTOR",
5383
  "new_to_repo": false,
5384
  "first_seen_in_snapshot": false,
@@ -5386,100 +5463,80 @@
5386
  "report_reason": null,
5387
  "enrichment_source": "previous_report",
5388
  "live_refetch_skipped": true,
5389
- "account_age_days": 479,
5390
  "young_account": false,
5391
  "follow_through_score": "weak",
5392
- "breadth_score": "high",
5393
- "automation_risk_signal": "medium",
5394
- "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos",
5395
  "public_orgs": [],
5396
  "activity": {
5397
- "visible_authored_pr_count": 49,
5398
- "merged_pr_count": 12,
5399
- "closed_unmerged_pr_count": 6,
5400
- "open_pr_count": 31,
5401
- "merged_pr_rate": 0.2449,
5402
- "closed_unmerged_pr_rate": 0.1224,
5403
- "still_open_pr_rate": 0.6327,
5404
- "distinct_repos_with_authored_prs": 15,
5405
- "distinct_repos_with_open_prs": 10
5406
  },
5407
  "examples": {
5408
  "pull_requests": [
5409
  {
5410
  "kind": "pull_request",
5411
- "number": 46514,
5412
- "title": "Honor a concrete dtype in AutoModel for composite checkpoints",
5413
- "url": "https://github.com/huggingface/transformers/pull/46514",
5414
  "state": "closed",
5415
  "merged": true,
5416
  "draft": false,
5417
- "created_at": "2026-06-08T23:35:31Z"
5418
  },
5419
  {
5420
  "kind": "pull_request",
5421
- "number": 45852,
5422
- "title": "Fix slow Trainer path with 4D attention mask",
5423
- "url": "https://github.com/huggingface/transformers/pull/45852",
5424
  "state": "closed",
5425
- "merged": true,
5426
  "draft": false,
5427
- "created_at": "2026-05-08T19:21:10Z"
5428
  },
5429
  {
5430
  "kind": "pull_request",
5431
- "number": 45822,
5432
- "title": "Fix added-token prefix space in SentencePiece fast tokenizers",
5433
- "url": "https://github.com/huggingface/transformers/pull/45822",
5434
- "state": "open",
5435
  "merged": false,
5436
  "draft": false,
5437
- "created_at": "2026-05-07T10:27:43Z"
5438
  }
5439
  ],
5440
  "issues": [
5441
  {
5442
  "kind": "issue",
5443
- "number": 46723,
5444
- "title": "Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)",
5445
- "url": "https://github.com/huggingface/transformers/issues/46723",
5446
- "state": "open",
5447
- "merged": null,
5448
- "draft": null,
5449
- "created_at": "2026-06-17T14:51:13Z"
5450
- },
5451
- {
5452
- "kind": "issue",
5453
- "number": 46512,
5454
- "title": "from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale",
5455
- "url": "https://github.com/huggingface/transformers/issues/46512",
5456
- "state": "open",
5457
- "merged": null,
5458
- "draft": null,
5459
- "created_at": "2026-06-08T22:51:05Z"
5460
- },
5461
- {
5462
- "kind": "issue",
5463
- "number": 46459,
5464
- "title": "`dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)",
5465
- "url": "https://github.com/huggingface/transformers/issues/46459",
5466
- "state": "closed",
5467
  "merged": null,
5468
  "draft": null,
5469
- "created_at": "2026-06-06T05:06:59Z"
5470
  }
5471
  ]
5472
  },
5473
  "fetch_error": null
5474
  },
5475
  {
5476
- "author_login": "ldkhang1201",
5477
- "name": "L\u00ea Duy Khang",
5478
- "profile_url": "https://github.com/ldkhang1201",
5479
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aldkhang1201",
5480
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aldkhang1201",
5481
- "repo_first_seen_at": "2026-06-12T19:30:35Z",
5482
- "repo_last_seen_at": "2026-06-17T12:32:15Z",
5483
  "repo_primary_artifact_count": 4,
5484
  "repo_artifact_count": 8,
5485
  "snapshot_issue_count": 1,
@@ -5487,74 +5544,74 @@
5487
  "snapshot_comment_count": 4,
5488
  "snapshot_review_count": 0,
5489
  "snapshot_review_comment_count": 0,
5490
- "repo_association": "CONTRIBUTOR",
5491
  "new_to_repo": false,
5492
  "first_seen_in_snapshot": false,
5493
- "known_via_prior_merged_pr": true,
5494
  "report_reason": null,
5495
  "enrichment_source": "previous_report",
5496
  "live_refetch_skipped": true,
5497
- "account_age_days": 1377,
5498
  "young_account": false,
5499
- "follow_through_score": "weak",
5500
  "breadth_score": "moderate",
5501
  "automation_risk_signal": "low",
5502
- "heuristic_note": "high open PR share; targets high-star repos",
5503
  "public_orgs": [],
5504
  "activity": {
5505
- "visible_authored_pr_count": 6,
5506
- "merged_pr_count": 1,
5507
  "closed_unmerged_pr_count": 2,
5508
- "open_pr_count": 3,
5509
- "merged_pr_rate": 0.1667,
5510
- "closed_unmerged_pr_rate": 0.3333,
5511
- "still_open_pr_rate": 0.5,
5512
- "distinct_repos_with_authored_prs": 4,
5513
  "distinct_repos_with_open_prs": 3
5514
  },
5515
  "examples": {
5516
  "pull_requests": [
5517
  {
5518
  "kind": "pull_request",
5519
- "number": 46618,
5520
- "title": "Fix dynamic module symlinked cache on trust_remote_code models",
5521
- "url": "https://github.com/huggingface/transformers/pull/46618",
5522
- "state": "closed",
5523
- "merged": true,
5524
  "draft": false,
5525
- "created_at": "2026-06-13T05:07:02Z"
5526
  },
5527
  {
5528
  "kind": "pull_request",
5529
- "number": 46613,
5530
- "title": "Fix dynamic module symlinked cache on trust_remote_code models",
5531
- "url": "https://github.com/huggingface/transformers/pull/46613",
5532
- "state": "closed",
5533
  "merged": false,
5534
  "draft": false,
5535
- "created_at": "2026-06-12T20:46:05Z"
5536
  },
5537
  {
5538
  "kind": "pull_request",
5539
- "number": 46611,
5540
- "title": "Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)",
5541
- "url": "https://github.com/huggingface/transformers/pull/46611",
5542
- "state": "closed",
5543
  "merged": false,
5544
  "draft": false,
5545
- "created_at": "2026-06-12T19:30:35Z"
5546
  }
5547
  ],
5548
  "issues": [
5549
  {
5550
  "kind": "issue",
5551
- "number": 46617,
5552
- "title": "FileNotFoundError when loading a trust_remote_code model from cache",
5553
- "url": "https://github.com/huggingface/transformers/issues/46617",
5554
  "state": "open",
5555
  "merged": null,
5556
  "draft": null,
5557
- "created_at": "2026-06-13T04:53:55Z"
5558
  }
5559
  ]
5560
  },
@@ -6046,83 +6103,6 @@
6046
  },
6047
  "fetch_error": null
6048
  },
6049
- {
6050
- "author_login": "IMvision12",
6051
- "name": "Gitesh",
6052
- "profile_url": "https://github.com/IMvision12",
6053
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12",
6054
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12",
6055
- "repo_first_seen_at": "2026-05-10T21:08:04Z",
6056
- "repo_last_seen_at": "2026-07-05T01:49:34Z",
6057
- "repo_primary_artifact_count": 3,
6058
- "repo_artifact_count": 6,
6059
- "snapshot_issue_count": 0,
6060
- "snapshot_pr_count": 3,
6061
- "snapshot_comment_count": 3,
6062
- "snapshot_review_count": 0,
6063
- "snapshot_review_comment_count": 0,
6064
- "repo_association": "CONTRIBUTOR",
6065
- "new_to_repo": false,
6066
- "first_seen_in_snapshot": false,
6067
- "known_via_prior_merged_pr": false,
6068
- "report_reason": null,
6069
- "enrichment_source": "previous_report",
6070
- "live_refetch_skipped": true,
6071
- "account_age_days": 1735,
6072
- "young_account": false,
6073
- "follow_through_score": "strong",
6074
- "breadth_score": "low",
6075
- "automation_risk_signal": "low",
6076
- "heuristic_note": "high recent PR volume",
6077
- "public_orgs": [],
6078
- "activity": {
6079
- "visible_authored_pr_count": 83,
6080
- "merged_pr_count": 80,
6081
- "closed_unmerged_pr_count": 3,
6082
- "open_pr_count": 0,
6083
- "merged_pr_rate": 0.9639,
6084
- "closed_unmerged_pr_rate": 0.0361,
6085
- "still_open_pr_rate": 0.0,
6086
- "distinct_repos_with_authored_prs": 2,
6087
- "distinct_repos_with_open_prs": 0
6088
- },
6089
- "examples": {
6090
- "pull_requests": [
6091
- {
6092
- "kind": "pull_request",
6093
- "number": 47079,
6094
- "title": "Fix AltCLIP text embedding resize test",
6095
- "url": "https://github.com/huggingface/transformers/pull/47079",
6096
- "state": "open",
6097
- "merged": false,
6098
- "draft": false,
6099
- "created_at": "2026-07-05T01:49:34Z"
6100
- },
6101
- {
6102
- "kind": "pull_request",
6103
- "number": 46991,
6104
- "title": "Add nvidia/LocateAnything-3B",
6105
- "url": "https://github.com/huggingface/transformers/pull/46991",
6106
- "state": "closed",
6107
- "merged": false,
6108
- "draft": false,
6109
- "created_at": "2026-07-01T05:50:40Z"
6110
- },
6111
- {
6112
- "kind": "pull_request",
6113
- "number": 45875,
6114
- "title": "fix",
6115
- "url": "https://github.com/huggingface/transformers/pull/45875",
6116
- "state": "closed",
6117
- "merged": false,
6118
- "draft": false,
6119
- "created_at": "2026-05-10T21:08:04Z"
6120
- }
6121
- ],
6122
- "issues": []
6123
- },
6124
- "fetch_error": null
6125
- },
6126
  {
6127
  "author_login": "JemmaUZH",
6128
  "name": null,
@@ -7389,22 +7369,130 @@
7389
  "title": "fix: ModuleNotFoundError caused by distributed race condition in ci/cd",
7390
  "url": "https://github.com/huggingface/transformers/pull/45840",
7391
  "state": "open",
7392
- "merged": false,
7393
- "draft": false,
7394
- "created_at": "2026-05-08T06:12:12Z"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7395
  },
7396
  {
7397
- "kind": "pull_request",
7398
- "number": 45787,
7399
- "title": "fix: ModuleNotFoundError caused by distributed race condition in ci/cd test",
7400
- "url": "https://github.com/huggingface/transformers/pull/45787",
7401
  "state": "closed",
7402
- "merged": false,
7403
- "draft": false,
7404
- "created_at": "2026-05-05T14:25:03Z"
7405
  }
7406
- ],
7407
- "issues": []
7408
  },
7409
  "fetch_error": null
7410
  },
@@ -7506,83 +7594,6 @@
7506
  },
7507
  "fetch_error": null
7508
  },
7509
- {
7510
- "author_login": "fyhon",
7511
- "name": "fyhon",
7512
- "profile_url": "https://github.com/fyhon",
7513
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afyhon",
7514
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afyhon",
7515
- "repo_first_seen_at": "2026-05-06T09:12:14Z",
7516
- "repo_last_seen_at": "2026-07-01T02:34:30Z",
7517
- "repo_primary_artifact_count": 3,
7518
- "repo_artifact_count": 3,
7519
- "snapshot_issue_count": 0,
7520
- "snapshot_pr_count": 3,
7521
- "snapshot_comment_count": 0,
7522
- "snapshot_review_count": 0,
7523
- "snapshot_review_comment_count": 0,
7524
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
7525
- "new_to_repo": false,
7526
- "first_seen_in_snapshot": false,
7527
- "known_via_prior_merged_pr": false,
7528
- "report_reason": null,
7529
- "enrichment_source": "previous_report",
7530
- "live_refetch_skipped": true,
7531
- "account_age_days": 1467,
7532
- "young_account": false,
7533
- "follow_through_score": "weak",
7534
- "breadth_score": "low",
7535
- "automation_risk_signal": "low",
7536
- "heuristic_note": "high open PR share; targets high-star repos",
7537
- "public_orgs": [],
7538
- "activity": {
7539
- "visible_authored_pr_count": 4,
7540
- "merged_pr_count": 0,
7541
- "closed_unmerged_pr_count": 1,
7542
- "open_pr_count": 3,
7543
- "merged_pr_rate": 0.0,
7544
- "closed_unmerged_pr_rate": 0.25,
7545
- "still_open_pr_rate": 0.75,
7546
- "distinct_repos_with_authored_prs": 3,
7547
- "distinct_repos_with_open_prs": 2
7548
- },
7549
- "examples": {
7550
- "pull_requests": [
7551
- {
7552
- "kind": "pull_request",
7553
- "number": 46988,
7554
- "title": "fix(masking): preserve dict return type in create_masks_for_generate single-pattern path",
7555
- "url": "https://github.com/huggingface/transformers/pull/46988",
7556
- "state": "closed",
7557
- "merged": false,
7558
- "draft": true,
7559
- "created_at": "2026-07-01T02:34:30Z"
7560
- },
7561
- {
7562
- "kind": "pull_request",
7563
- "number": 45819,
7564
- "title": "fix: use per-instance lru_cache in compile_compatible_method_lru_cache to prevent memory leak",
7565
- "url": "https://github.com/huggingface/transformers/pull/45819",
7566
- "state": "open",
7567
- "merged": false,
7568
- "draft": true,
7569
- "created_at": "2026-05-07T08:25:29Z"
7570
- },
7571
- {
7572
- "kind": "pull_request",
7573
- "number": 45801,
7574
- "title": "Fix IndexError on 0-d tensor in sdpa_mask/flex_attention_mask cache_position check",
7575
- "url": "https://github.com/huggingface/transformers/pull/45801",
7576
- "state": "closed",
7577
- "merged": false,
7578
- "draft": false,
7579
- "created_at": "2026-05-06T09:12:14Z"
7580
- }
7581
- ],
7582
- "issues": []
7583
- },
7584
- "fetch_error": null
7585
- },
7586
  {
7587
  "author_login": "Prachi-kushwaha",
7588
  "name": "Prachi Kushwaha",
@@ -7992,84 +8003,6 @@
7992
  },
7993
  "fetch_error": null
7994
  },
7995
- {
7996
- "author_login": "MutugiD",
7997
- "name": "Mutugi",
7998
- "profile_url": "https://github.com/MutugiD",
7999
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD",
8000
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD",
8001
- "repo_first_seen_at": "2026-07-04T00:14:46Z",
8002
- "repo_last_seen_at": "2026-07-05T07:01:14Z",
8003
- "repo_primary_artifact_count": 3,
8004
- "repo_artifact_count": 6,
8005
- "snapshot_issue_count": 1,
8006
- "snapshot_pr_count": 2,
8007
- "snapshot_comment_count": 3,
8008
- "snapshot_review_count": 0,
8009
- "snapshot_review_comment_count": 0,
8010
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
8011
- "new_to_repo": false,
8012
- "first_seen_in_snapshot": false,
8013
- "known_via_prior_merged_pr": false,
8014
- "report_reason": null,
8015
- "enrichment_source": "previous_report",
8016
- "live_refetch_skipped": true,
8017
- "account_age_days": 2310,
8018
- "young_account": false,
8019
- "follow_through_score": "strong",
8020
- "breadth_score": "moderate",
8021
- "automation_risk_signal": "low",
8022
- "heuristic_note": "high recent PR volume",
8023
- "public_orgs": [],
8024
- "activity": {
8025
- "visible_authored_pr_count": 60,
8026
- "merged_pr_count": 54,
8027
- "closed_unmerged_pr_count": 2,
8028
- "open_pr_count": 4,
8029
- "merged_pr_rate": 0.9,
8030
- "closed_unmerged_pr_rate": 0.0333,
8031
- "still_open_pr_rate": 0.0667,
8032
- "distinct_repos_with_authored_prs": 5,
8033
- "distinct_repos_with_open_prs": 3
8034
- },
8035
- "examples": {
8036
- "pull_requests": [
8037
- {
8038
- "kind": "pull_request",
8039
- "number": 47066,
8040
- "title": "Guard Deformable DETR and LW-DETR Hungarian matchers against infinite cost matrices",
8041
- "url": "https://github.com/huggingface/transformers/pull/47066",
8042
- "state": "open",
8043
- "merged": false,
8044
- "draft": false,
8045
- "created_at": "2026-07-04T11:22:12Z"
8046
- },
8047
- {
8048
- "kind": "pull_request",
8049
- "number": 47048,
8050
- "title": "Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices",
8051
- "url": "https://github.com/huggingface/transformers/pull/47048",
8052
- "state": "open",
8053
- "merged": false,
8054
- "draft": false,
8055
- "created_at": "2026-07-04T00:15:12Z"
8056
- }
8057
- ],
8058
- "issues": [
8059
- {
8060
- "kind": "issue",
8061
- "number": 47065,
8062
- "title": "DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices (\"cost matrix is infeasible\")",
8063
- "url": "https://github.com/huggingface/transformers/issues/47065",
8064
- "state": "open",
8065
- "merged": null,
8066
- "draft": null,
8067
- "created_at": "2026-07-04T11:21:32Z"
8068
- }
8069
- ]
8070
- },
8071
- "fetch_error": null
8072
- },
8073
  {
8074
  "author_login": "VIUK-XV",
8075
  "name": "\u65e5\u9688\u594f\u6597",
@@ -11436,23 +11369,100 @@
11436
  },
11437
  {
11438
  "kind": "pull_request",
11439
- "number": 43888,
11440
- "title": "Support for BharatGen's Param2MoE model architecture",
11441
- "url": "https://github.com/huggingface/transformers/pull/43888",
11442
- "state": "closed",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
11443
  "merged": false,
11444
- "draft": false,
11445
- "created_at": "2026-02-10T11:02:13Z"
11446
  },
11447
  {
11448
  "kind": "pull_request",
11449
- "number": 43752,
11450
- "title": "Param2moe v4.52.3",
11451
- "url": "https://github.com/huggingface/transformers/pull/43752",
11452
  "state": "closed",
11453
  "merged": false,
11454
  "draft": false,
11455
- "created_at": "2026-02-05T02:43:45Z"
11456
  }
11457
  ],
11458
  "issues": []
@@ -15403,63 +15413,6 @@
15403
  },
15404
  "fetch_error": null
15405
  },
15406
- {
15407
- "author_login": "anagnorisis2peripeteia",
15408
- "name": null,
15409
- "profile_url": "https://github.com/anagnorisis2peripeteia",
15410
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aanagnorisis2peripeteia",
15411
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aanagnorisis2peripeteia",
15412
- "repo_first_seen_at": "2026-05-07T07:28:52Z",
15413
- "repo_last_seen_at": "2026-05-16T02:34:45Z",
15414
- "repo_primary_artifact_count": 1,
15415
- "repo_artifact_count": 2,
15416
- "snapshot_issue_count": 0,
15417
- "snapshot_pr_count": 1,
15418
- "snapshot_comment_count": 1,
15419
- "snapshot_review_count": 0,
15420
- "snapshot_review_comment_count": 0,
15421
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
15422
- "new_to_repo": false,
15423
- "first_seen_in_snapshot": false,
15424
- "known_via_prior_merged_pr": false,
15425
- "report_reason": null,
15426
- "enrichment_source": "previous_report",
15427
- "live_refetch_skipped": true,
15428
- "account_age_days": 1130,
15429
- "young_account": false,
15430
- "follow_through_score": "weak",
15431
- "breadth_score": "high",
15432
- "automation_risk_signal": "low",
15433
- "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos",
15434
- "public_orgs": [],
15435
- "activity": {
15436
- "visible_authored_pr_count": 30,
15437
- "merged_pr_count": 1,
15438
- "closed_unmerged_pr_count": 8,
15439
- "open_pr_count": 21,
15440
- "merged_pr_rate": 0.0333,
15441
- "closed_unmerged_pr_rate": 0.2667,
15442
- "still_open_pr_rate": 0.7,
15443
- "distinct_repos_with_authored_prs": 10,
15444
- "distinct_repos_with_open_prs": 7
15445
- },
15446
- "examples": {
15447
- "pull_requests": [
15448
- {
15449
- "kind": "pull_request",
15450
- "number": 45818,
15451
- "title": "trainer: clear MPS graph cache after each optimizer step (pytorch#182648)",
15452
- "url": "https://github.com/huggingface/transformers/pull/45818",
15453
- "state": "open",
15454
- "merged": false,
15455
- "draft": false,
15456
- "created_at": "2026-05-07T07:28:52Z"
15457
- }
15458
- ],
15459
- "issues": []
15460
- },
15461
- "fetch_error": null
15462
- },
15463
  {
15464
  "author_login": "andreay99",
15465
  "name": "Andrea Yanez Soto",
@@ -16661,63 +16614,6 @@
16661
  },
16662
  "fetch_error": null
16663
  },
16664
- {
16665
- "author_login": "Caromisc",
16666
- "name": null,
16667
- "profile_url": "https://github.com/Caromisc",
16668
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACaromisc",
16669
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACaromisc",
16670
- "repo_first_seen_at": "2026-05-07T11:04:43Z",
16671
- "repo_last_seen_at": "2026-05-07T11:50:40Z",
16672
- "repo_primary_artifact_count": 1,
16673
- "repo_artifact_count": 2,
16674
- "snapshot_issue_count": 0,
16675
- "snapshot_pr_count": 1,
16676
- "snapshot_comment_count": 1,
16677
- "snapshot_review_count": 0,
16678
- "snapshot_review_comment_count": 0,
16679
- "repo_association": "CONTRIBUTOR",
16680
- "new_to_repo": false,
16681
- "first_seen_in_snapshot": false,
16682
- "known_via_prior_merged_pr": true,
16683
- "report_reason": null,
16684
- "enrichment_source": "previous_report",
16685
- "live_refetch_skipped": true,
16686
- "account_age_days": 2207,
16687
- "young_account": false,
16688
- "follow_through_score": "weak",
16689
- "breadth_score": "low",
16690
- "automation_risk_signal": "low",
16691
- "heuristic_note": "high open PR share; targets high-star repos",
16692
- "public_orgs": [],
16693
- "activity": {
16694
- "visible_authored_pr_count": 1,
16695
- "merged_pr_count": 0,
16696
- "closed_unmerged_pr_count": 0,
16697
- "open_pr_count": 1,
16698
- "merged_pr_rate": 0.0,
16699
- "closed_unmerged_pr_rate": 0.0,
16700
- "still_open_pr_rate": 1.0,
16701
- "distinct_repos_with_authored_prs": 1,
16702
- "distinct_repos_with_open_prs": 1
16703
- },
16704
- "examples": {
16705
- "pull_requests": [
16706
- {
16707
- "kind": "pull_request",
16708
- "number": 45824,
16709
- "title": "fix: correct typo 'seperate' -> 'separate' in comments across multipl\u2026",
16710
- "url": "https://github.com/huggingface/transformers/pull/45824",
16711
- "state": "closed",
16712
- "merged": true,
16713
- "draft": false,
16714
- "created_at": "2026-05-07T11:50:40Z"
16715
- }
16716
- ],
16717
- "issues": []
16718
- },
16719
- "fetch_error": null
16720
- },
16721
  {
16722
  "author_login": "Charansripadi",
16723
  "name": null,
@@ -17463,6 +17359,63 @@
17463
  },
17464
  "fetch_error": null
17465
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
17466
  {
17467
  "author_login": "DiwanshuG",
17468
  "name": "Diwanshu Gangwar",
@@ -20340,6 +20293,63 @@
20340
  },
20341
  "fetch_error": null
20342
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
20343
  {
20344
  "author_login": "msdsm",
20345
  "name": "MSD",
@@ -21835,6 +21845,63 @@
21835
  },
21836
  "fetch_error": null
21837
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
21838
  {
21839
  "author_login": "Sanjays2402",
21840
  "name": "Sanjay Santhanam",
@@ -23620,12 +23687,12 @@
23620
  "snapshot_review_count": 0,
23621
  "snapshot_review_comment_count": 0,
23622
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
23623
- "new_to_repo": true,
23624
- "first_seen_in_snapshot": true,
23625
  "known_via_prior_merged_pr": false,
23626
- "report_reason": "first_seen_in_snapshot",
23627
- "enrichment_source": "live",
23628
- "live_refetch_skipped": false,
23629
  "account_age_days": 2154,
23630
  "young_account": false,
23631
  "follow_through_score": "strong",
 
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
+ "snapshot_id": "20260706T120021Z",
5
+ "generated_at": "2026-07-06T12:02:06Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
+ "selected_contributors": 349,
10
+ "first_seen_in_snapshot": 3,
11
+ "known_via_prior_merged_pr": 152,
12
+ "previous_primary_author_count": 1510,
13
+ "selected_seen_in_previous_primary": 346,
14
+ "previous_report_contributor_count": 348,
15
+ "selected_overlap_previous_report": 346,
16
+ "selected_overlap_previous_report_rate": 0.9914,
17
+ "reused_previous_report_entries": 342,
18
+ "reused_known_merged_contributors": 149,
19
+ "live_fetches": 7,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
+ "enrichment_elapsed_seconds": 11.576,
23
+ "enrichment_avg_seconds_per_author": 0.033,
24
  "enrichment_failures": 4
25
  },
26
  "contributors": [
 
31
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
32
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
33
  "repo_first_seen_at": "2025-02-05T12:51:57Z",
34
+ "repo_last_seen_at": "2026-07-06T09:35:09Z",
35
+ "repo_primary_artifact_count": 135,
36
+ "repo_artifact_count": 720,
37
  "snapshot_issue_count": 0,
38
+ "snapshot_pr_count": 135,
39
  "snapshot_comment_count": 138,
40
  "snapshot_review_count": 266,
41
  "snapshot_review_comment_count": 181,
 
66
  },
67
  "examples": {
68
  "pull_requests": [
69
+ {
70
+ "kind": "pull_request",
71
+ "number": 47104,
72
+ "title": "processor tests: use tiny Hub repos to reduce CI memory by ~43%",
73
+ "url": "https://github.com/huggingface/transformers/pull/47104",
74
+ "state": "open",
75
+ "merged": false,
76
+ "draft": false,
77
+ "created_at": "2026-07-06T09:35:09Z"
78
+ },
79
  {
80
  "kind": "pull_request",
81
  "number": 47043,
 
95
  "merged": true,
96
  "draft": false,
97
  "created_at": "2026-07-03T11:43:56Z"
 
 
 
 
 
 
 
 
 
 
98
  }
99
  ],
100
  "issues": []
 
148
  {
149
  "kind": "pull_request",
150
  "number": 47094,
151
+ "title": "[sdpa] Allow prefill to use FA kernel with StaticCache",
152
  "url": "https://github.com/huggingface/transformers/pull/47094",
153
  "state": "open",
154
  "merged": false,
 
407
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
408
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
409
  "repo_first_seen_at": "2024-07-19T13:27:51Z",
410
+ "repo_last_seen_at": "2026-07-06T08:14:00Z",
411
  "repo_primary_artifact_count": 100,
412
+ "repo_artifact_count": 4343,
413
  "snapshot_issue_count": 0,
414
  "snapshot_pr_count": 100,
415
  "snapshot_comment_count": 693,
416
+ "snapshot_review_count": 1129,
417
+ "snapshot_review_comment_count": 2421,
418
  "repo_association": "MEMBER",
419
  "new_to_repo": false,
420
  "first_seen_in_snapshot": false,
 
587
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
588
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
589
  "repo_first_seen_at": "2023-02-24T14:13:29Z",
590
+ "repo_last_seen_at": "2026-07-06T09:49:45Z",
591
  "repo_primary_artifact_count": 74,
592
+ "repo_artifact_count": 2548,
593
  "snapshot_issue_count": 4,
594
  "snapshot_pr_count": 70,
595
+ "snapshot_comment_count": 205,
596
+ "snapshot_review_count": 751,
597
+ "snapshot_review_comment_count": 1518,
598
  "repo_association": "MEMBER",
599
  "new_to_repo": false,
600
  "first_seen_in_snapshot": false,
 
886
  },
887
  "fetch_error": null
888
  },
889
+ {
890
+ "author_login": "remi-or",
891
+ "name": "R\u00e9mi Ouazan",
892
+ "profile_url": "https://github.com/remi-or",
893
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
894
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
895
+ "repo_first_seen_at": "2025-09-11T21:27:59Z",
896
+ "repo_last_seen_at": "2026-07-06T08:03:34Z",
897
+ "repo_primary_artifact_count": 48,
898
+ "repo_artifact_count": 496,
899
+ "snapshot_issue_count": 1,
900
+ "snapshot_pr_count": 47,
901
+ "snapshot_comment_count": 63,
902
+ "snapshot_review_count": 190,
903
+ "snapshot_review_comment_count": 195,
904
+ "repo_association": "MEMBER",
905
+ "new_to_repo": false,
906
+ "first_seen_in_snapshot": false,
907
+ "known_via_prior_merged_pr": true,
908
+ "report_reason": null,
909
+ "enrichment_source": "previous_report",
910
+ "live_refetch_skipped": true,
911
+ "account_age_days": 1813,
912
+ "young_account": false,
913
+ "follow_through_score": "strong",
914
+ "breadth_score": "low",
915
+ "automation_risk_signal": "low",
916
+ "heuristic_note": "targets high-star repos",
917
+ "public_orgs": [],
918
+ "activity": {
919
+ "visible_authored_pr_count": 13,
920
+ "merged_pr_count": 12,
921
+ "closed_unmerged_pr_count": 0,
922
+ "open_pr_count": 1,
923
+ "merged_pr_rate": 0.9231,
924
+ "closed_unmerged_pr_rate": 0.0,
925
+ "still_open_pr_rate": 0.0769,
926
+ "distinct_repos_with_authored_prs": 1,
927
+ "distinct_repos_with_open_prs": 1
928
+ },
929
+ "examples": {
930
+ "pull_requests": [
931
+ {
932
+ "kind": "pull_request",
933
+ "number": 47100,
934
+ "title": "[Fix] Remove deprecated argument from `kernels` call",
935
+ "url": "https://github.com/huggingface/transformers/pull/47100",
936
+ "state": "open",
937
+ "merged": false,
938
+ "draft": false,
939
+ "created_at": "2026-07-06T08:03:34Z"
940
+ },
941
+ {
942
+ "kind": "pull_request",
943
+ "number": 47097,
944
+ "title": "Fix experts implementation in two spots",
945
+ "url": "https://github.com/huggingface/transformers/pull/47097",
946
+ "state": "open",
947
+ "merged": false,
948
+ "draft": false,
949
+ "created_at": "2026-07-06T06:57:04Z"
950
+ },
951
+ {
952
+ "kind": "pull_request",
953
+ "number": 46838,
954
+ "title": "[Fix] Make require_flash_attn3 match runtime",
955
+ "url": "https://github.com/huggingface/transformers/pull/46838",
956
+ "state": "open",
957
+ "merged": false,
958
+ "draft": false,
959
+ "created_at": "2026-06-23T09:28:17Z"
960
+ }
961
+ ],
962
+ "issues": [
963
+ {
964
+ "kind": "issue",
965
+ "number": 46516,
966
+ "title": "[Continuous batching] Tracker for issues and feature requests",
967
+ "url": "https://github.com/huggingface/transformers/issues/46516",
968
+ "state": "open",
969
+ "merged": null,
970
+ "draft": null,
971
+ "created_at": "2026-06-09T04:40:06Z"
972
+ }
973
+ ]
974
+ },
975
+ "fetch_error": null
976
+ },
977
  {
978
  "author_login": "Rocketknight1",
979
  "name": "Matt",
 
