evalstate HF Staff commited on
Commit
74c8035
·
verified ·
1 Parent(s): 8075597

Refresh transformers dataset snapshot 20260517T180130Z

Browse files
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
75
  - eval set creation
76
 
77
  Notes:
78
- - latest snapshot: `20260517T120034Z`
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: `20260517T180130Z`
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 sha256:80d59bd25934c3fba58c0d9aaa07b685629d3fa3401dbd8bd05a253a3adae91e
3
- size 2357259
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b1a18ae71c0b334eceb39f451f90cf01d05f54bcac0d07f3d2eaa9cc28a407d6
3
+ size 2357873
events.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:870c6b3af28c8e3a8d63f7d01fd09ae1304c9c3e9c1531b6feefb712425c31a7
3
- size 732168
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a89ba23b3b07e2d8308c6bb3ccc45e30e6b10919929213969fb18456e4c91fa6
3
+ size 732362
issue_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d5dbff9b638f374bf5b86bfbd0b052d971f9d7ce42d943707026dd2c735cccaf
3
- size 756825
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a3f01e330925692809d8314563faf6eec103d07edd8c07c55b61b7c38d0e7edd
3
+ size 756945
issues.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:eef29e7bcaed51a68f4677bc4d372bcb0b7782f4f6ac46f20618f8454e96821f
3
- size 999777
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:78b91e1c18ccd81d4ee1e03d9cf5959af7e55e42a3445fb9bae3e1e3d704be6d
3
+ size 1004375
links.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d367c8885bc81443229382cea4a0cf218c5ae8ef653f40f85ef6b8ee4059ecc0
3
- size 43445
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2fc1346fb29f39535b135fe2b1dd846ce47041d6d0b0d1febdb67bb16bd4ec92
3
+ size 43544
manifest.json CHANGED
@@ -1,41 +1,41 @@
1
  {
2
  "artifacts": {
3
- "archived_pr_scope_clusters_json": "snapshots/20260517T120034Z/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": 10805,
11
- "issues": 732,
12
- "links": 3383,
13
- "new_contributors": 353,
14
- "pr_diffs": 2279,
15
- "pr_files": 29346,
16
- "pull_requests": 2279,
17
- "review_comments": 14653,
18
- "reviews": 8383,
19
- "timeline_events": 45816
20
  },
21
- "crawl_started_at": "2026-05-17T12:00:34Z",
22
  "delta_counts": {
23
- "comments": 9,
24
- "issue_stubs": 7,
25
- "issues": 4,
26
- "links": 4,
27
- "pr_diffs": 3,
28
- "pr_files": 60,
29
- "pull_requests": 3,
30
- "review_comments": 0,
31
- "reviews": 0,
32
- "timeline_events": 166
33
  },
34
- "extracted_at": "2026-05-17T12:00:34Z",
35
  "repo": "huggingface/transformers",
36
- "snapshot_id": "20260517T120034Z",
37
  "watermark": {
38
- "effective_since": "2026-05-17T06:00:24Z",
39
- "next_since": "2026-05-17T12:00:34Z"
40
  }
41
  }
 
1
  {
2
  "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260517T180130Z/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": 10811,
11
+ "issues": 733,
12
+ "links": 3389,
13
+ "new_contributors": 354,
14
+ "pr_diffs": 2282,
15
+ "pr_files": 29353,
16
+ "pull_requests": 2282,
17
+ "review_comments": 14654,
18
+ "reviews": 8384,
19
+ "timeline_events": 45839
20
  },
21
+ "crawl_started_at": "2026-05-17T18:01:30Z",
22
  "delta_counts": {
23
+ "comments": 6,
24
+ "issue_stubs": 8,
25
+ "issues": 2,
26
+ "links": 10,
27
+ "pr_diffs": 6,
28
+ "pr_files": 54,
29
+ "pull_requests": 6,
30
+ "review_comments": 129,
31
+ "reviews": 28,
32
+ "timeline_events": 120
33
  },
34
+ "extracted_at": "2026-05-17T18:01:30Z",
35
  "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260517T180130Z",
37
  "watermark": {
38
+ "effective_since": "2026-05-17T12:00:34Z",
39
+ "next_since": "2026-05-17T18:01:30Z"
40
  }
41
  }
new-contributors-report.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
- "snapshot_id": "20260517T120034Z",
5
- "generated_at": "2026-05-17T12:00:58Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
- "selected_contributors": 353,
10
  "first_seen_in_snapshot": 1,
11
  "known_via_prior_merged_pr": 152,
12
- "previous_primary_author_count": 1151,
13
- "selected_seen_in_previous_primary": 352,
14
- "previous_report_contributor_count": 352,
15
  "selected_overlap_previous_report": 352,
16
- "selected_overlap_previous_report_rate": 0.9972,
17
  "reused_previous_report_entries": 350,
18
- "reused_known_merged_contributors": 151,
19
- "live_fetches": 3,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
- "enrichment_elapsed_seconds": 2.903,
23
- "enrichment_avg_seconds_per_author": 0.008,
24
  "enrichment_failures": 2
25
  },
26
  "contributors": [
@@ -2732,14 +2732,14 @@
2732
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm",
2733
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm",
2734
  "repo_first_seen_at": "2026-01-27T10:34:17Z",
2735
- "repo_last_seen_at": "2026-05-17T10:33:12Z",
2736
  "repo_primary_artifact_count": 8,
2737
- "repo_artifact_count": 126,
2738
  "snapshot_issue_count": 0,
2739
  "snapshot_pr_count": 8,
2740
  "snapshot_comment_count": 20,
2741
- "snapshot_review_count": 49,
2742
- "snapshot_review_comment_count": 49,
2743
  "repo_association": "CONTRIBUTOR",
2744
  "new_to_repo": false,
2745
  "first_seen_in_snapshot": false,
@@ -5288,83 +5288,6 @@
5288
  },
5289
  "fetch_error": null
5290
  },
5291
- {
5292
- "author_login": "lashahub",
5293
- "name": "Lasha Koroshinadze",
5294
- "profile_url": "https://github.com/lashahub",
5295
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub",
5296
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub",
5297
- "repo_first_seen_at": "2026-01-08T16:47:50Z",
5298
- "repo_last_seen_at": "2026-05-13T18:44:10Z",
5299
- "repo_primary_artifact_count": 5,
5300
- "repo_artifact_count": 32,
5301
- "snapshot_issue_count": 0,
5302
- "snapshot_pr_count": 5,
5303
- "snapshot_comment_count": 11,
5304
- "snapshot_review_count": 8,
5305
- "snapshot_review_comment_count": 8,
5306
- "repo_association": "CONTRIBUTOR",
5307
- "new_to_repo": false,
5308
- "first_seen_in_snapshot": false,
5309
- "known_via_prior_merged_pr": true,
5310
- "report_reason": null,
5311
- "enrichment_source": "previous_report",
5312
- "live_refetch_skipped": true,
5313
- "account_age_days": 3339,
5314
- "young_account": false,
5315
- "follow_through_score": "weak",
5316
- "breadth_score": "low",
5317
- "automation_risk_signal": "low",
5318
- "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
5319
- "public_orgs": [],
5320
- "activity": {
5321
- "visible_authored_pr_count": 3,
5322
- "merged_pr_count": 1,
5323
- "closed_unmerged_pr_count": 0,
5324
- "open_pr_count": 2,
5325
- "merged_pr_rate": 0.3333,
5326
- "closed_unmerged_pr_rate": 0.0,
5327
- "still_open_pr_rate": 0.6667,
5328
- "distinct_repos_with_authored_prs": 2,
5329
- "distinct_repos_with_open_prs": 2
5330
- },
5331
- "examples": {
5332
- "pull_requests": [
5333
- {
5334
- "kind": "pull_request",
5335
- "number": 45586,
5336
- "title": "Add Audio-Visual Flamingo model",
5337
- "url": "https://github.com/huggingface/transformers/pull/45586",
5338
- "state": "open",
5339
- "merged": false,
5340
- "draft": false,
5341
- "created_at": "2026-04-22T19:05:22Z"
5342
- },
5343
- {
5344
- "kind": "pull_request",
5345
- "number": 44830,
5346
- "title": "Support Audio Flamingo Next checkpoints",
5347
- "url": "https://github.com/huggingface/transformers/pull/44830",
5348
- "state": "closed",
5349
- "merged": true,
5350
- "draft": false,
5351
- "created_at": "2026-03-18T14:31:45Z"
5352
- },
5353
- {
5354
- "kind": "pull_request",
5355
- "number": 43538,
5356
- "title": "Add Music Flamingo",
5357
- "url": "https://github.com/huggingface/transformers/pull/43538",
5358
- "state": "closed",
5359
- "merged": true,
5360
- "draft": false,
5361
- "created_at": "2026-01-27T17:37:34Z"
5362
- }
5363
- ],
5364
- "issues": []
5365
- },
5366
- "fetch_error": null
5367
- },
5368
  {
5369
  "author_login": "jw9603",
5370
  "name": "Jiwon Jeong",
@@ -7646,6 +7569,73 @@
7646
  },
7647
  "fetch_error": null
7648
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7649
  {
7650
  "author_login": "jonghwanhyeon",
7651
  "name": "Jonghwan Hyeon",
@@ -9476,83 +9466,6 @@
9476
  },
9477
  "fetch_error": null
9478
  },
9479
- {
9480
- "author_login": "BillionClaw",
9481
- "name": "BillionToken",
9482
- "profile_url": "https://github.com/BillionClaw",
9483
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABillionClaw",
9484
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABillionClaw",
9485
- "repo_first_seen_at": "2026-03-16T16:17:54Z",
9486
- "repo_last_seen_at": "2026-03-18T12:08:35Z",
9487
- "repo_primary_artifact_count": 18,
9488
- "repo_artifact_count": 24,
9489
- "snapshot_issue_count": 0,
9490
- "snapshot_pr_count": 18,
9491
- "snapshot_comment_count": 6,
9492
- "snapshot_review_count": 0,
9493
- "snapshot_review_comment_count": 0,
9494
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
9495
- "new_to_repo": false,
9496
- "first_seen_in_snapshot": false,
9497
- "known_via_prior_merged_pr": true,
9498
- "report_reason": null,
9499
- "enrichment_source": "previous_report",
9500
- "live_refetch_skipped": true,
9501
- "account_age_days": 35,
9502
- "young_account": true,
9503
- "follow_through_score": "weak",
9504
- "breadth_score": "very high",
9505
- "automation_risk_signal": "high",
9506
- "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
9507
- "public_orgs": [],
9508
- "activity": {
9509
- "visible_authored_pr_count": 484,
9510
- "merged_pr_count": 51,
9511
- "closed_unmerged_pr_count": 304,
9512
- "open_pr_count": 129,
9513
- "merged_pr_rate": 0.1054,
9514
- "closed_unmerged_pr_rate": 0.6281,
9515
- "still_open_pr_rate": 0.2665,
9516
- "distinct_repos_with_authored_prs": 134,
9517
- "distinct_repos_with_open_prs": 49
9518
- },
9519
- "examples": {
9520
- "pull_requests": [
9521
- {
9522
- "kind": "pull_request",
9523
- "number": 44826,
9524
- "title": "fix: allow AutoImageProcessor to load from URL",
9525
- "url": "https://github.com/huggingface/transformers/pull/44826",
9526
- "state": "closed",
9527
- "merged": false,
9528
- "draft": false,
9529
- "created_at": "2026-03-18T12:08:35Z"
9530
- },
9531
- {
9532
- "kind": "pull_request",
9533
- "number": 44824,
9534
- "title": "fix(xlnet): add device parameter to relative_positional_encoding",
9535
- "url": "https://github.com/huggingface/transformers/pull/44824",
9536
- "state": "closed",
9537
- "merged": false,
9538
- "draft": false,
9539
- "created_at": "2026-03-18T11:55:01Z"
9540
- },
9541
- {
9542
- "kind": "pull_request",
9543
- "number": 44823,
9544
- "title": "fix: AutoImageProcessor from URL loading",
9545
- "url": "https://github.com/huggingface/transformers/pull/44823",
9546
- "state": "closed",
9547
- "merged": false,
9548
- "draft": false,
9549
- "created_at": "2026-03-18T11:54:24Z"
9550
- }
9551
- ],
9552
- "issues": []
9553
- },
9554
- "fetch_error": null
9555
- },
9556
  {
9557
  "author_login": "omkar-334",
9558
  "name": "Omkar Kabde",
@@ -9707,6 +9620,160 @@
9707
  },
9708
  "fetch_error": null
9709
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9710
  {
9711
  "author_login": "sbucaille",
9712
  "name": "StevenBucaille",
@@ -18224,63 +18291,6 @@
18224
  },
18225
  "fetch_error": null
18226
  },
18227
- {
18228
- "author_login": "Jeevang1-epic",
18229
- "name": null,
18230
- "profile_url": "https://github.com/Jeevang1-epic",
18231
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJeevang1-epic",
18232
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJeevang1-epic",
18233
- "repo_first_seen_at": "2026-04-24T19:22:05Z",
18234
- "repo_last_seen_at": "2026-04-28T16:17:27Z",
18235
- "repo_primary_artifact_count": 1,
18236
- "repo_artifact_count": 6,
18237
- "snapshot_issue_count": 0,
18238
- "snapshot_pr_count": 1,
18239
- "snapshot_comment_count": 3,
18240
- "snapshot_review_count": 1,
18241
- "snapshot_review_comment_count": 1,
18242
- "repo_association": "CONTRIBUTOR",
18243
- "new_to_repo": false,
18244
- "first_seen_in_snapshot": false,
18245
- "known_via_prior_merged_pr": true,
18246
- "report_reason": null,
18247
- "enrichment_source": "previous_report",
18248
- "live_refetch_skipped": true,
18249
- "account_age_days": 207,
18250
- "young_account": true,
18251
- "follow_through_score": "weak",
18252
- "breadth_score": "low",
18253
- "automation_risk_signal": "low",
18254
- "heuristic_note": "young account; high open PR share; targets high-star repos",
18255
- "public_orgs": [],
18256
- "activity": {
18257
- "visible_authored_pr_count": 3,
18258
- "merged_pr_count": 0,
18259
- "closed_unmerged_pr_count": 0,
18260
- "open_pr_count": 3,
18261
- "merged_pr_rate": 0.0,
18262
- "closed_unmerged_pr_rate": 0.0,
18263
- "still_open_pr_rate": 1.0,
18264
- "distinct_repos_with_authored_prs": 2,
18265
- "distinct_repos_with_open_prs": 2
18266
- },
18267
- "examples": {
18268
- "pull_requests": [
18269
- {
18270
- "kind": "pull_request",
18271
- "number": 45642,
18272
- "title": "Fix trust_remote_code local cache collisions for local models (#45632)",
18273
- "url": "https://github.com/huggingface/transformers/pull/45642",
18274
- "state": "closed",
18275
- "merged": true,
18276
- "draft": false,
18277
- "created_at": "2026-04-24T20:02:15Z"
18278
- }
18279
- ],
18280
- "issues": []
18281
- },
18282
- "fetch_error": null
18283
- },
18284
  {
18285
  "author_login": "Jess-Co-Del",
18286
  "name": "Jessica C. Delmoral",
@@ -18965,6 +18975,63 @@
18965
  },
18966
  "fetch_error": null
18967
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18968
  {
18969
  "author_login": "layla1824",
18970
  "name": "chaymaa feghoul",
@@ -21786,21 +21853,21 @@
21786
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaadkhaleeq610",
21787
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaadkhaleeq610",
21788
  "repo_first_seen_at": "2026-05-17T07:52:23Z",
21789
- "repo_last_seen_at": "2026-05-17T07:52:23Z",
21790
  "repo_primary_artifact_count": 1,
21791
- "repo_artifact_count": 1,
21792
  "snapshot_issue_count": 0,
21793
  "snapshot_pr_count": 1,
21794
- "snapshot_comment_count": 0,
21795
  "snapshot_review_count": 0,
21796
  "snapshot_review_comment_count": 0,
21797
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
21798
- "new_to_repo": true,
21799
- "first_seen_in_snapshot": true,
21800
  "known_via_prior_merged_pr": false,
21801
- "report_reason": "first_seen_in_snapshot",
21802
- "enrichment_source": "live",
21803
- "live_refetch_skipped": false,
21804
  "account_age_days": 2359,
21805
  "young_account": false,
21806
  "follow_through_score": "weak",
 
