evalstate HF Staff commited on
Commit
a40e7b0
·
verified ·
1 Parent(s): a461c36

Refresh transformers dataset snapshot 20260516T180036Z

Browse files
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
75
  - eval set creation
76
 
77
  Notes:
78
- - latest snapshot: `20260516T120032Z`
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: `20260516T180036Z`
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:b00e91925e836df49074893177a7a4f88f8ae520a36a1d5efa3fb89f4f5582f3
3
- size 2351996
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aa9a6c25128fc68c14e06c22862357b85c363803c29773473937c8a52834700b
3
+ size 2352916
events.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:26916eb2ff3fb9097cd961351d94ac68596cd661a2bcf84ac4eefb94652625f6
3
- size 731001
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:59afa46a6b3de2db7b11ba1704daa6d423c25492e4f3373637a7d3c3cfc19dad
3
+ size 731254
issue_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b03a4e1b1d4c4946f6ff5332844570942bb81d595d06c182fd974c699d1a927e
3
- size 755574
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:32799586a7d2f8cd2c67317b93c11ea3b2f85d40007a80ca70d614d6545d8559
3
+ size 755714
issues.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:9a01ec6c07a61c80ad436ef1194f2d73f42738d0f5d4d0999181fd10108c3b3c
3
- size 999765
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3941656d3cb9761310350fa17f1ed09c9c49b230515afc879591bcada77c7f82
3
+ size 999771
links.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:e46f513c3617b502b53e57e94ac31d07a7610628c11419374e323890ded0b582
3
- size 43206
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0f542446f26628c89ba4811fd0a7eca2a964d50574b5ae34fc53752ebd3c443f
3
+ size 43308
manifest.json CHANGED
@@ -1,41 +1,41 @@
1
  {
2
  "artifacts": {
3
- "archived_pr_scope_clusters_json": "snapshots/20260516T120032Z/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": 10780,
11
  "issues": 732,
12
- "links": 3373,
13
- "new_contributors": 350,
14
- "pr_diffs": 2270,
15
- "pr_files": 29280,
16
- "pull_requests": 2270,
17
- "review_comments": 14636,
18
- "reviews": 8373,
19
- "timeline_events": 45759
20
  },
21
- "crawl_started_at": "2026-05-16T12:00:32Z",
22
  "delta_counts": {
23
- "comments": 4,
24
- "issue_stubs": 15,
25
- "issues": 9,
26
  "links": 13,
27
- "pr_diffs": 6,
28
- "pr_files": 327,
29
- "pull_requests": 6,
30
- "review_comments": 276,
31
- "reviews": 108,
32
- "timeline_events": 509
33
  },
34
- "extracted_at": "2026-05-16T12:00:32Z",
35
  "repo": "huggingface/transformers",
36
- "snapshot_id": "20260516T120032Z",
37
  "watermark": {
38
- "effective_since": "2026-05-16T06:00:35Z",
39
- "next_since": "2026-05-16T12:00:32Z"
40
  }
41
  }
 