1053
  },
1054
  "fetch_error": null
1055
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1056
  {
1057
  "author_login": "sywangyi",
1058
  "name": "Wang, Yi",
 
1674
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille",
1675
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille",
1676
  "repo_first_seen_at": "2025-11-26T16:58:10Z",
1677
+ "repo_last_seen_at": "2026-07-06T06:43:44Z",
1678
  "repo_primary_artifact_count": 29,
1679
+ "repo_artifact_count": 289,
1680
  "snapshot_issue_count": 1,
1681
  "snapshot_pr_count": 28,
1682
  "snapshot_comment_count": 34,
1683
+ "snapshot_review_count": 112,
1684
+ "snapshot_review_comment_count": 114,
1685
  "repo_association": "MEMBER",
1686
  "new_to_repo": false,
1687
  "first_seen_in_snapshot": false,
 
1724
  {
1725
  "kind": "pull_request",
1726
  "number": 46717,
1727
+ "title": "Shard on read Dtensor aware",
1728
  "url": "https://github.com/huggingface/transformers/pull/46717",
1729
  "state": "open",
1730
  "merged": false,
 
1867
  },
1868
  "fetch_error": null
1869
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1870
  {
1871
  "author_login": "IlyasMoutawwakil",
1872
  "name": "Ilyas Moutawwakil",
 
1874
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
1875
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
1876
  "repo_first_seen_at": "2025-07-04T08:41:29Z",
1877
+ "repo_last_seen_at": "2026-07-06T07:00:32Z",
1878
+ "repo_primary_artifact_count": 31,
1879
+ "repo_artifact_count": 985,
1880
  "snapshot_issue_count": 4,
1881
+ "snapshot_pr_count": 27,
1882
  "snapshot_comment_count": 81,
1883
+ "snapshot_review_count": 454,
1884
+ "snapshot_review_comment_count": 419,
1885
  "repo_association": "MEMBER",
1886
  "new_to_repo": false,
1887
  "first_seen_in_snapshot": false,
 
1914
  "pull_requests": [
1915
  {
1916
  "kind": "pull_request",
1917
+ "number": 47096,
1918
+ "title": "Exportable kimi",
1919
+ "url": "https://github.com/huggingface/transformers/pull/47096",
1920
+ "state": "open",
1921
+ "merged": false,
1922
+ "draft": true,
1923
+ "created_at": "2026-07-06T06:55:32Z"
1924
+ },
1925
+ {
1926
+ "kind": "pull_request",
1927
+ "number": 47003,
1928
+ "title": "OpenVINO HF Exporter",
1929
+ "url": "https://github.com/huggingface/transformers/pull/47003",
1930
+ "state": "open",
1931
+ "merged": false,
1932
+ "draft": true,
1933
+ "created_at": "2026-07-01T14:08:34Z"
1934
+ },
1935
+ {
1936
+ "kind": "pull_request",
1937
+ "number": 46957,
1938
+ "title": "Finegrained FP8 v4: fused grouepd/batched",
1939
+ "url": "https://github.com/huggingface/transformers/pull/46957",
1940
+ "state": "open",
1941
+ "merged": false,
1942
+ "draft": false,
1943
+ "created_at": "2026-06-29T10:25:04Z"
1944
+ }
1945
+ ],
1946
+ "issues": [
1947
+ {
1948
+ "kind": "issue",
1949
+ "number": 46443,
1950
+ "title": "Vision RoPE refactor",
1951
+ "url": "https://github.com/huggingface/transformers/issues/46443",
1952
+ "state": "open",
1953
+ "merged": null,
1954
+ "draft": null,
1955
+ "created_at": "2026-06-05T11:52:58Z"
1956
+ },
1957
+ {
1958
+ "kind": "issue",
1959
+ "number": 45571,
1960
+ "title": "A nice UX for generating dynamic tensors that break torch.compile/torch.export",
1961
+ "url": "https://github.com/huggingface/transformers/issues/45571",
1962
+ "state": "open",
1963
+ "merged": null,
1964
+ "draft": null,
1965
+ "created_at": "2026-04-22T10:04:10Z"
1966
+ },
1967
+ {
1968
+ "kind": "issue",
1969
+ "number": 43682,
1970
+ "title": "`torch.compile` and `torch.export` helper function to be moved from `import_utils`",
1971
+ "url": "https://github.com/huggingface/transformers/issues/43682",
1972
+ "state": "open",
1973
+ "merged": null,
1974
+ "draft": null,
1975
+ "created_at": "2026-02-02T13:42:53Z"
1976
+ }
1977
+ ]
1978
+ },
1979
+ "fetch_error": null
1980
+ },
1981
+ {
1982
+ "author_login": "hf-security-analysis[bot]",
1983
+ "name": null,
1984
+ "profile_url": "https://github.com/hf-security-analysis[bot]",
1985
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D",
1986
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D",
1987
+ "repo_first_seen_at": "2026-03-11T15:39:30Z",
1988
+ "repo_last_seen_at": "2026-06-17T10:00:25Z",
1989
+ "repo_primary_artifact_count": 27,
1990
+ "repo_artifact_count": 27,
1991
+ "snapshot_issue_count": 0,
1992
+ "snapshot_pr_count": 27,
1993
+ "snapshot_comment_count": 0,
1994
+ "snapshot_review_count": 0,
1995
+ "snapshot_review_comment_count": 0,
1996
+ "repo_association": "CONTRIBUTOR",
1997
+ "new_to_repo": false,
1998
+ "first_seen_in_snapshot": false,
1999
+ "known_via_prior_merged_pr": true,
2000
+ "report_reason": null,
2001
+ "enrichment_source": "live",
2002
+ "live_refetch_skipped": false,
2003
+ "account_age_days": null,
2004
+ "young_account": false,
2005
+ "follow_through_score": "n/a",
2006
+ "breadth_score": "n/a",
2007
+ "automation_risk_signal": "n/a",
2008
+ "heuristic_note": "summary unavailable",
2009
+ "public_orgs": [],
2010
+ "activity": {
2011
+ "visible_authored_pr_count": null,
2012
+ "merged_pr_count": null,
2013
+ "closed_unmerged_pr_count": null,
2014
+ "open_pr_count": null,
2015
+ "merged_pr_rate": null,
2016
+ "closed_unmerged_pr_rate": null,
2017
+ "still_open_pr_rate": null,
2018
+ "distinct_repos_with_authored_prs": null,
2019
+ "distinct_repos_with_open_prs": null
2020
+ },
2021
+ "examples": {
2022
+ "pull_requests": [
2023
+ {
2024
+ "kind": "pull_request",
2025
+ "number": 46716,
2026
+ "title": "chore: update pr-ci-security-gate.yml",
2027
+ "url": "https://github.com/huggingface/transformers/pull/46716",
2028
  "state": "open",
2029
  "merged": false,
2030
+ "draft": false,
2031
+ "created_at": "2026-06-17T10:00:25Z"
2032
  },
2033
  {
2034
  "kind": "pull_request",
2035
+ "number": 46563,
2036
+ "title": "chore: update pr-ci-security-gate.yml",
2037
+ "url": "https://github.com/huggingface/transformers/pull/46563",
2038
  "state": "open",
2039
  "merged": false,
2040
  "draft": false,
2041
+ "created_at": "2026-06-11T11:48:05Z"
2042
  },
2043
  {
2044
  "kind": "pull_request",
2045
+ "number": 46558,
2046
+ "title": "chore: update pr-ci-security-gate.yml",
2047
+ "url": "https://github.com/huggingface/transformers/pull/46558",
2048
+ "state": "open",
2049
+ "merged": false,
2050
  "draft": false,
2051
+ "created_at": "2026-06-11T09:36:07Z"
2052
  }
2053
  ],
2054
+ "issues": []
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2055
  },
2056
+ "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'hf-security-analysis[bot]'.\"}]"
2057
  },
2058
  {
2059
  "author_login": "hmellor",
 
2951
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap",
2952
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap",
2953
  "repo_first_seen_at": "2024-06-13T14:13:17Z",
2954
+ "repo_last_seen_at": "2026-07-06T10:38:30Z",
2955
  "repo_primary_artifact_count": 13,
2956
+ "repo_artifact_count": 1041,
2957
  "snapshot_issue_count": 1,
2958
  "snapshot_pr_count": 12,
2959
  "snapshot_comment_count": 53,
2960
+ "snapshot_review_count": 252,
2961
+ "snapshot_review_comment_count": 723,
2962
  "repo_association": "MEMBER",
2963
  "new_to_repo": false,
2964
  "first_seen_in_snapshot": false,
 
3582
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo",
3583
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo",
3584
  "repo_first_seen_at": "2026-03-13T14:45:22Z",
3585
+ "repo_last_seen_at": "2026-07-06T10:32:31Z",
3586
  "repo_primary_artifact_count": 17,
3587
+ "repo_artifact_count": 82,
3588
  "snapshot_issue_count": 10,
3589
  "snapshot_pr_count": 7,
3590
+ "snapshot_comment_count": 25,
3591
  "snapshot_review_count": 20,
3592
  "snapshot_review_comment_count": 20,
3593
  "repo_association": "MEMBER",
 
3654
  "number": 46441,
3655
  "title": "Qwen3.5 crash with `cache_implementation=\"static\"` \u2014 `KeyError: 'linear_attention'`",
3656
  "url": "https://github.com/huggingface/transformers/issues/46441",
3657
+ "state": "closed",
3658
  "merged": null,
3659
  "draft": null,
3660
  "created_at": "2026-06-05T10:26:44Z"
 
3664
  "number": 46439,
3665
  "title": "Static cache `early_initialization` corrupts linear-attention layers (wrong shapes \u2192 `RuntimeError`)",
3666
  "url": "https://github.com/huggingface/transformers/issues/46439",
3667
+ "state": "closed",
3668
  "merged": null,
3669
  "draft": null,
3670
  "created_at": "2026-06-05T10:20:32Z"
 
3865
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
3866
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
3867
  "repo_first_seen_at": "2026-05-12T18:20:58Z",
3868
+ "repo_last_seen_at": "2026-07-06T11:41:42Z",
3869
  "repo_primary_artifact_count": 7,
3870
+ "repo_artifact_count": 407,
3871
  "snapshot_issue_count": 0,
3872
  "snapshot_pr_count": 7,
3873
+ "snapshot_comment_count": 39,
3874
+ "snapshot_review_count": 161,
3875
+ "snapshot_review_comment_count": 200,
3876
  "repo_association": "MEMBER",
3877
  "new_to_repo": false,
3878
  "first_seen_in_snapshot": false,
 
4973
  },
4974
  "fetch_error": null
4975
  },
4976
+ {
4977
+ "author_login": "IMvision12",
4978
+ "name": "Gitesh",
4979
+ "profile_url": "https://github.com/IMvision12",
4980
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12",
4981
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12",
4982
+ "repo_first_seen_at": "2026-05-10T21:08:04Z",
4983
+ "repo_last_seen_at": "2026-07-06T10:07:49Z",
4984
+ "repo_primary_artifact_count": 4,
4985
+ "repo_artifact_count": 9,
4986
+ "snapshot_issue_count": 0,
4987
+ "snapshot_pr_count": 4,
4988
+ "snapshot_comment_count": 3,
4989
+ "snapshot_review_count": 1,
4990
+ "snapshot_review_comment_count": 1,
4991
+ "repo_association": "CONTRIBUTOR",
4992
+ "new_to_repo": false,
4993
+ "first_seen_in_snapshot": false,
4994
+ "known_via_prior_merged_pr": false,
4995
+ "report_reason": null,
4996
+ "enrichment_source": "previous_report",
4997
+ "live_refetch_skipped": true,
4998
+ "account_age_days": 1735,
4999
+ "young_account": false,
5000
+ "follow_through_score": "strong",
5001
+ "breadth_score": "low",
5002
+ "automation_risk_signal": "low",
5003
+ "heuristic_note": "high recent PR volume",
5004
+ "public_orgs": [],
5005
+ "activity": {
5006
+ "visible_authored_pr_count": 83,
5007
+ "merged_pr_count": 80,
5008
+ "closed_unmerged_pr_count": 3,
5009
+ "open_pr_count": 0,
5010
+ "merged_pr_rate": 0.9639,
5011
+ "closed_unmerged_pr_rate": 0.0361,
5012
+ "still_open_pr_rate": 0.0,
5013
+ "distinct_repos_with_authored_prs": 2,
5014
+ "distinct_repos_with_open_prs": 0
5015
+ },
5016
+ "examples": {
5017
+ "pull_requests": [
5018
+ {
5019
+ "kind": "pull_request",
5020
+ "number": 47105,
5021
+ "title": "Re-enable VITS model forward test",
5022
+ "url": "https://github.com/huggingface/transformers/pull/47105",
5023
+ "state": "open",
5024
+ "merged": false,
5025
+ "draft": false,
5026
+ "created_at": "2026-07-06T10:07:49Z"
5027
+ },
5028
+ {
5029
+ "kind": "pull_request",
5030
+ "number": 47079,
5031
+ "title": "Fix AltCLIP text embedding resize test",
5032
+ "url": "https://github.com/huggingface/transformers/pull/47079",
5033
+ "state": "closed",
5034
+ "merged": true,
5035
+ "draft": false,
5036
+ "created_at": "2026-07-05T01:49:34Z"
5037
+ },
5038
+ {
5039
+ "kind": "pull_request",
5040
+ "number": 46991,
5041
+ "title": "Add nvidia/LocateAnything-3B",
5042
+ "url": "https://github.com/huggingface/transformers/pull/46991",
5043
+ "state": "closed",
5044
+ "merged": false,
5045
+ "draft": false,
5046
+ "created_at": "2026-07-01T05:50:40Z"
5047
+ }
5048
+ ],
5049
+ "issues": []
5050
+ },
5051
+ "fetch_error": null
5052
+ },
5053
  {
5054
  "author_login": "irfaan101",
5055
  "name": "Irfaan Mansoori",
 
5442
  "fetch_error": null
5443
  },
5444
  {
5445
+ "author_login": "ldkhang1201",
5446
+ "name": "L\u00ea Duy Khang",
5447
+ "profile_url": "https://github.com/ldkhang1201",
5448
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aldkhang1201",
5449
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aldkhang1201",
5450
+ "repo_first_seen_at": "2026-06-12T19:30:35Z",
5451
+ "repo_last_seen_at": "2026-06-17T12:32:15Z",
5452
+ "repo_primary_artifact_count": 4,
5453
+ "repo_artifact_count": 8,
5454
+ "snapshot_issue_count": 1,
5455
  "snapshot_pr_count": 3,
5456
+ "snapshot_comment_count": 4,
5457
+ "snapshot_review_count": 0,
5458
+ "snapshot_review_comment_count": 0,
5459
  "repo_association": "CONTRIBUTOR",
5460
  "new_to_repo": false,
5461
  "first_seen_in_snapshot": false,
 
5463
  "report_reason": null,
5464
  "enrichment_source": "previous_report",
5465
  "live_refetch_skipped": true,
5466
+ "account_age_days": 1377,
5467
  "young_account": false,
5468
  "follow_through_score": "weak",
5469
+ "breadth_score": "moderate",
5470
+ "automation_risk_signal": "low",
5471
+ "heuristic_note": "high open PR share; targets high-star repos",
5472
  "public_orgs": [],
5473
  "activity": {
5474
+ "visible_authored_pr_count": 6,
5475
+ "merged_pr_count": 1,
5476
+ "closed_unmerged_pr_count": 2,
5477
+ "open_pr_count": 3,
5478
+ "merged_pr_rate": 0.1667,
5479
+ "closed_unmerged_pr_rate": 0.3333,
5480
+ "still_open_pr_rate": 0.5,
5481
+ "distinct_repos_with_authored_prs": 4,
5482
+ "distinct_repos_with_open_prs": 3
5483
  },
5484
  "examples": {
5485
  "pull_requests": [
5486
  {
5487
  "kind": "pull_request",
5488
+ "number": 46618,
5489
+ "title": "Fix dynamic module symlinked cache on trust_remote_code models",
5490
+ "url": "https://github.com/huggingface/transformers/pull/46618",
5491
  "state": "closed",
5492
  "merged": true,
5493
  "draft": false,
5494
+ "created_at": "2026-06-13T05:07:02Z"
5495
  },
5496
  {
5497
  "kind": "pull_request",
5498
+ "number": 46613,
5499
+ "title": "Fix dynamic module symlinked cache on trust_remote_code models",
5500
+ "url": "https://github.com/huggingface/transformers/pull/46613",
5501
  "state": "closed",
5502
+ "merged": false,
5503
  "draft": false,
5504
+ "created_at": "2026-06-12T20:46:05Z"
5505
  },
5506
  {
5507
  "kind": "pull_request",
5508
+ "number": 46611,
5509
+ "title": "Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)",
5510
+ "url": "https://github.com/huggingface/transformers/pull/46611",
5511
+ "state": "closed",
5512
  "merged": false,
5513
  "draft": false,
5514
+ "created_at": "2026-06-12T19:30:35Z"
5515
  }
5516
  ],
5517
  "issues": [
5518
  {
5519
  "kind": "issue",
5520
+ "number": 46617,
5521
+ "title": "FileNotFoundError when loading a trust_remote_code model from cache",
5522
+ "url": "https://github.com/huggingface/transformers/issues/46617",
5523
+ "state": "open",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5524
  "merged": null,
5525
  "draft": null,
5526
+ "created_at": "2026-06-13T04:53:55Z"
5527
  }
5528
  ]
5529
  },
5530
  "fetch_error": null
5531
  },
5532
  {
5533
+ "author_login": "MutugiD",
5534
+ "name": "Mutugi",
5535
+ "profile_url": "https://github.com/MutugiD",
5536
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD",
5537
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD",
5538
+ "repo_first_seen_at": "2026-07-04T00:14:46Z",
5539
+ "repo_last_seen_at": "2026-07-06T08:53:10Z",
5540
  "repo_primary_artifact_count": 4,
5541
  "repo_artifact_count": 8,
5542
  "snapshot_issue_count": 1,
 
5544
  "snapshot_comment_count": 4,
5545
  "snapshot_review_count": 0,
5546
  "snapshot_review_comment_count": 0,
5547
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
5548
  "new_to_repo": false,
5549
  "first_seen_in_snapshot": false,
5550
+ "known_via_prior_merged_pr": false,
5551
  "report_reason": null,
5552
  "enrichment_source": "previous_report",
5553
  "live_refetch_skipped": true,
5554
+ "account_age_days": 2310,
5555
  "young_account": false,
5556
+ "follow_through_score": "strong",
5557
  "breadth_score": "moderate",
5558
  "automation_risk_signal": "low",
5559
+ "heuristic_note": "high recent PR volume",
5560
  "public_orgs": [],
5561
  "activity": {
5562
+ "visible_authored_pr_count": 60,
5563
+ "merged_pr_count": 54,
5564
  "closed_unmerged_pr_count": 2,
5565
+ "open_pr_count": 4,
5566
+ "merged_pr_rate": 0.9,
5567
+ "closed_unmerged_pr_rate": 0.0333,
5568
+ "still_open_pr_rate": 0.0667,
5569
+ "distinct_repos_with_authored_prs": 5,
5570
  "distinct_repos_with_open_prs": 3
5571
  },
5572
  "examples": {
5573
  "pull_requests": [
5574
  {
5575
  "kind": "pull_request",
5576
+ "number": 47103,
5577
+ "title": "Fix mllama cross-attention leak for fully masked-out text rows",
5578
+ "url": "https://github.com/huggingface/transformers/pull/47103",
5579
+ "state": "open",
5580
+ "merged": false,
5581
  "draft": false,
5582
+ "created_at": "2026-07-06T08:52:58Z"
5583
  },
5584
  {
5585
  "kind": "pull_request",
5586
+ "number": 47066,
5587
+ "title": "Guard Deformable DETR and LW-DETR Hungarian matchers against infinite cost matrices",
5588
+ "url": "https://github.com/huggingface/transformers/pull/47066",
5589
+ "state": "open",
5590
  "merged": false,
5591
  "draft": false,
5592
+ "created_at": "2026-07-04T11:22:12Z"
5593
  },
5594
  {
5595
  "kind": "pull_request",
5596
+ "number": 47048,
5597
+ "title": "Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices",
5598
+ "url": "https://github.com/huggingface/transformers/pull/47048",
5599
+ "state": "open",
5600
  "merged": false,
5601
  "draft": false,
5602
+ "created_at": "2026-07-04T00:15:12Z"
5603
  }
5604
  ],
5605
  "issues": [
5606
  {
5607
  "kind": "issue",
5608
+ "number": 47065,
5609
+ "title": "DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices (\"cost matrix is infeasible\")",
5610
+ "url": "https://github.com/huggingface/transformers/issues/47065",
5611
  "state": "open",
5612
  "merged": null,
5613
  "draft": null,
5614
+ "created_at": "2026-07-04T11:21:32Z"
5615
  }
5616
  ]
5617
  },
 
6103
  },
6104
  "fetch_error": null
6105
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6106
  {
6107
  "author_login": "JemmaUZH",
6108
  "name": null,
 
7369
  "title": "fix: ModuleNotFoundError caused by distributed race condition in ci/cd",
7370
  "url": "https://github.com/huggingface/transformers/pull/45840",
7371
  "state": "open",
7372
+ "merged": false,
7373
+ "draft": false,
7374
+ "created_at": "2026-05-08T06:12:12Z"
7375
+ },
7376
+ {
7377
+ "kind": "pull_request",
7378
+ "number": 45787,
7379
+ "title": "fix: ModuleNotFoundError caused by distributed race condition in ci/cd test",
7380
+ "url": "https://github.com/huggingface/transformers/pull/45787",
7381
+ "state": "closed",
7382
+ "merged": false,
7383
+ "draft": false,
7384
+ "created_at": "2026-05-05T14:25:03Z"
7385
+ }
7386
+ ],
7387
+ "issues": []
7388
+ },
7389
+ "fetch_error": null
7390
+ },
7391
+ {
7392
+ "author_login": "qflen",
7393
+ "name": "Kimon N.",
7394
+ "profile_url": "https://github.com/qflen",
7395
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen",
7396
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen",
7397
+ "repo_first_seen_at": "2026-04-25T02:09:42Z",
7398
+ "repo_last_seen_at": "2026-06-17T14:51:13Z",
7399
+ "repo_primary_artifact_count": 7,
7400
+ "repo_artifact_count": 20,
7401
+ "snapshot_issue_count": 4,
7402
+ "snapshot_pr_count": 3,
7403
+ "snapshot_comment_count": 7,
7404
+ "snapshot_review_count": 3,
7405
+ "snapshot_review_comment_count": 3,
7406
+ "repo_association": "CONTRIBUTOR",
7407
+ "new_to_repo": false,
7408
+ "first_seen_in_snapshot": false,
7409
+ "known_via_prior_merged_pr": true,
7410
+ "report_reason": null,
7411
+ "enrichment_source": "previous_report",
7412
+ "live_refetch_skipped": true,
7413
+ "account_age_days": 479,
7414
+ "young_account": false,
7415
+ "follow_through_score": "weak",
7416
+ "breadth_score": "high",
7417
+ "automation_risk_signal": "medium",
7418
+ "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos",
7419
+ "public_orgs": [],
7420
+ "activity": {
7421
+ "visible_authored_pr_count": 49,
7422
+ "merged_pr_count": 12,
7423
+ "closed_unmerged_pr_count": 6,
7424
+ "open_pr_count": 31,
7425
+ "merged_pr_rate": 0.2449,
7426
+ "closed_unmerged_pr_rate": 0.1224,
7427
+ "still_open_pr_rate": 0.6327,
7428
+ "distinct_repos_with_authored_prs": 15,
7429
+ "distinct_repos_with_open_prs": 10
7430
+ },
7431
+ "examples": {
7432
+ "pull_requests": [
7433
+ {
7434
+ "kind": "pull_request",
7435
+ "number": 46514,
7436
+ "title": "Honor a concrete dtype in AutoModel for composite checkpoints",
7437
+ "url": "https://github.com/huggingface/transformers/pull/46514",
7438
+ "state": "closed",
7439
+ "merged": true,
7440
+ "draft": false,
7441
+ "created_at": "2026-06-08T23:35:31Z"
7442
+ },
7443
+ {
7444
+ "kind": "pull_request",
7445
+ "number": 45852,
7446
+ "title": "Fix slow Trainer path with 4D attention mask",
7447
+ "url": "https://github.com/huggingface/transformers/pull/45852",
7448
+ "state": "closed",
7449
+ "merged": true,
7450
+ "draft": false,
7451
+ "created_at": "2026-05-08T19:21:10Z"
7452
+ },
7453
+ {
7454
+ "kind": "pull_request",
7455
+ "number": 45822,
7456
+ "title": "Fix added-token prefix space in SentencePiece fast tokenizers",
7457
+ "url": "https://github.com/huggingface/transformers/pull/45822",
7458
+ "state": "open",
7459
+ "merged": false,
7460
+ "draft": false,
7461
+ "created_at": "2026-05-07T10:27:43Z"
7462
+ }
7463
+ ],
7464
+ "issues": [
7465
+ {
7466
+ "kind": "issue",
7467
+ "number": 46723,
7468
+ "title": "Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)",
7469
+ "url": "https://github.com/huggingface/transformers/issues/46723",
7470
+ "state": "open",
7471
+ "merged": null,
7472
+ "draft": null,
7473
+ "created_at": "2026-06-17T14:51:13Z"
7474
+ },
7475
+ {
7476
+ "kind": "issue",
7477
+ "number": 46512,
7478
+ "title": "from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale",
7479
+ "url": "https://github.com/huggingface/transformers/issues/46512",
7480
+ "state": "open",
7481
+ "merged": null,
7482
+ "draft": null,
7483
+ "created_at": "2026-06-08T22:51:05Z"
7484
  },
7485
  {
7486
+ "kind": "issue",
7487
+ "number": 46459,
7488
+ "title": "`dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)",
7489
+ "url": "https://github.com/huggingface/transformers/issues/46459",
7490
  "state": "closed",
7491
+ "merged": null,
7492
+ "draft": null,
7493
+ "created_at": "2026-06-06T05:06:59Z"
7494
  }
7495
+ ]
 
7496
  },
7497
  "fetch_error": null
7498
  },
 
7594
  },
7595
  "fetch_error": null
7596
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7597
  {
7598
  "author_login": "Prachi-kushwaha",
7599
  "name": "Prachi Kushwaha",
 
8003
  },
8004
  "fetch_error": null
8005
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8006
  {
8007
  "author_login": "VIUK-XV",
8008
  "name": "\u65e5\u9688\u594f\u6597",
 
11369
  },
11370
  {
11371
  "kind": "pull_request",
11372
+ "number": 43888,
11373
+ "title": "Support for BharatGen's Param2MoE model architecture",
11374
+ "url": "https://github.com/huggingface/transformers/pull/43888",
11375
+ "state": "closed",
11376
+ "merged": false,
11377
+ "draft": false,
11378
+ "created_at": "2026-02-10T11:02:13Z"
11379
+ },
11380
+ {
11381
+ "kind": "pull_request",
11382
+ "number": 43752,
11383
+ "title": "Param2moe v4.52.3",
11384
+ "url": "https://github.com/huggingface/transformers/pull/43752",
11385
+ "state": "closed",
11386
+ "merged": false,
11387
+ "draft": false,
11388
+ "created_at": "2026-02-05T02:43:45Z"
11389
+ }
11390
+ ],
11391
+ "issues": []
11392
+ },
11393
+ "fetch_error": null
11394
+ },
11395
+ {
11396
+ "author_login": "fyhon",
11397
+ "name": "fyhon",
11398
+ "profile_url": "https://github.com/fyhon",
11399
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afyhon",
11400
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afyhon",
11401
+ "repo_first_seen_at": "2026-05-06T09:12:14Z",
11402
+ "repo_last_seen_at": "2026-07-01T02:34:30Z",
11403
+ "repo_primary_artifact_count": 3,
11404
+ "repo_artifact_count": 3,
11405
+ "snapshot_issue_count": 0,
11406
+ "snapshot_pr_count": 3,
11407
+ "snapshot_comment_count": 0,
11408
+ "snapshot_review_count": 0,
11409
+ "snapshot_review_comment_count": 0,
11410
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
11411
+ "new_to_repo": false,
11412
+ "first_seen_in_snapshot": false,
11413
+ "known_via_prior_merged_pr": false,
11414
+ "report_reason": null,
11415
+ "enrichment_source": "previous_report",
11416
+ "live_refetch_skipped": true,
11417
+ "account_age_days": 1467,
11418
+ "young_account": false,
11419
+ "follow_through_score": "weak",
11420
+ "breadth_score": "low",
11421
+ "automation_risk_signal": "low",
11422
+ "heuristic_note": "high open PR share; targets high-star repos",
11423
+ "public_orgs": [],
11424
+ "activity": {
11425
+ "visible_authored_pr_count": 4,
11426
+ "merged_pr_count": 0,
11427
+ "closed_unmerged_pr_count": 1,
11428
+ "open_pr_count": 3,
11429
+ "merged_pr_rate": 0.0,
11430
+ "closed_unmerged_pr_rate": 0.25,
11431
+ "still_open_pr_rate": 0.75,
11432
+ "distinct_repos_with_authored_prs": 3,
11433
+ "distinct_repos_with_open_prs": 2
11434
+ },
11435
+ "examples": {
11436
+ "pull_requests": [
11437
+ {
11438
+ "kind": "pull_request",
11439
+ "number": 46988,
11440
+ "title": "fix(masking): preserve dict return type in create_masks_for_generate single-pattern path",
11441
+ "url": "https://github.com/huggingface/transformers/pull/46988",
11442
+ "state": "closed",
11443
+ "merged": false,
11444
+ "draft": true,
11445
+ "created_at": "2026-07-01T02:34:30Z"
11446
+ },
11447
+ {
11448
+ "kind": "pull_request",
11449
+ "number": 45819,
11450
+ "title": "fix: use per-instance lru_cache in compile_compatible_method_lru_cache to prevent memory leak",
11451
+ "url": "https://github.com/huggingface/transformers/pull/45819",
11452
+ "state": "open",
11453
  "merged": false,
11454
+ "draft": true,
11455
+ "created_at": "2026-05-07T08:25:29Z"
11456
  },
11457
  {
11458
  "kind": "pull_request",
11459
+ "number": 45801,
11460
+ "title": "Fix IndexError on 0-d tensor in sdpa_mask/flex_attention_mask cache_position check",
11461
+ "url": "https://github.com/huggingface/transformers/pull/45801",
11462
  "state": "closed",
11463
  "merged": false,
11464
  "draft": false,
11465
+ "created_at": "2026-05-06T09:12:14Z"
11466
  }
11467
  ],
11468
  "issues": []
 