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
+ "snapshot_id": "20260517T180130Z",
5
+ "generated_at": "2026-05-17T18:02:09Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
+ "selected_contributors": 354,
10
  "first_seen_in_snapshot": 1,
11
  "known_via_prior_merged_pr": 152,
12
+ "previous_primary_author_count": 1152,
13
+ "selected_seen_in_previous_primary": 353,
14
+ "previous_report_contributor_count": 353,
15
  "selected_overlap_previous_report": 352,
16
+ "selected_overlap_previous_report_rate": 0.9944,
17
  "reused_previous_report_entries": 350,
18
+ "reused_known_merged_contributors": 150,
19
+ "live_fetches": 4,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
+ "enrichment_elapsed_seconds": 15.117,
23
+ "enrichment_avg_seconds_per_author": 0.043,
24
  "enrichment_failures": 2
25
  },
26
  "contributors": [
 
2732
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm",
2733
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm",
2734
  "repo_first_seen_at": "2026-01-27T10:34:17Z",
2735
+ "repo_last_seen_at": "2026-05-17T12:46:15Z",
2736
  "repo_primary_artifact_count": 8,
2737
+ "repo_artifact_count": 128,
2738
  "snapshot_issue_count": 0,
2739
  "snapshot_pr_count": 8,
2740
  "snapshot_comment_count": 20,
2741
+ "snapshot_review_count": 50,
2742
+ "snapshot_review_comment_count": 50,
2743
  "repo_association": "CONTRIBUTOR",
2744
  "new_to_repo": false,
2745
  "first_seen_in_snapshot": false,
 
5288
  },
5289
  "fetch_error": null
5290
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5291
  {
5292
  "author_login": "jw9603",
5293
  "name": "Jiwon Jeong",
 
7569
  },
7570
  "fetch_error": null
7571
  },
7572
+ {
7573
+ "author_login": "Jeevang1-epic",
7574
+ "name": null,
7575
+ "profile_url": "https://github.com/Jeevang1-epic",
7576
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJeevang1-epic",
7577
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJeevang1-epic",
7578
+ "repo_first_seen_at": "2026-04-24T19:22:05Z",
7579
+ "repo_last_seen_at": "2026-05-17T16:45:05Z",
7580
+ "repo_primary_artifact_count": 2,
7581
+ "repo_artifact_count": 7,
7582
+ "snapshot_issue_count": 0,
7583
+ "snapshot_pr_count": 2,
7584
+ "snapshot_comment_count": 3,
7585
+ "snapshot_review_count": 1,
7586
+ "snapshot_review_comment_count": 1,
7587
+ "repo_association": "CONTRIBUTOR",
7588
+ "new_to_repo": false,
7589
+ "first_seen_in_snapshot": false,
7590
+ "known_via_prior_merged_pr": true,
7591
+ "report_reason": null,
7592
+ "enrichment_source": "previous_report",
7593
+ "live_refetch_skipped": true,
7594
+ "account_age_days": 207,
7595
+ "young_account": true,
7596
+ "follow_through_score": "weak",
7597
+ "breadth_score": "low",
7598
+ "automation_risk_signal": "low",
7599
+ "heuristic_note": "young account; high open PR share; targets high-star repos",
7600
+ "public_orgs": [],
7601
+ "activity": {
7602
+ "visible_authored_pr_count": 3,
7603
+ "merged_pr_count": 0,
7604
+ "closed_unmerged_pr_count": 0,
7605
+ "open_pr_count": 3,
7606
+ "merged_pr_rate": 0.0,
7607
+ "closed_unmerged_pr_rate": 0.0,
7608
+ "still_open_pr_rate": 1.0,
7609
+ "distinct_repos_with_authored_prs": 2,
7610
+ "distinct_repos_with_open_prs": 2
7611
+ },
7612
+ "examples": {
7613
+ "pull_requests": [
7614
+ {
7615
+ "kind": "pull_request",
7616
+ "number": 46014,
7617
+ "title": "Fix cache collision 45632",
7618
+ "url": "https://github.com/huggingface/transformers/pull/46014",
7619
+ "state": "open",
7620
+ "merged": false,
7621
+ "draft": false,
7622
+ "created_at": "2026-05-17T16:45:05Z"
7623
+ },
7624
+ {
7625
+ "kind": "pull_request",
7626
+ "number": 45642,
7627
+ "title": "Fix trust_remote_code local cache collisions for local models (#45632)",
7628
+ "url": "https://github.com/huggingface/transformers/pull/45642",
7629
+ "state": "closed",
7630
+ "merged": true,
7631
+ "draft": false,
7632
+ "created_at": "2026-04-24T20:02:15Z"
7633
+ }
7634
+ ],
7635
+ "issues": []
7636
+ },
7637
+ "fetch_error": null
7638
+ },
7639
  {
7640
  "author_login": "jonghwanhyeon",
7641
  "name": "Jonghwan Hyeon",
 
9466
  },
9467
  "fetch_error": null
9468
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9469
  {
9470
  "author_login": "omkar-334",
9471
  "name": "Omkar Kabde",
 