1
  {
2
  "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260516T180036Z/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": 10785,
11
  "issues": 732,
12
+ "links": 3379,
13
+ "new_contributors": 353,
14
+ "pr_diffs": 2276,
15
+ "pr_files": 29289,
16
+ "pull_requests": 2276,
17
+ "review_comments": 14645,
18
+ "reviews": 8375,
19
+ "timeline_events": 45777
20
  },
21
+ "crawl_started_at": "2026-05-16T18:00:36Z",
22
  "delta_counts": {
23
+ "comments": 5,
24
+ "issue_stubs": 8,
25
+ "issues": 1,
26
  "links": 13,
27
+ "pr_diffs": 7,
28
+ "pr_files": 22,
29
+ "pull_requests": 7,
30
+ "review_comments": 41,
31
+ "reviews": 3,
32
+ "timeline_events": 437
33
  },
34
+ "extracted_at": "2026-05-16T18:00:36Z",
35
  "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260516T180036Z",
37
  "watermark": {
38
+ "effective_since": "2026-05-16T12:00:32Z",
39
+ "next_since": "2026-05-16T18:00:36Z"
40
  }
41
  }
new-contributors-report.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
- "snapshot_id": "20260516T120032Z",
5
- "generated_at": "2026-05-16T12:01:13Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
- "selected_contributors": 350,
10
- "first_seen_in_snapshot": 2,
11
  "known_via_prior_merged_pr": 152,
12
- "previous_primary_author_count": 1141,
13
  "selected_seen_in_previous_primary": 348,
14
- "previous_report_contributor_count": 348,
15
  "selected_overlap_previous_report": 348,
16
- "selected_overlap_previous_report_rate": 0.9943,
17
  "reused_previous_report_entries": 346,
18
  "reused_known_merged_contributors": 151,
19
- "live_fetches": 4,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
- "enrichment_elapsed_seconds": 8.404,
23
- "enrichment_avg_seconds_per_author": 0.024,
24
  "enrichment_failures": 2
25
  },
26
  "contributors": [
@@ -8526,6 +8526,73 @@
8526
  },
8527
  "fetch_error": null
8528
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8529
  {
8530
  "author_login": "onwp",
8531
  "name": "Serhat",
@@ -14164,63 +14231,6 @@
14164
  },
14165
  "fetch_error": null
14166
  },
14167
- {
14168
- "author_login": "aayushbaluni",
14169
- "name": "Ayush Baluni",
14170
- "profile_url": "https://github.com/aayushbaluni",
14171
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaayushbaluni",
14172
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaayushbaluni",
14173
- "repo_first_seen_at": "2026-03-17T17:20:35Z",
14174
- "repo_last_seen_at": "2026-03-17T17:20:35Z",
14175
- "repo_primary_artifact_count": 1,
14176
- "repo_artifact_count": 1,
14177
- "snapshot_issue_count": 0,
14178
- "snapshot_pr_count": 1,
14179
- "snapshot_comment_count": 0,
14180
- "snapshot_review_count": 0,
14181
- "snapshot_review_comment_count": 0,
14182
- "repo_association": "NONE",
14183
- "new_to_repo": false,
14184
- "first_seen_in_snapshot": false,
14185
- "known_via_prior_merged_pr": false,
14186
- "report_reason": null,
14187
- "enrichment_source": "previous_report",
14188
- "live_refetch_skipped": true,
14189
- "account_age_days": 1999,
14190
- "young_account": false,
14191
- "follow_through_score": "weak",
14192
- "breadth_score": "very high",
14193
- "automation_risk_signal": "medium",
14194
- "heuristic_note": "high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos",
14195
- "public_orgs": [],
14196
- "activity": {
14197
- "visible_authored_pr_count": 91,
14198
- "merged_pr_count": 6,
14199
- "closed_unmerged_pr_count": 65,
14200
- "open_pr_count": 20,
14201
- "merged_pr_rate": 0.0659,
14202
- "closed_unmerged_pr_rate": 0.7143,
14203
- "still_open_pr_rate": 0.2198,
14204
- "distinct_repos_with_authored_prs": 66,
14205
- "distinct_repos_with_open_prs": 17
14206
- },
14207
- "examples": {
14208
- "pull_requests": [
14209
- {
14210
- "kind": "pull_request",
14211
- "number": 44800,
14212
- "title": "fix: handle dict vocab in CamembertTokenizer for tokenizer.json (#44488)",
14213
- "url": "https://github.com/huggingface/transformers/pull/44800",
14214
- "state": "closed",
14215
- "merged": false,
14216
- "draft": false,
14217