15413
  },
15414
  "fetch_error": null
15415
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
15416
  {
15417
  "author_login": "andreay99",
15418
  "name": "Andrea Yanez Soto",
 
16614
  },
16615
  "fetch_error": null
16616
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
16617
  {
16618
  "author_login": "Charansripadi",
16619
  "name": null,
 
17359
  },
17360
  "fetch_error": null
17361
  },
17362
+ {
17363
+ "author_login": "divya234-hue",
17364
+ "name": "Divya Bharti",
17365
+ "profile_url": "https://github.com/divya234-hue",
17366
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adivya234-hue",
17367
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adivya234-hue",
17368
+ "repo_first_seen_at": "2026-07-06T08:47:57Z",
17369
+ "repo_last_seen_at": "2026-07-06T08:52:52Z",
17370
+ "repo_primary_artifact_count": 1,
17371
+ "repo_artifact_count": 2,
17372
+ "snapshot_issue_count": 0,
17373
+ "snapshot_pr_count": 1,
17374
+ "snapshot_comment_count": 1,
17375
+ "snapshot_review_count": 0,
17376
+ "snapshot_review_comment_count": 0,
17377
+ "repo_association": "FIRST_TIMER",
17378
+ "new_to_repo": true,
17379
+ "first_seen_in_snapshot": true,
17380
+ "known_via_prior_merged_pr": false,
17381
+ "report_reason": "first_seen_in_snapshot",
17382
+ "enrichment_source": "live",
17383
+ "live_refetch_skipped": false,
17384
+ "account_age_days": 553,
17385
+ "young_account": false,
17386
+ "follow_through_score": "weak",
17387
+ "breadth_score": "low",
17388
+ "automation_risk_signal": "low",
17389
+ "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
17390
+ "public_orgs": [],
17391
+ "activity": {
17392
+ "visible_authored_pr_count": 1,
17393
+ "merged_pr_count": 0,
17394
+ "closed_unmerged_pr_count": 1,
17395
+ "open_pr_count": 0,
17396
+ "merged_pr_rate": 0.0,
17397
+ "closed_unmerged_pr_rate": 1.0,
17398
+ "still_open_pr_rate": 0.0,
17399
+ "distinct_repos_with_authored_prs": 1,
17400
+ "distinct_repos_with_open_prs": 0
17401
+ },
17402
+ "examples": {
17403
+ "pull_requests": [
17404
+ {
17405
+ "kind": "pull_request",
17406
+ "number": 47101,
17407
+ "title": "Improve README documentation",
17408
+ "url": "https://github.com/huggingface/transformers/pull/47101",
17409
+ "state": "closed",
17410
+ "merged": false,
17411
+ "draft": false,
17412
+ "created_at": "2026-07-06T08:47:57Z"
17413
+ }
17414
+ ],
17415
+ "issues": []
17416
+ },
17417
+ "fetch_error": null
17418
+ },
17419
  {
17420
  "author_login": "DiwanshuG",
17421
  "name": "Diwanshu Gangwar",
 
20293
  },
20294
  "fetch_error": null
20295
  },
20296
+ {
20297
+ "author_login": "mishig25",
20298
+ "name": "Mishig",
20299
+ "profile_url": "https://github.com/mishig25",
20300
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amishig25",
20301
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amishig25",
20302
+ "repo_first_seen_at": "2026-07-06T07:52:12Z",
20303
+ "repo_last_seen_at": "2026-07-06T07:52:12Z",
20304
+ "repo_primary_artifact_count": 1,
20305
+ "repo_artifact_count": 1,
20306
+ "snapshot_issue_count": 0,
20307
+ "snapshot_pr_count": 1,
20308
+ "snapshot_comment_count": 0,
20309
+ "snapshot_review_count": 0,
20310
+ "snapshot_review_comment_count": 0,
20311
+ "repo_association": "MEMBER",
20312
+ "new_to_repo": true,
20313
+ "first_seen_in_snapshot": true,
20314
+ "known_via_prior_merged_pr": false,
20315
+ "report_reason": "first_seen_in_snapshot",
20316
+ "enrichment_source": "live",
20317
+ "live_refetch_skipped": false,
20318
+ "account_age_days": 4108,
20319
+ "young_account": false,
20320
+ "follow_through_score": "mixed",
20321
+ "breadth_score": "very high",
20322
+ "automation_risk_signal": "medium",
20323
+ "heuristic_note": "high recent PR volume; very broad repo spread; high open PR share",
20324
+ "public_orgs": [],
20325
+ "activity": {
20326
+ "visible_authored_pr_count": 46,
20327
+ "merged_pr_count": 20,
20328
+ "closed_unmerged_pr_count": 4,
20329
+ "open_pr_count": 22,
20330
+ "merged_pr_rate": 0.4348,
20331
+ "closed_unmerged_pr_rate": 0.087,
20332
+ "still_open_pr_rate": 0.4783,
20333
+ "distinct_repos_with_authored_prs": 26,
20334
+ "distinct_repos_with_open_prs": 20
20335
+ },
20336
+ "examples": {
20337
+ "pull_requests": [
20338
+ {
20339
+ "kind": "pull_request",
20340
+ "number": 47099,
20341
+ "title": "Make doc builds faster",
20342
+ "url": "https://github.com/huggingface/transformers/pull/47099",
20343
+ "state": "closed",
20344
+ "merged": true,
20345
+ "draft": false,
20346
+ "created_at": "2026-07-06T07:52:12Z"
20347
+ }
20348
+ ],
20349
+ "issues": []
20350
+ },
20351
+ "fetch_error": null
20352
+ },
20353
  {
20354
  "author_login": "msdsm",
20355
  "name": "MSD",
 
21845
  },
21846
  "fetch_error": null
21847
  },
21848
+ {
21849
+ "author_login": "samyuktahegde",
21850
+ "name": null,
21851
+ "profile_url": "https://github.com/samyuktahegde",
21852
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde",
21853
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde",
21854
+ "repo_first_seen_at": "2026-07-06T07:32:26Z",
21855
+ "repo_last_seen_at": "2026-07-06T07:32:26Z",
21856
+ "repo_primary_artifact_count": 1,
21857
+ "repo_artifact_count": 1,
21858
+ "snapshot_issue_count": 0,
21859
+ "snapshot_pr_count": 1,
21860
+ "snapshot_comment_count": 0,
21861
+ "snapshot_review_count": 0,
21862
+ "snapshot_review_comment_count": 0,
21863
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
21864
+ "new_to_repo": true,
21865
+ "first_seen_in_snapshot": true,
21866
+ "known_via_prior_merged_pr": false,
21867
+ "report_reason": "first_seen_in_snapshot",
21868
+ "enrichment_source": "live",
21869
+ "live_refetch_skipped": false,
21870
+ "account_age_days": 3567,
21871
+ "young_account": false,
21872
+ "follow_through_score": "weak",
21873
+ "breadth_score": "low",
21874
+ "automation_risk_signal": "low",
21875
+ "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
21876
+ "public_orgs": [],
21877
+ "activity": {
21878
+ "visible_authored_pr_count": 1,
21879
+ "merged_pr_count": 0,
21880
+ "closed_unmerged_pr_count": 0,
21881
+ "open_pr_count": 1,
21882
+ "merged_pr_rate": 0.0,
21883
+ "closed_unmerged_pr_rate": 0.0,
21884
+ "still_open_pr_rate": 1.0,
21885
+ "distinct_repos_with_authored_prs": 1,
21886
+ "distinct_repos_with_open_prs": 1
21887
+ },
21888
+ "examples": {
21889
+ "pull_requests": [
21890
+ {
21891
+ "kind": "pull_request",
21892
+ "number": 47098,
21893
+ "title": "Fix grammar in PreTrainedConfig description",
21894
+ "url": "https://github.com/huggingface/transformers/pull/47098",
21895
+ "state": "open",
21896
+ "merged": false,
21897
+ "draft": false,
21898
+ "created_at": "2026-07-06T07:32:26Z"
21899
+ }
21900
+ ],
21901
+ "issues": []
21902
+ },
21903
+ "fetch_error": null
21904
+ },
21905
  {
21906
  "author_login": "Sanjays2402",
21907
  "name": "Sanjay Santhanam",
 
23687
  "snapshot_review_count": 0,
23688
  "snapshot_review_comment_count": 0,
23689
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
23690
+ "new_to_repo": false,
23691
+ "first_seen_in_snapshot": false,
23692
  "known_via_prior_merged_pr": false,
23693
+ "report_reason": null,
23694
+ "enrichment_source": "previous_report",
23695
+ "live_refetch_skipped": true,
23696
  "account_age_days": 2154,
23697
  "young_account": false,
23698
  "follow_through_score": "strong",
new-contributors-report.md CHANGED
@@ -1,15 +1,15 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260706T060036Z`
4
- - Generated: `2026-07-06T06:01:25Z`
5
  - Activity window: `60d`
6
- - Contributors: `348`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
- | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 134 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 113 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 102 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 101 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -18,8 +18,8 @@
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
21
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 47 | 0 | strong | low | low | targets high-star repos |
22
- | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
23
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
24
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
25
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
@@ -29,8 +29,8 @@
29
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 30 | 0 | strong | low | low | targets high-star repos |
30
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 28 | 1 | mixed | low | low | high open PR share; targets high-star repos |
31
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 
32
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
33
- | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 26 | 4 | strong | low | low | — |
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
@@ -67,20 +67,20 @@
67
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
68
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
69
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
 
70
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
71
  | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
72
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
73
  | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
74
  | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
75
- | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
76
  | `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 |
 
77
  | `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 |
78
  | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
79
  | `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 |
80
  | `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 |
81
  | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
82
  | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
83
- | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 3 | 0 | strong | low | low | high recent PR volume |
84
  | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
85
  | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
86
  | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -97,14 +97,13 @@
97
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
98
  | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
99
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
100
  | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
101
- | `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 |
102
  | `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 |
103
  | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
104
  | `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 |
105
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
106
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
107
- | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
108
  | `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 |
109
  | `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 |
110
  | `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 |
@@ -151,6 +150,7 @@
151
  | `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 |
152
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
153
  | `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 |
 
154
  | `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 |
155
  | `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 |
156
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
@@ -210,7 +210,6 @@
210
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
211
  | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
212
  | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
213
- | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
214
  | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
215
  | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
216
  | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
@@ -232,7 +231,6 @@
232
  | `Butterfingrz` | [profile](https://github.com/Butterfingrz) | no | CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
233
  | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
234
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
235
- | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
236
  | `Charansripadi` | [profile](https://github.com/Charansripadi) | no | FIRST_TIMER | 1422d | `2026-06-19T19:17:29Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
237
  | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
238
  | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
@@ -246,6 +244,7 @@
246
  | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
247
  | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
248
  | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
249
  | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
250
  | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
251
  | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -296,6 +295,7 @@
296
  | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
297
  | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
298
  | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
299
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
300
  | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
301
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -322,6 +322,7 @@
322
  | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
323
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
324
  | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 
325
  | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
326
  | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
327
  | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
@@ -353,7 +354,7 @@
353
  | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
354
  | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
355
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
356
- | `YuChangHui` | [profile](https://github.com/YuChangHui) | yes | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
357
  | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
358
  | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
359
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -366,11 +367,11 @@
366
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
367
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
368
  - repo first seen: `2025-02-05T12:51:57Z`
369
- - repo last seen: `2026-07-03T15:26:07Z`
370
  - first seen in snapshot: **no**
371
  - repo association: **MEMBER**
372
- - repo primary artifacts: **134**
373
- - snapshot authored PRs/issues: **134 PRs / 0 issues**
374
  - snapshot discussion activity: **138 comments / 266 reviews / 181 review comments**
375
  - account age: **4938 days**
376
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
@@ -379,9 +380,9 @@
379
  - heuristic read: **high recent PR volume; targets high-star repos**
380
 
381
  Example artifacts:
 
382
  - [PR #47043: Fix CI read-only cache failures by patching cached_files in conftest](https://github.com/huggingface/transformers/pull/47043) — open
383
  - [PR #47040: Update workflow callers to use `transformers-ci`](https://github.com/huggingface/transformers/pull/47040) — closed, merged
384
- - [PR #47022: Check cancel](https://github.com/huggingface/transformers/pull/47022) — closed, draft
385
 
386
  ### `Cyrilvallez`
387
 
@@ -402,7 +403,7 @@ Example artifacts:
402
  - heuristic read: **high recent PR volume; targets high-star repos**
403
 
404
  Example artifacts:
405
- - [PR #47094: [masking] Improve sdpa by allowing to dispatch to FA more often](https://github.com/huggingface/transformers/pull/47094) — open
406
  - [PR #47018: Fix save_pretrained with offloading and weight conversions](https://github.com/huggingface/transformers/pull/47018) — closed, merged
407
  - [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — closed, merged
408
 
@@ -464,12 +465,12 @@ Example artifacts:
464
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
465
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
466
  - repo first seen: `2024-07-19T13:27:51Z`
467
- - repo last seen: `2026-07-03T14:42:31Z`
468
  - first seen in snapshot: **no**
469
  - repo association: **MEMBER**
470
  - repo primary artifacts: **100**
471
  - snapshot authored PRs/issues: **100 PRs / 0 issues**
472
- - snapshot discussion activity: **693 comments / 1123 reviews / 2387 review comments**
473
  - account age: **1508 days**
474
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
475
  - public orgs: `huggingface`, `deeppavlov`
@@ -512,12 +513,12 @@ Example artifacts:
512
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
513
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
514
  - repo first seen: `2023-02-24T14:13:29Z`
515
- - repo last seen: `2026-07-03T13:51:30Z`
516
  - first seen in snapshot: **no**
517
  - repo association: **MEMBER**
518
  - repo primary artifacts: **74**
519
  - snapshot authored PRs/issues: **70 PRs / 4 issues**
520
- - snapshot discussion activity: **204 comments / 746 reviews / 1486 review comments**
521
  - account age: **2590 days**
522
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
523
  - public orgs: none visible
@@ -582,6 +583,30 @@ Example artifacts:
582
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
583
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
584
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
585
  ### `Rocketknight1`
586
 
587
  - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
@@ -605,30 +630,6 @@ Example artifacts:
605
  - [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
606
  - [PR #46036: Widen tols for float16/bfloat16](https://github.com/huggingface/transformers/pull/46036) — open
607
 
608
- ### `remi-or`
609
-
610
- - profile: [github.com/remi-or](https://github.com/remi-or)
611
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
612
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
613
- - repo first seen: `2025-09-11T21:27:59Z`
614
- - repo last seen: `2026-06-26T02:16:12Z`
615
- - first seen in snapshot: **no**
616
- - repo association: **MEMBER**
617
- - repo primary artifacts: **46**
618
- - snapshot authored PRs/issues: **45 PRs / 1 issues**
619
- - snapshot discussion activity: **63 comments / 190 reviews / 195 review comments**
620
- - account age: **1813 days**
621
- - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
622
- - public orgs: none visible
623
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
624
- - heuristic read: **targets high-star repos**
625
-
626
- Example artifacts:
627
- - [PR #46838: [Fix] Make require_flash_attn3 match runtime](https://github.com/huggingface/transformers/pull/46838) — open
628
- - [PR #46765: [CB] Fix issues with FA read / writes](https://github.com/huggingface/transformers/pull/46765) — closed, merged
629
- - [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — closed, merged
630
- - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
631
-
632
  ### `sywangyi`
633
 
634
  - profile: [github.com/sywangyi](https://github.com/sywangyi)
@@ -803,12 +804,12 @@ Example artifacts:
803
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
804
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
805
  - repo first seen: `2025-11-26T16:58:10Z`
806
- - repo last seen: `2026-07-03T06:19:45Z`
807
  - first seen in snapshot: **no**
808
  - repo association: **MEMBER**
809
  - repo primary artifacts: **29**
810
  - snapshot authored PRs/issues: **28 PRs / 1 issues**
811
- - snapshot discussion activity: **34 comments / 111 reviews / 113 review comments**
812
  - account age: **2625 days**
813
  - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
814
  - public orgs: `huggingface`
@@ -817,7 +818,7 @@ Example artifacts:
817
 
818
  Example artifacts:
819
  - [PR #46990: FSDP orchestration: apply + loading/saving](https://github.com/huggingface/transformers/pull/46990) — open
820
- - [PR #46717: Shard on read ](https://github.com/huggingface/transformers/pull/46717) — open
821
  - [PR #46707: Add native FSDP2 module + migration](https://github.com/huggingface/transformers/pull/46707) — open
822
  - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
823
 
@@ -847,6 +848,32 @@ Example artifacts:
847
  - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
848
  - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
849
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
850
  ### `hf-security-analysis[bot]`
851
 
852
  - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -871,32 +898,6 @@ Example artifacts:
871
  - [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
872
  - [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
873
 
874
- ### `IlyasMoutawwakil`
875
-
876
- - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
877
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
878
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
879
- - repo first seen: `2025-07-04T08:41:29Z`
880
- - repo last seen: `2026-07-03T11:35:18Z`
881
- - first seen in snapshot: **no**
882
- - repo association: **MEMBER**
883
- - repo primary artifacts: **30**
884
- - snapshot authored PRs/issues: **26 PRs / 4 issues**
885
- - snapshot discussion activity: **81 comments / 453 reviews / 418 review comments**
886
- - account age: **2354 days**
887
- - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
888
- - public orgs: `huggingface`, `Chouafa`
889
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
890
- - heuristic read: **—**
891
-
892
- Example artifacts:
893
- - [PR #47003: OpenVINO HF Exporter](https://github.com/huggingface/transformers/pull/47003) — open, draft
894
- - [PR #46957: Finegrained FP8 v4: fused grouepd/batched](https://github.com/huggingface/transformers/pull/46957) — open
895
- - [PR #46818: 🚨 EP: fix EP router contract for many models + honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — closed, merged
896
- - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
897
- - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
898
- - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
899
-
900
  ### `hmellor`
901
 
902
  - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -1160,12 +1161,12 @@ Example artifacts:
1160
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1161
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1162
  - repo first seen: `2024-06-13T14:13:17Z`
1163
- - repo last seen: `2026-07-03T13:52:27Z`
1164
  - first seen in snapshot: **no**
1165
  - repo association: **MEMBER**
1166
  - repo primary artifacts: **13**
1167
  - snapshot authored PRs/issues: **12 PRs / 1 issues**
1168
- - snapshot discussion activity: **53 comments / 251 reviews / 714 review comments**
1169
  - account age: **2914 days**
1170
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1171
  - public orgs: none visible
@@ -1345,12 +1346,12 @@ Example artifacts:
1345
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
1346
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
1347
  - repo first seen: `2026-03-13T14:45:22Z`
1348
- - repo last seen: `2026-07-05T16:31:52Z`
1349
  - first seen in snapshot: **no**
1350
  - repo association: **MEMBER**
1351
  - repo primary artifacts: **17**
1352
  - snapshot authored PRs/issues: **7 PRs / 10 issues**
1353
- - snapshot discussion activity: **23 comments / 20 reviews / 20 review comments**
1354
  - account age: **5087 days**
1355
  - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
1356
  - public orgs: none visible
@@ -1361,8 +1362,8 @@ Example artifacts:
1361
  - [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — open, draft
1362
  - [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
1363
  - [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
1364
- - [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
1365
- - [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — open
1366
  - [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — closed
1367
 
1368
  ### `Incheonkirin`
@@ -1420,12 +1421,12 @@ Example artifacts:
1420
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1421
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1422
  - repo first seen: `2026-05-12T18:20:58Z`
1423
- - repo last seen: `2026-07-02T11:25:09Z`
1424
  - first seen in snapshot: **no**
1425
  - repo association: **MEMBER**
1426
  - repo primary artifacts: **7**
1427
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1428
- - snapshot discussion activity: **38 comments / 149 reviews / 188 review comments**
1429
  - account age: **2794 days**
1430
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1431
  - public orgs: `huggingface`
@@ -1739,6 +1740,29 @@ Example artifacts:
1739
  - [PR #46398: fix(gemma4_unified): conversion script and config bugs](https://github.com/huggingface/transformers/pull/46398) — closed, merged
1740
  - [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
1741
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1742
  ### `irfaan101`
1743
 
1744
  - profile: [github.com/irfaan101](https://github.com/irfaan101)
@@ -1854,32 +1878,6 @@ Example artifacts:
1854
  - [PR #47010: Fix off-by-one in sliding_window_mask_function right window boundary](https://github.com/huggingface/transformers/pull/47010) — closed
1855
  - [PR #47009: Add linear_attn entries to Qwen3.5 base_model_tp_plan](https://github.com/huggingface/transformers/pull/47009) — open
1856
 
1857
- ### `qflen`
1858
-
1859
- - profile: [github.com/qflen](https://github.com/qflen)
1860
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
1861
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
1862
- - repo first seen: `2026-04-25T02:09:42Z`
1863
- - repo last seen: `2026-06-17T14:51:13Z`
1864
- - first seen in snapshot: **no**
1865
- - repo association: **CONTRIBUTOR**
1866
- - repo primary artifacts: **7**
1867
- - snapshot authored PRs/issues: **3 PRs / 4 issues**
1868
- - snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
1869
- - account age: **479 days**
1870
- - recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
1871
- - public orgs: none visible
1872
- - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
1873
- - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
1874
-
1875
- Example artifacts:
1876
- - [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
1877
- - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
1878
- - [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
1879
- - [Issue #46723: Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)](https://github.com/huggingface/transformers/issues/46723) — open
1880
- - [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
1881
- - [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
1882
-
1883
  ### `ldkhang1201`
1884
 
1885
  - profile: [github.com/ldkhang1201](https://github.com/ldkhang1201)
@@ -1904,6 +1902,30 @@ Example artifacts:
1904
  - [PR #46611: Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)](https://github.com/huggingface/transformers/pull/46611) — closed
1905
  - [Issue #46617: FileNotFoundError when loading a trust_remote_code model from cache](https://github.com/huggingface/transformers/issues/46617) — open
1906
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1907
  ### `pcuenca`
1908
 
1909
  - profile: [github.com/pcuenca](https://github.com/pcuenca)
@@ -2044,29 +2066,6 @@ Example artifacts:
2044
  - [PR #46372: Fix: interleaved RoPE application for MLA and Support Index Cache DSA indexer skip-topk sharing for GLM5](https://github.com/huggingface/transformers/pull/46372) — closed, merged
2045
  - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
2046
 
2047
- ### `IMvision12`
2048
-
2049
- - profile: [github.com/IMvision12](https://github.com/IMvision12)
2050
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
2051
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
2052
- - repo first seen: `2026-05-10T21:08:04Z`
2053
- - repo last seen: `2026-07-05T01:49:34Z`
2054
- - first seen in snapshot: **no**
2055
- - repo association: **CONTRIBUTOR**
2056
- - repo primary artifacts: **3**
2057
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
2058
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
2059
- - account age: **1735 days**
2060
- - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
2061
- - public orgs: none visible
2062
- - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
2063
- - heuristic read: **high recent PR volume**
2064
-
2065
- Example artifacts:
2066
- - [PR #47079: Fix AltCLIP text embedding resize test](https://github.com/huggingface/transformers/pull/47079) — open
2067
- - [PR #46991: Add nvidia/LocateAnything-3B](https://github.com/huggingface/transformers/pull/46991) — closed
2068
- - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
2069
-
2070
  ### `JemmaUZH`
2071
 
2072
  - profile: [github.com/JemmaUZH](https://github.com/JemmaUZH)
@@ -2440,6 +2439,32 @@ Example artifacts:
2440
  - [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
2441
  - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
2442
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2443
  ### `gante`
2444
 
2445
  - profile: [github.com/gante](https://github.com/gante)
@@ -2465,29 +2490,6 @@ Example artifacts:
2465
  - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
2466
  - [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
2467
 
2468
- ### `fyhon`
2469
-
2470
- - profile: [github.com/fyhon](https://github.com/fyhon)
2471
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afyhon)
2472
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afyhon)
2473
- - repo first seen: `2026-05-06T09:12:14Z`
2474
- - repo last seen: `2026-07-01T02:34:30Z`
2475
- - first seen in snapshot: **no**
2476
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2477
- - repo primary artifacts: **3**
2478
- - snapshot authored PRs/issues: **3 PRs / 0 issues**
2479
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2480
- - account age: **1467 days**
2481
- - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
2482
- - public orgs: none visible
2483
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2484
- - heuristic read: **high open PR share; targets high-star repos**
2485
-
2486
- Example artifacts:
2487
- - [PR #46988: fix(masking): preserve dict return type in create_masks_for_generate single-pattern path](https://github.com/huggingface/transformers/pull/46988) — closed, draft
2488
- - [PR #45819: fix: use per-instance lru_cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45819) — open, draft
2489
- - [PR #45801: Fix IndexError on 0-d tensor in sdpa_mask/flex_attention_mask cache_position check](https://github.com/huggingface/transformers/pull/45801) — closed
2490
-
2491
  ### `Prachi-kushwaha`
2492
 
2493
  - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
@@ -2605,29 +2607,6 @@ Example artifacts:
2605
  - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
2606
  - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
2607
 
2608
- ### `MutugiD`
2609
-
2610
- - profile: [github.com/MutugiD](https://github.com/MutugiD)
2611
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD)
2612
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD)
2613
- - repo first seen: `2026-07-04T00:14:46Z`
2614
- - repo last seen: `2026-07-05T07:01:14Z`
2615
- - first seen in snapshot: **no**
2616
- - repo association: **FIRST_TIME_CONTRIBUTOR**
2617
- - repo primary artifacts: **3**
2618
- - snapshot authored PRs/issues: **2 PRs / 1 issues**
2619
- - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
2620
- - account age: **2310 days**
2621
- - recent public PR activity: **60 PRs** (54 merged / 2 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
2622
- - public orgs: none visible
2623
- - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
2624
- - heuristic read: **high recent PR volume**
2625
-
2626
- Example artifacts:
2627
- - [PR #47066: Guard Deformable DETR and LW-DETR Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47066) — open
2628
- - [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — open
2629
- - [Issue #47065: DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices ("cost matrix is infeasible")](https://github.com/huggingface/transformers/issues/47065) — open
2630
-
2631
  ### `VIUK-XV`
2632
 
2633
  - profile: [github.com/VIUK-XV](https://github.com/VIUK-XV)
@@ -3669,6 +3648,29 @@ Example artifacts:
3669
  - [PR #43888: Support for BharatGen's Param2MoE model architecture](https://github.com/huggingface/transformers/pull/43888) — closed
3670
  - [PR #43752: Param2moe v4.52.3](https://github.com/huggingface/transformers/pull/43752) — closed
3671
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3672
  ### `joaquinhuigomez`
3673
 
3674
  - profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
@@ -4961,27 +4963,6 @@ Example artifacts:
4961
  Example artifacts:
4962
  - [PR #46954: Fix failure revealed by Pytest v9](https://github.com/huggingface/transformers/pull/46954) — open
4963
 
4964
- ### `anagnorisis2peripeteia`
4965
-
4966
- - profile: [github.com/anagnorisis2peripeteia](https://github.com/anagnorisis2peripeteia)
4967
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aanagnorisis2peripeteia)
4968
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aanagnorisis2peripeteia)
4969
- - repo first seen: `2026-05-07T07:28:52Z`
4970
- - repo last seen: `2026-05-16T02:34:45Z`
4971
- - first seen in snapshot: **no**
4972
- - repo association: **FIRST_TIME_CONTRIBUTOR**
4973
- - repo primary artifacts: **1**
4974
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
4975
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
4976
- - account age: **1130 days**
4977
- - recent public PR activity: **30 PRs** (1 merged / 8 closed-unmerged / 21 open; merged rate **3%**, closed-unmerged rate **27%**, open rate **70%**)
4978
- - public orgs: none visible
4979
- - compact scores: follow-through **weak**, breadth **high**, automation risk **low**
4980
- - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
4981
-
4982
- Example artifacts:
4983
- - [PR #45818: trainer: clear MPS graph cache after each optimizer step (pytorch#182648)](https://github.com/huggingface/transformers/pull/45818) — open
4984
-
4985
  ### `andreay99`
4986
 
4987
  - profile: [github.com/andreay99](https://github.com/andreay99)
@@ -5423,27 +5404,6 @@ Example artifacts:
5423
  Example artifacts:
5424
  - [PR #46336: Fix grammar typos in Whisper documentation](https://github.com/huggingface/transformers/pull/46336) — closed, merged
5425
 
5426
- ### `Caromisc`
5427
-
5428
- - profile: [github.com/Caromisc](https://github.com/Caromisc)
5429
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACaromisc)
5430
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACaromisc)
5431
- - repo first seen: `2026-05-07T11:04:43Z`
5432
- - repo last seen: `2026-05-07T11:50:40Z`
5433
- - first seen in snapshot: **no**
5434
- - repo association: **CONTRIBUTOR**
5435
- - repo primary artifacts: **1**
5436
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5437
- - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5438
- - account age: **2207 days**
5439
- - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5440
- - public orgs: none visible
5441
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5442
- - heuristic read: **high open PR share; targets high-star repos**
5443
-
5444
- Example artifacts:
5445
- - [PR #45824: fix: correct typo 'seperate' -> 'separate' in comments across multipl…](https://github.com/huggingface/transformers/pull/45824) — closed, merged
5446
-
5447
  ### `Charansripadi`
5448
 