9620
  },
9621
  "fetch_error": null
9622
  },
9623
+ {
9624
+ "author_login": "lashahub",
9625
+ "name": "Lasha Koroshinadze",
9626
+ "profile_url": "https://github.com/lashahub",
9627
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub",
9628
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub",
9629
+ "repo_first_seen_at": "2026-01-08T16:47:50Z",
9630
+ "repo_last_seen_at": "2026-05-13T18:44:10Z",
9631
+ "repo_primary_artifact_count": 5,
9632
+ "repo_artifact_count": 32,
9633
+ "snapshot_issue_count": 0,
9634
+ "snapshot_pr_count": 5,
9635
+ "snapshot_comment_count": 11,
9636
+ "snapshot_review_count": 8,
9637
+ "snapshot_review_comment_count": 8,
9638
+ "repo_association": "CONTRIBUTOR",
9639
+ "new_to_repo": false,
9640
+ "first_seen_in_snapshot": false,
9641
+ "known_via_prior_merged_pr": true,
9642
+ "report_reason": null,
9643
+ "enrichment_source": "previous_report",
9644
+ "live_refetch_skipped": true,
9645
+ "account_age_days": 3339,
9646
+ "young_account": false,
9647
+ "follow_through_score": "weak",
9648
+ "breadth_score": "low",
9649
+ "automation_risk_signal": "low",
9650
+ "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
9651
+ "public_orgs": [],
9652
+ "activity": {
9653
+ "visible_authored_pr_count": 3,
9654
+ "merged_pr_count": 1,
9655
+ "closed_unmerged_pr_count": 0,
9656
+ "open_pr_count": 2,
9657
+ "merged_pr_rate": 0.3333,
9658
+ "closed_unmerged_pr_rate": 0.0,
9659
+ "still_open_pr_rate": 0.6667,
9660
+ "distinct_repos_with_authored_prs": 2,
9661
+ "distinct_repos_with_open_prs": 2
9662
+ },
9663
+ "examples": {
9664
+ "pull_requests": [
9665
+ {
9666
+ "kind": "pull_request",
9667
+ "number": 45586,
9668
+ "title": "Add Audio-Visual Flamingo model",
9669
+ "url": "https://github.com/huggingface/transformers/pull/45586",
9670
+ "state": "open",
9671
+ "merged": false,
9672
+ "draft": false,
9673
+ "created_at": "2026-04-22T19:05:22Z"
9674
+ },
9675
+ {
9676
+ "kind": "pull_request",
9677
+ "number": 44830,
9678
+ "title": "Support Audio Flamingo Next checkpoints",
9679
+ "url": "https://github.com/huggingface/transformers/pull/44830",
9680
+ "state": "closed",
9681
+ "merged": true,
9682
+ "draft": false,
9683
+ "created_at": "2026-03-18T14:31:45Z"
9684
+ },
9685
+ {
9686
+ "kind": "pull_request",
9687
+ "number": 43538,
9688
+ "title": "Add Music Flamingo",
9689
+ "url": "https://github.com/huggingface/transformers/pull/43538",
9690
+ "state": "closed",
9691
+ "merged": true,
9692
+ "draft": false,
9693
+ "created_at": "2026-01-27T17:37:34Z"
9694
+ }
9695
+ ],
9696
+ "issues": []
9697
+ },
9698
+ "fetch_error": null
9699
+ },
9700
+ {
9701
+ "author_login": "nightcityblade",
9702
+ "name": null,
9703
+ "profile_url": "https://github.com/nightcityblade",
9704
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade",
9705
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade",
9706
+ "repo_first_seen_at": "2026-02-18T23:07:23Z",
9707
+ "repo_last_seen_at": "2026-05-17T15:26:27Z",
9708
+ "repo_primary_artifact_count": 5,
9709
+ "repo_artifact_count": 12,
9710
+ "snapshot_issue_count": 0,
9711
+ "snapshot_pr_count": 5,
9712
+ "snapshot_comment_count": 7,
9713
+ "snapshot_review_count": 0,
9714
+ "snapshot_review_comment_count": 0,
9715
+ "repo_association": "CONTRIBUTOR",
9716
+ "new_to_repo": false,
9717
+ "first_seen_in_snapshot": false,
9718
+ "known_via_prior_merged_pr": true,
9719
+ "report_reason": null,
9720
+ "enrichment_source": "live",
9721
+ "live_refetch_skipped": false,
9722
+ "account_age_days": 97,
9723
+ "young_account": true,
9724
+ "follow_through_score": "weak",
9725
+ "breadth_score": "very high",
9726
+ "automation_risk_signal": "high",
9727
+ "heuristic_note": "young account; extremely high recent PR volume; very broad repo spread",
9728
+ "public_orgs": [],
9729
+ "activity": {
9730
+ "visible_authored_pr_count": 307,
9731
+ "merged_pr_count": 102,
9732
+ "closed_unmerged_pr_count": 92,
9733
+ "open_pr_count": 113,
9734
+ "merged_pr_rate": 0.3322,
9735
+ "closed_unmerged_pr_rate": 0.2997,
9736
+ "still_open_pr_rate": 0.3681,
9737
+ "distinct_repos_with_authored_prs": 116,
9738
+ "distinct_repos_with_open_prs": 56
9739
+ },
9740
+ "examples": {
9741
+ "pull_requests": [
9742
+ {
9743
+ "kind": "pull_request",
9744
+ "number": 46013,
9745
+ "title": "docs: document flash attention supports_mapping",
9746
+ "url": "https://github.com/huggingface/transformers/pull/46013",
9747
+ "state": "open",
9748
+ "merged": false,
9749
+ "draft": false,
9750
+ "created_at": "2026-05-17T15:26:27Z"
9751
+ },
9752
+ {
9753
+ "kind": "pull_request",
9754
+ "number": 44210,
9755
+ "title": "fix(lasr): remove spurious center arg from _torch_extract_fbank_features call",
9756
+ "url": "https://github.com/huggingface/transformers/pull/44210",
9757
+ "state": "closed",
9758
+ "merged": false,
9759
+ "draft": false,
9760
+ "created_at": "2026-02-22T16:06:16Z"
9761
+ },
9762
+ {
9763
+ "kind": "pull_request",
9764
+ "number": 44204,
9765
+ "title": "fix(layoutlmv2): store only_label_first_subword attribute in tokenizer",
9766
+ "url": "https://github.com/huggingface/transformers/pull/44204",
9767
+ "state": "closed",
9768
+ "merged": false,
9769
+ "draft": false,
9770
+ "created_at": "2026-02-21T16:06:46Z"
9771
+ }
9772
+ ],
9773
+ "issues": []
9774
+ },
9775
+ "fetch_error": null
9776
+ },
9777
  {
9778
  "author_login": "sbucaille",
9779
  "name": "StevenBucaille",
 
18291
  },
18292
  "fetch_error": null
18293
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18294
  {
18295
  "author_login": "Jess-Co-Del",
18296
  "name": "Jessica C. Delmoral",
 
18975
  },
18976
  "fetch_error": null
18977
  },
18978
+ {
18979
+ "author_login": "lalitha2410",
18980
+ "name": null,
18981
+ "profile_url": "https://github.com/lalitha2410",
18982
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alalitha2410",
18983
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alalitha2410",
18984
+ "repo_first_seen_at": "2026-05-17T13:42:37Z",
18985
+ "repo_last_seen_at": "2026-05-17T13:42:37Z",
18986
+ "repo_primary_artifact_count": 1,
18987
+ "repo_artifact_count": 1,
18988
+ "snapshot_issue_count": 0,
18989
+ "snapshot_pr_count": 1,
18990
+ "snapshot_comment_count": 0,
18991
+ "snapshot_review_count": 0,
18992
+ "snapshot_review_comment_count": 0,
18993
+ "repo_association": "FIRST_TIMER",
18994
+ "new_to_repo": true,
18995
+ "first_seen_in_snapshot": true,
18996
+ "known_via_prior_merged_pr": false,
18997
+ "report_reason": "first_seen_in_snapshot",
18998
+ "enrichment_source": "live",
18999
+ "live_refetch_skipped": false,
19000
+ "account_age_days": 1043,
19001
+ "young_account": false,
19002
+ "follow_through_score": "weak",
19003
+ "breadth_score": "low",
19004
+ "automation_risk_signal": "low",
19005
+ "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
19006
+ "public_orgs": [],
19007
+ "activity": {
19008
+ "visible_authored_pr_count": 1,
19009
+ "merged_pr_count": 0,
19010
+ "closed_unmerged_pr_count": 0,
19011
+ "open_pr_count": 1,
19012
+ "merged_pr_rate": 0.0,
19013
+ "closed_unmerged_pr_rate": 0.0,
19014
+ "still_open_pr_rate": 1.0,
19015
+ "distinct_repos_with_authored_prs": 1,
19016
+ "distinct_repos_with_open_prs": 1
19017
+ },
19018
+ "examples": {
19019
+ "pull_requests": [
19020
+ {
19021
+ "kind": "pull_request",
19022
+ "number": 46012,
19023
+ "title": "fix: handle OOV token ids gracefully in convert_ids_to_tokens",
19024
+ "url": "https://github.com/huggingface/transformers/pull/46012",
19025
+ "state": "open",
19026
+ "merged": false,
19027
+ "draft": false,
19028
+ "created_at": "2026-05-17T13:42:37Z"
19029
+ }
19030
+ ],
19031
+ "issues": []
19032
+ },
19033
+ "fetch_error": null
19034
+ },
19035
  {
19036
  "author_login": "layla1824",
19037
  "name": "chaymaa feghoul",
 
21853
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaadkhaleeq610",
21854
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaadkhaleeq610",
21855
  "repo_first_seen_at": "2026-05-17T07:52:23Z",
21856
+ "repo_last_seen_at": "2026-05-17T16:48:00Z",
21857
  "repo_primary_artifact_count": 1,
21858
+ "repo_artifact_count": 2,
21859
  "snapshot_issue_count": 0,
21860
  "snapshot_pr_count": 1,
21861
+ "snapshot_comment_count": 1,
21862
  "snapshot_review_count": 0,
21863
  "snapshot_review_comment_count": 0,
21864
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
21865
+ "new_to_repo": false,
21866
+ "first_seen_in_snapshot": false,
21867
  "known_via_prior_merged_pr": false,
21868
+ "report_reason": null,
21869
+ "enrichment_source": "previous_report",
21870
+ "live_refetch_skipped": true,
21871
  "account_age_days": 2359,
21872
  "young_account": false,
21873
  "follow_through_score": "weak",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260517T120034Z`
4
- - Generated: `2026-05-17T12:00:58Z`
5
  - Activity window: `60d`
6
- - Contributors: `353`
7
 
8
  ## Summary
9
 
@@ -70,7 +70,6 @@
70
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
71
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
72
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
73
- | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
74
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
75
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
76
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -102,6 +101,7 @@
102
  | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
103
  | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
104
  | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
105
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
106
  | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
107
  | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -129,9 +129,10 @@
129
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
130
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
131
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
132
- | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
133
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
134
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
 
135
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
136
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
137
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -266,7 +267,6 @@
266
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
267
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | FIRST_TIME_CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
268
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
269
- | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
270
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
271
  | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
272
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -279,6 +279,7 @@
279
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
280
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
281
  | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 
282
  | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
283
  | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
284
  | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
@@ -328,7 +329,7 @@
328
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
329
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
330
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
331
- | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | yes | FIRST_TIME_CONTRIBUTOR | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
332
  | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
333
  | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
334
  | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
@@ -1096,12 +1097,12 @@ Example artifacts:
1096
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1097
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1098
  - repo first seen: `2026-01-27T10:34:17Z`
1099
- - repo last seen: `2026-05-17T10:33:12Z`
1100
  - first seen in snapshot: **no**
1101
  - repo association: **CONTRIBUTOR**
1102
  - repo primary artifacts: **8**
1103
  - snapshot authored PRs/issues: **8 PRs / 0 issues**
1104
- - snapshot discussion activity: **20 comments / 49 reviews / 49 review comments**
1105
  - account age: **1648 days**
1106
  - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1107
  - public orgs: none visible
@@ -1817,29 +1818,6 @@ Example artifacts:
1817
  - [PR #45628: [MistralCommonBackend] Soften validation mode and apply_chat_template arguments check](https://github.com/huggingface/transformers/pull/45628) — closed, merged
1818
  - [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
1819
 
1820
- ### `lashahub`
1821
-
1822
- - profile: [github.com/lashahub](https://github.com/lashahub)
1823
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
1824
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
1825
- - repo first seen: `2026-01-08T16:47:50Z`
1826
- - repo last seen: `2026-05-13T18:44:10Z`
1827
- - first seen in snapshot: **no**
1828
- - repo association: **CONTRIBUTOR**
1829
- - repo primary artifacts: **5**
1830
- - snapshot authored PRs/issues: **5 PRs / 0 issues**
1831
- - snapshot discussion activity: **11 comments / 8 reviews / 8 review comments**
1832
- - account age: **3339 days**
1833
- - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
1834
- - public orgs: none visible
1835
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
1836
- - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
1837
-
1838
- Example artifacts:
1839
- - [PR #45586: Add Audio-Visual Flamingo model](https://github.com/huggingface/transformers/pull/45586) — open
1840
- - [PR #44830: Support Audio Flamingo Next checkpoints](https://github.com/huggingface/transformers/pull/44830) — closed, merged
1841
- - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
1842
-
1843
  ### `jw9603`
1844
 
1845
  - profile: [github.com/jw9603](https://github.com/jw9603)
@@ -2541,6 +2519,28 @@ Example artifacts:
2541
  - [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
2542
  - [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
2543
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2544
  ### `jonghwanhyeon`
2545
 
2546
  - profile: [github.com/jonghwanhyeon](https://github.com/jonghwanhyeon)
@@ -3136,29 +3136,6 @@ Example artifacts:
3136
  - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
3137
  - [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged
3138
 
3139
- ### `BillionClaw`
3140
-
3141
- - profile: [github.com/BillionClaw](https://github.com/BillionClaw)
3142
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABillionClaw)
3143
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABillionClaw)
3144
- - repo first seen: `2026-03-16T16:17:54Z`
3145
- - repo last seen: `2026-03-18T12:08:35Z`
3146
- - first seen in snapshot: **no**
3147
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3148
- - repo primary artifacts: **18**
3149
- - snapshot authored PRs/issues: **18 PRs / 0 issues**
3150
- - snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
3151
- - account age: **35 days**
3152
- - recent public PR activity: **484 PRs** (51 merged / 304 closed-unmerged / 129 open; merged rate **11%**, closed-unmerged rate **63%**, open rate **27%**)
3153
- - public orgs: none visible
3154
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
3155
- - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
3156
-
3157
- Example artifacts:
3158
- - [PR #44826: fix: allow AutoImageProcessor to load from URL](https://github.com/huggingface/transformers/pull/44826) — closed
3159
- - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
3160
- - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
3161
-
3162
  ### `omkar-334`
3163
 