- "created_at": "2026-03-17T17:20:35Z"
14218
- }
14219
- ],
14220
- "issues": []
14221
- },
14222
- "fetch_error": null
14223
- },
14224
  {
14225
  "author_login": "Abdeltoto",
14226
  "name": "Abdel ATIA",
@@ -15309,6 +15319,63 @@
15309
  },
15310
  "fetch_error": null
15311
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
15312
  {
15313
  "author_login": "ArjunSrivastava1",
15314
  "name": "Arjun Srivastava",
@@ -15838,12 +15905,12 @@
15838
  "snapshot_review_count": 0,
15839
  "snapshot_review_comment_count": 0,
15840
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
15841
- "new_to_repo": true,
15842
- "first_seen_in_snapshot": true,
15843
  "known_via_prior_merged_pr": false,
15844
- "report_reason": "first_seen_in_snapshot",
15845
- "enrichment_source": "live",
15846
- "live_refetch_skipped": false,
15847
  "account_age_days": 23,
15848
  "young_account": true,
15849
  "follow_through_score": "weak",
@@ -16449,63 +16516,6 @@
16449
  },
16450
  "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'Dippp10'.\"}]"
16451
  },
16452
- {
16453
- "author_login": "divyanks",
16454
- "name": null,
16455
- "profile_url": "https://github.com/divyanks",
16456
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adivyanks",
16457
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adivyanks",
16458
- "repo_first_seen_at": "2026-03-17T16:51:46Z",
16459
- "repo_last_seen_at": "2026-03-17T16:51:46Z",
16460
- "repo_primary_artifact_count": 1,
16461
- "repo_artifact_count": 1,
16462
- "snapshot_issue_count": 0,
16463
- "snapshot_pr_count": 1,
16464
- "snapshot_comment_count": 0,
16465
- "snapshot_review_count": 0,
16466
- "snapshot_review_comment_count": 0,
16467
- "repo_association": "NONE",
16468
- "new_to_repo": false,
16469
- "first_seen_in_snapshot": false,
16470
- "known_via_prior_merged_pr": false,
16471
- "report_reason": null,
16472
- "enrichment_source": "previous_report",
16473
- "live_refetch_skipped": true,
16474
- "account_age_days": 4327,
16475
- "young_account": false,
16476
- "follow_through_score": "weak",
16477
- "breadth_score": "low",
16478
- "automation_risk_signal": "low",
16479
- "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
16480
- "public_orgs": [],
16481
- "activity": {
16482
- "visible_authored_pr_count": 1,
16483
- "merged_pr_count": 0,
16484
- "closed_unmerged_pr_count": 1,
16485
- "open_pr_count": 0,
16486
- "merged_pr_rate": 0.0,
16487
- "closed_unmerged_pr_rate": 1.0,
16488
- "still_open_pr_rate": 0.0,
16489
- "distinct_repos_with_authored_prs": 1,
16490
- "distinct_repos_with_open_prs": 0
16491
- },
16492
- "examples": {
16493
- "pull_requests": [
16494
- {
16495
- "kind": "pull_request",
16496
- "number": 44798,
16497
- "title": "Add MPS (Apple Silicon) example and documentation",
16498
- "url": "https://github.com/huggingface/transformers/pull/44798",
16499
- "state": "closed",
16500
- "merged": false,
16501
- "draft": false,
16502
- "created_at": "2026-03-17T16:51:46Z"
16503
- }
16504
- ],
16505
- "issues": []
16506
- },
16507
- "fetch_error": null
16508
- },
16509
  {
16510
  "author_login": "douglas-reid",
16511
  "name": "Douglas Reid",
@@ -18183,12 +18193,12 @@
18183
  "snapshot_review_count": 0,
18184
  "snapshot_review_comment_count": 0,
18185
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
18186
- "new_to_repo": true,
18187
- "first_seen_in_snapshot": true,
18188
  "known_via_prior_merged_pr": false,
18189
- "report_reason": "first_seen_in_snapshot",
18190
- "enrichment_source": "live",
18191
- "live_refetch_skipped": false,
18192
  "account_age_days": 613,
18193
  "young_account": false,
18194
  "follow_through_score": "weak",
@@ -20743,6 +20753,63 @@
20743
  },
20744
  "fetch_error": null
20745
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
20746
  {
20747
  "author_login": "popotest",
20748
  "name": null,
@@ -21030,6 +21097,120 @@
21030
  },
21031
  "fetch_error": null
21032
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
21033
  {
21034
  "author_login": "ranjithchinnanan",
21035
  "name": null,
 