5449
  - profile: [github.com/Charansripadi](https://github.com/Charansripadi)
@@ -5717,6 +5677,27 @@ Example artifacts:
5717
  Example artifacts:
5718
  - [PR #46314: Validate Bark speaker embedding save paths](https://github.com/huggingface/transformers/pull/46314) — closed
5719
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5720
  ### `DiwanshuG`
5721
 
5722
  - profile: [github.com/DiwanshuG](https://github.com/DiwanshuG)
@@ -6767,6 +6748,27 @@ Example artifacts:
6767
  Example artifacts:
6768
  - [PR #46718: Add GGUF loading support for GLM-4.5 MoE (glm4moe)](https://github.com/huggingface/transformers/pull/46718) — open
6769
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6770
  ### `msdsm`
6771
 
6772
  - profile: [github.com/msdsm](https://github.com/msdsm)
@@ -7313,6 +7315,27 @@ Example artifacts:
7313
  Example artifacts:
7314
  - [PR #46874: [RT-DETR] Fix misplaced [-1] index in decoder projection when num_feature_levels > backbone outputs](https://github.com/huggingface/transformers/pull/46874) — closed
7315
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7316
  ### `Sanjays2402`
7317
 
7318
  - profile: [github.com/Sanjays2402](https://github.com/Sanjays2402)
@@ -7971,7 +7994,7 @@ Example artifacts:
7971
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYuChangHui)
7972
  - repo first seen: `2026-07-06T02:04:32Z`
7973
  - repo last seen: `2026-07-06T02:04:32Z`
7974
- - first seen in snapshot: **yes**
7975
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7976
  - repo primary artifacts: **1**
7977
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260706T120021Z`
4
+ - Generated: `2026-07-06T12:02:06Z`
5
  - Activity window: `60d`
6
+ - Contributors: `349`
7
 
8
  ## Summary
9
 
10
  | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
11
  | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
12
+ | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 135 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
13
  | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 113 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
14
  | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 102 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
15
  | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 101 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 
18
  | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
19
  | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
20
  | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
21
+ | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 47 | 1 | strong | low | low | targets high-star repos |
22
  | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 47 | 0 | strong | low | low | targets high-star repos |
 
23
  | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
24
  | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
25
  | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
 
29
  | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 30 | 0 | strong | low | low | targets high-star repos |
30
  | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 28 | 1 | mixed | low | low | high open PR share; targets high-star repos |
31
  | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
32
+ | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 27 | 4 | strong | low | low | — |
33
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 
34
  | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
35
  | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 21 | 0 | strong | moderate | low | — |
36
  | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
 
67
  | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 5 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
68
  | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
69
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
70
+ | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 4 | 0 | strong | low | low | high recent PR volume |
71
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
72
  | `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
73
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
74
  | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
75
  | `ZAID646` | [profile](https://github.com/ZAID646) | no | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 
76
  | `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 |
77
+ | `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 |
78
  | `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 |
79
  | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
80
  | `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 |
81
  | `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 |
82
  | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
83
  | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
84
  | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
85
  | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
86
  | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
97
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
98
  | `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1645d | `2026-04-29T09:34:56Z` | 4 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
99
  | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
100
+ | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
101
  | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 
102
  | `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 |
103
  | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
104
  | `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 |
105
  | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
106
  | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 
107
  | `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 |
108
  | `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 |
109
  | `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 |
 
150
  | `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 |
151
  | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
152
  | `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 |
153
+ | `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 |
154
  | `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 |
155
  | `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 |
156
  | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 
210
  | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
211
  | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
212
  | `amauryfa` | [profile](https://github.com/amauryfa) | no | FIRST_TIME_CONTRIBUTOR | 5598d | `2026-06-29T08:11:34Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
213
  | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
214
  | `AndriyVohar` | [profile](https://github.com/AndriyVohar) | no | FIRST_TIME_CONTRIBUTOR | 1197d | `2026-06-06T15:59:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
215
  | `andylin-hao` | [profile](https://github.com/andylin-hao) | no | CONTRIBUTOR | 3162d | `2026-06-04T03:53:20Z` | 1 | 0 | strong | moderate | low | — |
 
231
  | `Butterfingrz` | [profile](https://github.com/Butterfingrz) | no | CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
232
  | `C1-BA-B1-F3` | [profile](https://github.com/C1-BA-B1-F3) | no | NONE | 3300d | `2026-06-25T12:57:12Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
233
  | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 
234
  | `Charansripadi` | [profile](https://github.com/Charansripadi) | no | FIRST_TIMER | 1422d | `2026-06-19T19:17:29Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
235
  | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
236
  | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 
244
  | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
245
  | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
246
  | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
247
+ | `divya234-hue` | [profile](https://github.com/divya234-hue) | yes | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
248
  | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
249
  | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
250
  | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
295
  | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
296
  | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
297
  | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
298
+ | `mishig25` | [profile](https://github.com/mishig25) | yes | MEMBER | 4108d | `2026-07-06T07:52:12Z` | 1 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
299
  | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
300
  | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
301
  | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
322
  | `rodriguescarson` | [profile](https://github.com/rodriguescarson) | no | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
323
  | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
324
  | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
325
+ | `samyuktahegde` | [profile](https://github.com/samyuktahegde) | yes | FIRST_TIME_CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
326
  | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
327
  | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
328
  | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 
354
  | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
355
  | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
356
  | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
357
+ | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
358
  | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
359
  | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
360
  | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
367
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
368
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
369
  - repo first seen: `2025-02-05T12:51:57Z`
370
+ - repo last seen: `2026-07-06T09:35:09Z`
371
  - first seen in snapshot: **no**
372
  - repo association: **MEMBER**
373
+ - repo primary artifacts: **135**
374
+ - snapshot authored PRs/issues: **135 PRs / 0 issues**
375
  - snapshot discussion activity: **138 comments / 266 reviews / 181 review comments**
376
  - account age: **4938 days**
377
  - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 
380
  - heuristic read: **high recent PR volume; targets high-star repos**
381
 
382
  Example artifacts:
383
+ - [PR #47104: processor tests: use tiny Hub repos to reduce CI memory by ~43%](https://github.com/huggingface/transformers/pull/47104) — open
384
  - [PR #47043: Fix CI read-only cache failures by patching cached_files in conftest](https://github.com/huggingface/transformers/pull/47043) — open
385
  - [PR #47040: Update workflow callers to use `transformers-ci`](https://github.com/huggingface/transformers/pull/47040) — closed, merged
 
386
 
387
  ### `Cyrilvallez`
388
 
 
403
  - heuristic read: **high recent PR volume; targets high-star repos**
404
 
405
  Example artifacts:
406
+ - [PR #47094: [sdpa] Allow prefill to use FA kernel with StaticCache](https://github.com/huggingface/transformers/pull/47094) — open
407
  - [PR #47018: Fix save_pretrained with offloading and weight conversions](https://github.com/huggingface/transformers/pull/47018) — closed, merged
408
  - [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — closed, merged
409
 
 
465
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
466
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
467
  - repo first seen: `2024-07-19T13:27:51Z`
468
+ - repo last seen: `2026-07-06T08:14:00Z`
469
  - first seen in snapshot: **no**
470
  - repo association: **MEMBER**
471
  - repo primary artifacts: **100**
472
  - snapshot authored PRs/issues: **100 PRs / 0 issues**
473
+ - snapshot discussion activity: **693 comments / 1129 reviews / 2421 review comments**
474
  - account age: **1508 days**
475
  - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
476
  - public orgs: `huggingface`, `deeppavlov`
 
513
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
514
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
515
  - repo first seen: `2023-02-24T14:13:29Z`
516
+ - repo last seen: `2026-07-06T09:49:45Z`
517
  - first seen in snapshot: **no**
518
  - repo association: **MEMBER**
519
  - repo primary artifacts: **74**
520
  - snapshot authored PRs/issues: **70 PRs / 4 issues**
521
+ - snapshot discussion activity: **205 comments / 751 reviews / 1518 review comments**
522
  - account age: **2590 days**
523
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
524
  - public orgs: none visible
 
583
  - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
584
  - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
585
 
586
+ ### `remi-or`
587
+
588
+ - profile: [github.com/remi-or](https://github.com/remi-or)
589
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
590
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
591
+ - repo first seen: `2025-09-11T21:27:59Z`
592
+ - repo last seen: `2026-07-06T08:03:34Z`
593
+ - first seen in snapshot: **no**
594
+ - repo association: **MEMBER**
595
+ - repo primary artifacts: **48**
596
+ - snapshot authored PRs/issues: **47 PRs / 1 issues**
597
+ - snapshot discussion activity: **63 comments / 190 reviews / 195 review comments**
598
+ - account age: **1813 days**
599
+ - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
600
+ - public orgs: none visible
601
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
602
+ - heuristic read: **targets high-star repos**
603
+
604
+ Example artifacts:
605
+ - [PR #47100: [Fix] Remove deprecated argument from `kernels` call](https://github.com/huggingface/transformers/pull/47100) — open
606
+ - [PR #47097: Fix experts implementation in two spots](https://github.com/huggingface/transformers/pull/47097) — open
607
+ - [PR #46838: [Fix] Make require_flash_attn3 match runtime](https://github.com/huggingface/transformers/pull/46838) — open
608
+ - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
609
+
610
  ### `Rocketknight1`
611
 
612
  - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
 
630
  - [PR #46419: Port ESMC and ESMFold2 to Transformers](https://github.com/huggingface/transformers/pull/46419) — open
631
  - [PR #46036: Widen tols for float16/bfloat16](https://github.com/huggingface/transformers/pull/46036) — open
632
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
633
  ### `sywangyi`
634
 
635
  - profile: [github.com/sywangyi](https://github.com/sywangyi)
 
804
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
805
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
806
  - repo first seen: `2025-11-26T16:58:10Z`
807
+ - repo last seen: `2026-07-06T06:43:44Z`
808
  - first seen in snapshot: **no**
809
  - repo association: **MEMBER**
810
  - repo primary artifacts: **29**
811
  - snapshot authored PRs/issues: **28 PRs / 1 issues**
812
+ - snapshot discussion activity: **34 comments / 112 reviews / 114 review comments**
813
  - account age: **2625 days**
814
  - recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
815
  - public orgs: `huggingface`
 
818
 
819
  Example artifacts:
820
  - [PR #46990: FSDP orchestration: apply + loading/saving](https://github.com/huggingface/transformers/pull/46990) — open
821
+ - [PR #46717: Shard on read Dtensor aware](https://github.com/huggingface/transformers/pull/46717) — open
822
  - [PR #46707: Add native FSDP2 module + migration](https://github.com/huggingface/transformers/pull/46707) — open
823
  - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
824
 
 
848
  - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
849
  - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
850
 
851
+ ### `IlyasMoutawwakil`
852
+
853
+ - profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
854
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
855
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
856
+ - repo first seen: `2025-07-04T08:41:29Z`
857
+ - repo last seen: `2026-07-06T07:00:32Z`
858
+ - first seen in snapshot: **no**
859
+ - repo association: **MEMBER**
860
+ - repo primary artifacts: **31**
861
+ - snapshot authored PRs/issues: **27 PRs / 4 issues**
862
+ - snapshot discussion activity: **81 comments / 454 reviews / 419 review comments**
863
+ - account age: **2354 days**
864
+ - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
865
+ - public orgs: `huggingface`, `Chouafa`
866
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
867
+ - heuristic read: **—**
868
+
869
+ Example artifacts:
870
+ - [PR #47096: Exportable kimi](https://github.com/huggingface/transformers/pull/47096) — open, draft
871
+ - [PR #47003: OpenVINO HF Exporter](https://github.com/huggingface/transformers/pull/47003) — open, draft
872
+ - [PR #46957: Finegrained FP8 v4: fused grouepd/batched](https://github.com/huggingface/transformers/pull/46957) — open
873
+ - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
874
+ - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
875
+ - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
876
+
877
  ### `hf-security-analysis[bot]`
878
 
879
  - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
 
898
  - [PR #46563: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46563) — open
899
  - [PR #46558: chore: update pr-ci-security-gate.yml](https://github.com/huggingface/transformers/pull/46558) — open
900
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
901
  ### `hmellor`
902
 
903
  - profile: [github.com/hmellor](https://github.com/hmellor)
 
1161
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
1162
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
1163
  - repo first seen: `2024-06-13T14:13:17Z`
1164
+ - repo last seen: `2026-07-06T10:38:30Z`
1165
  - first seen in snapshot: **no**
1166
  - repo association: **MEMBER**
1167
  - repo primary artifacts: **13**
1168
  - snapshot authored PRs/issues: **12 PRs / 1 issues**
1169
+ - snapshot discussion activity: **53 comments / 252 reviews / 723 review comments**
1170
  - account age: **2914 days**
1171
  - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
1172
  - public orgs: none visible
 
1346
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
1347
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
1348
  - repo first seen: `2026-03-13T14:45:22Z`
1349
+ - repo last seen: `2026-07-06T10:32:31Z`
1350
  - first seen in snapshot: **no**
1351
  - repo association: **MEMBER**
1352
  - repo primary artifacts: **17**
1353
  - snapshot authored PRs/issues: **7 PRs / 10 issues**
1354
+ - snapshot discussion activity: **25 comments / 20 reviews / 20 review comments**
1355
  - account age: **5087 days**
1356
  - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
1357
  - public orgs: none visible
 
1362
  - [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — open, draft
1363
  - [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
1364
  - [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
1365
+ - [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — closed
1366
+ - [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — closed
1367
  - [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — closed
1368
 
1369
  ### `Incheonkirin`
 
1421
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
1422
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
1423
  - repo first seen: `2026-05-12T18:20:58Z`
1424
+ - repo last seen: `2026-07-06T11:41:42Z`
1425
  - first seen in snapshot: **no**
1426
  - repo association: **MEMBER**
1427
  - repo primary artifacts: **7**
1428
  - snapshot authored PRs/issues: **7 PRs / 0 issues**
1429
+ - snapshot discussion activity: **39 comments / 161 reviews / 200 review comments**
1430
  - account age: **2794 days**
1431
  - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
1432
  - public orgs: `huggingface`
 
1740
  - [PR #46398: fix(gemma4_unified): conversion script and config bugs](https://github.com/huggingface/transformers/pull/46398) — closed, merged
1741
  - [PR #46385: who needs encoders?](https://github.com/huggingface/transformers/pull/46385) — closed, merged
1742
 
1743
+ ### `IMvision12`
1744
+
1745
+ - profile: [github.com/IMvision12](https://github.com/IMvision12)
1746
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
1747
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
1748
+ - repo first seen: `2026-05-10T21:08:04Z`
1749
+ - repo last seen: `2026-07-06T10:07:49Z`
1750
+ - first seen in snapshot: **no**
1751
+ - repo association: **CONTRIBUTOR**
1752
+ - repo primary artifacts: **4**
1753
+ - snapshot authored PRs/issues: **4 PRs / 0 issues**
1754
+ - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
1755
+ - account age: **1735 days**
1756
+ - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
1757
+ - public orgs: none visible
1758
+ - compact scores: follow-through **strong**, breadth **low**, automation risk **low**
1759
+ - heuristic read: **high recent PR volume**
1760
+
1761
+ Example artifacts:
1762
+ - [PR #47105: Re-enable VITS model forward test](https://github.com/huggingface/transformers/pull/47105) — open
1763
+ - [PR #47079: Fix AltCLIP text embedding resize test](https://github.com/huggingface/transformers/pull/47079) — closed, merged
1764
+ - [PR #46991: Add nvidia/LocateAnything-3B](https://github.com/huggingface/transformers/pull/46991) — closed
1765
+
1766
  ### `irfaan101`
1767
 
1768
  - profile: [github.com/irfaan101](https://github.com/irfaan101)
 
1878
  - [PR #47010: Fix off-by-one in sliding_window_mask_function right window boundary](https://github.com/huggingface/transformers/pull/47010) — closed
1879
  - [PR #47009: Add linear_attn entries to Qwen3.5 base_model_tp_plan](https://github.com/huggingface/transformers/pull/47009) — open
1880
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1881
  ### `ldkhang1201`
1882
 
1883
  - profile: [github.com/ldkhang1201](https://github.com/ldkhang1201)
 
1902
  - [PR #46611: Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)](https://github.com/huggingface/transformers/pull/46611) — closed
1903
  - [Issue #46617: FileNotFoundError when loading a trust_remote_code model from cache](https://github.com/huggingface/transformers/issues/46617) — open
1904
 
1905
+ ### `MutugiD`
1906
+
1907
+ - profile: [github.com/MutugiD](https://github.com/MutugiD)
1908
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD)
1909
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD)
1910
+ - repo first seen: `2026-07-04T00:14:46Z`
1911
+ - repo last seen: `2026-07-06T08:53:10Z`
1912
+ - first seen in snapshot: **no**
1913
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
1914
+ - repo primary artifacts: **4**
1915
+ - snapshot authored PRs/issues: **3 PRs / 1 issues**
1916
+ - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
1917
+ - account age: **2310 days**
1918
+ - recent public PR activity: **60 PRs** (54 merged / 2 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
1919
+ - public orgs: none visible
1920
+ - compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
1921
+ - heuristic read: **high recent PR volume**
1922
+
1923
+ Example artifacts:
1924
+ - [PR #47103: Fix mllama cross-attention leak for fully masked-out text rows](https://github.com/huggingface/transformers/pull/47103) — open
1925
+ - [PR #47066: Guard Deformable DETR and LW-DETR Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47066) — open
1926
+ - [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — open
1927
+ - [Issue #47065: DeformableDetrHungarianMatcher and LwDetrHungarianMatcher crash on non-finite cost matrices ("cost matrix is infeasible")](https://github.com/huggingface/transformers/issues/47065) — open
1928
+
1929
  ### `pcuenca`
1930
 
1931
  - profile: [github.com/pcuenca](https://github.com/pcuenca)
 
2066
  - [PR #46372: Fix: interleaved RoPE application for MLA and Support Index Cache DSA indexer skip-topk sharing for GLM5](https://github.com/huggingface/transformers/pull/46372) — closed, merged
2067
  - [PR #46338: Fix incorrect attribute mapping relationships in GLM MoE DSA Config](https://github.com/huggingface/transformers/pull/46338) — closed, merged
2068
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2069
  ### `JemmaUZH`
2070
 
2071
  - profile: [github.com/JemmaUZH](https://github.com/JemmaUZH)
 
2439
  - [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
2440
  - [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
2441
 
2442
+ ### `qflen`
2443
+
2444
+ - profile: [github.com/qflen](https://github.com/qflen)
2445
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
2446
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
2447
+ - repo first seen: `2026-04-25T02:09:42Z`
2448
+ - repo last seen: `2026-06-17T14:51:13Z`
2449
+ - first seen in snapshot: **no**
2450
+ - repo association: **CONTRIBUTOR**
2451
+ - repo primary artifacts: **7**
2452
+ - snapshot authored PRs/issues: **3 PRs / 4 issues**
2453
+ - snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
2454
+ - account age: **479 days**
2455
+ - recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
2456
+ - public orgs: none visible
2457
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
2458
+ - heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
2459
+
2460
+ Example artifacts:
2461
+ - [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
2462
+ - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
2463
+ - [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
2464
+ - [Issue #46723: Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)](https://github.com/huggingface/transformers/issues/46723) — open
2465
+ - [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
2466
+ - [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
2467
+
2468
  ### `gante`
2469
 
2470
  - profile: [github.com/gante](https://github.com/gante)
 
2490
  - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
2491
  - [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
2492
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2493
  ### `Prachi-kushwaha`
2494
 
2495
  - profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
 
2607
  - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
2608
  - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
2609
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2610
  ### `VIUK-XV`
2611
 
2612
  - profile: [github.com/VIUK-XV](https://github.com/VIUK-XV)
 
3648
  - [PR #43888: Support for BharatGen's Param2MoE model architecture](https://github.com/huggingface/transformers/pull/43888) — closed
3649
  - [PR #43752: Param2moe v4.52.3](https://github.com/huggingface/transformers/pull/43752) — closed
3650
 
3651
+ ### `fyhon`
3652
+
3653
+ - profile: [github.com/fyhon](https://github.com/fyhon)
3654
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afyhon)
3655
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afyhon)
3656
+ - repo first seen: `2026-05-06T09:12:14Z`
3657
+ - repo last seen: `2026-07-01T02:34:30Z`
3658
+ - first seen in snapshot: **no**
3659
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3660
+ - repo primary artifacts: **3**
3661
+ - snapshot authored PRs/issues: **3 PRs / 0 issues**
3662
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
3663
+ - account age: **1467 days**
3664
+ - recent public PR activity: **4 PRs** (0 merged / 1 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **25%**, open rate **75%**)
3665
+ - public orgs: none visible
3666
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3667
+ - heuristic read: **high open PR share; targets high-star repos**
3668
+
3669
+ Example artifacts:
3670
+ - [PR #46988: fix(masking): preserve dict return type in create_masks_for_generate single-pattern path](https://github.com/huggingface/transformers/pull/46988) — closed, draft
3671
+ - [PR #45819: fix: use per-instance lru_cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45819) — open, draft
3672
+ - [PR #45801: Fix IndexError on 0-d tensor in sdpa_mask/flex_attention_mask cache_position check](https://github.com/huggingface/transformers/pull/45801) — closed
3673
+
3674
  ### `joaquinhuigomez`
3675
 
3676
  - profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
 
4963
  Example artifacts:
4964
  - [PR #46954: Fix failure revealed by Pytest v9](https://github.com/huggingface/transformers/pull/46954) — open
4965
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4966
  ### `andreay99`
4967
 
4968
  - profile: [github.com/andreay99](https://github.com/andreay99)
 
5404
  Example artifacts:
5405
  - [PR #46336: Fix grammar typos in Whisper documentation](https://github.com/huggingface/transformers/pull/46336) — closed, merged
5406
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5407
  ### `Charansripadi`
5408
 
5409
  - profile: [github.com/Charansripadi](https://github.com/Charansripadi)
 
5677
  Example artifacts:
5678
  - [PR #46314: Validate Bark speaker embedding save paths](https://github.com/huggingface/transformers/pull/46314) — closed
5679
 
5680
+ ### `divya234-hue`
5681
+
5682
+ - profile: [github.com/divya234-hue](https://github.com/divya234-hue)
5683
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adivya234-hue)
5684
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adivya234-hue)
5685
+ - repo first seen: `2026-07-06T08:47:57Z`
5686
+ - repo last seen: `2026-07-06T08:52:52Z`
5687
+ - first seen in snapshot: **yes**
5688
+ - repo association: **FIRST_TIMER**
5689
+ - repo primary artifacts: **1**
5690
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5691
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
5692
+ - account age: **553 days**
5693
+ - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
5694
+ - public orgs: none visible
5695
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5696
+ - heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
5697
+
5698
+ Example artifacts:
5699
+ - [PR #47101: Improve README documentation](https://github.com/huggingface/transformers/pull/47101) — closed
5700
+
5701
  ### `DiwanshuG`
5702
 
5703
  - profile: [github.com/DiwanshuG](https://github.com/DiwanshuG)
 
6748
  Example artifacts:
6749
  - [PR #46718: Add GGUF loading support for GLM-4.5 MoE (glm4moe)](https://github.com/huggingface/transformers/pull/46718) — open
6750
 
6751
+ ### `mishig25`
6752
+
6753
+ - profile: [github.com/mishig25](https://github.com/mishig25)
6754
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amishig25)
6755
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amishig25)
6756
+ - repo first seen: `2026-07-06T07:52:12Z`
6757
+ - repo last seen: `2026-07-06T07:52:12Z`
6758
+ - first seen in snapshot: **yes**
6759
+ - repo association: **MEMBER**
6760
+ - repo primary artifacts: **1**
6761
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6762
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6763
+ - account age: **4108 days**
6764
+ - recent public PR activity: **46 PRs** (20 merged / 4 closed-unmerged / 22 open; merged rate **43%**, closed-unmerged rate **9%**, open rate **48%**)
6765
+ - public orgs: none visible
6766
+ - compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
6767
+ - heuristic read: **high recent PR volume; very broad repo spread; high open PR share**
6768
+
6769
+ Example artifacts:
6770
+ - [PR #47099: Make doc builds faster](https://github.com/huggingface/transformers/pull/47099) — closed, merged
6771
+
6772
  ### `msdsm`
6773
 
6774
  - profile: [github.com/msdsm](https://github.com/msdsm)
 
7315
  Example artifacts:
7316
  - [PR #46874: [RT-DETR] Fix misplaced [-1] index in decoder projection when num_feature_levels > backbone outputs](https://github.com/huggingface/transformers/pull/46874) — closed
7317
 
7318
+ ### `samyuktahegde`
7319
+
7320
+ - profile: [github.com/samyuktahegde](https://github.com/samyuktahegde)
7321
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
7322
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde)
7323
+ - repo first seen: `2026-07-06T07:32:26Z`
7324
+ - repo last seen: `2026-07-06T07:32:26Z`
7325
+ - first seen in snapshot: **yes**
7326
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7327
+ - repo primary artifacts: **1**
7328
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7329
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7330
+ - account age: **3567 days**
7331
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7332
+ - public orgs: none visible
7333
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7334
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
7335
+
7336
+ Example artifacts:
7337
+ - [PR #47098: Fix grammar in PreTrainedConfig description](https://github.com/huggingface/transformers/pull/47098) — open
7338
+
7339
  ### `Sanjays2402`
7340
 
7341
  - profile: [github.com/Sanjays2402](https://github.com/Sanjays2402)
 
7994
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYuChangHui)
7995
  - repo first seen: `2026-07-06T02:04:32Z`
7996
  - repo last seen: `2026-07-06T02:04:32Z`
7997
+ - first seen in snapshot: **no**
7998
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7999
  - repo primary artifacts: **1**
8000
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:683e8a7a4ded54472fa0a929089614d229eb84dd7f6fee8f4e1d27b56e36697b
3
- size 63724
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e11d8813bf0e98f3914ee8e4cd723424d3fa60b8c4393f5596f73da3391bf8df
3
+ size 63755
pr-scope-clusters.json CHANGED
@@ -1,8 +1,8 @@
1
  {
2
  "repo": "huggingface/transformers",
3
- "snapshot_id": "20260706T060036Z",
4
- "generated_at": "2026-07-06T06:01:20Z",
5
- "cluster_count": 88,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
@@ -49,7 +49,7 @@
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
  "similarity": 0.628,
52
- "content_similarity": 0.468,
53
  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
55
  "concentration_similarity": 1.0,
@@ -80,7 +80,7 @@
80
  {
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
- "similarity": 0.516,
84
  "content_similarity": 0.369,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
@@ -97,7 +97,7 @@
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
  "similarity": 0.503,
100
- "content_similarity": 0.406,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
103
  "concentration_similarity": 1.0,
@@ -113,7 +113,7 @@
113
  "left_pr_number": 44257,
114
  "right_pr_number": 44660,
115
  "similarity": 0.484,
116
- "content_similarity": 0.262,
117
  "size_similarity": 1.0,
118
  "breadth_similarity": 1.0,
119
  "concentration_similarity": 1.0,
@@ -144,7 +144,7 @@
144
  {
145
  "left_pr_number": 43636,
146
  "right_pr_number": 43663,
147
- "similarity": 0.464,
148
  "content_similarity": 0.355,
149
  "size_similarity": 0.44,
150
  "breadth_similarity": 1.0,
@@ -161,7 +161,7 @@
161
  "left_pr_number": 43663,
162
  "right_pr_number": 44660,
163
  "similarity": 0.464,
164
- "content_similarity": 0.397,
165
  "size_similarity": 0.24,
166
  "breadth_similarity": 1.0,
167
  "concentration_similarity": 1.0,
@@ -208,7 +208,7 @@
208
  {
209
  "left_pr_number": 44189,
210
  "right_pr_number": 45055,
211
- "similarity": 0.446,
212
  "content_similarity": 0.263,
213
  "size_similarity": 0.75,
214
  "breadth_similarity": 1.0,
@@ -241,7 +241,7 @@
241
  "left_pr_number": 44660,
242
  "right_pr_number": 45067,
243
  "similarity": 0.439,
244
- "content_similarity": 0.361,
245
  "size_similarity": 0.24,
246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
@@ -273,7 +273,7 @@
273
  "left_pr_number": 44189,
274
  "right_pr_number": 44257,
275
  "similarity": 0.432,
276
- "content_similarity": 0.26,
277
  "size_similarity": 0.667,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
@@ -302,11 +302,11 @@
302
  ]
303
  },
304
  {
305
- "left_pr_number": 43663,
306
- "right_pr_number": 44257,
307
  "similarity": 0.424,
308
- "content_similarity": 0.34,
309
- "size_similarity": 0.24,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
312
  "shared_filenames": [
@@ -318,11 +318,11 @@
318
  ]
319
  },
320
  {
321
- "left_pr_number": 43651,
322
- "right_pr_number": 44123,
323
- "similarity": 0.423,
324
- "content_similarity": 0.32,
325
- "size_similarity": 0.327,
326
  "breadth_similarity": 1.0,
327
  "concentration_similarity": 1.0,
328
  "shared_filenames": [
@@ -337,7 +337,7 @@
337
  "left_pr_number": 43651,
338
  "right_pr_number": 44660,
339
  "similarity": 0.419,
340
- "content_similarity": 0.313,
341
  "size_similarity": 0.333,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
@@ -352,7 +352,7 @@
352
  {
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
- "similarity": 0.41,
356
  "content_similarity": 0.265,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
@@ -368,8 +368,8 @@
368
  {
369
  "left_pr_number": 43663,
370
  "right_pr_number": 45055,
371
- "similarity": 0.408,
372
- "content_similarity": 0.343,
373
  "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
@@ -385,7 +385,7 @@
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
  "similarity": 0.403,
388
- "content_similarity": 0.309,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
@@ -401,7 +401,7 @@
401
  "left_pr_number": 43651,
402
  "right_pr_number": 44189,
403
  "similarity": 0.401,
404
- "content_similarity": 0.31,
405
  "size_similarity": 0.222,
406
  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
@@ -433,7 +433,7 @@
433
  "left_pr_number": 43636,
434
  "right_pr_number": 44189,
435
  "similarity": 0.395,
436
- "content_similarity": 0.271,
437
  "size_similarity": 0.364,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
@@ -465,7 +465,7 @@
465
  "left_pr_number": 45055,
466
  "right_pr_number": 45273,
467
  "similarity": 0.388,
468
- "content_similarity": 0.196,
469
  "size_similarity": 0.667,
470
  "breadth_similarity": 1.0,
471
  "concentration_similarity": 1.0,
@@ -481,7 +481,7 @@
481
  "left_pr_number": 45055,
482
  "right_pr_number": 45067,
483
  "similarity": 0.387,
484
- "content_similarity": 0.312,
485
  "size_similarity": 0.12,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
@@ -529,7 +529,7 @@
529
  "left_pr_number": 44189,
530
  "right_pr_number": 45273,
531
  "similarity": 0.383,
532
- "content_similarity": 0.225,
533
  "size_similarity": 0.5,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
@@ -609,7 +609,7 @@
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
  "similarity": 0.359,
612
- "content_similarity": 0.227,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
@@ -640,7 +640,7 @@
640
  {
641
  "left_pr_number": 44123,
642
  "right_pr_number": 44257,
643
- "similarity": 0.354,
644
  "content_similarity": 0.269,
645
  "size_similarity": 0.109,
646
  "breadth_similarity": 1.0,
@@ -656,7 +656,7 @@
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
- "similarity": 0.349,
660
  "content_similarity": 0.268,
661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
@@ -678,73 +678,455 @@
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
680
  "shared_filenames": [
681
- "src/transformers/trainer.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
682
  ],
683
  "shared_directories": [
 