3164
  - profile: [github.com/omkar-334](https://github.com/omkar-334)
@@ -3205,6 +3182,52 @@ Example artifacts:
3205
  - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3206
  - [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
3207
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3208
  ### `sbucaille`
3209
 
3210
  - profile: [github.com/sbucaille](https://github.com/sbucaille)
@@ -6099,27 +6122,6 @@ Example artifacts:
6099
  Example artifacts:
6100
  - [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged
6101
 
6102
- ### `Jeevang1-epic`
6103
-
6104
- - profile: [github.com/Jeevang1-epic](https://github.com/Jeevang1-epic)
6105
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJeevang1-epic)
6106
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJeevang1-epic)
6107
- - repo first seen: `2026-04-24T19:22:05Z`
6108
- - repo last seen: `2026-04-28T16:17:27Z`
6109
- - first seen in snapshot: **no**
6110
- - repo association: **CONTRIBUTOR**
6111
- - repo primary artifacts: **1**
6112
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
6113
- - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
6114
- - account age: **207 days**
6115
- - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6116
- - public orgs: none visible
6117
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6118
- - heuristic read: **young account; high open PR share; targets high-star repos**
6119
-
6120
- Example artifacts:
6121
- - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — closed, merged
6122
-
6123
  ### `Jess-Co-Del`
6124
 
6125
  - profile: [github.com/Jess-Co-Del](https://github.com/Jess-Co-Del)
@@ -6372,6 +6374,27 @@ Example artifacts:
6372
  Example artifacts:
6373
  - [PR #45778: fix(testing): use worker-specific captured_info files for pytest-xdist compatibility](https://github.com/huggingface/transformers/pull/45778) — closed
6374
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6375
  ### `layla1824`
6376
 
6377
  - profile: [github.com/layla1824](https://github.com/layla1824)
@@ -7407,12 +7430,12 @@ Example artifacts:
7407
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaadkhaleeq610)
7408
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaadkhaleeq610)
7409
  - repo first seen: `2026-05-17T07:52:23Z`
7410
- - repo last seen: `2026-05-17T07:52:23Z`
7411
- - first seen in snapshot: **yes**
7412
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7413
  - repo primary artifacts: **1**
7414
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7415
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
7416
  - account age: **2359 days**
7417
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7418
  - public orgs: none visible
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260517T180130Z`
4
+ - Generated: `2026-05-17T18:02:09Z`
5
  - Activity window: `60d`
6
+ - Contributors: `354`
7
 
8
  ## Summary
9
 
 
70
  | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
71
  | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
72
  | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 
73
  | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
74
  | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
75
  | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 4 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 
101
  | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
102
  | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
103
  | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
104
+ | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
105
  | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
106
  | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
107
  | `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
129
  | `UsamaKenway` | [profile](https://github.com/UsamaKenway) | no | CONTRIBUTOR | 2385d | `2026-04-07T18:39:33Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
130
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
131
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 
132
  | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
133
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
134
+ | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
135
+ | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 5 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
136
  | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
137
  | `JaredforReal` | [profile](https://github.com/JaredforReal) | no | CONTRIBUTOR | 977d | `2026-01-19T05:05:55Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
138
  | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
267
  | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
268
  | `irfaan101` | [profile](https://github.com/irfaan101) | no | FIRST_TIME_CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
269
  | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
270
  | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
271
  | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
272
  | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
279
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
280
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
281
  | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
282
+ | `lalitha2410` | [profile](https://github.com/lalitha2410) | yes | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
283
  | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
284
  | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
285
  | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
 
329
  | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
330
  | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
331
  | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
332
+ | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | FIRST_TIME_CONTRIBUTOR | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
333
  | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
334
  | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
335
  | `sahilleth` | [profile](https://github.com/sahilleth) | no | NONE | 58d | `2026-03-19T05:50:29Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars |
 
1097
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
1098
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
1099
  - repo first seen: `2026-01-27T10:34:17Z`
1100
+ - repo last seen: `2026-05-17T12:46:15Z`
1101
  - first seen in snapshot: **no**
1102
  - repo association: **CONTRIBUTOR**
1103
  - repo primary artifacts: **8**
1104
  - snapshot authored PRs/issues: **8 PRs / 0 issues**
1105
+ - snapshot discussion activity: **20 comments / 50 reviews / 50 review comments**
1106
  - account age: **1648 days**
1107
  - recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
1108
  - public orgs: none visible
 
1818
  - [PR #45628: [MistralCommonBackend] Soften validation mode and apply_chat_template arguments check](https://github.com/huggingface/transformers/pull/45628) — closed, merged
1819
  - [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
1820
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1821
  ### `jw9603`
1822
 
1823
  - profile: [github.com/jw9603](https://github.com/jw9603)
 
2519
  - [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
2520
  - [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
2521
 
2522
+ ### `Jeevang1-epic`
2523
+
2524
+ - profile: [github.com/Jeevang1-epic](https://github.com/Jeevang1-epic)
2525
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJeevang1-epic)
2526
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJeevang1-epic)
2527
+ - repo first seen: `2026-04-24T19:22:05Z`
2528
+ - repo last seen: `2026-05-17T16:45:05Z`
2529
+ - first seen in snapshot: **no**
2530
+ - repo association: **CONTRIBUTOR**
2531
+ - repo primary artifacts: **2**
2532
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2533
+ - snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
2534
+ - account age: **207 days**
2535
+ - recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
2536
+ - public orgs: none visible
2537
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
2538
+ - heuristic read: **young account; high open PR share; targets high-star repos**
2539
+
2540
+ Example artifacts:
2541
+ - [PR #46014: Fix cache collision 45632](https://github.com/huggingface/transformers/pull/46014) — open
2542
+ - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — closed, merged
2543
+
2544
  ### `jonghwanhyeon`
2545
 
2546
  - profile: [github.com/jonghwanhyeon](https://github.com/jonghwanhyeon)
 
3136
  - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
3137
  - [PR #44069: Use torch.isfinite](https://github.com/huggingface/transformers/pull/44069) — closed, merged
3138
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3139
  ### `omkar-334`
3140
 
3141
  - profile: [github.com/omkar-334](https://github.com/omkar-334)
 
3182
  - [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
3183
  - [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
3184
 
3185
+ ### `lashahub`
3186
+
3187
+ - profile: [github.com/lashahub](https://github.com/lashahub)
3188
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub)
3189
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub)
3190
+ - repo first seen: `2026-01-08T16:47:50Z`
3191
+ - repo last seen: `2026-05-13T18:44:10Z`
3192
+ - first seen in snapshot: **no**
3193
+ - repo association: **CONTRIBUTOR**
3194
+ - repo primary artifacts: **5**
3195
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
3196
+ - snapshot discussion activity: **11 comments / 8 reviews / 8 review comments**
3197
+ - account age: **3339 days**
3198
+ - recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
3199
+ - public orgs: none visible
3200
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
3201
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
3202
+
3203
+ Example artifacts:
3204
+ - [PR #45586: Add Audio-Visual Flamingo model](https://github.com/huggingface/transformers/pull/45586) — open
3205
+ - [PR #44830: Support Audio Flamingo Next checkpoints](https://github.com/huggingface/transformers/pull/44830) — closed, merged
3206
+ - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
3207
+
3208
+ ### `nightcityblade`
3209
+
3210
+ - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
3211
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
3212
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
3213
+ - repo first seen: `2026-02-18T23:07:23Z`
3214
+ - repo last seen: `2026-05-17T15:26:27Z`
3215
+ - first seen in snapshot: **no**
3216
+ - repo association: **CONTRIBUTOR**
3217
+ - repo primary artifacts: **5**
3218
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
3219
+ - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
3220
+ - account age: **97 days**
3221
+ - recent public PR activity: **307 PRs** (102 merged / 92 closed-unmerged / 113 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **37%**)
3222
+ - public orgs: none visible
3223
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
3224
+ - heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
3225
+
3226
+ Example artifacts:
3227
+ - [PR #46013: docs: document flash attention supports_mapping](https://github.com/huggingface/transformers/pull/46013) — open
3228
+ - [PR #44210: fix(lasr): remove spurious center arg from _torch_extract_fbank_features call](https://github.com/huggingface/transformers/pull/44210) — closed
3229
+ - [PR #44204: fix(layoutlmv2): store only_label_first_subword attribute in tokenizer](https://github.com/huggingface/transformers/pull/44204) — closed
3230
+
3231
  ### `sbucaille`
3232
 
3233
  - profile: [github.com/sbucaille](https://github.com/sbucaille)
 
6122
  Example artifacts:
6123
  - [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged
6124
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6125
  ### `Jess-Co-Del`
6126
 
6127
  - profile: [github.com/Jess-Co-Del](https://github.com/Jess-Co-Del)
 
6374
  Example artifacts:
6375
  - [PR #45778: fix(testing): use worker-specific captured_info files for pytest-xdist compatibility](https://github.com/huggingface/transformers/pull/45778) — closed
6376
 
6377
+ ### `lalitha2410`
6378
+
6379
+ - profile: [github.com/lalitha2410](https://github.com/lalitha2410)
6380
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alalitha2410)
6381
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alalitha2410)
6382
+ - repo first seen: `2026-05-17T13:42:37Z`
6383
+ - repo last seen: `2026-05-17T13:42:37Z`
6384
+ - first seen in snapshot: **yes**
6385
+ - repo association: **FIRST_TIMER**
6386
+ - repo primary artifacts: **1**
6387
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6388
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6389
+ - account age: **1043 days**
6390
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6391
+ - public orgs: none visible
6392
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6393
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
6394
+
6395
+ Example artifacts:
6396
+ - [PR #46012: fix: handle OOV token ids gracefully in convert_ids_to_tokens](https://github.com/huggingface/transformers/pull/46012) — open
6397
+
6398
  ### `layla1824`
6399
 
6400
  - profile: [github.com/layla1824](https://github.com/layla1824)
 