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
+ "snapshot_id": "20260516T180036Z",
5
+ "generated_at": "2026-05-16T18:01:22Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
+ "selected_contributors": 353,
10
+ "first_seen_in_snapshot": 5,
11
  "known_via_prior_merged_pr": 152,
12
+ "previous_primary_author_count": 1146,
13
  "selected_seen_in_previous_primary": 348,
14
+ "previous_report_contributor_count": 350,
15
  "selected_overlap_previous_report": 348,
16
+ "selected_overlap_previous_report_rate": 0.9858,
17
  "reused_previous_report_entries": 346,
18
  "reused_known_merged_contributors": 151,
19
+ "live_fetches": 7,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
+ "enrichment_elapsed_seconds": 15.932,
23
+ "enrichment_avg_seconds_per_author": 0.045,
24
  "enrichment_failures": 2
25
  },
26
  "contributors": [
 
8526
  },
8527
  "fetch_error": null
8528
  },
8529
+ {
8530
+ "author_login": "nileshpatil6",
8531
+ "name": "Nilesh Patil",
8532
+ "profile_url": "https://github.com/nileshpatil6",
8533
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anileshpatil6",
8534
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anileshpatil6",
8535
+ "repo_first_seen_at": "2026-05-16T14:53:41Z",
8536
+ "repo_last_seen_at": "2026-05-16T14:54:31Z",
8537
+ "repo_primary_artifact_count": 2,
8538
+ "repo_artifact_count": 2,
8539
+ "snapshot_issue_count": 0,
8540
+ "snapshot_pr_count": 2,
8541
+ "snapshot_comment_count": 0,
8542
+ "snapshot_review_count": 0,
8543
+ "snapshot_review_comment_count": 0,
8544
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
8545
+ "new_to_repo": true,
8546
+ "first_seen_in_snapshot": true,
8547
+ "known_via_prior_merged_pr": false,
8548
+ "report_reason": "first_seen_in_snapshot",
8549
+ "enrichment_source": "live",
8550
+ "live_refetch_skipped": false,
8551
+ "account_age_days": 1148,
8552
+ "young_account": false,
8553
+ "follow_through_score": "weak",
8554
+ "breadth_score": "high",
8555
+ "automation_risk_signal": "medium",
8556
+ "heuristic_note": "high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos",
8557
+ "public_orgs": [],
8558
+ "activity": {
8559
+ "visible_authored_pr_count": 46,
8560
+ "merged_pr_count": 8,
8561
+ "closed_unmerged_pr_count": 22,
8562
+ "open_pr_count": 16,
8563
+ "merged_pr_rate": 0.1739,
8564
+ "closed_unmerged_pr_rate": 0.4783,
8565
+ "still_open_pr_rate": 0.3478,
8566
+ "distinct_repos_with_authored_prs": 23,
8567
+ "distinct_repos_with_open_prs": 10
8568
+ },
8569
+ "examples": {
8570
+ "pull_requests": [
8571
+ {
8572
+ "kind": "pull_request",
8573
+ "number": 46006,
8574
+ "title": "fix: owned_by field in GET /v1/models returns list instead of string",
8575
+ "url": "https://github.com/huggingface/transformers/pull/46006",
8576
+ "state": "open",
8577
+ "merged": false,
8578
+ "draft": false,
8579
+ "created_at": "2026-05-16T14:54:31Z"
8580
+ },
8581
+ {
8582
+ "kind": "pull_request",
8583
+ "number": 46005,
8584
+ "title": "fix: StaticLayer.get_seq_length() returns int not Tensor",
8585
+ "url": "https://github.com/huggingface/transformers/pull/46005",
8586
+ "state": "open",
8587
+ "merged": false,
8588
+ "draft": false,
8589
+ "created_at": "2026-05-16T14:53:41Z"
8590
+ }
8591
+ ],
8592
+ "issues": []
8593
+ },
8594
+ "fetch_error": null
8595
+ },
8596
  {
8597
  "author_login": "onwp",
8598
  "name": "Serhat",
 
14231
  },
14232
  "fetch_error": null
14233
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14234
  {
14235
  "author_login": "Abdeltoto",
14236
  "name": "Abdel ATIA",
 