684
  "src/transformers",
685
  "src"
686
  ]
687
  },
688
  {
689
- "left_pr_number": 44257,
690
- "right_pr_number": 45273,
691
- "similarity": 0.336,
692
- "content_similarity": 0.195,
693
- "size_similarity": 0.333,
694
- "breadth_similarity": 1.0,
695
- "concentration_similarity": 1.0,
696
  "shared_filenames": [
697
- "src/transformers/trainer.py"
698
  ],
699
  "shared_directories": [
 
700
  "src/transformers",
701
  "src"
702
  ]
703
  },
704
  {
705
- "left_pr_number": 43651,
706
- "right_pr_number": 45273,
707
- "similarity": 0.329,
708
- "content_similarity": 0.232,
709
- "size_similarity": 0.111,
710
- "breadth_similarity": 1.0,
711
- "concentration_similarity": 1.0,
712
  "shared_filenames": [
713
- "src/transformers/trainer.py"
714
  ],
715
  "shared_directories": [
 
716
  "src/transformers",
717
  "src"
718
  ]
719
  },
720
  {
721
- "left_pr_number": 43636,
722
- "right_pr_number": 45273,
723
- "similarity": 0.319,
724
- "content_similarity": 0.203,
725
- "size_similarity": 0.182,
726
- "breadth_similarity": 1.0,
727
- "concentration_similarity": 1.0,
728
  "shared_filenames": [
729
- "src/transformers/trainer.py"
730
  ],
731
  "shared_directories": [
 
732
  "src/transformers",
733
  "src"
734
  ]
735
  },
736
  {
737
- "left_pr_number": 44123,
738
- "right_pr_number": 45273,
739
- "similarity": 0.318,
740
- "content_similarity": 0.232,
741
- "size_similarity": 0.036,
742
- "breadth_similarity": 1.0,
743
- "concentration_similarity": 1.0,
744
  "shared_filenames": [
745
- "src/transformers/trainer.py"
746
  ],
747
  "shared_directories": [
 
748
  "src/transformers",
749
  "src"
750
  ]
@@ -920,7 +1302,7 @@
920
  "left_pr_number": 46554,
921
  "right_pr_number": 46558,
922
  "similarity": 0.825,
923
- "content_similarity": 0.94,
924
  "size_similarity": 0.111,
925
  "breadth_similarity": 1.0,
926
  "concentration_similarity": 1.0,
@@ -935,8 +1317,8 @@
935
  {
936
  "left_pr_number": 46504,
937
  "right_pr_number": 46716,
938
- "similarity": 0.392,
939
- "content_similarity": 0.131,
940
  "size_similarity": 1.0,
941
  "breadth_similarity": 1.0,
942
  "concentration_similarity": 1.0,
@@ -949,8 +1331,8 @@
949
  {
950
  "left_pr_number": 46504,
951
  "right_pr_number": 46747,
952
- "similarity": 0.379,
953
- "content_similarity": 0.113,
954
  "size_similarity": 1.0,
955
  "breadth_similarity": 1.0,
956
  "concentration_similarity": 1.0,
@@ -963,8 +1345,8 @@
963
  {
964
  "left_pr_number": 46504,
965
  "right_pr_number": 46558,
966
- "similarity": 0.363,
967
- "content_similarity": 0.09,
968
  "size_similarity": 1.0,
969
  "breadth_similarity": 1.0,
970
  "concentration_similarity": 1.0,
@@ -977,8 +1359,8 @@
977
  {
978
  "left_pr_number": 46504,
979
  "right_pr_number": 46563,
980
- "similarity": 0.339,
981
- "content_similarity": 0.126,
982
  "size_similarity": 0.667,
983
  "breadth_similarity": 1.0,
984
  "concentration_similarity": 1.0,
@@ -991,8 +1373,8 @@
991
  {
992
  "left_pr_number": 46504,
993
  "right_pr_number": 46554,
994
- "similarity": 0.262,
995
- "content_similarity": 0.136,
996
  "size_similarity": 0.111,
997
  "breadth_similarity": 1.0,
998
  "concentration_similarity": 1.0,
@@ -1387,8 +1769,8 @@
1387
  {
1388
  "left_pr_number": 41606,
1389
  "right_pr_number": 44543,
1390
- "similarity": 0.689,
1391
- "content_similarity": 0.667,
1392
  "size_similarity": 0.583,
1393
  "breadth_similarity": 1.0,
1394
  "concentration_similarity": 0.683,
@@ -1425,8 +1807,8 @@
1425
  {
1426
  "left_pr_number": 42668,
1427
  "right_pr_number": 45627,
1428
- "similarity": 0.657,
1429
- "content_similarity": 0.799,
1430
  "size_similarity": 0.189,
1431
  "breadth_similarity": 0.216,
1432
  "concentration_similarity": 0.952,
@@ -1446,7 +1828,7 @@
1446
  "left_pr_number": 42668,
1447
  "right_pr_number": 46161,
1448
  "similarity": 0.571,
1449
- "content_similarity": 0.663,
1450
  "size_similarity": 0.253,
1451
  "breadth_similarity": 0.216,
1452
  "concentration_similarity": 0.937,
@@ -1465,8 +1847,8 @@
1465
  {
1466
  "left_pr_number": 41606,
1467
  "right_pr_number": 45422,
1468
- "similarity": 0.504,
1469
- "content_similarity": 0.428,
1470
  "size_similarity": 0.569,
1471
  "breadth_similarity": 0.75,
1472
  "concentration_similarity": 0.881,
@@ -1483,8 +1865,8 @@
1483
  {
1484
  "left_pr_number": 44543,
1485
  "right_pr_number": 45422,
1486
- "similarity": 0.486,
1487
- "content_similarity": 0.46,
1488
  "size_similarity": 0.331,
1489
  "breadth_similarity": 0.75,
1490
  "concentration_similarity": 0.802,
@@ -1501,8 +1883,8 @@
1501
  {
1502
  "left_pr_number": 44543,
1503
  "right_pr_number": 46161,
1504
- "similarity": 0.385,
1505
- "content_similarity": 0.217,
1506
  "size_similarity": 0.566,
1507
  "breadth_similarity": 1.0,
1508
  "concentration_similarity": 0.97,
@@ -1518,8 +1900,8 @@
1518
  {
1519
  "left_pr_number": 41606,
1520
  "right_pr_number": 46161,
1521
- "similarity": 0.362,
1522
- "content_similarity": 0.116,
1523
  "size_similarity": 0.971,
1524
  "breadth_similarity": 1.0,
1525
  "concentration_similarity": 0.712,
@@ -1535,8 +1917,8 @@
1535
  {
1536
  "left_pr_number": 44543,
1537
  "right_pr_number": 45627,
1538
- "similarity": 0.357,
1539
- "content_similarity": 0.206,
1540
  "size_similarity": 0.423,
1541
  "breadth_similarity": 1.0,
1542
  "concentration_similarity": 0.985,
@@ -1552,8 +1934,8 @@
1552
  {
1553
  "left_pr_number": 42668,
1554
  "right_pr_number": 44543,
1555
- "similarity": 0.351,
1556
- "content_similarity": 0.306,
1557
  "size_similarity": 0.446,
1558
  "breadth_similarity": 0.216,
1559
  "concentration_similarity": 0.967,
@@ -1570,8 +1952,8 @@
1570
  {
1571
  "left_pr_number": 41606,
1572
  "right_pr_number": 45627,
1573
- "similarity": 0.321,
1574
- "content_similarity": 0.11,
1575
  "size_similarity": 0.725,
1576
  "breadth_similarity": 1.0,
1577
  "concentration_similarity": 0.697,
@@ -1585,266 +1967,73 @@
1585
  ]
1586
  },
1587
  {
1588
- "left_pr_number": 45422,
1589
- "right_pr_number": 45627,
1590
- "similarity": 0.302,
1591
- "content_similarity": 0.097,
1592
- "size_similarity": 0.784,
1593
- "breadth_similarity": 0.75,
1594
- "concentration_similarity": 0.816,
1595
- "shared_filenames": [
1596
- "src/transformers/processing_utils.py"
1597
- ],
1598
- "shared_directories": [
1599
- "src/transformers",
1600
- "src",
1601
- "tests"
1602
- ]
1603
- },
1604
- {
1605
- "left_pr_number": 45422,
1606
- "right_pr_number": 46161,
1607
- "similarity": 0.276,
1608
- "content_similarity": 0.103,
1609
- "size_similarity": 0.586,
1610
- "breadth_similarity": 0.75,
1611
- "concentration_similarity": 0.831,
1612
- "shared_filenames": [
1613
- "src/transformers/processing_utils.py"
1614
- ],
1615
- "shared_directories": [
1616
- "src/transformers",
1617
- "src",
1618
- "tests"
1619
- ]
1620
- },
1621
- {
1622
- "left_pr_number": 41606,
1623
- "right_pr_number": 42668,
1624
- "similarity": 0.274,
1625
- "content_similarity": 0.258,
1626
- "size_similarity": 0.26,
1627
- "breadth_similarity": 0.216,
1628
- "concentration_similarity": 0.649,
1629
- "shared_filenames": [
1630
- "src/transformers/processing_utils.py",
1631
- "tests/test_processing_common.py"
1632
- ],
1633
- "shared_directories": [
1634
- "src/transformers",
1635
- "src",
1636
- "tests"
1637
- ]
1638
- },
1639
- {
1640
- "left_pr_number": 42668,
1641
- "right_pr_number": 45422,
1642
- "similarity": 0.201,
1643
- "content_similarity": 0.156,
1644
- "size_similarity": 0.148,
1645
- "breadth_similarity": 0.307,
1646
- "concentration_similarity": 0.768,
1647
- "shared_filenames": [
1648
- "src/transformers/processing_utils.py",
1649
- "tests/test_processing_common.py"
1650
- ],
1651
- "shared_directories": [
1652
- "src/transformers",
1653
- "src",
1654
- "tests"
1655
- ]
1656
- }
1657
- ]
1658
- },
1659
- {
1660
- "cluster_id": "pr-scope-34667-5",
1661
- "pr_numbers": [
1662
- 34667,
1663
- 39683,
1664
- 44872,
1665
- 45985,
1666
- 47006
1667
- ],
1668
- "representative_pr_number": 45985,
1669
- "average_similarity": 0.517,
1670
- "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
1671
- "shared_filenames": [
1672
- "src/transformers/generation/utils.py"
1673
- ],
1674
- "shared_directories": [
1675
- "src/transformers/generation",
1676
- "src/transformers",
1677
- "src"
1678
- ],
1679
- "pairwise": [
1680
- {
1681
- "left_pr_number": 45985,
1682
- "right_pr_number": 47006,
1683
- "similarity": 0.622,
1684
- "content_similarity": 0.489,
1685
- "size_similarity": 0.867,
1686
- "breadth_similarity": 1.0,
1687
- "concentration_similarity": 1.0,
1688
- "shared_filenames": [
1689
- "src/transformers/generation/utils.py"
1690
- ],
1691
- "shared_directories": [
1692
- "src/transformers/generation",
1693
- "src/transformers",
1694
- "src"
1695
- ]
1696
- },
1697
- {
1698
- "left_pr_number": 39683,
1699
- "right_pr_number": 45985,
1700
- "similarity": 0.595,
1701
- "content_similarity": 0.496,
1702
- "size_similarity": 0.652,
1703
- "breadth_similarity": 1.0,
1704
- "concentration_similarity": 1.0,
1705
- "shared_filenames": [
1706
- "src/transformers/generation/utils.py"
1707
- ],
1708
- "shared_directories": [
1709
- "src/transformers/generation",
1710
- "src/transformers",
1711
- "src"
1712
- ]
1713
- },
1714
- {
1715
- "left_pr_number": 34667,
1716
- "right_pr_number": 45985,
1717
- "similarity": 0.589,
1718
- "content_similarity": 0.47,
1719
- "size_similarity": 0.733,
1720
- "breadth_similarity": 1.0,
1721
- "concentration_similarity": 1.0,
1722
- "shared_filenames": [
1723
- "src/transformers/generation/utils.py"
1724
- ],
1725
- "shared_directories": [
1726
- "src/transformers/generation",
1727
- "src/transformers",
1728
- "src"
1729
- ]
1730
- },
1731
- {
1732
- "left_pr_number": 34667,
1733
- "right_pr_number": 47006,
1734
- "similarity": 0.574,
1735
- "content_similarity": 0.424,
1736
- "size_similarity": 0.846,
1737
- "breadth_similarity": 1.0,
1738
- "concentration_similarity": 1.0,
1739
- "shared_filenames": [
1740
- "src/transformers/generation/utils.py"
1741
- ],
1742
- "shared_directories": [
1743
- "src/transformers/generation",
1744
- "src/transformers",
1745
- "src"
1746
- ]
1747
- },
1748
- {
1749
- "left_pr_number": 39683,
1750
- "right_pr_number": 47006,
1751
- "similarity": 0.548,
1752
- "content_similarity": 0.448,
1753
- "size_similarity": 0.565,
1754
- "breadth_similarity": 1.0,
1755
- "concentration_similarity": 1.0,
1756
- "shared_filenames": [
1757
- "src/transformers/generation/utils.py"
1758
- ],
1759
- "shared_directories": [
1760
- "src/transformers/generation",
1761
- "src/transformers",
1762
- "src"
1763
- ]
1764
- },
1765
- {
1766
- "left_pr_number": 34667,
1767
- "right_pr_number": 39683,
1768
- "similarity": 0.523,
1769
- "content_similarity": 0.431,
1770
- "size_similarity": 0.478,
1771
- "breadth_similarity": 1.0,
1772
- "concentration_similarity": 1.0,
1773
- "shared_filenames": [
1774
- "src/transformers/generation/utils.py"
1775
- ],
1776
- "shared_directories": [
1777
- "src/transformers/generation",
1778
- "src/transformers",
1779
- "src"
1780
- ]
1781
- },
1782
- {
1783
- "left_pr_number": 44872,
1784
- "right_pr_number": 45985,
1785
- "similarity": 0.449,
1786
- "content_similarity": 0.384,
1787
- "size_similarity": 0.2,
1788
- "breadth_similarity": 1.0,
1789
- "concentration_similarity": 1.0,
1790
  "shared_filenames": [
1791
- "src/transformers/generation/utils.py"
1792
  ],
1793
  "shared_directories": [
1794
- "src/transformers/generation",
1795
  "src/transformers",
1796
- "src"
 
1797
  ]
1798
  },
1799
  {
1800
- "left_pr_number": 44872,
1801
- "right_pr_number": 47006,
1802
- "similarity": 0.427,
1803
- "content_similarity": 0.346,
1804
- "size_similarity": 0.231,
1805
- "breadth_similarity": 1.0,
1806
- "concentration_similarity": 1.0,
1807
  "shared_filenames": [
1808
- "src/transformers/generation/utils.py"
1809
  ],
1810
  "shared_directories": [
1811
- "src/transformers/generation",
1812
  "src/transformers",
1813
- "src"
 
1814
  ]
1815
  },
1816
  {
1817
- "left_pr_number": 34667,
1818
- "right_pr_number": 44872,
1819
- "similarity": 0.424,
1820
- "content_similarity": 0.333,
1821
- "size_similarity": 0.273,
1822
- "breadth_similarity": 1.0,
1823
- "concentration_similarity": 1.0,
1824
  "shared_filenames": [
1825
- "src/transformers/generation/utils.py"
 
1826
  ],
1827
  "shared_directories": [
1828
- "src/transformers/generation",
1829
  "src/transformers",
1830
- "src"
 
1831
  ]
1832
  },
1833
  {
1834
- "left_pr_number": 39683,
1835
- "right_pr_number": 44872,
1836
- "similarity": 0.416,
1837
- "content_similarity": 0.352,
1838
- "size_similarity": 0.13,
1839
- "breadth_similarity": 1.0,
1840
- "concentration_similarity": 1.0,
1841
  "shared_filenames": [
1842
- "src/transformers/generation/utils.py"
 
1843
  ],
1844
  "shared_directories": [
1845
- "src/transformers/generation",
1846
  "src/transformers",
1847
- "src"
 
1848
  ]
1849
  }
1850
  ]
@@ -1937,7 +2126,7 @@
1937
  "left_pr_number": 41097,
1938
  "right_pr_number": 46696,
1939
  "similarity": 0.449,
1940
- "content_similarity": 0.341,
1941
  "size_similarity": 0.4,
1942
  "breadth_similarity": 1.0,
1943
  "concentration_similarity": 1.0,
@@ -2041,7 +2230,7 @@
2041
  46717
2042
  ],
2043
  "representative_pr_number": 45635,
2044
- "average_similarity": 0.464,
2045
  "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
2046
  "shared_filenames": [
2047
  "src/transformers/core_model_loading.py",
@@ -2059,8 +2248,8 @@
2059
  {
2060
  "left_pr_number": 44974,
2061
  "right_pr_number": 45635,
2062
- "similarity": 0.718,
2063
- "content_similarity": 0.719,
2064
  "size_similarity": 0.59,
2065
  "breadth_similarity": 0.8,
2066
  "concentration_similarity": 0.929,
@@ -2078,8 +2267,8 @@
2078
  {
2079
  "left_pr_number": 45635,
2080
  "right_pr_number": 45996,
2081
- "similarity": 0.655,
2082
- "content_similarity": 0.603,
2083
  "size_similarity": 0.714,
2084
  "breadth_similarity": 0.875,
2085
  "concentration_similarity": 0.758,
@@ -2117,8 +2306,8 @@
2117
  {
2118
  "left_pr_number": 45421,
2119
  "right_pr_number": 45635,
2120
- "similarity": 0.469,
2121
- "content_similarity": 0.385,
2122
  "size_similarity": 0.803,
2123
  "breadth_similarity": 0.5,
2124
  "concentration_similarity": 0.586,
@@ -2134,48 +2323,48 @@
2134
  },
2135
  {
2136
  "left_pr_number": 44974,
2137
- "right_pr_number": 46717,
2138
- "similarity": 0.443,
2139
- "content_similarity": 0.322,
2140
- "size_similarity": 0.587,
2141
- "breadth_similarity": 0.9,
2142
- "concentration_similarity": 0.79,
2143
  "shared_filenames": [
2144
- "src/transformers/core_model_loading.py",
2145
- "tests/utils/test_core_model_loading.py"
2146
  ],
2147
  "shared_directories": [
2148
  "src/transformers",
2149
- "tests/utils",
2150
  "src",
2151
  "tests"
2152
  ]
2153
  },
2154
  {
2155
  "left_pr_number": 44974,
2156
- "right_pr_number": 45421,
2157
- "similarity": 0.424,
2158
- "content_similarity": 0.306,
2159
- "size_similarity": 0.735,
2160
- "breadth_similarity": 0.667,
2161
- "concentration_similarity": 0.657,
2162
  "shared_filenames": [
2163
- "src/transformers/core_model_loading.py"
 
2164
  ],
2165
  "shared_directories": [
2166
  "src/transformers",
 
2167
  "src",
2168
  "tests"
2169
  ]
2170
  },
2171
  {
2172
- "left_pr_number": 45635,
2173
  "right_pr_number": 46717,
2174
- "similarity": 0.404,
2175
- "content_similarity": 0.326,
2176
- "size_similarity": 0.346,
2177
- "breadth_similarity": 0.875,
2178
- "concentration_similarity": 0.719,
2179
  "shared_filenames": [
2180
  "src/transformers/core_model_loading.py",
2181
  "tests/utils/test_core_model_loading.py"
@@ -2188,13 +2377,13 @@
2188
  ]
2189
  },
2190
  {
2191
- "left_pr_number": 45996,
2192
  "right_pr_number": 46717,
2193
- "similarity": 0.37,
2194
- "content_similarity": 0.264,
2195
- "size_similarity": 0.247,
2196
- "breadth_similarity": 1.0,
2197
- "concentration_similarity": 0.961,
2198
  "shared_filenames": [
2199
  "src/transformers/core_model_loading.py",
2200
  "tests/utils/test_core_model_loading.py"
@@ -2209,8 +2398,8 @@
2209
  {
2210
  "left_pr_number": 45421,
2211
  "right_pr_number": 45996,
2212
- "similarity": 0.324,
2213
- "content_similarity": 0.198,
2214
  "size_similarity": 0.573,
2215
  "breadth_similarity": 0.583,
2216
  "concentration_similarity": 0.828,
@@ -2226,8 +2415,8 @@
2226
  {
2227
  "left_pr_number": 45421,
2228
  "right_pr_number": 46717,
2229
- "similarity": 0.249,
2230
- "content_similarity": 0.118,
2231
  "size_similarity": 0.432,
2232
  "breadth_similarity": 0.583,
2233
  "concentration_similarity": 0.867,
@@ -2271,7 +2460,7 @@
2271
  "left_pr_number": 46580,
2272
  "right_pr_number": 46928,
2273
  "similarity": 0.653,
2274
- "content_similarity": 0.711,
2275
  "size_similarity": 0.036,
2276
  "breadth_similarity": 1.0,
2277
  "concentration_similarity": 1.0,
@@ -2347,7 +2536,7 @@
2347
  "left_pr_number": 46928,
2348
  "right_pr_number": 47017,
2349
  "similarity": 0.484,
2350
- "content_similarity": 0.572,
2351
  "size_similarity": 0.011,
2352
  "breadth_similarity": 0.5,
2353
  "concentration_similarity": 0.625,
@@ -2411,7 +2600,7 @@
2411
  "left_pr_number": 42975,
2412
  "right_pr_number": 47023,
2413
  "similarity": 0.681,
2414
- "content_similarity": 0.71,
2415
  "size_similarity": 0.259,
2416
  "breadth_similarity": 0.955,
2417
  "concentration_similarity": 1.0,
@@ -2436,7 +2625,7 @@
2436
  "left_pr_number": 42975,
2437
  "right_pr_number": 45077,
2438
  "similarity": 0.66,
2439
- "content_similarity": 0.596,
2440
  "size_similarity": 0.731,
2441
  "breadth_similarity": 0.833,
2442
  "concentration_similarity": 1.0,
@@ -2460,8 +2649,8 @@
2460
  {
2461
  "left_pr_number": 42976,
2462
  "right_pr_number": 47023,
2463
- "similarity": 0.516,
2464
- "content_similarity": 0.494,
2465
  "size_similarity": 0.39,
2466
  "breadth_similarity": 0.617,
2467
  "concentration_similarity": 1.0,
@@ -2482,8 +2671,8 @@
2482
  {
2483
  "left_pr_number": 45077,
2484
  "right_pr_number": 47023,
2485
- "similarity": 0.476,
2486
- "content_similarity": 0.444,
2487
  "size_similarity": 0.189,
2488
  "breadth_similarity": 0.867,
2489
  "concentration_similarity": 1.0,
@@ -2507,8 +2696,8 @@
2507
  {
2508
  "left_pr_number": 42976,
2509
  "right_pr_number": 45077,
2510
- "similarity": 0.472,
2511
- "content_similarity": 0.493,
2512
  "size_similarity": 0.074,
2513
  "breadth_similarity": 0.659,
2514
  "concentration_similarity": 1.0,
@@ -2528,7 +2717,7 @@
2528
  "left_pr_number": 42975,
2529
  "right_pr_number": 42976,
2530
  "similarity": 0.395,
2531
- "content_similarity": 0.385,
2532
  "size_similarity": 0.101,
2533
  "breadth_similarity": 0.606,
2534
  "concentration_similarity": 1.0,
@@ -2571,7 +2760,7 @@
2571
  {
2572
  "left_pr_number": 43656,
2573
  "right_pr_number": 47064,
2574
- "similarity": 0.574,
2575
  "content_similarity": 0.523,
2576
  "size_similarity": 0.833,
2577
  "breadth_similarity": 0.5,
@@ -2622,8 +2811,8 @@
2622
  {
2623
  "left_pr_number": 44682,
2624
  "right_pr_number": 47064,
2625
- "similarity": 0.452,
2626
- "content_similarity": 0.432,
2627
  "size_similarity": 0.04,
2628
  "breadth_similarity": 1.0,
2629
  "concentration_similarity": 0.865,
@@ -2639,8 +2828,8 @@
2639
  {
2640
  "left_pr_number": 43656,
2641
  "right_pr_number": 44682,
2642
- "similarity": 0.434,
2643
- "content_similarity": 0.481,
2644
  "size_similarity": 0.048,
2645
  "breadth_similarity": 0.5,
2646
  "concentration_similarity": 0.802,
@@ -2656,8 +2845,8 @@
2656
  {
2657
  "left_pr_number": 43842,
2658
  "right_pr_number": 44682,
2659
- "similarity": 0.401,
2660
- "content_similarity": 0.442,
2661
  "size_similarity": 0.011,
2662
  "breadth_similarity": 0.5,
2663
  "concentration_similarity": 0.802,
@@ -2752,7 +2941,7 @@
2752
  "left_pr_number": 45438,
2753
  "right_pr_number": 45883,
2754
  "similarity": 0.549,
2755
- "content_similarity": 0.588,
2756
  "size_similarity": 0.392,
2757
  "breadth_similarity": 0.325,
2758
  "concentration_similarity": 0.92,
@@ -2887,7 +3076,7 @@
2887
  {
2888
  "left_pr_number": 46152,
2889
  "right_pr_number": 46995,
2890
- "similarity": 0.48,
2891
  "content_similarity": 0.442,
2892
  "size_similarity": 0.133,
2893
  "breadth_similarity": 1.0,
@@ -2939,7 +3128,7 @@
2939
  "left_pr_number": 44385,
2940
  "right_pr_number": 46152,
2941
  "similarity": 0.393,
2942
- "content_similarity": 0.349,
2943
  "size_similarity": 0.217,
2944
  "breadth_similarity": 0.667,
2945
  "concentration_similarity": 1.0,
@@ -2966,249 +3155,111 @@
2966
  "average_similarity": 0.436,
2967
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #44893.",
2968
  "shared_filenames": [
2969
- "src/transformers/cache_utils.py",
2970
- "tests/utils/test_cache_utils.py"
2971
- ],
2972
- "shared_directories": [
2973
- "src/transformers",
2974
- "src",
2975
- "tests/utils",
2976
- "tests"
2977
- ],
2978
- "pairwise": [
2979
- {
2980
- "left_pr_number": 44893,
2981
- "right_pr_number": 46173,
2982
- "similarity": 0.741,
2983
- "content_similarity": 0.796,
2984
- "size_similarity": 0.222,
2985
- "breadth_similarity": 1.0,
2986
- "concentration_similarity": 1.0,
2987
- "shared_filenames": [
2988
- "src/transformers/cache_utils.py"
2989
- ],
2990
- "shared_directories": [
2991
- "src/transformers",
2992
- "src"
2993
- ]
2994
- },
2995
- {
2996
- "left_pr_number": 43875,
2997
- "right_pr_number": 46781,
2998
- "similarity": 0.646,
2999
- "content_similarity": 0.517,
3000
- "size_similarity": 0.912,
3001
- "breadth_similarity": 1.0,
3002
- "concentration_similarity": 0.949,
3003
- "shared_filenames": [
3004
- "src/transformers/cache_utils.py",
3005
- "tests/utils/test_cache_utils.py"
3006
- ],
3007
- "shared_directories": [
3008
- "src/transformers",
3009
- "tests/utils",
3010
- "src",
3011
- "tests"
3012
- ]
3013
- },
3014
- {
3015
- "left_pr_number": 44893,
3016
- "right_pr_number": 46781,
3017
- "similarity": 0.371,
3018
- "content_similarity": 0.307,
3019
- "size_similarity": 0.529,
3020
- "breadth_similarity": 0.5,
3021
- "concentration_similarity": 0.529,
3022
- "shared_filenames": [
3023
- "src/transformers/cache_utils.py"
3024
- ],
3025
- "shared_directories": [
3026
- "src/transformers",
3027
- "src"
3028
- ]
3029
- },
3030
- {
3031
- "left_pr_number": 43875,
3032
- "right_pr_number": 44893,
3033
- "similarity": 0.361,
3034
- "content_similarity": 0.279,
3035
- "size_similarity": 0.581,
3036
- "breadth_similarity": 0.5,
3037
- "concentration_similarity": 0.581,
3038
- "shared_filenames": [
3039
- "src/transformers/cache_utils.py"
3040
- ],
3041
- "shared_directories": [
3042
- "src/transformers",
3043
- "src"
3044
- ]
3045
- },
3046
- {
3047
- "left_pr_number": 46173,
3048
- "right_pr_number": 46781,
3049
- "similarity": 0.254,
3050
- "content_similarity": 0.228,
3051
- "size_similarity": 0.118,
3052
- "breadth_similarity": 0.5,
3053
- "concentration_similarity": 0.529,
3054
- "shared_filenames": [
3055
- "src/transformers/cache_utils.py"
3056
- ],
3057
- "shared_directories": [
3058
- "src/transformers",
3059
- "src"
3060
- ]
3061
- },
3062
- {
3063
- "left_pr_number": 43875,
3064
- "right_pr_number": 46173,
3065
- "similarity": 0.243,
3066
- "content_similarity": 0.207,
3067
- "size_similarity": 0.129,
3068
- "breadth_similarity": 0.5,
3069
- "concentration_similarity": 0.581,
3070
- "shared_filenames": [
3071
- "src/transformers/cache_utils.py"
3072
- ],
3073
- "shared_directories": [
3074
- "src/transformers",
3075
- "src"
3076
- ]
3077
- }
3078
- ]
3079
- },
3080
- {
3081
- "cluster_id": "pr-scope-32189-4",
3082
- "pr_numbers": [
3083
- 32189,
3084
- 42655,
3085
- 45979,
3086
- 46735
3087
- ],
3088
- "representative_pr_number": 45979,
3089
- "average_similarity": 0.394,
3090
- "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`, `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`; representative PR #45979.",
3091
- "shared_filenames": [
3092
- "src/transformers/generation/utils.py",
3093
- "tests/generation/test_utils.py",
3094
- "src/transformers/generation/candidate_generator.py"
3095
  ],
3096
  "shared_directories": [
3097
- "src/transformers/generation",
3098
  "src/transformers",
3099
  "src",
3100
- "tests/generation",
3101
  "tests"
3102
  ],
3103
  "pairwise": [
3104
  {
3105
- "left_pr_number": 45979,
3106
- "right_pr_number": 46735,
3107
- "similarity": 0.585,
3108
- "content_similarity": 0.637,
3109
- "size_similarity": 0.248,
3110
- "breadth_similarity": 0.533,
3111
- "concentration_similarity": 0.96,
3112
  "shared_filenames": [
3113
- "src/transformers/generation/utils.py",
3114
- "tests/generation/test_utils.py"
3115
  ],
3116
  "shared_directories": [
3117
- "src/transformers/generation",
3118
  "src/transformers",
3119
- "tests/generation",
3120
- "src",
3121
- "tests"
3122
  ]
3123
  },
3124
  {
3125
- "left_pr_number": 32189,
3126
- "right_pr_number": 42655,
3127
- "similarity": 0.452,
3128
- "content_similarity": 0.484,
3129
- "size_similarity": 0.231,
3130
- "breadth_similarity": 0.5,
3131
- "concentration_similarity": 0.568,
3132
  "shared_filenames": [
3133
- "src/transformers/generation/candidate_generator.py",
3134
- "src/transformers/generation/utils.py"
3135
  ],
3136
  "shared_directories": [
3137
- "src/transformers/generation",
3138
  "src/transformers",
3139
- "src"
 