7430
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaadkhaleeq610)
7431
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaadkhaleeq610)
7432
  - repo first seen: `2026-05-17T07:52:23Z`
7433
+ - repo last seen: `2026-05-17T16:48:00Z`
7434
+ - first seen in snapshot: **no**
7435
  - repo association: **FIRST_TIME_CONTRIBUTOR**
7436
  - repo primary artifacts: **1**
7437
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
7438
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7439
  - account age: **2359 days**
7440
  - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7441
  - public orgs: none visible
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ee19fbc1e278781c1d00af7bf97facf2b06a3ecb6cd83d25b2608cea1f753e4f
3
- size 62978
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f3fed3d64785c093105c46ba80ac56f93876d90b8ea6f696a812cf9e1d0b7539
3
+ size 63065
pr-scope-clusters.json CHANGED
@@ -1,8 +1,8 @@
1
  {
2
  "repo": "huggingface/transformers",
3
- "snapshot_id": "20260517T120034Z",
4
- "generated_at": "2026-05-17T12:00:54Z",
5
- "cluster_count": 53,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-11",
@@ -49,7 +49,7 @@
49
  {
50
  "left_pr_number": 43663,
51
  "right_pr_number": 45067,
52
- "similarity": 0.611,
53
  "content_similarity": 0.445,
54
  "size_similarity": 1.0,
55
  "breadth_similarity": 1.0,
@@ -66,7 +66,7 @@
66
  "left_pr_number": 43651,
67
  "right_pr_number": 43663,
68
  "similarity": 0.538,
69
- "content_similarity": 0.399,
70
  "size_similarity": 0.72,
71
  "breadth_similarity": 1.0,
72
  "concentration_similarity": 1.0,
@@ -82,7 +82,7 @@
82
  "left_pr_number": 43651,
83
  "right_pr_number": 45067,
84
  "similarity": 0.51,
85
- "content_similarity": 0.359,
86
  "size_similarity": 0.72,
87
  "breadth_similarity": 1.0,
88
  "concentration_similarity": 1.0,
@@ -97,7 +97,7 @@
97
  {
98
  "left_pr_number": 43663,
99
  "right_pr_number": 44123,
100
- "similarity": 0.497,
101
  "content_similarity": 0.399,
102
  "size_similarity": 0.455,
103
  "breadth_similarity": 1.0,
@@ -175,11 +175,11 @@
175
  ]
176
  },
177
  {
178
- "left_pr_number": 44257,
179
  "right_pr_number": 45994,
180
  "similarity": 0.46,
181
- "content_similarity": 0.259,
182
- "size_similarity": 0.857,
183
  "breadth_similarity": 1.0,
184
  "concentration_similarity": 1.0,
185
  "shared_filenames": [
@@ -191,11 +191,11 @@
191
  ]
192
  },
193
  {
194
- "left_pr_number": 43663,
195
  "right_pr_number": 45994,
196
- "similarity": 0.459,
197
- "content_similarity": 0.382,
198
- "size_similarity": 0.28,
199
  "breadth_similarity": 1.0,
200
  "concentration_similarity": 1.0,
201
  "shared_filenames": [
@@ -242,7 +242,7 @@
242
  "left_pr_number": 44189,
243
  "right_pr_number": 45994,
244
  "similarity": 0.44,
245
- "content_similarity": 0.291,
246
  "size_similarity": 0.571,
247
  "breadth_similarity": 1.0,
248
  "concentration_similarity": 1.0,
@@ -274,7 +274,7 @@
274
  "left_pr_number": 43636,
275
  "right_pr_number": 43651,
276
  "similarity": 0.437,
277
- "content_similarity": 0.279,
278
  "size_similarity": 0.611,
279
  "breadth_similarity": 1.0,
280
  "concentration_similarity": 1.0,
@@ -289,7 +289,7 @@
289
  {
290
  "left_pr_number": 44189,
291
  "right_pr_number": 45055,
292
- "similarity": 0.436,
293
  "content_similarity": 0.249,
294
  "size_similarity": 0.75,
295
  "breadth_similarity": 1.0,
@@ -319,11 +319,11 @@
319
  ]
320
  },
321
  {
322
- "left_pr_number": 45067,
323
  "right_pr_number": 45994,
324
  "similarity": 0.433,
325
- "content_similarity": 0.344,
326
- "size_similarity": 0.28,
327
  "breadth_similarity": 1.0,
328
  "concentration_similarity": 1.0,
329
  "shared_filenames": [
@@ -335,11 +335,11 @@
335
  ]
336
  },
337
  {
338
- "left_pr_number": 43636,
339
  "right_pr_number": 45994,
340
- "similarity": 0.432,
341
- "content_similarity": 0.267,
342
- "size_similarity": 0.636,
343
  "breadth_similarity": 1.0,
344
  "concentration_similarity": 1.0,
345
  "shared_filenames": [
@@ -386,7 +386,7 @@
386
  "left_pr_number": 43651,
387
  "right_pr_number": 44123,
388
  "similarity": 0.425,
389
- "content_similarity": 0.322,
390
  "size_similarity": 0.327,
391
  "breadth_similarity": 1.0,
392
  "concentration_similarity": 1.0,
@@ -401,7 +401,7 @@
401
  {
402
  "left_pr_number": 43651,
403
  "right_pr_number": 45994,
404
- "similarity": 0.424,
405
  "content_similarity": 0.309,
406
  "size_similarity": 0.389,
407
  "breadth_similarity": 1.0,
@@ -418,7 +418,7 @@
418
  "left_pr_number": 43636,
419
  "right_pr_number": 44660,
420
  "similarity": 0.423,
421
- "content_similarity": 0.273,
422
  "size_similarity": 0.545,
423
  "breadth_similarity": 1.0,
424
  "concentration_similarity": 1.0,
@@ -465,7 +465,7 @@
465
  {
466
  "left_pr_number": 44660,
467
  "right_pr_number": 45055,
468
- "similarity": 0.405,
469
  "content_similarity": 0.258,
470
  "size_similarity": 0.5,
471
  "breadth_similarity": 1.0,
@@ -578,7 +578,7 @@
578
  "left_pr_number": 43651,
579
  "right_pr_number": 44257,
580
  "similarity": 0.389,
581
- "content_similarity": 0.27,
582
  "size_similarity": 0.333,
583
  "breadth_similarity": 1.0,
584
  "concentration_similarity": 1.0,
@@ -610,7 +610,7 @@
610
  "left_pr_number": 44123,
611
  "right_pr_number": 45994,
612
  "similarity": 0.385,
613
- "content_similarity": 0.308,
614
  "size_similarity": 0.127,
615
  "breadth_similarity": 1.0,
616
  "concentration_similarity": 1.0,
@@ -657,7 +657,7 @@
657
  {
658
  "left_pr_number": 44257,
659
  "right_pr_number": 45055,
660
- "similarity": 0.379,
661
  "content_similarity": 0.221,
662
  "size_similarity": 0.5,
663
  "breadth_similarity": 1.0,
@@ -690,7 +690,7 @@
690
  "left_pr_number": 44123,
691
  "right_pr_number": 44189,
692
  "similarity": 0.374,
693
- "content_similarity": 0.304,
694
  "size_similarity": 0.073,
695
  "breadth_similarity": 1.0,
696
  "concentration_similarity": 1.0,
@@ -754,7 +754,7 @@
754
  "left_pr_number": 43651,
755
  "right_pr_number": 45055,
756
  "similarity": 0.359,
757
- "content_similarity": 0.263,
758
  "size_similarity": 0.167,
759
  "breadth_similarity": 1.0,
760
  "concentration_similarity": 1.0,
@@ -769,7 +769,7 @@
769
  {
770
  "left_pr_number": 44123,
771
  "right_pr_number": 44257,
772
- "similarity": 0.355,
773
  "content_similarity": 0.27,
774
  "size_similarity": 0.109,
775
  "breadth_similarity": 1.0,
@@ -785,7 +785,7 @@
785
  {
786
  "left_pr_number": 43636,
787
  "right_pr_number": 45055,
788
- "similarity": 0.35,
789
  "content_similarity": 0.228,
790
  "size_similarity": 0.273,
791
  "breadth_similarity": 1.0,
@@ -850,7 +850,7 @@
850
  "left_pr_number": 44257,
851
  "right_pr_number": 45273,
852
  "similarity": 0.338,
853
- "content_similarity": 0.196,
854
  "size_similarity": 0.333,
855
  "breadth_similarity": 1.0,
856
  "concentration_similarity": 1.0,
@@ -866,7 +866,7 @@
866
  "left_pr_number": 43651,
867
  "right_pr_number": 45273,
868
  "similarity": 0.331,
869
- "content_similarity": 0.234,
870
  "size_similarity": 0.111,
871
  "breadth_similarity": 1.0,
872
  "concentration_similarity": 1.0,
@@ -879,11 +879,11 @@
879
  ]
880
  },
881
  {
882
- "left_pr_number": 43636,
883
  "right_pr_number": 45273,
884
- "similarity": 0.319,
885
- "content_similarity": 0.203,
886
- "size_similarity": 0.182,
887
  "breadth_similarity": 1.0,
888
  "concentration_similarity": 1.0,
889
  "shared_filenames": [
@@ -895,11 +895,11 @@
895
  ]
896
  },
897
  {
898
- "left_pr_number": 44123,
899
  "right_pr_number": 45273,
900
  "similarity": 0.319,
901
- "content_similarity": 0.234,
902
- "size_similarity": 0.036,
903
  "breadth_similarity": 1.0,
904
  "concentration_similarity": 1.0,
905
  "shared_filenames": [
@@ -941,8 +941,8 @@
941
  {
942
  "left_pr_number": 44974,
943
  "right_pr_number": 45635,
944
- "similarity": 0.718,
945
- "content_similarity": 0.719,
946
  "size_similarity": 0.59,
947
  "breadth_similarity": 0.8,
948
  "concentration_similarity": 0.929,
@@ -979,8 +979,8 @@
979
  {
980
  "left_pr_number": 44974,
981
  "right_pr_number": 45996,
982
- "similarity": 0.584,
983
- "content_similarity": 0.556,
984
  "size_similarity": 0.422,
985
  "breadth_similarity": 0.9,
986
  "concentration_similarity": 0.829,
@@ -1039,7 +1039,7 @@
1039
  "left_pr_number": 44974,
1040
  "right_pr_number": 45421,
1041
  "similarity": 0.421,
1042
- "content_similarity": 0.301,
1043
  "size_similarity": 0.735,
1044
  "breadth_similarity": 0.667,
1045
  "concentration_similarity": 0.657,
@@ -1095,7 +1095,7 @@
1095
  "left_pr_number": 45421,
1096
  "right_pr_number": 45996,
1097
  "similarity": 0.323,
1098
- "content_similarity": 0.195,
1099
  "size_similarity": 0.573,
1100
  "breadth_similarity": 0.583,
1101
  "concentration_similarity": 0.828,
@@ -1206,7 +1206,7 @@
1206
  "left_pr_number": 45606,
1207
  "right_pr_number": 45817,
1208
  "similarity": 0.607,
1209
- "content_similarity": 0.552,
1210
  "size_similarity": 0.545,
1211
  "breadth_similarity": 1.0,
1212
  "concentration_similarity": 0.768,
@@ -1228,8 +1228,8 @@
1228
  {
1229
  "left_pr_number": 45438,
1230
  "right_pr_number": 45817,
1231
- "similarity": 0.51,
1232
- "content_similarity": 0.556,
1233
  "size_similarity": 0.231,
1234
  "breadth_similarity": 0.55,
1235
  "concentration_similarity": 0.626,
@@ -1291,7 +1291,7 @@
1291
  {
1292
  "left_pr_number": 45294,
1293
  "right_pr_number": 45606,
1294
- "similarity": 0.351,
1295
  "content_similarity": 0.297,
1296
  "size_similarity": 0.3,
1297
  "breadth_similarity": 0.55,
@@ -1653,6 +1653,123 @@
1653
  }
1654
  ]
1655
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1656
  {
1657
  "cluster_id": "pr-scope-34667-4",
1658
  "pr_numbers": [
@@ -1676,7 +1793,7 @@
1676
  {
1677
  "left_pr_number": 34667,
1678
  "right_pr_number": 45985,
1679
- "similarity": 0.597,
1680
  "content_similarity": 0.482,
1681
  "size_similarity": 0.733,
1682
  "breadth_similarity": 1.0,
@@ -1694,7 +1811,7 @@
1694
  "left_pr_number": 39683,
1695
  "right_pr_number": 45985,
1696
  "similarity": 0.594,
1697
- "content_similarity": 0.494,
1698
  "size_similarity": 0.652,
1699
  "breadth_similarity": 1.0,
1700
  "concentration_similarity": 1.0,
@@ -1711,7 +1828,7 @@
1711
  "left_pr_number": 34667,
1712
  "right_pr_number": 39683,
1713
  "similarity": 0.52,
1714
- "content_similarity": 0.426,
1715
  "size_similarity": 0.478,
1716
  "breadth_similarity": 1.0,
1717
  "concentration_similarity": 1.0,
@@ -1728,7 +1845,7 @@
1728
  "left_pr_number": 44872,
1729
  "right_pr_number": 45985,
1730
  "similarity": 0.458,
1731
- "content_similarity": 0.397,
1732
  "size_similarity": 0.2,
1733
  "breadth_similarity": 1.0,
1734
  "concentration_similarity": 1.0,
@@ -1816,7 +1933,7 @@
1816
  "left_pr_number": 44407,
1817
  "right_pr_number": 44550,
1818
  "similarity": 0.363,
1819
- "content_similarity": 0.099,
1820
  "size_similarity": 0.957,
1821
  "breadth_similarity": 1.0,
1822
  "concentration_similarity": 1.0,
@@ -1830,7 +1947,7 @@
1830
  {
1831
  "left_pr_number": 33686,
1832
  "right_pr_number": 44407,
1833
- "similarity": 0.352,
1834
  "content_similarity": 0.084,
1835
  "size_similarity": 0.957,
1836
  "breadth_similarity": 1.0,
@@ -1876,7 +1993,7 @@
1876
  "left_pr_number": 33686,
1877
  "right_pr_number": 46007,
1878
  "similarity": 0.34,
1879
- "content_similarity": 0.074,
1880
  "size_similarity": 0.917,
1881
  "breadth_similarity": 1.0,
1882
  "concentration_similarity": 1.0,
@@ -2090,7 +2207,7 @@
2090
  {
2091
  "left_pr_number": 44893,
2092
  "right_pr_number": 45997,
2093
- "similarity": 0.573,
2094
  "content_similarity": 0.498,
2095
  "size_similarity": 0.5,
2096
  "breadth_similarity": 1.0,
@@ -2164,7 +2281,7 @@
2164
  {
2165
  "left_pr_number": 44015,
2166
  "right_pr_number": 44676,
2167
- "similarity": 0.418,
2168
  "content_similarity": 0.508,
2169
  "size_similarity": 0.034,
2170
  "breadth_similarity": 0.333,
@@ -2426,74 +2543,6 @@
2426
  }
2427
  ]
2428
  },
2429
- {
2430
- "cluster_id": "pr-scope-41097-3",
2431
- "pr_numbers": [
2432
- 41097,
2433
- 43549,
2434
- 44547
2435
- ],
2436
- "representative_pr_number": 43549,
2437
- "average_similarity": 0.463,
2438
- "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
2439
- "shared_filenames": [
2440
- "src/transformers/modeling_flash_attention_utils.py"
2441
- ],
2442
- "shared_directories": [
2443
- "src/transformers",
2444
- "src"
2445
- ],
2446
- "pairwise": [
2447
- {
2448
- "left_pr_number": 41097,
2449
- "right_pr_number": 43549,
2450
- "similarity": 0.548,
2451
- "content_similarity": 0.44,
2452
- "size_similarity": 0.6,
2453
- "breadth_similarity": 1.0,
2454
- "concentration_similarity": 1.0,
2455
- "shared_filenames": [
2456
- "src/transformers/modeling_flash_attention_utils.py"
2457
- ],
2458
- "shared_directories": [
2459
- "src/transformers",
2460
- "src"
2461
- ]
2462
- },
2463
- {
2464
- "left_pr_number": 43549,
2465
- "right_pr_number": 44547,
2466
- "similarity": 0.437,
2467
- "content_similarity": 0.352,
2468
- "size_similarity": 0.267,
2469
- "breadth_similarity": 1.0,
2470
- "concentration_similarity": 1.0,
2471
- "shared_filenames": [
2472
- "src/transformers/modeling_flash_attention_utils.py"
2473
- ],
2474
- "shared_directories": [
2475
- "src/transformers",
2476
- "src"
2477
- ]
2478
- },
2479
- {
2480
- "left_pr_number": 41097,
2481
- "right_pr_number": 44547,
2482
- "similarity": 0.404,
2483
- "content_similarity": 0.328,
2484
- "size_similarity": 0.16,
2485
- "breadth_similarity": 1.0,
2486
- "concentration_similarity": 1.0,
2487
- "shared_filenames": [
2488
- "src/transformers/modeling_flash_attention_utils.py"
2489
- ],
2490
- "shared_directories": [
2491
- "src/transformers",
2492
- "src"
2493
- ]
2494
- }
2495
- ]
2496
- },
2497
  {
2498
  "cluster_id": "pr-scope-41356-3",
2499
  "pr_numbers": [
@@ -2576,7 +2625,7 @@
2576
  "left_pr_number": 41356,
2577
  "right_pr_number": 45843,
2578
  "similarity": 0.438,
2579
- "content_similarity": 0.367,
2580
  "size_similarity": 0.813,
2581
  "breadth_similarity": 0.267,
2582
  "concentration_similarity": 0.641,
@@ -2770,7 +2819,7 @@
2770
  {
2771
  "left_pr_number": 44907,
2772
  "right_pr_number": 45827,
2773
- "similarity": 0.352,
2774
  "content_similarity": 0.293,
2775
  "size_similarity": 0.446,
2776
  "breadth_similarity": 0.345,
@@ -2810,7 +2859,7 @@
2810
  45655
2811
  ],
2812
  "representative_pr_number": 45649,
2813
- "average_similarity": 0.414,
2814
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2815
  "shared_filenames": [
2816
  "src/transformers/modeling_utils.py"
@@ -2823,8 +2872,8 @@
2823
  {
2824
  "left_pr_number": 45649,
2825
  "right_pr_number": 45655,
2826
- "similarity": 0.505,
2827
- "content_similarity": 0.34,
2828
  "size_similarity": 0.778,
2829
  "breadth_similarity": 1.0,
2830
  "concentration_similarity": 1.0,
@@ -2839,8 +2888,8 @@
2839
  {
2840
  "left_pr_number": 45548,
2841
  "right_pr_number": 45649,
2842
- "similarity": 0.388,
2843
- "content_similarity": 0.343,
2844
  "size_similarity": 0.149,
2845
  "breadth_similarity": 0.75,
2846
  "concentration_similarity": 1.0,
@@ -2855,8 +2904,8 @@
2855
  {
2856
  "left_pr_number": 45548,
2857
  "right_pr_number": 45655,
2858
- "similarity": 0.349,
2859
- "content_similarity": 0.279,
2860
  "size_similarity": 0.191,
2861
  "breadth_similarity": 0.75,
2862
  "concentration_similarity": 1.0,
@@ -2878,7 +2927,7 @@
2878
  45524
2879
  ],
2880
  "representative_pr_number": 44615,
2881
- "average_similarity": 0.402,
2882
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2883
  "shared_filenames": [
2884
  "src/transformers/utils/import_utils.py"
@@ -2893,7 +2942,7 @@
2893
  "left_pr_number": 44615,
2894
  "right_pr_number": 45524,
2895
  "similarity": 0.418,
2896
- "content_similarity": 0.333,
2897
  "size_similarity": 0.229,
2898
  "breadth_similarity": 1.0,
2899
  "concentration_similarity": 1.0,
@@ -2942,6 +2991,84 @@
2942
  }
2943
  ]
2944
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2945
  {
2946
  "cluster_id": "pr-scope-44889-3",
2947
  "pr_numbers": [
@@ -3725,6 +3852,49 @@
3725
  }
3726
  ]
3727
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3728
  {
3729
  "cluster_id": "pr-scope-44101-2",
3730
  "pr_numbers": [
@@ -3872,7 +4042,7 @@
3872
  "left_pr_number": 45293,
3873
  "right_pr_number": 45317,
3874
  "similarity": 0.509,
3875
- "content_similarity": 0.356,
3876
  "size_similarity": 0.741,
3877
  "breadth_similarity": 1.0,
3878
  "concentration_similarity": 0.972,
@@ -4184,7 +4354,7 @@
4184
  45883
4185
  ],
4186
  "representative_pr_number": 45202,
4187
- "average_similarity": 0.437,
4188
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
4189
  "shared_filenames": [
4190
  "src/transformers/models/gemma4/modular_gemma4.py",
@@ -4200,7 +4370,7 @@
4200
  {
4201
  "left_pr_number": 45202,
4202
  "right_pr_number": 45883,
4203
- "similarity": 0.437,
4204
  "content_similarity": 0.405,
4205
  "size_similarity": 0.027,
4206
  "breadth_similarity": 1.0,
@@ -4364,7 +4534,7 @@
4364
  45086
4365
  ],
4366
  "representative_pr_number": 44606,
4367
- "average_similarity": 0.416,
4368
  "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
4369
  "shared_filenames": [
4370
  "src/transformers/tokenization_utils_tokenizers.py"
@@ -4377,8 +4547,8 @@
4377
  {
4378
  "left_pr_number": 44606,
4379
  "right_pr_number": 45086,
4380
- "similarity": 0.416,
4381
- "content_similarity": 0.333,
4382
  "size_similarity": 0.222,
4383
  "breadth_similarity": 1.0,
4384
  "concentration_similarity": 1.0,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260517T180130Z",
4
+ "generated_at": "2026-05-17T18:01:53Z",
5
+ "cluster_count": 55,
6
  "pr_scope_clusters": [
7
  {
8
  "cluster_id": "pr-scope-43636-11",
 