15319
  },
15320
  "fetch_error": null
15321
  },
15322
+ {
15323
+ "author_login": "Apeksha23-hub",
15324
+ "name": "Apeksha ",
15325
+ "profile_url": "https://github.com/Apeksha23-hub",
15326
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AApeksha23-hub",
15327
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AApeksha23-hub",
15328
+ "repo_first_seen_at": "2026-05-16T13:17:12Z",
15329
+ "repo_last_seen_at": "2026-05-16T13:17:12Z",
15330
+ "repo_primary_artifact_count": 1,
15331
+ "repo_artifact_count": 1,
15332
+ "snapshot_issue_count": 0,
15333
+ "snapshot_pr_count": 1,
15334
+ "snapshot_comment_count": 0,
15335
+ "snapshot_review_count": 0,
15336
+ "snapshot_review_comment_count": 0,
15337
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
15338
+ "new_to_repo": true,
15339
+ "first_seen_in_snapshot": true,
15340
+ "known_via_prior_merged_pr": false,
15341
+ "report_reason": "first_seen_in_snapshot",
15342
+ "enrichment_source": "live",
15343
+ "live_refetch_skipped": false,
15344
+ "account_age_days": 79,
15345
+ "young_account": true,
15346
+ "follow_through_score": "mixed",
15347
+ "breadth_score": "low",
15348
+ "automation_risk_signal": "low",
15349
+ "heuristic_note": "very new account; no visible non-self stars; targets high-star repos",
15350
+ "public_orgs": [],
15351
+ "activity": {
15352
+ "visible_authored_pr_count": 3,
15353
+ "merged_pr_count": 2,
15354
+ "closed_unmerged_pr_count": 0,
15355
+ "open_pr_count": 1,
15356
+ "merged_pr_rate": 0.6667,
15357
+ "closed_unmerged_pr_rate": 0.0,
15358
+ "still_open_pr_rate": 0.3333,
15359
+ "distinct_repos_with_authored_prs": 3,
15360
+ "distinct_repos_with_open_prs": 1
15361
+ },
15362
+ "examples": {
15363
+ "pull_requests": [
15364
+ {
15365
+ "kind": "pull_request",
15366
+ "number": 46004,
15367
+ "title": "[Image Processor] Speed up image processors by casting to array before BatchFeature",
15368
+ "url": "https://github.com/huggingface/transformers/pull/46004",
15369
+ "state": "open",
15370
+ "merged": false,
15371
+ "draft": false,
15372
+ "created_at": "2026-05-16T13:17:12Z"
15373
+ }
15374
+ ],
15375
+ "issues": []
15376
+ },
15377
+ "fetch_error": null
15378
+ },
15379
  {
15380
  "author_login": "ArjunSrivastava1",
15381
  "name": "Arjun Srivastava",
 
15905
  "snapshot_review_count": 0,
15906
  "snapshot_review_comment_count": 0,
15907
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
15908
+ "new_to_repo": false,
15909
+ "first_seen_in_snapshot": false,
15910
  "known_via_prior_merged_pr": false,
15911
+ "report_reason": null,
15912
+ "enrichment_source": "previous_report",
15913
+ "live_refetch_skipped": true,
15914
  "account_age_days": 23,
15915
  "young_account": true,
15916
  "follow_through_score": "weak",
 
16516
  },
16517
  "fetch_error": "[{\"type\": \"NOT_FOUND\", \"path\": [\"user\"], \"locations\": [{\"line\": 13, \"column\": 3}], \"message\": \"Could not resolve to a User with the login of 'Dippp10'.\"}]"
16518
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
16519
  {
16520
  "author_login": "douglas-reid",
16521
  "name": "Douglas Reid",
 
18193
  "snapshot_review_count": 0,
18194
  "snapshot_review_comment_count": 0,
18195
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
18196
+ "new_to_repo": false,
18197
+ "first_seen_in_snapshot": false,
18198
  "known_via_prior_merged_pr": false,
18199
+ "report_reason": null,
18200
+ "enrichment_source": "previous_report",
18201
+ "live_refetch_skipped": true,
18202
  "account_age_days": 613,
18203
  "young_account": false,
18204
  "follow_through_score": "weak",
 