 
3140
  ]
3141
  },
3142
  {
3143
- "left_pr_number": 42655,
3144
- "right_pr_number": 45979,
3145
- "similarity": 0.393,
3146
- "content_similarity": 0.321,
3147
- "size_similarity": 0.329,
3148
- "breadth_similarity": 0.792,
3149
- "concentration_similarity": 0.797,
3150
  "shared_filenames": [
3151
- "src/transformers/generation/utils.py",
3152
- "tests/generation/test_utils.py"
3153
  ],
3154
  "shared_directories": [
3155
- "src/transformers/generation",
3156
  "src/transformers",
3157
- "tests/generation",
3158
- "src",
3159
- "tests"
3160
  ]
3161
  },
3162
  {
3163
- "left_pr_number": 42655,
3164
- "right_pr_number": 46735,
3165
- "similarity": 0.322,
3166
- "content_similarity": 0.323,
3167
- "size_similarity": 0.082,
3168
- "breadth_similarity": 0.417,
3169
- "concentration_similarity": 0.837,
3170
  "shared_filenames": [
3171
- "src/transformers/generation/utils.py",
3172
- "tests/generation/test_utils.py"
3173
  ],
3174
  "shared_directories": [
3175
- "src/transformers/generation",
3176
  "src/transformers",
3177
- "tests/generation",
3178
- "src",
3179
- "tests"
3180
  ]
3181
  },
3182
  {
3183
- "left_pr_number": 32189,
3184
- "right_pr_number": 45979,
3185
- "similarity": 0.321,
3186
- "content_similarity": 0.162,
3187
- "size_similarity": 0.702,
3188
- "breadth_similarity": 0.633,
3189
- "concentration_similarity": 0.771,
3190
  "shared_filenames": [
3191
- "src/transformers/generation/utils.py"
3192
  ],
3193
  "shared_directories": [
3194
- "src/transformers/generation",
3195
  "src/transformers",
3196
  "src"
3197
  ]
3198
  },
3199
  {
3200
- "left_pr_number": 32189,
3201
- "right_pr_number": 46735,
3202
- "similarity": 0.293,
3203
- "content_similarity": 0.172,
3204
- "size_similarity": 0.353,
3205
- "breadth_similarity": 0.833,
3206
- "concentration_similarity": 0.731,
3207
  "shared_filenames": [
3208
- "src/transformers/generation/utils.py"
3209
  ],
3210
  "shared_directories": [
3211
- "src/transformers/generation",
3212
  "src/transformers",
3213
  "src"
3214
  ]
@@ -3238,7 +3289,7 @@
3238
  "left_pr_number": 33686,
3239
  "right_pr_number": 44550,
3240
  "similarity": 0.394,
3241
- "content_similarity": 0.135,
3242
  "size_similarity": 1.0,
3243
  "breadth_similarity": 1.0,
3244
  "concentration_similarity": 1.0,
@@ -3254,7 +3305,7 @@
3254
  "left_pr_number": 44407,
3255
  "right_pr_number": 44550,
3256
  "similarity": 0.363,
3257
- "content_similarity": 0.1,
3258
  "size_similarity": 0.957,
3259
  "breadth_similarity": 1.0,
3260
  "concentration_similarity": 1.0,
@@ -3283,7 +3334,7 @@
3283
  {
3284
  "left_pr_number": 44407,
3285
  "right_pr_number": 46007,
3286
- "similarity": 0.345,
3287
  "content_similarity": 0.081,
3288
  "size_similarity": 0.92,
3289
  "breadth_similarity": 1.0,
@@ -3655,7 +3706,7 @@
3655
  46780
3656
  ],
3657
  "representative_pr_number": 46780,
3658
- "average_similarity": 0.721,
3659
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3660
  "shared_filenames": [
3661
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -3713,8 +3764,8 @@
3713
  {
3714
  "left_pr_number": 45932,
3715
  "right_pr_number": 46780,
3716
- "similarity": 0.607,
3717
- "content_similarity": 0.635,
3718
  "size_similarity": 0.322,
3719
  "breadth_similarity": 0.679,
3720
  "concentration_similarity": 0.916,
@@ -3745,8 +3796,8 @@
3745
  {
3746
  "left_pr_number": 45932,
3747
  "right_pr_number": 46174,
3748
- "similarity": 0.591,
3749
- "content_similarity": 0.629,
3750
  "size_similarity": 0.248,
3751
  "breadth_similarity": 0.679,
3752
  "concentration_similarity": 0.916,
@@ -3835,7 +3886,7 @@
3835
  {
3836
  "left_pr_number": 44015,
3837
  "right_pr_number": 44676,
3838
- "similarity": 0.419,
3839
  "content_similarity": 0.51,
3840
  "size_similarity": 0.034,
3841
  "breadth_similarity": 0.333,
@@ -3964,7 +4015,7 @@
3964
  "left_pr_number": 43997,
3965
  "right_pr_number": 44007,
3966
  "similarity": 0.615,
3967
- "content_similarity": 0.646,
3968
  "size_similarity": 0.679,
3969
  "breadth_similarity": 0.333,
3970
  "concentration_similarity": 0.548,
@@ -4188,7 +4239,7 @@
4188
  {
4189
  "left_pr_number": 46127,
4190
  "right_pr_number": 46257,
4191
- "similarity": 0.433,
4192
  "content_similarity": 0.429,
4193
  "size_similarity": 0.053,
4194
  "breadth_similarity": 0.75,
@@ -4205,6 +4256,84 @@
4205
  }
4206
  ]
4207
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4208
  {
4209
  "cluster_id": "pr-scope-45548-3",
4210
  "pr_numbers": [
@@ -4213,7 +4342,7 @@
4213
  45655
4214
  ],
4215
  "representative_pr_number": 45649,
4216
- "average_similarity": 0.464,
4217
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
4218
  "shared_filenames": [
4219
  "src/transformers/modeling_utils.py"
@@ -4226,8 +4355,8 @@
4226
  {
4227
  "left_pr_number": 45548,
4228
  "right_pr_number": 45649,
4229
- "similarity": 0.519,
4230
- "content_similarity": 0.531,
4231
  "size_similarity": 0.149,
4232
  "breadth_similarity": 0.75,
4233
  "concentration_similarity": 1.0,
@@ -4242,8 +4371,8 @@
4242
  {
4243
  "left_pr_number": 45649,
4244
  "right_pr_number": 45655,
4245
- "similarity": 0.512,
4246
- "content_similarity": 0.35,
4247
  "size_similarity": 0.778,
4248
  "breadth_similarity": 1.0,
4249
  "concentration_similarity": 1.0,
@@ -4258,8 +4387,8 @@
4258
  {
4259
  "left_pr_number": 45548,
4260
  "right_pr_number": 45655,
4261
- "similarity": 0.361,
4262
- "content_similarity": 0.297,
4263
  "size_similarity": 0.191,
4264
  "breadth_similarity": 0.75,
4265
  "concentration_similarity": 1.0,
@@ -4274,77 +4403,83 @@
4274
  ]
4275
  },
4276
  {
4277
- "cluster_id": "pr-scope-34925-3",
4278
  "pr_numbers": [
4279
- 34925,
4280
- 45917,
4281
- 46734
4282
  ],
4283
- "representative_pr_number": 34925,
4284
- "average_similarity": 0.463,
4285
- "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
4286
  "shared_filenames": [
4287
- "tests/trainer/test_trainer.py",
4288
- "src/transformers/trainer.py"
4289
  ],
4290
  "shared_directories": [
4291
- "tests/trainer",
 
4292
  "src/transformers",
4293
  "tests",
4294
  "src"
4295
  ],
4296
  "pairwise": [
4297
  {
4298
- "left_pr_number": 34925,
4299
- "right_pr_number": 45917,
4300
- "similarity": 0.492,
4301
- "content_similarity": 0.421,
4302
- "size_similarity": 0.39,
4303
- "breadth_similarity": 1.0,
4304
- "concentration_similarity": 0.78,
4305
  "shared_filenames": [
4306
- "tests/trainer/test_trainer.py"
 
4307
  ],
4308
  "shared_directories": [
 
4309
  "src/transformers",
4310
- "tests/trainer",
4311
  "src",
4312
  "tests"
4313
  ]
4314
  },
4315
  {
4316
- "left_pr_number": 34925,
4317
- "right_pr_number": 46734,
4318
- "similarity": 0.457,
4319
- "content_similarity": 0.437,
4320
- "size_similarity": 0.158,
4321
- "breadth_similarity": 0.833,
4322
- "concentration_similarity": 0.89,
4323
  "shared_filenames": [
4324
- "src/transformers/trainer.py",
4325
- "tests/trainer/test_trainer.py"
4326
  ],
4327
  "shared_directories": [
 
4328
  "src/transformers",
4329
- "tests/trainer",
4330
  "src",
4331
  "tests"
4332
  ]
4333
  },
4334
  {
4335
- "left_pr_number": 45917,
4336
- "right_pr_number": 46734,
4337
- "similarity": 0.44,
4338
- "content_similarity": 0.375,
4339
- "size_similarity": 0.404,
4340
- "breadth_similarity": 0.833,
4341
- "concentration_similarity": 0.67,
4342
  "shared_filenames": [
4343
- "tests/trainer/test_trainer.py"
 
4344
  ],
4345
  "shared_directories": [
 
4346
  "src/transformers",
4347
- "tests/trainer",
4348
  "src",
4349
  "tests"
4350
  ]
@@ -4651,7 +4786,7 @@
4651
  "left_pr_number": 46936,
4652
  "right_pr_number": 46993,
4653
  "similarity": 0.177,
4654
- "content_similarity": 0.111,
4655
  "size_similarity": 0.045,
4656
  "breadth_similarity": 0.5,
4657
  "concentration_similarity": 0.864,
@@ -4687,8 +4822,8 @@
4687
  {
4688
  "left_pr_number": 45694,
4689
  "right_pr_number": 46917,
4690
- "similarity": 0.479,
4691
- "content_similarity": 0.32,
4692
  "size_similarity": 0.868,
4693
  "breadth_similarity": 0.75,
4694
  "concentration_similarity": 1.0,
@@ -4822,7 +4957,7 @@
4822
  46503
4823
  ],
4824
  "representative_pr_number": 46503,
4825
- "average_similarity": 0.346,
4826
  "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
4827
  "shared_filenames": [],
4828
  "shared_directories": [
@@ -4833,8 +4968,8 @@
4833
  {
4834
  "left_pr_number": 46501,
4835
  "right_pr_number": 46503,
4836
- "similarity": 0.364,
4837
- "content_similarity": 0.092,
4838
  "size_similarity": 1.0,
4839
  "breadth_similarity": 1.0,
4840
  "concentration_similarity": 1.0,
@@ -4847,8 +4982,8 @@
4847
  {
4848
  "left_pr_number": 46138,
4849
  "right_pr_number": 46503,
4850
- "similarity": 0.346,
4851
- "content_similarity": 0.119,
4852
  "size_similarity": 0.75,
4853
  "breadth_similarity": 1.0,
4854
  "concentration_similarity": 1.0,
@@ -4861,8 +4996,8 @@
4861
  {
4862
  "left_pr_number": 46138,
4863
  "right_pr_number": 46501,
4864
- "similarity": 0.33,
4865
- "content_similarity": 0.096,
4866
  "size_similarity": 0.75,
4867
  "breadth_similarity": 1.0,
4868
  "concentration_similarity": 1.0,
@@ -4874,6 +5009,70 @@
4874
  }
4875
  ]
4876
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4877
  {
4878
  "cluster_id": "pr-scope-46907-2",
4879
  "pr_numbers": [
@@ -5209,6 +5408,43 @@
5209
  }
5210
  ]
5211
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5212
  {
5213
  "cluster_id": "pr-scope-45639-2",
5214
  "pr_numbers": [
@@ -5734,7 +5970,7 @@
5734
  "left_pr_number": 46946,
5735
  "right_pr_number": 47014,
5736
  "similarity": 0.647,
5737
- "content_similarity": 0.693,
5738
  "size_similarity": 0.254,
5739
  "breadth_similarity": 0.739,
5740
  "concentration_similarity": 0.992,
@@ -5903,7 +6139,7 @@
5903
  "left_pr_number": 45638,
5904
  "right_pr_number": 46229,
5905
  "similarity": 0.566,
5906
- "content_similarity": 0.574,
5907
  "size_similarity": 0.612,
5908
  "breadth_similarity": 0.396,
5909
  "concentration_similarity": 0.67,
@@ -5942,7 +6178,7 @@
5942
  "left_pr_number": 44228,
5943
  "right_pr_number": 46324,
5944
  "similarity": 0.563,
5945
- "content_similarity": 0.6,
5946
  "size_similarity": 0.259,
5947
  "breadth_similarity": 0.583,
5948
  "concentration_similarity": 0.926,
@@ -6121,7 +6357,7 @@
6121
  "left_pr_number": 47032,
6122
  "right_pr_number": 47051,
6123
  "similarity": 0.543,
6124
- "content_similarity": 0.523,
6125
  "size_similarity": 0.347,
6126
  "breadth_similarity": 0.75,
6127
  "concentration_similarity": 0.992,
@@ -6181,7 +6417,7 @@
6181
  46890
6182
  ],
6183
  "representative_pr_number": 44940,
6184
- "average_similarity": 0.535,
6185
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
6186
  "shared_filenames": [
6187
  "tests/utils/test_modeling_utils.py",
@@ -6197,8 +6433,8 @@
6197
  {
6198
  "left_pr_number": 44940,
6199
  "right_pr_number": 46890,
6200
- "similarity": 0.535,
6201
- "content_similarity": 0.479,
6202
  "size_similarity": 0.473,
6203
  "breadth_similarity": 0.833,
6204
  "concentration_similarity": 0.906,
@@ -6341,7 +6577,7 @@
6341
  "left_pr_number": 43532,
6342
  "right_pr_number": 43649,
6343
  "similarity": 0.496,
6344
- "content_similarity": 0.435,
6345
  "size_similarity": 0.395,
6346
  "breadth_similarity": 0.875,
6347
  "concentration_similarity": 0.893,
@@ -6503,35 +6739,6 @@
6503
  }
6504
  ]
6505
  },
6506
- {
6507
- "cluster_id": "pr-scope-46539-2",
6508
- "pr_numbers": [
6509
- 46539,
6510
- 47043
6511
- ],
6512
- "representative_pr_number": 46539,
6513
- "average_similarity": 0.475,
6514
- "summary": "2 open PRs share weighted file overlap around `conftest.py`; representative PR #46539.",
6515
- "shared_filenames": [
6516
- "conftest.py"
6517
- ],
6518
- "shared_directories": [],
6519
- "pairwise": [
6520
- {
6521
- "left_pr_number": 46539,
6522
- "right_pr_number": 47043,
6523
- "similarity": 0.475,
6524
- "content_similarity": 0.467,
6525
- "size_similarity": 0.689,
6526
- "breadth_similarity": 0.25,
6527
- "concentration_similarity": 0.393,
6528
- "shared_filenames": [
6529
- "conftest.py"
6530
- ],
6531
- "shared_directories": []
6532
- }
6533
- ]
6534
- },
6535
  {
6536
  "cluster_id": "pr-scope-46404-2",
6537
  "pr_numbers": [
@@ -6539,7 +6746,7 @@
6539
  46556
6540
  ],
6541
  "representative_pr_number": 46404,
6542
- "average_similarity": 0.467,
6543
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
6544
  "shared_filenames": [
6545
  "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
@@ -6565,7 +6772,7 @@
6565
  {
6566
  "left_pr_number": 46404,
6567
  "right_pr_number": 46556,
6568
- "similarity": 0.467,
6569
  "content_similarity": 0.477,
6570
  "size_similarity": 0.298,
6571
  "breadth_similarity": 0.46,
@@ -6597,6 +6804,35 @@
6597
  }
6598
  ]
6599
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6600
  {
6601
  "cluster_id": "pr-scope-41855-2",
6602
  "pr_numbers": [
@@ -6712,39 +6948,6 @@
6712
  }
6713
  ]
6714
  },
6715
- {
6716
- "cluster_id": "pr-scope-46224-2",
6717
- "pr_numbers": [
6718
- 46224,
6719
- 46990
6720
- ],
6721
- "representative_pr_number": 46224,
6722
- "average_similarity": 0.434,
6723
- "summary": "2 open PRs share weighted file overlap around `tests/test_fsdp_mixin.py`; representative PR #46224.",
6724
- "shared_filenames": [
6725
- "tests/test_fsdp_mixin.py"
6726
- ],
6727
- "shared_directories": [
6728
- "tests"
6729
- ],
6730
- "pairwise": [
6731
- {
6732
- "left_pr_number": 46224,
6733
- "right_pr_number": 46990,
6734
- "similarity": 0.434,
6735
- "content_similarity": 0.551,
6736
- "size_similarity": 0.122,
6737
- "breadth_similarity": 0.047,
6738
- "concentration_similarity": 0.513,
6739
- "shared_filenames": [
6740
- "tests/test_fsdp_mixin.py"
6741
- ],
6742
- "shared_directories": [
6743
- "tests"
6744
- ]
6745
- }
6746
- ]
6747
- },
6748
  {
6749
  "cluster_id": "pr-scope-41356-2",
6750
  "pr_numbers": [
@@ -6811,7 +7014,7 @@
6811
  46269
6812
  ],
6813
  "representative_pr_number": 46099,
6814
- "average_similarity": 0.415,
6815
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
6816
  "shared_filenames": [
6817
  "src/transformers/models/apertus/configuration_apertus.py",
@@ -6837,7 +7040,7 @@
6837
  {
6838
  "left_pr_number": 46099,
6839
  "right_pr_number": 46269,
6840
- "similarity": 0.415,
6841
  "content_similarity": 0.491,
6842
  "size_similarity": 0.013,
6843
  "breadth_similarity": 0.284,
@@ -7060,7 +7263,7 @@
7060
  "left_pr_number": 45513,
7061
  "right_pr_number": 46148,
7062
  "similarity": 0.389,
7063
- "content_similarity": 0.372,
7064
  "size_similarity": 0.229,
7065
  "breadth_similarity": 0.536,
7066
  "concentration_similarity": 0.812,
@@ -7140,7 +7343,7 @@
7140
  "left_pr_number": 44642,
7141
  "right_pr_number": 45552,
7142
  "similarity": 0.364,
7143
- "content_similarity": 0.271,
7144
  "size_similarity": 0.167,
7145
  "breadth_similarity": 1.0,
7146
  "concentration_similarity": 1.0,
@@ -7162,7 +7365,7 @@
7162
  46792
7163
  ],
7164
  "representative_pr_number": 45975,
7165
- "average_similarity": 0.354,
7166
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
7167
  "shared_filenames": [
7168
  "src/transformers/cli/serving/model_manager.py",
@@ -7178,8 +7381,8 @@
7178
  {
7179
  "left_pr_number": 45975,
7180
  "right_pr_number": 46792,
7181
- "similarity": 0.354,
7182
- "content_similarity": 0.258,
7183
  "size_similarity": 0.444,
7184
  "breadth_similarity": 0.75,
7185
  "concentration_similarity": 0.647,
@@ -7216,7 +7419,7 @@
7216
  "left_pr_number": 46319,
7217
  "right_pr_number": 46889,
7218
  "similarity": 0.353,
7219
- "content_similarity": 0.082,
7220
  "size_similarity": 0.974,
7221
  "breadth_similarity": 1.0,
7222
  "concentration_similarity": 1.0,
@@ -7229,6 +7432,41 @@
7229
  }
7230
  ]
7231
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7232
  {
7233
  "cluster_id": "pr-scope-45851-2",
7234
  "pr_numbers": [
@@ -7261,41 +7499,6 @@
7261
  ]
7262
  }
7263
  ]
7264
- },
7265
- {
7266
- "cluster_id": "pr-scope-46004-2",
7267
- "pr_numbers": [
7268
- 46004,
7269
- 46771
7270
- ],
7271
- "representative_pr_number": 46004,
7272
- "average_similarity": 0.347,
7273
- "summary": "2 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46004.",
7274
- "shared_filenames": [
7275
- "src/transformers/image_processing_backends.py"
7276
- ],
7277
- "shared_directories": [
7278
- "src/transformers",
7279
- "src"
7280
- ],
7281
- "pairwise": [
7282
- {
7283
- "left_pr_number": 46004,
7284
- "right_pr_number": 46771,
7285
- "similarity": 0.347,
7286
- "content_similarity": 0.406,
7287
- "size_similarity": 0.039,
7288
- "breadth_similarity": 0.292,
7289
- "concentration_similarity": 0.549,
7290
- "shared_filenames": [
7291
- "src/transformers/image_processing_backends.py"
7292
- ],
7293
- "shared_directories": [
7294
- "src/transformers",
7295
- "src"
7296
- ]
7297
- }
7298
- ]
7299
  }
7300
  ]
7301
  }
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260706T120021Z",
4
+ "generated_at": "2026-07-06T12:01:54Z",
5
+ "cluster_count": 89,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-10",
 
49
  "left_pr_number": 43663,
50
  "right_pr_number": 45067,
51
  "similarity": 0.628,
52
+ "content_similarity": 0.469,
53
  "size_similarity": 1.0,
54
  "breadth_similarity": 1.0,
55
  "concentration_similarity": 1.0,
 
80
  {
81
  "left_pr_number": 43651,
82
  "right_pr_number": 45067,
83
+ "similarity": 0.517,
84
  "content_similarity": 0.369,
85
  "size_similarity": 0.72,
86
  "breadth_similarity": 1.0,
 
97
  "left_pr_number": 43663,
98
  "right_pr_number": 44123,
99
  "similarity": 0.503,
100
+ "content_similarity": 0.407,
101
  "size_similarity": 0.455,
102
  "breadth_similarity": 1.0,
103
  "concentration_similarity": 1.0,
 
113
  "left_pr_number": 44257,
114
  "right_pr_number": 44660,
115
  "similarity": 0.484,
116
+ "content_similarity": 0.263,
117
  "size_similarity": 1.0,
118
  "breadth_similarity": 1.0,
119
  "concentration_similarity": 1.0,
 
144
  {
145
  "left_pr_number": 43636,
146
  "right_pr_number": 43663,
147
+ "similarity": 0.465,
148
  "content_similarity": 0.355,
149
  "size_similarity": 0.44,
150
  "breadth_similarity": 1.0,
 
161
  "left_pr_number": 43663,
162
  "right_pr_number": 44660,
163
  "similarity": 0.464,
164
+ "content_similarity": 0.398,
165
  "size_similarity": 0.24,
166
  "breadth_similarity": 1.0,
167
  "concentration_similarity": 1.0,
 
208
  {
209
  "left_pr_number": 44189,
210
  "right_pr_number": 45055,
211
+ "similarity": 0.447,
212
  "content_similarity": 0.263,
213
  "size_similarity": 0.75,
214
  "breadth_similarity": 1.0,
 
241
  "left_pr_number": 44660,
242
  "right_pr_number": 45067,
243
  "similarity": 0.439,
244
+ "content_similarity": 0.362,
245
  "size_similarity": 0.24,
246
  "breadth_similarity": 1.0,
247
  "concentration_similarity": 1.0,
 
273
  "left_pr_number": 44189,
274
  "right_pr_number": 44257,
275
  "similarity": 0.432,
276
+ "content_similarity": 0.261,
277
  "size_similarity": 0.667,
278
  "breadth_similarity": 1.0,
279
  "concentration_similarity": 1.0,
 
302
  ]
303
  },
304
  {
305
+ "left_pr_number": 43651,
306
+ "right_pr_number": 44123,
307
  "similarity": 0.424,
308
+ "content_similarity": 0.321,
309
+ "size_similarity": 0.327,
310
  "breadth_similarity": 1.0,
311
  "concentration_similarity": 1.0,
312
  "shared_filenames": [
 
318
  ]
319
  },
320
  {
321
+ "left_pr_number": 43663,
322
+ "right_pr_number": 44257,
323
+ "similarity": 0.424,
324
+ "content_similarity": 0.341,
325
+ "size_similarity": 0.24,
326
  "breadth_similarity": 1.0,
327
  "concentration_similarity": 1.0,
328
  "shared_filenames": [
 
337
  "left_pr_number": 43651,
338
  "right_pr_number": 44660,
339
  "similarity": 0.419,
340
+ "content_similarity": 0.314,
341
  "size_similarity": 0.333,
342
  "breadth_similarity": 1.0,
343
  "concentration_similarity": 1.0,
 
352
  {
353
  "left_pr_number": 44660,
354
  "right_pr_number": 45055,
355
+ "similarity": 0.411,
356
  "content_similarity": 0.265,
357
  "size_similarity": 0.5,
358
  "breadth_similarity": 1.0,
 
368
  {
369
  "left_pr_number": 43663,
370
  "right_pr_number": 45055,
371
+ "similarity": 0.409,
372
+ "content_similarity": 0.344,
373
  "size_similarity": 0.12,
374
  "breadth_similarity": 1.0,
375
  "concentration_similarity": 1.0,
 
385
  "left_pr_number": 44257,
386
  "right_pr_number": 45067,
387
  "similarity": 0.403,
388
+ "content_similarity": 0.31,
389
  "size_similarity": 0.24,
390
  "breadth_similarity": 1.0,
391
  "concentration_similarity": 1.0,
 
401
  "left_pr_number": 43651,
402
  "right_pr_number": 44189,
403
  "similarity": 0.401,
404
+ "content_similarity": 0.311,
405
  "size_similarity": 0.222,
406
  "breadth_similarity": 1.0,
407
  "concentration_similarity": 1.0,
 
433
  "left_pr_number": 43636,
434
  "right_pr_number": 44189,
435
  "similarity": 0.395,
436
+ "content_similarity": 0.272,
437
  "size_similarity": 0.364,
438
  "breadth_similarity": 1.0,
439
  "concentration_similarity": 1.0,
 
465
  "left_pr_number": 45055,
466
  "right_pr_number": 45273,
467
  "similarity": 0.388,
468
+ "content_similarity": 0.197,
469
  "size_similarity": 0.667,
470
  "breadth_similarity": 1.0,
471
  "concentration_similarity": 1.0,
 
481
  "left_pr_number": 45055,
482
  "right_pr_number": 45067,
483
  "similarity": 0.387,
484
+ "content_similarity": 0.313,
485
  "size_similarity": 0.12,
486
  "breadth_similarity": 1.0,
487
  "concentration_similarity": 1.0,
 
529
  "left_pr_number": 44189,
530
  "right_pr_number": 45273,
531
  "similarity": 0.383,
532
+ "content_similarity": 0.226,
533
  "size_similarity": 0.5,
534
  "breadth_similarity": 1.0,
535
  "concentration_similarity": 1.0,
 
609
  "left_pr_number": 44660,
610
  "right_pr_number": 45273,
611
  "similarity": 0.359,
612
+ "content_similarity": 0.228,
613
  "size_similarity": 0.333,
614
  "breadth_similarity": 1.0,
615
  "concentration_similarity": 1.0,
 
640
  {
641
  "left_pr_number": 44123,
642
  "right_pr_number": 44257,
643
+ "similarity": 0.355,
644
  "content_similarity": 0.269,
645
  "size_similarity": 0.109,
646
  "breadth_similarity": 1.0,
 
656
  {
657
  "left_pr_number": 45067,
658
  "right_pr_number": 45273,
659
+ "similarity": 0.35,
660
  "content_similarity": 0.268,
661
  "size_similarity": 0.08,
662
  "breadth_similarity": 1.0,
 