49
  {
50
  "left_pr_number": 43663,
51
  "right_pr_number": 45067,
52
+ "similarity": 0.612,
53
  "content_similarity": 0.445,
54
  "size_similarity": 1.0,
55
  "breadth_similarity": 1.0,
 
66
  "left_pr_number": 43651,
67
  "right_pr_number": 43663,
68
  "similarity": 0.538,
69
+ "content_similarity": 0.4,
70
  "size_similarity": 0.72,
71
  "breadth_similarity": 1.0,
72
  "concentration_similarity": 1.0,
 
82
  "left_pr_number": 43651,
83
  "right_pr_number": 45067,
84
  "similarity": 0.51,
85
+ "content_similarity": 0.36,
86
  "size_similarity": 0.72,
87
  "breadth_similarity": 1.0,
88
  "concentration_similarity": 1.0,
 
97
  {
98
  "left_pr_number": 43663,
99
  "right_pr_number": 44123,
100
+ "similarity": 0.498,
101
  "content_similarity": 0.399,
102
  "size_similarity": 0.455,
103
  "breadth_similarity": 1.0,
 
175
  ]
176
  },
177
  {
178
+ "left_pr_number": 43663,
179
  "right_pr_number": 45994,
180
  "similarity": 0.46,
181
+ "content_similarity": 0.382,
182
+ "size_similarity": 0.28,
183
  "breadth_similarity": 1.0,
184
  "concentration_similarity": 1.0,
185
  "shared_filenames": [
 
191
  ]
192
  },
193
  {
194
+ "left_pr_number": 44257,
195
  "right_pr_number": 45994,
196
+ "similarity": 0.46,
197
+ "content_similarity": 0.259,
198
+ "size_similarity": 0.857,
199
  "breadth_similarity": 1.0,
200
  "concentration_similarity": 1.0,
201
  "shared_filenames": [
 
242
  "left_pr_number": 44189,
243
  "right_pr_number": 45994,
244
  "similarity": 0.44,
245
+ "content_similarity": 0.292,
246
  "size_similarity": 0.571,
247
  "breadth_similarity": 1.0,
248
  "concentration_similarity": 1.0,
 
274
  "left_pr_number": 43636,
275
  "right_pr_number": 43651,
276
  "similarity": 0.437,
277
+ "content_similarity": 0.28,
278
  "size_similarity": 0.611,
279
  "breadth_similarity": 1.0,
280
  "concentration_similarity": 1.0,
 
289
  {
290
  "left_pr_number": 44189,
291
  "right_pr_number": 45055,
292
+ "similarity": 0.437,
293
  "content_similarity": 0.249,
294
  "size_similarity": 0.75,
295
  "breadth_similarity": 1.0,
 
319
  ]
320
  },
321
  {
322
+ "left_pr_number": 43636,
323
  "right_pr_number": 45994,
324
  "similarity": 0.433,
325
+ "content_similarity": 0.267,
326
+ "size_similarity": 0.636,
327
  "breadth_similarity": 1.0,
328
  "concentration_similarity": 1.0,
329
  "shared_filenames": [
 
335
  ]
336
  },
337
  {
338
+ "left_pr_number": 45067,
339
  "right_pr_number": 45994,
340
+ "similarity": 0.433,
341
+ "content_similarity": 0.344,
342
+ "size_similarity": 0.28,
343
  "breadth_similarity": 1.0,
344
  "concentration_similarity": 1.0,
345
  "shared_filenames": [
 
386
  "left_pr_number": 43651,
387
  "right_pr_number": 44123,
388
  "similarity": 0.425,
389
+ "content_similarity": 0.323,
390
  "size_similarity": 0.327,
391
  "breadth_similarity": 1.0,
392
  "concentration_similarity": 1.0,
 
401
  {
402
  "left_pr_number": 43651,
403
  "right_pr_number": 45994,
404
+ "similarity": 0.425,
405
  "content_similarity": 0.309,
406
  "size_similarity": 0.389,
407
  "breadth_similarity": 1.0,
 
418
  "left_pr_number": 43636,
419
  "right_pr_number": 44660,
420
  "similarity": 0.423,
421
+ "content_similarity": 0.274,
422
  "size_similarity": 0.545,
423
  "breadth_similarity": 1.0,
424
  "concentration_similarity": 1.0,
 
465
  {
466
  "left_pr_number": 44660,
467
  "right_pr_number": 45055,
468
+ "similarity": 0.406,
469
  "content_similarity": 0.258,
470
  "size_similarity": 0.5,
471
  "breadth_similarity": 1.0,
 