20753
  },
20754
  "fetch_error": null
20755
  },
20756
+ {
20757
+ "author_login": "poojansatani",
20758
+ "name": null,
20759
+ "profile_url": "https://github.com/poojansatani",
20760
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apoojansatani",
20761
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apoojansatani",
20762
+ "repo_first_seen_at": "2026-05-16T15:35:41Z",
20763
+ "repo_last_seen_at": "2026-05-16T15:41:15Z",
20764
+ "repo_primary_artifact_count": 1,
20765
+ "repo_artifact_count": 2,
20766
+ "snapshot_issue_count": 0,
20767
+ "snapshot_pr_count": 1,
20768
+ "snapshot_comment_count": 1,
20769
+ "snapshot_review_count": 0,
20770
+ "snapshot_review_comment_count": 0,
20771
+ "repo_association": "FIRST_TIMER",
20772
+ "new_to_repo": true,
20773
+ "first_seen_in_snapshot": true,
20774
+ "known_via_prior_merged_pr": false,
20775
+ "report_reason": "first_seen_in_snapshot",
20776
+ "enrichment_source": "live",
20777
+ "live_refetch_skipped": false,
20778
+ "account_age_days": 1048,
20779
+ "young_account": false,
20780
+ "follow_through_score": "weak",
20781
+ "breadth_score": "low",
20782
+ "automation_risk_signal": "low",
20783
+ "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
20784
+ "public_orgs": [],
20785
+ "activity": {
20786
+ "visible_authored_pr_count": 1,
20787
+ "merged_pr_count": 0,
20788
+ "closed_unmerged_pr_count": 0,
20789
+ "open_pr_count": 1,
20790
+ "merged_pr_rate": 0.0,
20791
+ "closed_unmerged_pr_rate": 0.0,
20792
+ "still_open_pr_rate": 1.0,
20793
+ "distinct_repos_with_authored_prs": 1,
20794
+ "distinct_repos_with_open_prs": 1
20795
+ },
20796
+ "examples": {
20797
+ "pull_requests": [
20798
+ {
20799
+ "kind": "pull_request",
20800
+ "number": 46007,
20801
+ "title": "docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels",
20802
+ "url": "https://github.com/huggingface/transformers/pull/46007",
20803
+ "state": "open",
20804
+ "merged": false,
20805
+ "draft": false,
20806
+ "created_at": "2026-05-16T15:35:41Z"
20807
+ }
20808
+ ],
20809
+ "issues": []
20810
+ },
20811
+ "fetch_error": null
20812
+ },
20813
  {
20814
  "author_login": "popotest",
20815
  "name": null,
 