678
  "breadth_similarity": 1.0,
679
  "concentration_similarity": 1.0,
680
  "shared_filenames": [
681
+ "src/transformers/trainer.py"
682
+ ],
683
+ "shared_directories": [
684
+ "src/transformers",
685
+ "src"
686
+ ]
687
+ },
688
+ {
689
+ "left_pr_number": 44257,
690
+ "right_pr_number": 45273,
691
+ "similarity": 0.336,
692
+ "content_similarity": 0.195,
693
+ "size_similarity": 0.333,
694
+ "breadth_similarity": 1.0,
695
+ "concentration_similarity": 1.0,
696
+ "shared_filenames": [
697
+ "src/transformers/trainer.py"
698
+ ],
699
+ "shared_directories": [
700
+ "src/transformers",
701
+ "src"
702
+ ]
703
+ },
704
+ {
705
+ "left_pr_number": 43651,
706
+ "right_pr_number": 45273,
707
+ "similarity": 0.329,
708
+ "content_similarity": 0.232,
709
+ "size_similarity": 0.111,
710
+ "breadth_similarity": 1.0,
711
+ "concentration_similarity": 1.0,
712
+ "shared_filenames": [
713
+ "src/transformers/trainer.py"
714
+ ],
715
+ "shared_directories": [
716
+ "src/transformers",
717
+ "src"
718
+ ]
719
+ },
720
+ {
721
+ "left_pr_number": 43636,
722
+ "right_pr_number": 45273,
723
+ "similarity": 0.32,
724
+ "content_similarity": 0.203,
725
+ "size_similarity": 0.182,
726
+ "breadth_similarity": 1.0,
727
+ "concentration_similarity": 1.0,
728
+ "shared_filenames": [
729
+ "src/transformers/trainer.py"
730
+ ],
731
+ "shared_directories": [
732
+ "src/transformers",
733
+ "src"
734
+ ]
735
+ },
736
+ {
737
+ "left_pr_number": 44123,
738
+ "right_pr_number": 45273,
739
+ "similarity": 0.318,
740
+ "content_similarity": 0.233,
741
+ "size_similarity": 0.036,
742
+ "breadth_similarity": 1.0,
743
+ "concentration_similarity": 1.0,
744
+ "shared_filenames": [
745
+ "src/transformers/trainer.py"
746
+ ],
747
+ "shared_directories": [
748
+ "src/transformers",
749
+ "src"
750
+ ]
751
+ }
752
+ ]
753
+ },
754
+ {
755
+ "cluster_id": "pr-scope-32189-7",
756
+ "pr_numbers": [
757
+ 32189,
758
+ 34667,
759
+ 39683,
760
+ 44872,
761
+ 45985,
762
+ 47006,
763
+ 47097
764
+ ],
765
+ "representative_pr_number": 45985,
766
+ "average_similarity": 0.43,
767
+ "summary": "7 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
768
+ "shared_filenames": [
769
+ "src/transformers/generation/utils.py"
770
+ ],
771
+ "shared_directories": [
772
+ "src/transformers/generation",
773
+ "src/transformers",
774
+ "src"
775
+ ],
776
+ "pairwise": [
777
+ {
778
+ "left_pr_number": 45985,
779
+ "right_pr_number": 47006,
780
+ "similarity": 0.619,
781
+ "content_similarity": 0.484,
782
+ "size_similarity": 0.867,
783
+ "breadth_similarity": 1.0,
784
+ "concentration_similarity": 1.0,
785
+ "shared_filenames": [
786
+ "src/transformers/generation/utils.py"
787
+ ],
788
+ "shared_directories": [
789
+ "src/transformers/generation",
790
+ "src/transformers",
791
+ "src"
792
+ ]
793
+ },
794
+ {
795
+ "left_pr_number": 39683,
796
+ "right_pr_number": 45985,
797
+ "similarity": 0.592,
798
+ "content_similarity": 0.492,
799
+ "size_similarity": 0.652,
800
+ "breadth_similarity": 1.0,
801
+ "concentration_similarity": 1.0,
802
+ "shared_filenames": [
803
+ "src/transformers/generation/utils.py"
804
+ ],
805
+ "shared_directories": [
806
+ "src/transformers/generation",
807
+ "src/transformers",
808
+ "src"
809
+ ]
810
+ },
811
+ {
812
+ "left_pr_number": 34667,
813
+ "right_pr_number": 45985,
814
+ "similarity": 0.586,
815
+ "content_similarity": 0.465,
816
+ "size_similarity": 0.733,
817
+ "breadth_similarity": 1.0,
818
+ "concentration_similarity": 1.0,
819
+ "shared_filenames": [
820
+ "src/transformers/generation/utils.py"
821
+ ],
822
+ "shared_directories": [
823
+ "src/transformers/generation",
824
+ "src/transformers",
825
+ "src"
826
+ ]
827
+ },
828
+ {
829
+ "left_pr_number": 34667,
830
+ "right_pr_number": 47006,
831
+ "similarity": 0.571,
832
+ "content_similarity": 0.42,
833
+ "size_similarity": 0.846,
834
+ "breadth_similarity": 1.0,
835
+ "concentration_similarity": 1.0,
836
+ "shared_filenames": [
837
+ "src/transformers/generation/utils.py"
838
+ ],
839
+ "shared_directories": [
840
+ "src/transformers/generation",
841
+ "src/transformers",
842
+ "src"
843
+ ]
844
+ },
845
+ {
846
+ "left_pr_number": 39683,
847
+ "right_pr_number": 47006,
848
+ "similarity": 0.545,
849
+ "content_similarity": 0.443,
850
+ "size_similarity": 0.565,
851
+ "breadth_similarity": 1.0,
852
+ "concentration_similarity": 1.0,
853
+ "shared_filenames": [
854
+ "src/transformers/generation/utils.py"
855
+ ],
856
+ "shared_directories": [
857
+ "src/transformers/generation",
858
+ "src/transformers",
859
+ "src"
860
+ ]
861
+ },
862
+ {
863
+ "left_pr_number": 34667,
864
+ "right_pr_number": 39683,
865
+ "similarity": 0.52,
866
+ "content_similarity": 0.426,
867
+ "size_similarity": 0.478,
868
+ "breadth_similarity": 1.0,
869
+ "concentration_similarity": 1.0,
870
+ "shared_filenames": [
871
+ "src/transformers/generation/utils.py"
872
+ ],
873
+ "shared_directories": [
874
+ "src/transformers/generation",
875
+ "src/transformers",
876
+ "src"
877
+ ]
878
+ },
879
+ {
880
+ "left_pr_number": 32189,
881
+ "right_pr_number": 47097,
882
+ "similarity": 0.479,
883
+ "content_similarity": 0.301,
884
+ "size_similarity": 0.977,
885
+ "breadth_similarity": 0.833,
886
+ "concentration_similarity": 0.766,
887
+ "shared_filenames": [
888
+ "src/transformers/generation/utils.py"
889
+ ],
890
+ "shared_directories": [
891
+ "src/transformers/generation",
892
+ "src/transformers",
893
+ "src"
894
+ ]
895
+ },
896
+ {
897
+ "left_pr_number": 44872,
898
+ "right_pr_number": 45985,
899
+ "similarity": 0.446,
900
+ "content_similarity": 0.38,
901
+ "size_similarity": 0.2,
902
+ "breadth_similarity": 1.0,
903
+ "concentration_similarity": 1.0,
904
+ "shared_filenames": [
905
+ "src/transformers/generation/utils.py"
906
+ ],
907
+ "shared_directories": [
908
+ "src/transformers/generation",
909
+ "src/transformers",
910
+ "src"
911
+ ]
912
+ },
913
+ {
914
+ "left_pr_number": 44872,
915
+ "right_pr_number": 47006,
916
+ "similarity": 0.424,
917
+ "content_similarity": 0.342,
918
+ "size_similarity": 0.231,
919
+ "breadth_similarity": 1.0,
920
+ "concentration_similarity": 1.0,
921
+ "shared_filenames": [
922
+ "src/transformers/generation/utils.py"
923
+ ],
924
+ "shared_directories": [
925
+ "src/transformers/generation",
926
+ "src/transformers",
927
+ "src"
928
+ ]
929
+ },
930
+ {
931
+ "left_pr_number": 34667,
932
+ "right_pr_number": 44872,
933
+ "similarity": 0.421,
934
+ "content_similarity": 0.329,
935
+ "size_similarity": 0.273,
936
+ "breadth_similarity": 1.0,
937
+ "concentration_similarity": 1.0,
938
+ "shared_filenames": [
939
+ "src/transformers/generation/utils.py"
940
+ ],
941
+ "shared_directories": [
942
+ "src/transformers/generation",
943
+ "src/transformers",
944
+ "src"
945
+ ]
946
+ },
947
+ {
948
+ "left_pr_number": 39683,
949
+ "right_pr_number": 44872,
950
+ "similarity": 0.413,
951
+ "content_similarity": 0.348,
952
+ "size_similarity": 0.13,
953
+ "breadth_similarity": 1.0,
954
+ "concentration_similarity": 1.0,
955
+ "shared_filenames": [
956
+ "src/transformers/generation/utils.py"
957
+ ],
958
+ "shared_directories": [
959
+ "src/transformers/generation",
960
+ "src/transformers",
961
+ "src"
962
+ ]
963
+ },
964
+ {
965
+ "left_pr_number": 45985,
966
+ "right_pr_number": 47097,
967
+ "similarity": 0.406,
968
+ "content_similarity": 0.464,
969
+ "size_similarity": 0.086,
970
+ "breadth_similarity": 0.333,
971
+ "concentration_similarity": 0.701,
972
+ "shared_filenames": [
973
+ "src/transformers/generation/utils.py"
974
+ ],
975
+ "shared_directories": [
976
+ "src/transformers/generation",
977
+ "src/transformers",
978
+ "src"
979
+ ]
980
+ },
981
+ {
982
+ "left_pr_number": 39683,
983
+ "right_pr_number": 47097,
984
+ "similarity": 0.385,
985
+ "content_similarity": 0.425,
986
+ "size_similarity": 0.132,
987
+ "breadth_similarity": 0.333,
988
+ "concentration_similarity": 0.701,
989
+ "shared_filenames": [
990
+ "src/transformers/generation/utils.py"
991
+ ],
992
+ "shared_directories": [
993
+ "src/transformers/generation",
994
+ "src/transformers",
995
+ "src"
996
+ ]
997
+ },
998
+ {
999
+ "left_pr_number": 47006,
1000
+ "right_pr_number": 47097,
1001
+ "similarity": 0.372,
1002
+ "content_similarity": 0.418,
1003
+ "size_similarity": 0.075,
1004
+ "breadth_similarity": 0.333,
1005
+ "concentration_similarity": 0.701,
1006
+ "shared_filenames": [
1007
+ "src/transformers/generation/utils.py"
1008
+ ],
1009
+ "shared_directories": [
1010
+ "src/transformers/generation",
1011
+ "src/transformers",
1012
+ "src"
1013
+ ]
1014
+ },
1015
+ {
1016
+ "left_pr_number": 34667,
1017
+ "right_pr_number": 47097,
1018
+ "similarity": 0.359,
1019
+ "content_similarity": 0.402,
1020
+ "size_similarity": 0.063,
1021
+ "breadth_similarity": 0.333,
1022
+ "concentration_similarity": 0.701,
1023
+ "shared_filenames": [
1024
+ "src/transformers/generation/utils.py"
1025
+ ],
1026
+ "shared_directories": [
1027
+ "src/transformers/generation",
1028
+ "src/transformers",
1029
+ "src"
1030
+ ]
1031
+ },
1032
+ {
1033
+ "left_pr_number": 32189,
1034
+ "right_pr_number": 45985,
1035
+ "similarity": 0.346,
1036
+ "content_similarity": 0.348,
1037
+ "size_similarity": 0.088,
1038
+ "breadth_similarity": 0.417,
1039
+ "concentration_similarity": 0.935,
1040
+ "shared_filenames": [
1041
+ "src/transformers/generation/utils.py"
1042
+ ],
1043
+ "shared_directories": [
1044
+ "src/transformers/generation",
1045
+ "src/transformers",
1046
+ "src"
1047
+ ]
1048
+ },
1049
+ {
1050
+ "left_pr_number": 32189,
1051
+ "right_pr_number": 39683,
1052
+ "similarity": 0.332,
1053
+ "content_similarity": 0.319,
1054
+ "size_similarity": 0.135,
1055
+ "breadth_similarity": 0.417,
1056
+ "concentration_similarity": 0.935,
1057
+ "shared_filenames": [
1058
+ "src/transformers/generation/utils.py"
1059
  ],
1060
  "shared_directories": [
1061
+ "src/transformers/generation",
1062
  "src/transformers",
1063
  "src"
1064
  ]
1065
  },
1066
  {
1067
+ "left_pr_number": 32189,
1068
+ "right_pr_number": 47006,
1069
+ "similarity": 0.331,
1070
+ "content_similarity": 0.33,
1071
+ "size_similarity": 0.076,
1072
+ "breadth_similarity": 0.417,
1073
+ "concentration_similarity": 0.935,
1074
  "shared_filenames": [
1075
+ "src/transformers/generation/utils.py"
1076
  ],
1077
  "shared_directories": [
1078
+ "src/transformers/generation",
1079
  "src/transformers",
1080
  "src"
1081
  ]
1082
  },
1083
  {
1084
+ "left_pr_number": 32189,
1085
+ "right_pr_number": 34667,
1086
+ "similarity": 0.309,
1087
+ "content_similarity": 0.302,
1088
+ "size_similarity": 0.065,
1089
+ "breadth_similarity": 0.417,
1090
+ "concentration_similarity": 0.935,
1091
  "shared_filenames": [
1092
+ "src/transformers/generation/utils.py"
1093
  ],
1094
  "shared_directories": [
1095
+ "src/transformers/generation",
1096
  "src/transformers",
1097
  "src"
1098
  ]
1099
  },
1100
  {
1101
+ "left_pr_number": 44872,
1102
+ "right_pr_number": 47097,
1103
+ "similarity": 0.3,
1104
+ "content_similarity": 0.328,
1105
+ "size_similarity": 0.017,
1106
+ "breadth_similarity": 0.333,
1107
+ "concentration_similarity": 0.701,
1108
  "shared_filenames": [
1109
+ "src/transformers/generation/utils.py"
1110
  ],
1111
  "shared_directories": [
1112
+ "src/transformers/generation",
1113
  "src/transformers",
1114
  "src"
1115
  ]
1116
  },
1117
  {
1118
+ "left_pr_number": 32189,
1119
+ "right_pr_number": 44872,
1120
+ "similarity": 0.263,
1121
+ "content_similarity": 0.246,
1122
+ "size_similarity": 0.018,
1123
+ "breadth_similarity": 0.417,
1124
+ "concentration_similarity": 0.935,
1125
  "shared_filenames": [
1126
+ "src/transformers/generation/utils.py"
1127
  ],
1128
  "shared_directories": [
1129
+ "src/transformers/generation",
1130
  "src/transformers",
1131
  "src"
1132
  ]
 
1302
  "left_pr_number": 46554,
1303
  "right_pr_number": 46558,
1304
  "similarity": 0.825,
1305
+ "content_similarity": 0.941,
1306
  "size_similarity": 0.111,
1307
  "breadth_similarity": 1.0,
1308
  "concentration_similarity": 1.0,
 
1317
  {
1318
  "left_pr_number": 46504,
1319
  "right_pr_number": 46716,
1320
+ "similarity": 0.391,
1321
+ "content_similarity": 0.129,
1322
  "size_similarity": 1.0,
1323
  "breadth_similarity": 1.0,
1324
  "concentration_similarity": 1.0,
 
1331
  {
1332
  "left_pr_number": 46504,
1333
  "right_pr_number": 46747,
1334
+ "similarity": 0.378,
1335
+ "content_similarity": 0.112,
1336
  "size_similarity": 1.0,
1337
  "breadth_similarity": 1.0,
1338
  "concentration_similarity": 1.0,
 
1345
  {
1346
  "left_pr_number": 46504,
1347
  "right_pr_number": 46558,
1348
+ "similarity": 0.362,
1349
+ "content_similarity": 0.089,
1350
  "size_similarity": 1.0,
1351
  "breadth_similarity": 1.0,
1352
  "concentration_similarity": 1.0,
 
1359
  {
1360
  "left_pr_number": 46504,
1361
  "right_pr_number": 46563,
1362
+ "similarity": 0.337,
1363
+ "content_similarity": 0.125,
1364
  "size_similarity": 0.667,
1365
  "breadth_similarity": 1.0,
1366
  "concentration_similarity": 1.0,
 
1373
  {
1374
  "left_pr_number": 46504,
1375
  "right_pr_number": 46554,
1376
+ "similarity": 0.261,
1377
+ "content_similarity": 0.134,
1378
  "size_similarity": 0.111,
1379
  "breadth_similarity": 1.0,
1380
  "concentration_similarity": 1.0,
 
1769
  {
1770
  "left_pr_number": 41606,
1771
  "right_pr_number": 44543,
1772
+ "similarity": 0.684,
1773
+ "content_similarity": 0.66,
1774
  "size_similarity": 0.583,
1775
  "breadth_similarity": 1.0,
1776
  "concentration_similarity": 0.683,
 
1807
  {
1808
  "left_pr_number": 42668,
1809
  "right_pr_number": 45627,
1810
+ "similarity": 0.658,
1811
+ "content_similarity": 0.8,
1812
  "size_similarity": 0.189,
1813
  "breadth_similarity": 0.216,
1814
  "concentration_similarity": 0.952,
 
1828
  "left_pr_number": 42668,
1829
  "right_pr_number": 46161,
1830
  "similarity": 0.571,
1831
+ "content_similarity": 0.665,
1832
  "size_similarity": 0.253,
1833
  "breadth_similarity": 0.216,
1834
  "concentration_similarity": 0.937,
 
1847
  {
1848
  "left_pr_number": 41606,
1849
  "right_pr_number": 45422,
1850
+ "similarity": 0.5,
1851
+ "content_similarity": 0.422,
1852
  "size_similarity": 0.569,
1853
  "breadth_similarity": 0.75,
1854
  "concentration_similarity": 0.881,
 
1865
  {
1866
  "left_pr_number": 44543,
1867
  "right_pr_number": 45422,
1868
+ "similarity": 0.483,
1869
+ "content_similarity": 0.454,
1870
  "size_similarity": 0.331,
1871
  "breadth_similarity": 0.75,
1872
  "concentration_similarity": 0.802,
 
1883
  {
1884
  "left_pr_number": 44543,
1885
  "right_pr_number": 46161,
1886
+ "similarity": 0.386,
1887
+ "content_similarity": 0.219,
1888
  "size_similarity": 0.566,
1889
  "breadth_similarity": 1.0,
1890
  "concentration_similarity": 0.97,
 
1900
  {
1901
  "left_pr_number": 41606,
1902
  "right_pr_number": 46161,
1903
+ "similarity": 0.363,
1904
+ "content_similarity": 0.117,
1905
  "size_similarity": 0.971,
1906
  "breadth_similarity": 1.0,
1907
  "concentration_similarity": 0.712,
 
1917
  {
1918
  "left_pr_number": 44543,
1919
  "right_pr_number": 45627,
1920
+ "similarity": 0.358,
1921
+ "content_similarity": 0.208,
1922
  "size_similarity": 0.423,
1923
  "breadth_similarity": 1.0,
1924
  "concentration_similarity": 0.985,
 
1934
  {
1935
  "left_pr_number": 42668,
1936
  "right_pr_number": 44543,
1937
+ "similarity": 0.35,
1938
+ "content_similarity": 0.305,
1939
  "size_similarity": 0.446,
1940
  "breadth_similarity": 0.216,
1941
  "concentration_similarity": 0.967,
 
1952
  {
1953
  "left_pr_number": 41606,
1954
  "right_pr_number": 45627,
1955
+ "similarity": 0.322,
1956
+ "content_similarity": 0.111,
1957
  "size_similarity": 0.725,
1958
  "breadth_similarity": 1.0,
1959
  "concentration_similarity": 0.697,
 
1967
  ]
1968
  },
1969
  {
1970
+ "left_pr_number": 45422,
1971
+ "right_pr_number": 45627,
1972
+ "similarity": 0.302,
1973
+ "content_similarity": 0.098,
1974
+ "size_similarity": 0.784,
1975
+ "breadth_similarity": 0.75,
1976
+ "concentration_similarity": 0.816,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1977
  "shared_filenames": [
1978
+ "src/transformers/processing_utils.py"
1979
  ],
1980
  "shared_directories": [
 
1981
  "src/transformers",
1982
+ "src",
1983
+ "tests"
1984
  ]
1985
  },
1986
  {
1987
+ "left_pr_number": 45422,
1988
+ "right_pr_number": 46161,
1989
+ "similarity": 0.277,
1990
+ "content_similarity": 0.103,
1991
+ "size_similarity": 0.586,
1992
+ "breadth_similarity": 0.75,
1993
+ "concentration_similarity": 0.831,
1994
  "shared_filenames": [
1995
+ "src/transformers/processing_utils.py"
1996
  ],
1997
  "shared_directories": [
 
1998
  "src/transformers",
1999
+ "src",
2000
+ "tests"
2001
  ]
2002
  },
2003
  {
2004
+ "left_pr_number": 41606,
2005
+ "right_pr_number": 42668,
2006
+ "similarity": 0.273,
2007
+ "content_similarity": 0.256,
2008
+ "size_similarity": 0.26,
2009
+ "breadth_similarity": 0.216,
2010
+ "concentration_similarity": 0.649,
2011
  "shared_filenames": [
2012
+ "src/transformers/processing_utils.py",
2013
+ "tests/test_processing_common.py"
2014
  ],
2015
  "shared_directories": [
 
2016
  "src/transformers",
2017
+ "src",
2018
+ "tests"
2019
  ]
2020
  },
2021
  {
2022
+ "left_pr_number": 42668,
2023
+ "right_pr_number": 45422,
2024
+ "similarity": 0.199,
2025
+ "content_similarity": 0.154,
2026
+ "size_similarity": 0.148,
2027
+ "breadth_similarity": 0.307,
2028
+ "concentration_similarity": 0.768,
2029
  "shared_filenames": [
2030
+ "src/transformers/processing_utils.py",
2031
+ "tests/test_processing_common.py"
2032
  ],
2033
  "shared_directories": [
 
2034
  "src/transformers",
2035
+ "src",
2036
+ "tests"
2037
  ]
2038
  }
2039
  ]
 
2126
  "left_pr_number": 41097,
2127
  "right_pr_number": 46696,
2128
  "similarity": 0.449,
2129
+ "content_similarity": 0.342,
2130
  "size_similarity": 0.4,
2131
  "breadth_similarity": 1.0,
2132
  "concentration_similarity": 1.0,
 
2230
  46717
2231
  ],
2232
  "representative_pr_number": 45635,
2233
+ "average_similarity": 0.455,
2234
  "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
2235
  "shared_filenames": [
2236
  "src/transformers/core_model_loading.py",
 
2248
  {
2249
  "left_pr_number": 44974,
2250
  "right_pr_number": 45635,
2251
+ "similarity": 0.72,
2252
+ "content_similarity": 0.721,
2253
  "size_similarity": 0.59,
2254
  "breadth_similarity": 0.8,
2255
  "concentration_similarity": 0.929,
 
2267
  {
2268
  "left_pr_number": 45635,
2269
  "right_pr_number": 45996,
2270
+ "similarity": 0.653,
2271
+ "content_similarity": 0.6,
2272
  "size_similarity": 0.714,
2273
  "breadth_similarity": 0.875,
2274
  "concentration_similarity": 0.758,
 
2306
  {
2307
  "left_pr_number": 45421,
2308
  "right_pr_number": 45635,
2309
+ "similarity": 0.47,
2310
+ "content_similarity": 0.386,
2311
  "size_similarity": 0.803,
2312
  "breadth_similarity": 0.5,
2313
  "concentration_similarity": 0.586,
 
2323
  },
2324
  {
2325
  "left_pr_number": 44974,
2326
+ "right_pr_number": 45421,
2327
+ "similarity": 0.426,
2328
+ "content_similarity": 0.309,
2329
+ "size_similarity": 0.735,
2330
+ "breadth_similarity": 0.667,
2331
+ "concentration_similarity": 0.657,
2332
  "shared_filenames": [
2333
+ "src/transformers/core_model_loading.py"
 
2334
  ],
2335
  "shared_directories": [
2336
  "src/transformers",
 
2337
  "src",
2338
  "tests"
2339
  ]
2340
  },
2341
  {
2342
  "left_pr_number": 44974,
2343
+ "right_pr_number": 46717,
2344
+ "similarity": 0.409,
2345
+ "content_similarity": 0.273,
2346
+ "size_similarity": 0.587,
2347
+ "breadth_similarity": 0.9,
2348
+ "concentration_similarity": 0.79,
2349
  "shared_filenames": [
2350
+ "src/transformers/core_model_loading.py",
2351
+ "tests/utils/test_core_model_loading.py"
2352
  ],
2353
  "shared_directories": [
2354
  "src/transformers",
2355
+ "tests/utils",
2356
  "src",
2357
  "tests"
2358
  ]
2359
  },
2360
  {
2361
+ "left_pr_number": 45996,
2362
  "right_pr_number": 46717,
2363
+ "similarity": 0.374,
2364
+ "content_similarity": 0.27,
2365
+ "size_similarity": 0.247,
2366
+ "breadth_similarity": 1.0,
2367
+ "concentration_similarity": 0.961,
2368
  "shared_filenames": [
2369
  "src/transformers/core_model_loading.py",
2370
  "tests/utils/test_core_model_loading.py"
 
2377
  ]
2378
  },
2379
  {
2380
+ "left_pr_number": 45635,
2381
  "right_pr_number": 46717,
2382
+ "similarity": 0.356,
2383
+ "content_similarity": 0.259,
2384
+ "size_similarity": 0.346,
2385
+ "breadth_similarity": 0.875,
2386
+ "concentration_similarity": 0.719,
2387
  "shared_filenames": [
2388
  "src/transformers/core_model_loading.py",
2389
  "tests/utils/test_core_model_loading.py"
 
2398
  {
2399
  "left_pr_number": 45421,
2400
  "right_pr_number": 45996,
2401
+ "similarity": 0.323,
2402
+ "content_similarity": 0.196,
2403
  "size_similarity": 0.573,
2404
  "breadth_similarity": 0.583,
2405
  "concentration_similarity": 0.828,
 
2415
  {
2416
  "left_pr_number": 45421,
2417
  "right_pr_number": 46717,
2418
+ "similarity": 0.232,
2419
+ "content_similarity": 0.094,
2420
  "size_similarity": 0.432,
2421
  "breadth_similarity": 0.583,
2422
  "concentration_similarity": 0.867,
 
2460
  "left_pr_number": 46580,
2461
  "right_pr_number": 46928,
2462
  "similarity": 0.653,
2463
+ "content_similarity": 0.712,
2464
  "size_similarity": 0.036,
2465
  "breadth_similarity": 1.0,
2466
  "concentration_similarity": 1.0,
 
2536
  "left_pr_number": 46928,
2537
  "right_pr_number": 47017,
2538
  "similarity": 0.484,
2539
+ "content_similarity": 0.573,
2540
  "size_similarity": 0.011,
2541
  "breadth_similarity": 0.5,
2542
  "concentration_similarity": 0.625,
 
2600
  "left_pr_number": 42975,
2601
  "right_pr_number": 47023,
2602
  "similarity": 0.681,
2603
+ "content_similarity": 0.709,
2604
  "size_similarity": 0.259,
2605
  "breadth_similarity": 0.955,
2606
  "concentration_similarity": 1.0,
 
2625
  "left_pr_number": 42975,
2626
  "right_pr_number": 45077,
2627
  "similarity": 0.66,
2628
+ "content_similarity": 0.595,
2629
  "size_similarity": 0.731,
2630
  "breadth_similarity": 0.833,
2631
  "concentration_similarity": 1.0,
 
2649
  {
2650
  "left_pr_number": 42976,
2651
  "right_pr_number": 47023,
2652
+ "similarity": 0.515,
2653
+ "content_similarity": 0.493,
2654
  "size_similarity": 0.39,
2655
  "breadth_similarity": 0.617,
2656
  "concentration_similarity": 1.0,
 
2671
  {
2672
  "left_pr_number": 45077,
2673
  "right_pr_number": 47023,
2674
+ "similarity": 0.475,
2675
+ "content_similarity": 0.443,
2676
  "size_similarity": 0.189,
2677
  "breadth_similarity": 0.867,
2678
  "concentration_similarity": 1.0,
 
2696
  {
2697
  "left_pr_number": 42976,
2698
  "right_pr_number": 45077,
2699
+ "similarity": 0.471,
2700
+ "content_similarity": 0.492,
2701
  "size_similarity": 0.074,
2702
  "breadth_similarity": 0.659,
2703
  "concentration_similarity": 1.0,
 
2717
  "left_pr_number": 42975,
2718
  "right_pr_number": 42976,
2719
  "similarity": 0.395,
2720
+ "content_similarity": 0.384,
2721
  "size_similarity": 0.101,
2722
  "breadth_similarity": 0.606,
2723
  "concentration_similarity": 1.0,
 
2760
  {
2761
  "left_pr_number": 43656,
2762
  "right_pr_number": 47064,
2763
+ "similarity": 0.575,
2764
  "content_similarity": 0.523,
2765
  "size_similarity": 0.833,
2766
  "breadth_similarity": 0.5,
 
2811
  {
2812
  "left_pr_number": 44682,
2813
  "right_pr_number": 47064,
2814
+ "similarity": 0.453,
2815
+ "content_similarity": 0.434,
2816
  "size_similarity": 0.04,
2817
  "breadth_similarity": 1.0,
2818
  "concentration_similarity": 0.865,
 
2828
  {
2829
  "left_pr_number": 43656,
2830
  "right_pr_number": 44682,
2831
+ "similarity": 0.435,
2832
+ "content_similarity": 0.483,
2833
  "size_similarity": 0.048,
2834
  "breadth_similarity": 0.5,
2835
  "concentration_similarity": 0.802,
 
2845
  {
2846
  "left_pr_number": 43842,
2847
  "right_pr_number": 44682,
2848
+ "similarity": 0.402,
2849
+ "content_similarity": 0.443,
2850
  "size_similarity": 0.011,
2851
  "breadth_similarity": 0.5,
2852
  "concentration_similarity": 0.802,
 
2941
  "left_pr_number": 45438,
2942
  "right_pr_number": 45883,
2943
  "similarity": 0.549,
2944
+ "content_similarity": 0.589,
2945
  "size_similarity": 0.392,
2946
  "breadth_similarity": 0.325,
2947
  "concentration_similarity": 0.92,
 
3076
  {
3077
  "left_pr_number": 46152,
3078
  "right_pr_number": 46995,
3079
+ "similarity": 0.479,
3080
  "content_similarity": 0.442,
3081
  "size_similarity": 0.133,
3082
  "breadth_similarity": 1.0,
 