578
  "left_pr_number": 43651,
579
  "right_pr_number": 44257,
580
  "similarity": 0.389,
581
+ "content_similarity": 0.271,
582
  "size_similarity": 0.333,
583
  "breadth_similarity": 1.0,
584
  "concentration_similarity": 1.0,
 
610
  "left_pr_number": 44123,
611
  "right_pr_number": 45994,
612
  "similarity": 0.385,
613
+ "content_similarity": 0.309,
614
  "size_similarity": 0.127,
615
  "breadth_similarity": 1.0,
616
  "concentration_similarity": 1.0,
 
657
  {
658
  "left_pr_number": 44257,
659
  "right_pr_number": 45055,
660
+ "similarity": 0.38,
661
  "content_similarity": 0.221,
662
  "size_similarity": 0.5,
663
  "breadth_similarity": 1.0,
 
690
  "left_pr_number": 44123,
691
  "right_pr_number": 44189,
692
  "similarity": 0.374,
693
+ "content_similarity": 0.305,
694
  "size_similarity": 0.073,
695
  "breadth_similarity": 1.0,
696
  "concentration_similarity": 1.0,
 
754
  "left_pr_number": 43651,
755
  "right_pr_number": 45055,
756
  "similarity": 0.359,
757
+ "content_similarity": 0.264,
758
  "size_similarity": 0.167,
759
  "breadth_similarity": 1.0,
760
  "concentration_similarity": 1.0,
 
769
  {
770
  "left_pr_number": 44123,
771
  "right_pr_number": 44257,
772
+ "similarity": 0.356,
773
  "content_similarity": 0.27,
774
  "size_similarity": 0.109,
775
  "breadth_similarity": 1.0,
 
785
  {
786
  "left_pr_number": 43636,
787
  "right_pr_number": 45055,
788
+ "similarity": 0.351,
789
  "content_similarity": 0.228,
790
  "size_similarity": 0.273,
791
  "breadth_similarity": 1.0,
 
850
  "left_pr_number": 44257,
851
  "right_pr_number": 45273,
852
  "similarity": 0.338,
853
+ "content_similarity": 0.197,
854
  "size_similarity": 0.333,
855
  "breadth_similarity": 1.0,
856
  "concentration_similarity": 1.0,
 
866
  "left_pr_number": 43651,
867
  "right_pr_number": 45273,
868
  "similarity": 0.331,
869
+ "content_similarity": 0.235,
870
  "size_similarity": 0.111,
871
  "breadth_similarity": 1.0,
872
  "concentration_similarity": 1.0,
 
879
  ]
880
  },
881
  {
882
+ "left_pr_number": 44123,
883
  "right_pr_number": 45273,
884
+ "similarity": 0.32,
885
+ "content_similarity": 0.234,
886
+ "size_similarity": 0.036,
887
  "breadth_similarity": 1.0,
888
  "concentration_similarity": 1.0,
889
  "shared_filenames": [
 
895
  ]
896
  },
897
  {
898
+ "left_pr_number": 43636,
899
  "right_pr_number": 45273,
900
  "similarity": 0.319,
901
+ "content_similarity": 0.203,
902
+ "size_similarity": 0.182,
903
  "breadth_similarity": 1.0,
904
  "concentration_similarity": 1.0,
905
  "shared_filenames": [
 
941
  {
942
  "left_pr_number": 44974,
943
  "right_pr_number": 45635,
944
+ "similarity": 0.719,
945
+ "content_similarity": 0.72,
946
  "size_similarity": 0.59,
947
  "breadth_similarity": 0.8,
948
  "concentration_similarity": 0.929,
 
979
  {
980
  "left_pr_number": 44974,
981
  "right_pr_number": 45996,
982
+ "similarity": 0.585,
983
+ "content_similarity": 0.557,
984
  "size_similarity": 0.422,
985
  "breadth_similarity": 0.9,
986
  "concentration_similarity": 0.829,
 
1039
  "left_pr_number": 44974,
1040
  "right_pr_number": 45421,
1041
  "similarity": 0.421,
1042
+ "content_similarity": 0.302,
1043
  "size_similarity": 0.735,
1044
  "breadth_similarity": 0.667,
1045
  "concentration_similarity": 0.657,
 
1095
  "left_pr_number": 45421,
1096
  "right_pr_number": 45996,
1097
  "similarity": 0.323,
1098
+ "content_similarity": 0.196,
1099
  "size_similarity": 0.573,
1100
  "breadth_similarity": 0.583,
1101
  "concentration_similarity": 0.828,
 
1206
  "left_pr_number": 45606,
1207
  "right_pr_number": 45817,
1208
  "similarity": 0.607,
1209
+ "content_similarity": 0.553,
1210
  "size_similarity": 0.545,
1211
  "breadth_similarity": 1.0,
1212
  "concentration_similarity": 0.768,
 
1228
  {
1229
  "left_pr_number": 45438,
1230
  "right_pr_number": 45817,
1231
+ "similarity": 0.511,
1232
+ "content_similarity": 0.557,
1233
  "size_similarity": 0.231,
1234
  "breadth_similarity": 0.55,
1235
  "concentration_similarity": 0.626,
 
1291
  {
1292
  "left_pr_number": 45294,
1293
  "right_pr_number": 45606,
1294
+ "similarity": 0.352,
1295
  "content_similarity": 0.297,
1296
  "size_similarity": 0.3,
1297
  "breadth_similarity": 0.55,
 
1653
  }
1654
  ]
1655
  },
1656
+ {
1657
+ "cluster_id": "pr-scope-41097-4",
1658
+ "pr_numbers": [
1659
+ 41097,
1660
+ 43549,
1661
+ 44547,
1662
+ 46013
1663
+ ],
1664
+ "representative_pr_number": 43549,
1665
+ "average_similarity": 0.537,
1666
+ "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
1667
+ "shared_filenames": [
1668
+ "src/transformers/modeling_flash_attention_utils.py"
1669
+ ],
1670
+ "shared_directories": [
1671
+ "src/transformers",
1672
+ "src"
1673
+ ],
1674
+ "pairwise": [
1675
+ {
1676
+ "left_pr_number": 43549,
1677
+ "right_pr_number": 46013,
1678
+ "similarity": 0.885,
1679
+ "content_similarity": 0.993,
1680
+ "size_similarity": 0.267,
1681
+ "breadth_similarity": 1.0,
1682
+ "concentration_similarity": 1.0,
1683
+ "shared_filenames": [
1684
+ "src/transformers/modeling_flash_attention_utils.py"
1685
+ ],
1686
+ "shared_directories": [
1687
+ "src/transformers",
1688
+ "src"
1689
+ ]
1690
+ },
1691
+ {
1692
+ "left_pr_number": 41097,
1693
+ "right_pr_number": 43549,
1694
+ "similarity": 0.548,
1695
+ "content_similarity": 0.441,
1696
+ "size_similarity": 0.6,
1697
+ "breadth_similarity": 1.0,
1698
+ "concentration_similarity": 1.0,
1699
+ "shared_filenames": [
1700
+ "src/transformers/modeling_flash_attention_utils.py"
1701
+ ],
1702
+ "shared_directories": [
1703
+ "src/transformers",
1704
+ "src"
1705
+ ]
1706
+ },
1707
+ {
1708
+ "left_pr_number": 44547,
1709
+ "right_pr_number": 46013,
1710
+ "similarity": 0.515,
1711
+ "content_similarity": 0.307,
1712
+ "size_similarity": 1.0,
1713
+ "breadth_similarity": 1.0,
1714
+ "concentration_similarity": 1.0,
1715
+ "shared_filenames": [
1716
+ "src/transformers/modeling_flash_attention_utils.py"
1717
+ ],
1718
+ "shared_directories": [
1719
+ "src/transformers",
1720
+ "src"
1721
+ ]
1722
+ },
1723
+ {
1724
+ "left_pr_number": 41097,
1725
+ "right_pr_number": 46013,
1726
+ "similarity": 0.444,
1727
+ "content_similarity": 0.385,
1728
+ "size_similarity": 0.16,
1729
+ "breadth_similarity": 1.0,
1730
+ "concentration_similarity": 1.0,
1731
+ "shared_filenames": [
1732
+ "src/transformers/modeling_flash_attention_utils.py"
1733
+ ],
1734
+ "shared_directories": [
1735
+ "src/transformers",
1736
+ "src"
1737
+ ]
1738
+ },
1739
+ {
1740
+ "left_pr_number": 43549,
1741
+ "right_pr_number": 44547,
1742
+ "similarity": 0.436,
1743
+ "content_similarity": 0.352,
1744
+ "size_similarity": 0.267,
1745
+ "breadth_similarity": 1.0,
1746
+ "concentration_similarity": 1.0,
1747
+ "shared_filenames": [
1748
+ "src/transformers/modeling_flash_attention_utils.py"
1749
+ ],
1750
+ "shared_directories": [
1751
+ "src/transformers",
1752
+ "src"
1753
+ ]
1754
+ },
1755
+ {
1756
+ "left_pr_number": 41097,
1757
+ "right_pr_number": 44547,
1758
+ "similarity": 0.395,
1759
+ "content_similarity": 0.316,
1760
+ "size_similarity": 0.16,
1761
+ "breadth_similarity": 1.0,
1762
+ "concentration_similarity": 1.0,
1763
+ "shared_filenames": [
1764
+ "src/transformers/modeling_flash_attention_utils.py"
1765
+ ],
1766
+ "shared_directories": [
1767
+ "src/transformers",
1768
+ "src"
1769
+ ]
1770
+ }
1771
+ ]
1772
+ },
1773
  {
1774
  "cluster_id": "pr-scope-34667-4",
1775
  "pr_numbers": [
 
1793
  {
1794
  "left_pr_number": 34667,
1795
  "right_pr_number": 45985,
1796
+ "similarity": 0.598,
1797
  "content_similarity": 0.482,
1798
  "size_similarity": 0.733,
1799
  "breadth_similarity": 1.0,
 
1811
  "left_pr_number": 39683,
1812
  "right_pr_number": 45985,
1813
  "similarity": 0.594,
1814
+ "content_similarity": 0.495,
1815
  "size_similarity": 0.652,
1816
  "breadth_similarity": 1.0,
1817
  "concentration_similarity": 1.0,
 
1828
  "left_pr_number": 34667,
1829
  "right_pr_number": 39683,
1830
  "similarity": 0.52,
1831
+ "content_similarity": 0.427,
1832
  "size_similarity": 0.478,
1833
  "breadth_similarity": 1.0,
1834
  "concentration_similarity": 1.0,
 
1845
  "left_pr_number": 44872,
1846
  "right_pr_number": 45985,
1847
  "similarity": 0.458,
1848
+ "content_similarity": 0.398,
1849
  "size_similarity": 0.2,
1850
  "breadth_similarity": 1.0,
1851
  "concentration_similarity": 1.0,
 
1933
  "left_pr_number": 44407,
1934
  "right_pr_number": 44550,
1935
  "similarity": 0.363,
1936
+ "content_similarity": 0.1,
1937
  "size_similarity": 0.957,
1938
  "breadth_similarity": 1.0,
1939
  "concentration_similarity": 1.0,
 
1947
  {
1948
  "left_pr_number": 33686,
1949
  "right_pr_number": 44407,
1950
+ "similarity": 0.353,
1951
  "content_similarity": 0.084,
1952
  "size_similarity": 0.957,
1953
  "breadth_similarity": 1.0,
 
1993
  "left_pr_number": 33686,
1994
  "right_pr_number": 46007,
1995
  "similarity": 0.34,
1996
+ "content_similarity": 0.075,
1997
  "size_similarity": 0.917,
1998
  "breadth_similarity": 1.0,
1999
  "concentration_similarity": 1.0,
 
2207
  {
2208
  "left_pr_number": 44893,
2209
  "right_pr_number": 45997,
2210
+ "similarity": 0.574,
2211
  "content_similarity": 0.498,
2212
  "size_similarity": 0.5,
2213
  "breadth_similarity": 1.0,
 
2281
  {
2282
  "left_pr_number": 44015,
2283
  "right_pr_number": 44676,
2284
+ "similarity": 0.419,
2285
  "content_similarity": 0.508,
2286
  "size_similarity": 0.034,
2287
  "breadth_similarity": 0.333,
 
2543
  }
2544
  ]
2545
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2546
  {
2547
  "cluster_id": "pr-scope-41356-3",
2548
  "pr_numbers": [
 
2625
  "left_pr_number": 41356,
2626
  "right_pr_number": 45843,
2627
  "similarity": 0.438,
2628
+ "content_similarity": 0.368,
2629
  "size_similarity": 0.813,
2630
  "breadth_similarity": 0.267,
2631
  "concentration_similarity": 0.641,
 
2819
  {
2820
  "left_pr_number": 44907,
2821
  "right_pr_number": 45827,
2822
+ "similarity": 0.353,
2823
  "content_similarity": 0.293,
2824
  "size_similarity": 0.446,
2825
  "breadth_similarity": 0.345,
 
2859
  45655
2860
  ],
2861
  "representative_pr_number": 45649,
2862
+ "average_similarity": 0.411,
2863
  "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
2864
  "shared_filenames": [
2865
  "src/transformers/modeling_utils.py"
 
2872
  {
2873
  "left_pr_number": 45649,
2874
  "right_pr_number": 45655,
2875
+ "similarity": 0.502,
2876
+ "content_similarity": 0.336,
2877
  "size_similarity": 0.778,
2878
  "breadth_similarity": 1.0,
2879
  "concentration_similarity": 1.0,
 
2888
  {
2889
  "left_pr_number": 45548,
2890
  "right_pr_number": 45649,
2891
+ "similarity": 0.385,
2892
+ "content_similarity": 0.339,
2893
  "size_similarity": 0.149,
2894
  "breadth_similarity": 0.75,
2895
  "concentration_similarity": 1.0,
 
2904
  {
2905
  "left_pr_number": 45548,
2906
  "right_pr_number": 45655,
2907
+ "similarity": 0.347,
2908
+ "content_similarity": 0.275,
2909
  "size_similarity": 0.191,
2910
  "breadth_similarity": 0.75,
2911
  "concentration_similarity": 1.0,
 
2927
  45524
2928
  ],
2929
  "representative_pr_number": 44615,
2930
+ "average_similarity": 0.403,
2931
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2932
  "shared_filenames": [
2933
  "src/transformers/utils/import_utils.py"
 
2942
  "left_pr_number": 44615,
2943
  "right_pr_number": 45524,
2944
  "similarity": 0.418,
2945
+ "content_similarity": 0.334,
2946
  "size_similarity": 0.229,
2947
  "breadth_similarity": 1.0,
2948
  "concentration_similarity": 1.0,
 
2991
  }
2992
  ]
2993
  },
2994
+ {
2995
+ "cluster_id": "pr-scope-43654-3",
2996
+ "pr_numbers": [
2997
+ 43654,
2998
+ 45822,
2999
+ 46012
3000
+ ],
3001
+ "representative_pr_number": 46012,
3002
+ "average_similarity": 0.387,
3003
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`, `tests/tokenization/test_tokenization_fast.py`; representative PR #46012.",
3004
+ "shared_filenames": [
3005
+ "src/transformers/tokenization_utils_tokenizers.py",
3006
+ "tests/tokenization/test_tokenization_fast.py"
3007
+ ],
3008
+ "shared_directories": [
3009
+ "tests/tokenization",
3010
+ "src/transformers",
3011
+ "tests",
3012
+ "src"
3013
+ ],
3014
+ "pairwise": [
3015
+ {
3016
+ "left_pr_number": 45822,
3017
+ "right_pr_number": 46012,
3018
+ "similarity": 0.556,
3019
+ "content_similarity": 0.533,
3020
+ "size_similarity": 0.694,
3021
+ "breadth_similarity": 0.417,
3022
+ "concentration_similarity": 0.744,
3023
+ "shared_filenames": [
3024
+ "src/transformers/tokenization_utils_tokenizers.py",
3025
+ "tests/tokenization/test_tokenization_fast.py"
3026
+ ],
3027
+ "shared_directories": [
3028
+ "src/transformers",
3029
+ "tests/tokenization",
3030
+ "src",
3031
+ "tests"
3032
+ ]
3033
+ },
3034
+ {
3035
+ "left_pr_number": 43654,
3036
+ "right_pr_number": 46012,
3037
+ "similarity": 0.37,
3038
+ "content_similarity": 0.205,
3039
+ "size_similarity": 0.56,
3040
+ "breadth_similarity": 1.0,
3041
+ "concentration_similarity": 0.843,
3042
+ "shared_filenames": [
3043
+ "src/transformers/tokenization_utils_tokenizers.py"
3044
+ ],
3045
+ "shared_directories": [
3046
+ "src/transformers",
3047
+ "tests/tokenization",
3048
+ "src",
3049
+ "tests"
3050
+ ]
3051
+ },
3052
+ {
3053
+ "left_pr_number": 43654,
3054
+ "right_pr_number": 45822,
3055
+ "similarity": 0.234,
3056
+ "content_similarity": 0.15,
3057
+ "size_similarity": 0.389,
3058
+ "breadth_similarity": 0.417,
3059
+ "concentration_similarity": 0.587,
3060
+ "shared_filenames": [
3061
+ "src/transformers/tokenization_utils_tokenizers.py"
3062
+ ],
3063
+ "shared_directories": [
3064
+ "src/transformers",
3065
+ "tests/tokenization",
3066
+ "src",
3067
+ "tests"
3068
+ ]
3069
+ }
3070
+ ]
3071
+ },
3072
  {
3073
  "cluster_id": "pr-scope-44889-3",
3074
  "pr_numbers": [
 
3852
  }
3853
  ]
3854
  },
3855
+ {
3856
+ "cluster_id": "pr-scope-44940-2",
3857
+ "pr_numbers": [
3858
+ 44940,
3859
+ 46014
3860
+ ],
3861
+ "representative_pr_number": 44940,
3862
+ "average_similarity": 0.563,
3863
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/initialization.py`, `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
3864
+ "shared_filenames": [
3865
+ "src/transformers/initialization.py",
3866
+ "tests/utils/test_modeling_utils.py",
3867
+ "src/transformers/modeling_utils.py"
3868
+ ],
3869
+ "shared_directories": [
3870
+ "tests/utils",
3871
+ "src/transformers",
3872
+ "tests",
3873
+ "src"
3874
+ ],
3875
+ "pairwise": [
3876
+ {
3877
+ "left_pr_number": 44940,
3878
+ "right_pr_number": 46014,
3879
+ "similarity": 0.563,
3880
+ "content_similarity": 0.481,
3881
+ "size_similarity": 0.527,
3882
+ "breadth_similarity": 1.0,
3883
+ "concentration_similarity": 0.943,
3884
+ "shared_filenames": [
3885
+ "src/transformers/initialization.py",
3886
+ "src/transformers/modeling_utils.py",
3887
+ "tests/utils/test_modeling_utils.py"
3888
+ ],
3889
+ "shared_directories": [
3890
+ "src/transformers",
3891
+ "tests/utils",
3892
+ "src",
3893
+ "tests"
3894
+ ]
3895
+ }
3896
+ ]
3897
+ },
3898
  {
3899
  "cluster_id": "pr-scope-44101-2",
3900
  "pr_numbers": [
 
4042
  "left_pr_number": 45293,
4043
  "right_pr_number": 45317,
4044
  "similarity": 0.509,
4045
+ "content_similarity": 0.357,
4046
  "size_similarity": 0.741,
4047
  "breadth_similarity": 1.0,
4048
  "concentration_similarity": 0.972,
 
4354
  45883
4355
  ],
4356
  "representative_pr_number": 45202,
4357
+ "average_similarity": 0.438,
4358
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45202.",
4359
  "shared_filenames": [
4360
  "src/transformers/models/gemma4/modular_gemma4.py",
 
4370
  {
4371
  "left_pr_number": 45202,
4372
  "right_pr_number": 45883,
4373
+ "similarity": 0.438,
4374
  "content_similarity": 0.405,
4375
  "size_similarity": 0.027,
4376
  "breadth_similarity": 1.0,
 
4534
  45086
4535
  ],
4536
  "representative_pr_number": 44606,
4537
+ "average_similarity": 0.409,
4538
  "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
4539
  "shared_filenames": [
4540
  "src/transformers/tokenization_utils_tokenizers.py"
 
4547
  {
4548
  "left_pr_number": 44606,
4549
  "right_pr_number": 45086,
4550
+ "similarity": 0.409,
4551
+ "content_similarity": 0.323,
4552
  "size_similarity": 0.222,
4553
  "breadth_similarity": 1.0,
4554
  "concentration_similarity": 1.0,
pr_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:1bdafe97d960f928a983c33d0a73c3315dd2de880f98bfa2bd7eb3763115a777
3
- size 1589843
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3c75df39c02a3aacb37622a61eb4a7d7cdc1653ee0c145b24fea3c34ff94bce6
3
+ size 1590360
pr_diffs.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:f58b1802f14e93654e37575e0d4a3652633cbfc58134c086e4006b5e8ee1b895
3
- size 47244409
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:68ed9dca5aee9b65f7f08cafbed413309e18a50805f31d7334f7da82d0597f84
3
+ size 47277482
pr_files.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:945cfe69313f2a338a00fbde7502abe49d56d06d89d641b50a9405d520fb3d7f
3
- size 40086518
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c9d135a1e9d0f6911a57d3d8f523f7f00b6ca269b913ce832f12674385018761
3
+ size 40089906
pull_requests.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:2b1b84b89c5b3553727b712b1c081e54929731c760894ec784097bfd6a23cfdb
3
- size 1889717
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f2621dfac19b3ffd986ac185f810a70cf24d708532c3b7f6e96320f08f72e11a
3
+ size 1892103
review_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:456933b41074e69db014486b666243d304f6c881b42cb6514d3633c85accafba
3
- size 2495417
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f9459f3cbe1b6038fef82b4a3a50202c636b5f5436cdf01fabeeb0b7bc718446
3
+ size 2495723
reviews.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:348161a2ebf00319f9145182317c959dd44d3948479cf12e8bf862cdf8fb1c8a
3
- size 769783
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d1c2b083c0c891d3226f0762f54d4f7b6c8831f4aee5293ea13369aa7c542861
3
+ size 769819
snapshots/20260517T180130Z/manifest.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260517T180130Z/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": 10811,
11
+ "issues": 733,
12
+ "links": 3389,
13
+ "new_contributors": 354,
14
+ "pr_diffs": 2282,
15
+ "pr_files": 29353,
16
+ "pull_requests": 2282,
17
+ "review_comments": 14654,
18
+ "reviews": 8384,
19
+ "timeline_events": 45839
20
+ },
21
+ "crawl_started_at": "2026-05-17T18:01:30Z",
22
+ "delta_counts": {
23
+ "comments": 6,
24
+ "issue_stubs": 8,
25
+ "issues": 2,
26
+ "links": 10,
27
+ "pr_diffs": 6,
28
+ "pr_files": 54,
29
+ "pull_requests": 6,
30
+ "review_comments": 129,
31
+ "reviews": 28,
32
+ "timeline_events": 120
33
+ },
34
+ "extracted_at": "2026-05-17T18:01:30Z",
35
+ "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260517T180130Z",
37
+ "watermark": {
38
+ "effective_since": "2026-05-17T12:00:34Z",
39
+ "next_since": "2026-05-17T18:01:30Z"
40
+ }
41
+ }
snapshots/20260517T180130Z/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/20260517T120034Z/manifest.json",
3
- "latest_snapshot_id": "20260517T120034Z",
4
  "manifest_path": "manifest.json",
5
- "next_since": "2026-05-17T12:00:34Z",
6
  "repo": "huggingface/transformers",
7
- "snapshot_dir": "snapshots/20260517T120034Z"
8
  }
 
1
  {
2
+ "archived_manifest_path": "snapshots/20260517T180130Z/manifest.json",
3
+ "latest_snapshot_id": "20260517T180130Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-05-17T18:01:30Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260517T180130Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-05-17T06:00:24Z",
3
- "last_successful_snapshot_id": "20260517T120034Z",
4
- "next_since": "2026-05-17T12:00:34Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-05-17T12:00:34Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-05-17T12:00:34Z",
3
+ "last_successful_snapshot_id": "20260517T180130Z",
4
+ "next_since": "2026-05-17T18:01:30Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-05-17T18:01:30Z"
7
  }