3128
  "left_pr_number": 44385,
3129
  "right_pr_number": 46152,
3130
  "similarity": 0.393,
3131
+ "content_similarity": 0.348,
3132
  "size_similarity": 0.217,
3133
  "breadth_similarity": 0.667,
3134
  "concentration_similarity": 1.0,
 
3155
  "average_similarity": 0.436,
3156
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`; representative PR #44893.",
3157
  "shared_filenames": [
3158
+ "src/transformers/cache_utils.py",
3159
+ "tests/utils/test_cache_utils.py"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3160
  ],
3161
  "shared_directories": [
 
3162
  "src/transformers",
3163
  "src",
3164
+ "tests/utils",
3165
  "tests"
3166
  ],
3167
  "pairwise": [
3168
  {
3169
+ "left_pr_number": 44893,
3170
+ "right_pr_number": 46173,
3171
+ "similarity": 0.741,
3172
+ "content_similarity": 0.796,
3173
+ "size_similarity": 0.222,
3174
+ "breadth_similarity": 1.0,
3175
+ "concentration_similarity": 1.0,
3176
  "shared_filenames": [
3177
+ "src/transformers/cache_utils.py"
 
3178
  ],
3179
  "shared_directories": [
 
3180
  "src/transformers",
3181
+ "src"
 
 
3182
  ]
3183
  },
3184
  {
3185
+ "left_pr_number": 43875,
3186
+ "right_pr_number": 46781,
3187
+ "similarity": 0.646,
3188
+ "content_similarity": 0.516,
3189
+ "size_similarity": 0.912,
3190
+ "breadth_similarity": 1.0,
3191
+ "concentration_similarity": 0.949,
3192
  "shared_filenames": [
3193
+ "src/transformers/cache_utils.py",
3194
+ "tests/utils/test_cache_utils.py"
3195
  ],
3196
  "shared_directories": [
 
3197
  "src/transformers",
3198
+ "tests/utils",
3199
+ "src",
3200
+ "tests"
3201
  ]
3202
  },
3203
  {
3204
+ "left_pr_number": 44893,
3205
+ "right_pr_number": 46781,
3206
+ "similarity": 0.371,
3207
+ "content_similarity": 0.308,
3208
+ "size_similarity": 0.529,
3209
+ "breadth_similarity": 0.5,
3210
+ "concentration_similarity": 0.529,
3211
  "shared_filenames": [
3212
+ "src/transformers/cache_utils.py"
 
3213
  ],
3214
  "shared_directories": [
 
3215
  "src/transformers",
3216
+ "src"
 
 
3217
  ]
3218
  },
3219
  {
3220
+ "left_pr_number": 43875,
3221
+ "right_pr_number": 44893,
3222
+ "similarity": 0.362,
3223
+ "content_similarity": 0.279,
3224
+ "size_similarity": 0.581,
3225
+ "breadth_similarity": 0.5,
3226
+ "concentration_similarity": 0.581,
3227
  "shared_filenames": [
3228
+ "src/transformers/cache_utils.py"
 
3229
  ],
3230
  "shared_directories": [
 
3231
  "src/transformers",
3232
+ "src"
 
 
3233
  ]
3234
  },
3235
  {
3236
+ "left_pr_number": 46173,
3237
+ "right_pr_number": 46781,
3238
+ "similarity": 0.254,
3239
+ "content_similarity": 0.228,
3240
+ "size_similarity": 0.118,
3241
+ "breadth_similarity": 0.5,
3242
+ "concentration_similarity": 0.529,
3243
  "shared_filenames": [
3244
+ "src/transformers/cache_utils.py"
3245
  ],
3246
  "shared_directories": [
 
3247
  "src/transformers",
3248
  "src"
3249
  ]
3250
  },
3251
  {
3252
+ "left_pr_number": 43875,
3253
+ "right_pr_number": 46173,
3254
+ "similarity": 0.243,
3255
+ "content_similarity": 0.207,
3256
+ "size_similarity": 0.129,
3257
+ "breadth_similarity": 0.5,
3258
+ "concentration_similarity": 0.581,
3259
  "shared_filenames": [
3260
+ "src/transformers/cache_utils.py"
3261
  ],
3262
  "shared_directories": [
 
3263
  "src/transformers",
3264
  "src"
3265
  ]
 
3289
  "left_pr_number": 33686,
3290
  "right_pr_number": 44550,
3291
  "similarity": 0.394,
3292
+ "content_similarity": 0.134,
3293
  "size_similarity": 1.0,
3294
  "breadth_similarity": 1.0,
3295
  "concentration_similarity": 1.0,
 
3305
  "left_pr_number": 44407,
3306
  "right_pr_number": 44550,
3307
  "similarity": 0.363,
3308
+ "content_similarity": 0.099,
3309
  "size_similarity": 0.957,
3310
  "breadth_similarity": 1.0,
3311
  "concentration_similarity": 1.0,
 
3334
  {
3335
  "left_pr_number": 44407,
3336
  "right_pr_number": 46007,
3337
+ "similarity": 0.344,
3338
  "content_similarity": 0.081,
3339
  "size_similarity": 0.92,
3340
  "breadth_similarity": 1.0,
 
3706
  46780
3707
  ],
3708
  "representative_pr_number": 46780,
3709
+ "average_similarity": 0.722,
3710
  "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
3711
  "shared_filenames": [
3712
  "src/transformers/models/vit_mae/modeling_vit_mae.py",
 
3764
  {
3765
  "left_pr_number": 45932,
3766
  "right_pr_number": 46780,
3767
+ "similarity": 0.609,
3768
+ "content_similarity": 0.638,
3769
  "size_similarity": 0.322,
3770
  "breadth_similarity": 0.679,
3771
  "concentration_similarity": 0.916,
 
3796
  {
3797
  "left_pr_number": 45932,
3798
  "right_pr_number": 46174,
3799
+ "similarity": 0.593,
3800
+ "content_similarity": 0.632,
3801
  "size_similarity": 0.248,
3802
  "breadth_similarity": 0.679,
3803
  "concentration_similarity": 0.916,
 
3886
  {
3887
  "left_pr_number": 44015,
3888
  "right_pr_number": 44676,
3889
+ "similarity": 0.42,
3890
  "content_similarity": 0.51,
3891
  "size_similarity": 0.034,
3892
  "breadth_similarity": 0.333,
 
4015
  "left_pr_number": 43997,
4016
  "right_pr_number": 44007,
4017
  "similarity": 0.615,
4018
+ "content_similarity": 0.647,
4019
  "size_similarity": 0.679,
4020
  "breadth_similarity": 0.333,
4021
  "concentration_similarity": 0.548,
 
4239
  {
4240
  "left_pr_number": 46127,
4241
  "right_pr_number": 46257,
4242
+ "similarity": 0.434,
4243
  "content_similarity": 0.429,
4244
  "size_similarity": 0.053,
4245
  "breadth_similarity": 0.75,
 
4256
  }
4257
  ]
4258
  },
4259
+ {
4260
+ "cluster_id": "pr-scope-34925-3",
4261
+ "pr_numbers": [
4262
+ 34925,
4263
+ 45917,
4264
+ 46734
4265
+ ],
4266
+ "representative_pr_number": 34925,
4267
+ "average_similarity": 0.463,
4268
+ "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
4269
+ "shared_filenames": [
4270
+ "tests/trainer/test_trainer.py",
4271
+ "src/transformers/trainer.py"
4272
+ ],
4273
+ "shared_directories": [
4274
+ "tests/trainer",
4275
+ "src/transformers",
4276
+ "tests",
4277
+ "src"
4278
+ ],
4279
+ "pairwise": [
4280
+ {
4281
+ "left_pr_number": 34925,
4282
+ "right_pr_number": 45917,
4283
+ "similarity": 0.492,
4284
+ "content_similarity": 0.421,
4285
+ "size_similarity": 0.39,
4286
+ "breadth_similarity": 1.0,
4287
+ "concentration_similarity": 0.78,
4288
+ "shared_filenames": [
4289
+ "tests/trainer/test_trainer.py"
4290
+ ],
4291
+ "shared_directories": [
4292
+ "src/transformers",
4293
+ "tests/trainer",
4294
+ "src",
4295
+ "tests"
4296
+ ]
4297
+ },
4298
+ {
4299
+ "left_pr_number": 34925,
4300
+ "right_pr_number": 46734,
4301
+ "similarity": 0.457,
4302
+ "content_similarity": 0.437,
4303
+ "size_similarity": 0.158,
4304
+ "breadth_similarity": 0.833,
4305
+ "concentration_similarity": 0.89,
4306
+ "shared_filenames": [
4307
+ "src/transformers/trainer.py",
4308
+ "tests/trainer/test_trainer.py"
4309
+ ],
4310
+ "shared_directories": [
4311
+ "src/transformers",
4312
+ "tests/trainer",
4313
+ "src",
4314
+ "tests"
4315
+ ]
4316
+ },
4317
+ {
4318
+ "left_pr_number": 45917,
4319
+ "right_pr_number": 46734,
4320
+ "similarity": 0.44,
4321
+ "content_similarity": 0.375,
4322
+ "size_similarity": 0.404,
4323
+ "breadth_similarity": 0.833,
4324
+ "concentration_similarity": 0.67,
4325
+ "shared_filenames": [
4326
+ "tests/trainer/test_trainer.py"
4327
+ ],
4328
+ "shared_directories": [
4329
+ "src/transformers",
4330
+ "tests/trainer",
4331
+ "src",
4332
+ "tests"
4333
+ ]
4334
+ }
4335
+ ]
4336
+ },
4337
  {
4338
  "cluster_id": "pr-scope-45548-3",
4339
  "pr_numbers": [
 
4342
  45655
4343
  ],
4344
  "representative_pr_number": 45649,
4345
+ "average_similarity": 0.46,
4346
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
4347
  "shared_filenames": [
4348
  "src/transformers/modeling_utils.py"
 
4355
  {
4356
  "left_pr_number": 45548,
4357
  "right_pr_number": 45649,
4358
+ "similarity": 0.514,
4359
+ "content_similarity": 0.524,
4360
  "size_similarity": 0.149,
4361
  "breadth_similarity": 0.75,
4362
  "concentration_similarity": 1.0,
 
4371
  {
4372
  "left_pr_number": 45649,
4373
  "right_pr_number": 45655,
4374
+ "similarity": 0.509,
4375
+ "content_similarity": 0.347,
4376
  "size_similarity": 0.778,
4377
  "breadth_similarity": 1.0,
4378
  "concentration_similarity": 1.0,
 
4387
  {
4388
  "left_pr_number": 45548,
4389
  "right_pr_number": 45655,
4390
+ "similarity": 0.358,
4391
+ "content_similarity": 0.292,
4392
  "size_similarity": 0.191,
4393
  "breadth_similarity": 0.75,
4394
  "concentration_similarity": 1.0,
 
4403
  ]
4404
  },
4405
  {
4406
+ "cluster_id": "pr-scope-42655-3",
4407
  "pr_numbers": [
4408
+ 42655,
4409
+ 45979,
4410
+ 46735
4411
  ],
4412
+ "representative_pr_number": 45979,
4413
+ "average_similarity": 0.434,
4414
+ "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #45979.",
4415
  "shared_filenames": [
4416
+ "tests/generation/test_utils.py",
4417
+ "src/transformers/generation/utils.py"
4418
  ],
4419
  "shared_directories": [
4420
+ "src/transformers/generation",
4421
+ "tests/generation",
4422
  "src/transformers",
4423
  "tests",
4424
  "src"
4425
  ],
4426
  "pairwise": [
4427
  {
4428
+ "left_pr_number": 45979,
4429
+ "right_pr_number": 46735,
4430
+ "similarity": 0.586,
4431
+ "content_similarity": 0.64,
4432
+ "size_similarity": 0.248,
4433
+ "breadth_similarity": 0.533,
4434
+ "concentration_similarity": 0.96,
4435
  "shared_filenames": [
4436
+ "src/transformers/generation/utils.py",
4437
+ "tests/generation/test_utils.py"
4438
  ],
4439
  "shared_directories": [
4440
+ "src/transformers/generation",
4441
  "src/transformers",
4442
+ "tests/generation",
4443
  "src",
4444
  "tests"
4445
  ]
4446
  },
4447
  {
4448
+ "left_pr_number": 42655,
4449
+ "right_pr_number": 45979,
4450
+ "similarity": 0.392,
4451
+ "content_similarity": 0.32,
4452
+ "size_similarity": 0.329,
4453
+ "breadth_similarity": 0.792,
4454
+ "concentration_similarity": 0.797,
4455
  "shared_filenames": [
4456
+ "src/transformers/generation/utils.py",
4457
+ "tests/generation/test_utils.py"
4458
  ],
4459
  "shared_directories": [
4460
+ "src/transformers/generation",
4461
  "src/transformers",
4462
+ "tests/generation",
4463
  "src",
4464
  "tests"
4465
  ]
4466
  },
4467
  {
4468
+ "left_pr_number": 42655,
4469
+ "right_pr_number": 46735,
4470
+ "similarity": 0.322,
4471
+ "content_similarity": 0.324,
4472
+ "size_similarity": 0.082,
4473
+ "breadth_similarity": 0.417,
4474
+ "concentration_similarity": 0.837,
4475
  "shared_filenames": [
4476
+ "src/transformers/generation/utils.py",
4477
+ "tests/generation/test_utils.py"
4478
  ],
4479
  "shared_directories": [
4480
+ "src/transformers/generation",
4481
  "src/transformers",
4482
+ "tests/generation",
4483
  "src",
4484
  "tests"
4485
  ]
 
4786
  "left_pr_number": 46936,
4787
  "right_pr_number": 46993,
4788
  "similarity": 0.177,
4789
+ "content_similarity": 0.11,
4790
  "size_similarity": 0.045,
4791
  "breadth_similarity": 0.5,
4792
  "concentration_similarity": 0.864,
 
4822
  {
4823
  "left_pr_number": 45694,
4824
  "right_pr_number": 46917,
4825
+ "similarity": 0.48,
4826
+ "content_similarity": 0.321,
4827
  "size_similarity": 0.868,
4828
  "breadth_similarity": 0.75,
4829
  "concentration_similarity": 1.0,
 
4957
  46503
4958
  ],
4959
  "representative_pr_number": 46503,
4960
+ "average_similarity": 0.345,
4961
  "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
4962
  "shared_filenames": [],
4963
  "shared_directories": [
 
4968
  {
4969
  "left_pr_number": 46501,
4970
  "right_pr_number": 46503,
4971
+ "similarity": 0.363,
4972
+ "content_similarity": 0.09,
4973
  "size_similarity": 1.0,
4974
  "breadth_similarity": 1.0,
4975
  "concentration_similarity": 1.0,
 
4982
  {
4983
  "left_pr_number": 46138,
4984
  "right_pr_number": 46503,
4985
+ "similarity": 0.344,
4986
+ "content_similarity": 0.117,
4987
  "size_similarity": 0.75,
4988
  "breadth_similarity": 1.0,
4989
  "concentration_similarity": 1.0,
 
4996
  {
4997
  "left_pr_number": 46138,
4998
  "right_pr_number": 46501,
4999
+ "similarity": 0.329,
5000
+ "content_similarity": 0.095,
5001
  "size_similarity": 0.75,
5002
  "breadth_similarity": 1.0,
5003
  "concentration_similarity": 1.0,
 
5009
  }
5010
  ]
5011
  },
5012
+ {
5013
+ "cluster_id": "pr-scope-45037-3",
5014
+ "pr_numbers": [
5015
+ 45037,
5016
+ 46813,
5017
+ 47098
5018
+ ],
5019
+ "representative_pr_number": 45037,
5020
+ "average_similarity": 0.341,
5021
+ "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45037.",
5022
+ "shared_filenames": [],
5023
+ "shared_directories": [
5024
+ "docs/source/en",
5025
+ "docs/source",
5026
+ "docs"
5027
+ ],
5028
+ "pairwise": [
5029
+ {
5030
+ "left_pr_number": 45037,
5031
+ "right_pr_number": 47098,
5032
+ "similarity": 0.342,
5033
+ "content_similarity": 0.059,
5034
+ "size_similarity": 1.0,
5035
+ "breadth_similarity": 1.0,
5036
+ "concentration_similarity": 1.0,
5037
+ "shared_filenames": [],
5038
+ "shared_directories": [
5039
+ "docs/source/en",
5040
+ "docs/source",
5041
+ "docs"
5042
+ ]
5043
+ },
5044
+ {
5045
+ "left_pr_number": 45037,
5046
+ "right_pr_number": 46813,
5047
+ "similarity": 0.341,
5048
+ "content_similarity": 0.059,
5049
+ "size_similarity": 1.0,
5050
+ "breadth_similarity": 1.0,
5051
+ "concentration_similarity": 1.0,
5052
+ "shared_filenames": [],
5053
+ "shared_directories": [
5054
+ "docs/source/en",
5055
+ "docs/source",
5056
+ "docs"
5057
+ ]
5058
+ },
5059
+ {
5060
+ "left_pr_number": 46813,
5061
+ "right_pr_number": 47098,
5062
+ "similarity": 0.341,
5063
+ "content_similarity": 0.059,
5064
+ "size_similarity": 1.0,
5065
+ "breadth_similarity": 1.0,
5066
+ "concentration_similarity": 1.0,
5067
+ "shared_filenames": [],
5068
+ "shared_directories": [
5069
+ "docs/source/en",
5070
+ "docs/source",
5071
+ "docs"
5072
+ ]
5073
+ }
5074
+ ]
5075
+ },
5076
  {
5077
  "cluster_id": "pr-scope-46907-2",
5078
  "pr_numbers": [
 
5408
  }
5409
  ]
5410
  },
5411
+ {
5412
+ "cluster_id": "pr-scope-46375-2",
5413
+ "pr_numbers": [
5414
+ 46375,
5415
+ 47105
5416
+ ],
5417
+ "representative_pr_number": 46375,
5418
+ "average_similarity": 0.889,
5419
+ "summary": "2 open PRs share weighted file overlap around `tests/models/vits/test_modeling_vits.py`; representative PR #46375.",
5420
+ "shared_filenames": [
5421
+ "tests/models/vits/test_modeling_vits.py"
5422
+ ],
5423
+ "shared_directories": [
5424
+ "tests/models/vits",
5425
+ "tests/models",
5426
+ "tests"
5427
+ ],
5428
+ "pairwise": [
5429
+ {
5430
+ "left_pr_number": 46375,
5431
+ "right_pr_number": 47105,
5432
+ "similarity": 0.889,
5433
+ "content_similarity": 0.877,
5434
+ "size_similarity": 0.833,
5435
+ "breadth_similarity": 1.0,
5436
+ "concentration_similarity": 1.0,
5437
+ "shared_filenames": [
5438
+ "tests/models/vits/test_modeling_vits.py"
5439
+ ],
5440
+ "shared_directories": [
5441
+ "tests/models/vits",
5442
+ "tests/models",
5443
+ "tests"
5444
+ ]
5445
+ }
5446
+ ]
5447
+ },
5448
  {
5449
  "cluster_id": "pr-scope-45639-2",
5450
  "pr_numbers": [
 
5970
  "left_pr_number": 46946,
5971
  "right_pr_number": 47014,
5972
  "similarity": 0.647,
5973
+ "content_similarity": 0.694,
5974
  "size_similarity": 0.254,
5975
  "breadth_similarity": 0.739,
5976
  "concentration_similarity": 0.992,
 
6139
  "left_pr_number": 45638,
6140
  "right_pr_number": 46229,
6141
  "similarity": 0.566,
6142
+ "content_similarity": 0.573,
6143
  "size_similarity": 0.612,
6144
  "breadth_similarity": 0.396,
6145
  "concentration_similarity": 0.67,
 
6178
  "left_pr_number": 44228,
6179
  "right_pr_number": 46324,
6180
  "similarity": 0.563,
6181
+ "content_similarity": 0.599,
6182
  "size_similarity": 0.259,
6183
  "breadth_similarity": 0.583,
6184
  "concentration_similarity": 0.926,
 
6357
  "left_pr_number": 47032,
6358
  "right_pr_number": 47051,
6359
  "similarity": 0.543,
6360
+ "content_similarity": 0.524,
6361
  "size_similarity": 0.347,
6362
  "breadth_similarity": 0.75,
6363
  "concentration_similarity": 0.992,
 
6417
  46890
6418
  ],
6419
  "representative_pr_number": 44940,
6420
+ "average_similarity": 0.527,
6421
  "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
6422
  "shared_filenames": [
6423
  "tests/utils/test_modeling_utils.py",
 
6433
  {
6434
  "left_pr_number": 44940,
6435
  "right_pr_number": 46890,
6436
+ "similarity": 0.527,
6437
+ "content_similarity": 0.468,
6438
  "size_similarity": 0.473,
6439
  "breadth_similarity": 0.833,
6440
  "concentration_similarity": 0.906,
 
6577
  "left_pr_number": 43532,
6578
  "right_pr_number": 43649,
6579
  "similarity": 0.496,
6580
+ "content_similarity": 0.434,
6581
  "size_similarity": 0.395,
6582
  "breadth_similarity": 0.875,
6583
  "concentration_similarity": 0.893,
 
6739
  }
6740
  ]
6741
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6742
  {
6743
  "cluster_id": "pr-scope-46404-2",
6744
  "pr_numbers": [
 
6746
  46556
6747
  ],
6748
  "representative_pr_number": 46404,
6749
+ "average_similarity": 0.468,
6750
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modular_deepseek_vl.py`, `src/transformers/models/emu3/processing_emu3.py`, `src/transformers/models/florence2/processing_florence2.py`; representative PR #46404.",
6751
  "shared_filenames": [
6752
  "src/transformers/models/deepseek_vl/modular_deepseek_vl.py",
 
6772
  {
6773
  "left_pr_number": 46404,
6774
  "right_pr_number": 46556,
6775
+ "similarity": 0.468,
6776
  "content_similarity": 0.477,
6777
  "size_similarity": 0.298,
6778
  "breadth_similarity": 0.46,
 
6804
  }
6805
  ]
6806
  },
6807
+ {
6808
+ "cluster_id": "pr-scope-46539-2",
6809
+ "pr_numbers": [
6810
+ 46539,
6811
+ 47043
6812
+ ],
6813
+ "representative_pr_number": 46539,
6814
+ "average_similarity": 0.467,
6815
+ "summary": "2 open PRs share weighted file overlap around `conftest.py`; representative PR #46539.",
6816
+ "shared_filenames": [
6817
+ "conftest.py"
6818
+ ],
6819
+ "shared_directories": [],
6820
+ "pairwise": [
6821
+ {
6822
+ "left_pr_number": 46539,
6823
+ "right_pr_number": 47043,
6824
+ "similarity": 0.467,
6825
+ "content_similarity": 0.455,
6826
+ "size_similarity": 0.689,
6827
+ "breadth_similarity": 0.25,
6828
+ "concentration_similarity": 0.393,
6829
+ "shared_filenames": [
6830
+ "conftest.py"
6831
+ ],
6832
+ "shared_directories": []
6833
+ }
6834
+ ]
6835
+ },
6836
  {
6837
  "cluster_id": "pr-scope-41855-2",
6838
  "pr_numbers": [
 
6948
  }
6949
  ]
6950
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6951
  {
6952
  "cluster_id": "pr-scope-41356-2",
6953
  "pr_numbers": [
 
7014
  46269
7015
  ],
7016
  "representative_pr_number": 46099,
7017
+ "average_similarity": 0.414,
7018
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
7019
  "shared_filenames": [
7020
  "src/transformers/models/apertus/configuration_apertus.py",
 
7040
  {
7041
  "left_pr_number": 46099,
7042
  "right_pr_number": 46269,
7043
+ "similarity": 0.414,
7044
  "content_similarity": 0.491,
7045
  "size_similarity": 0.013,
7046
  "breadth_similarity": 0.284,
 
7263
  "left_pr_number": 45513,
7264
  "right_pr_number": 46148,
7265
  "similarity": 0.389,
7266
+ "content_similarity": 0.373,
7267
  "size_similarity": 0.229,
7268
  "breadth_similarity": 0.536,
7269
  "concentration_similarity": 0.812,
 
7343
  "left_pr_number": 44642,
7344
  "right_pr_number": 45552,
7345
  "similarity": 0.364,
7346
+ "content_similarity": 0.27,
7347
  "size_similarity": 0.167,
7348
  "breadth_similarity": 1.0,
7349
  "concentration_similarity": 1.0,
 
7365
  46792
7366
  ],
7367
  "representative_pr_number": 45975,
7368
+ "average_similarity": 0.355,
7369
  "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
7370
  "shared_filenames": [
7371
  "src/transformers/cli/serving/model_manager.py",
 
7381
  {
7382
  "left_pr_number": 45975,
7383
  "right_pr_number": 46792,
7384
+ "similarity": 0.355,
7385
+ "content_similarity": 0.259,
7386
  "size_similarity": 0.444,
7387
  "breadth_similarity": 0.75,
7388
  "concentration_similarity": 0.647,
 
7419
  "left_pr_number": 46319,
7420
  "right_pr_number": 46889,
7421
  "similarity": 0.353,
7422
+ "content_similarity": 0.081,
7423
  "size_similarity": 0.974,
7424
  "breadth_similarity": 1.0,
7425
  "concentration_similarity": 1.0,
 
7432
  }
7433
  ]
7434
  },
7435
+ {
7436
+ "cluster_id": "pr-scope-46004-2",
7437
+ "pr_numbers": [
7438
+ 46004,
7439
+ 46771
7440
+ ],
7441
+ "representative_pr_number": 46004,
7442
+ "average_similarity": 0.349,
7443
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/image_processing_backends.py`; representative PR #46004.",
7444
+ "shared_filenames": [
7445
+ "src/transformers/image_processing_backends.py"
7446
+ ],
7447
+ "shared_directories": [
7448
+ "src/transformers",
7449
+ "src"
7450
+ ],
7451
+ "pairwise": [
7452
+ {
7453
+ "left_pr_number": 46004,
7454
+ "right_pr_number": 46771,
7455
+ "similarity": 0.349,
7456
+ "content_similarity": 0.409,
7457
+ "size_similarity": 0.039,
7458
+ "breadth_similarity": 0.292,
7459
+ "concentration_similarity": 0.549,
7460
+ "shared_filenames": [
7461
+ "src/transformers/image_processing_backends.py"
7462
+ ],
7463
+ "shared_directories": [
7464
+ "src/transformers",
7465
+ "src"
7466
+ ]
7467
+ }
7468
+ ]
7469
+ },
7470
  {
7471
  "cluster_id": "pr-scope-45851-2",
7472
  "pr_numbers": [
 
7499
  ]
7500
  }
7501
  ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7502
  }
7503
  ]
7504
  }
pr_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:433e4651398c0a76f3857c2465f2e33750a6f23b241f44904ab6cf7b51fe9cbf
3
- size 2347540
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aa20abd7d6d514107755b3201f82714ecae0b573806aad3cf02c7b1f080b8bb4
3
+ size 2352843
pr_diffs.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:4ae6f10bbd1cf55fb5fe53e4cb7fc0573dbaf8864a98dce0834726cb4f7a29fd
3
- size 73696791
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:832dd9807c21a97764642bf2829bef79761b9abff59046e4ba1cf35a4170b2fa
3
+ size 73766681
pr_files.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:5ce3ec723a52fa71b2177da99f4adf157af63b22fb67ee597731d44709c703fd
3
- size 55526198
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8931e547fb404539762f898a0a6a46050ad43a17f0b0449d1d3a93fd7452b38e
3
+ size 55545255
pull_requests.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:e45c39960b62235801bee0fa1c1d825643b38ebaef564f2a52a3d89eebae2d46
3
- size 2836466
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aaa0e39b9265b3059a163bb079a2457031786e0b484bbbf3f288e0d6cb7b8186
3
+ size 2847216
review_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6d84aaf552d3694c21a7ae1e209828a1ed0ce653724c121d1e989866f396c473
3
- size 3341798
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:669fae7ded0c9f8b61e6752da2a2523b48774e1075936357cb6716b9b02b0470
3
+ size 3354174
reviews.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:da2076d87515ca3942bbb2d9c7d8b2772be44c15120d85803ca4af450f17a1c8
3
- size 1045638
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aa32f34f9339c4f8a2d0e96e50912ee0ab42ad4fae83b55965fab8faae4d65b9
3
+ size 1048218
snapshots/20260706T120021Z/manifest.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260706T120021Z/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": 16414,
11
+ "issues": 962,
12
+ "links": 5895,
13
+ "new_contributors": 349,
14
+ "pr_diffs": 3209,
15
+ "pr_files": 39212,
16
+ "pull_requests": 3209,
17
+ "review_comments": 19682,
18
+ "reviews": 11393,
19
+ "timeline_events": 62865
20
+ },
21
+ "crawl_started_at": "2026-07-06T12:00:21Z",
22
+ "delta_counts": {
23
+ "comments": 44,
24
+ "issue_stubs": 35,
25
+ "issues": 7,
26
+ "links": 39,
27
+ "pr_diffs": 28,
28
+ "pr_files": 315,
29
+ "pull_requests": 28,
30
+ "review_comments": 326,
31
+ "reviews": 123,
32
+ "timeline_events": 985
33
+ },
34
+ "extracted_at": "2026-07-06T12:00:21Z",
35
+ "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260706T120021Z",
37
+ "watermark": {
38
+ "effective_since": "2026-07-06T06:00:36Z",
39
+ "next_since": "2026-07-06T12:00:21Z"
40
+ }
41
+ }
snapshots/20260706T120021Z/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/20260706T060036Z/manifest.json",
3
- "latest_snapshot_id": "20260706T060036Z",
4
  "manifest_path": "manifest.json",
5
- "next_since": "2026-07-06T06:00:36Z",
6
  "repo": "huggingface/transformers",
7
- "snapshot_dir": "snapshots/20260706T060036Z"
8
  }
 
1
  {
2
+ "archived_manifest_path": "snapshots/20260706T120021Z/manifest.json",
3
+ "latest_snapshot_id": "20260706T120021Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-07-06T12:00:21Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260706T120021Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-07-06T00:08:24Z",
3
- "last_successful_snapshot_id": "20260706T060036Z",
4
- "next_since": "2026-07-06T06:00:36Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-07-06T06:00:36Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-07-06T06:00:36Z",
3
+ "last_successful_snapshot_id": "20260706T120021Z",
4
+ "next_since": "2026-07-06T12:00:21Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-07-06T12:00:21Z"
7
  }