21097
  },
21098
  "fetch_error": null
21099
  },
21100
+ {
21101
+ "author_login": "Protocol-zero-0",
21102
+ "name": "Jim",
21103
+ "profile_url": "https://github.com/Protocol-zero-0",
21104
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AProtocol-zero-0",
21105
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AProtocol-zero-0",
21106
+ "repo_first_seen_at": "2026-05-16T15:42:56Z",
21107
+ "repo_last_seen_at": "2026-05-16T16:02:53Z",
21108
+ "repo_primary_artifact_count": 1,
21109
+ "repo_artifact_count": 2,
21110
+ "snapshot_issue_count": 0,
21111
+ "snapshot_pr_count": 1,
21112
+ "snapshot_comment_count": 1,
21113
+ "snapshot_review_count": 0,
21114
+ "snapshot_review_comment_count": 0,
21115
+ "repo_association": "NONE",
21116
+ "new_to_repo": true,
21117
+ "first_seen_in_snapshot": true,
21118
+ "known_via_prior_merged_pr": false,
21119
+ "report_reason": "first_seen_in_snapshot",
21120
+ "enrichment_source": "live",
21121
+ "live_refetch_skipped": false,
21122
+ "account_age_days": 110,
21123
+ "young_account": true,
21124
+ "follow_through_score": "weak",
21125
+ "breadth_score": "very high",
21126
+ "automation_risk_signal": "high",
21127
+ "heuristic_note": "young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos",
21128
+ "public_orgs": [],
21129
+ "activity": {
21130
+ "visible_authored_pr_count": 77,
21131
+ "merged_pr_count": 21,
21132
+ "closed_unmerged_pr_count": 47,
21133
+ "open_pr_count": 9,
21134
+ "merged_pr_rate": 0.2727,
21135
+ "closed_unmerged_pr_rate": 0.6104,
21136
+ "still_open_pr_rate": 0.1169,
21137
+ "distinct_repos_with_authored_prs": 37,
21138
+ "distinct_repos_with_open_prs": 6
21139
+ },
21140
+ "examples": {
21141
+ "pull_requests": [
21142
+ {
21143
+ "kind": "pull_request",
21144
+ "number": 46008,
21145
+ "title": "chore: Automated Quality Improvements",
21146
+ "url": "https://github.com/huggingface/transformers/pull/46008",
21147
+ "state": "closed",
21148
+ "merged": false,
21149
+ "draft": false,
21150
+ "created_at": "2026-05-16T15:42:56Z"
21151
+ }
21152
+ ],
21153
+ "issues": []
21154
+ },
21155
+ "fetch_error": null
21156
+ },
21157
+ {
21158
+ "author_login": "puneetdixit200",
21159
+ "name": "Puneet Dixit",
21160
+ "profile_url": "https://github.com/puneetdixit200",
21161
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apuneetdixit200",
21162
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apuneetdixit200",
21163
+ "repo_first_seen_at": "2026-05-16T09:13:29Z",
21164
+ "repo_last_seen_at": "2026-05-16T12:05:08Z",
21165
+ "repo_primary_artifact_count": 1,
21166
+ "repo_artifact_count": 2,
21167
+ "snapshot_issue_count": 0,
21168
+ "snapshot_pr_count": 1,
21169
+ "snapshot_comment_count": 1,
21170
+ "snapshot_review_count": 0,
21171
+ "snapshot_review_comment_count": 0,
21172
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
21173
+ "new_to_repo": true,
21174
+ "first_seen_in_snapshot": true,
21175
+ "known_via_prior_merged_pr": false,
21176
+ "report_reason": "first_seen_in_snapshot",
21177
+ "enrichment_source": "live",
21178
+ "live_refetch_skipped": false,
21179
+ "account_age_days": 223,
21180
+ "young_account": true,
21181
+ "follow_through_score": "weak",
21182
+ "breadth_score": "moderate",
21183
+ "automation_risk_signal": "low",
21184
+ "heuristic_note": "young account; high open PR share; targets high-star repos",
21185
+ "public_orgs": [],
21186
+ "activity": {
21187
+ "visible_authored_pr_count": 9,
21188
+ "merged_pr_count": 3,
21189
+ "closed_unmerged_pr_count": 0,
21190
+ "open_pr_count": 6,
21191
+ "merged_pr_rate": 0.3333,
21192
+ "closed_unmerged_pr_rate": 0.0,
21193
+ "still_open_pr_rate": 0.6667,
21194
+ "distinct_repos_with_authored_prs": 8,
21195
+ "distinct_repos_with_open_prs": 5
21196
+ },
21197
+ "examples": {
21198
+ "pull_requests": [
21199
+ {
21200
+ "kind": "pull_request",
21201
+ "number": 46003,
21202
+ "title": "Fix DeepSeekV4 compressor padding masks",
21203
+ "url": "https://github.com/huggingface/transformers/pull/46003",
21204
+ "state": "open",
21205
+ "merged": false,
21206
+ "draft": false,
21207
+ "created_at": "2026-05-16T12:05:08Z"
21208
+ }
21209
+ ],
21210
+ "issues": []
21211
+ },
21212
+ "fetch_error": null
21213
+ },
21214
  {
21215
  "author_login": "ranjithchinnanan",
21216
  "name": null,
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260516T120032Z`
4
- - Generated: `2026-05-16T12:01:13Z`
5
  - Activity window: `60d`
6
- - Contributors: `350`
7
 
8
  ## Summary
9
 
@@ -115,6 +115,7 @@
115
  | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
116
  | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
117
  | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
118
  | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
119
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
120
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -195,7 +196,6 @@
195
  | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
196
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
197
  | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
198
- | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
199
  | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
200
  | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
201
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
@@ -215,6 +215,7 @@
215
  | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
216
  | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
217
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
218
  | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 1 | 0 | weak | moderate | low | high open PR share |
219
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
220
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -224,7 +225,7 @@
224
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
225
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
226
  | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
227
- | `blut-agent` | [profile](https://github.com/blut-agent) | yes | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
228
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
229
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
230
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -235,7 +236,6 @@
235
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
236
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
237
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
238
- | `divyanks` | [profile](https://github.com/divyanks) | no | NONE | 4327d | `2026-03-17T16:51:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
239
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
240
  | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
241
  | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
@@ -265,7 +265,7 @@
265
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
266
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 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) | yes | 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
  | `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 |
271
  | `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 |
@@ -310,11 +310,14 @@
310
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
311
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
312
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
313
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
314
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
315
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
316
  | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
317
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
 
318
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
319
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
320
  | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -2824,6 +2827,28 @@ Example artifacts:
2824
  - [PR #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — closed, merged
2825
  - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
2826
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2827
  ### `onwp`
2828
 
2829
  - profile: [github.com/onwp](https://github.com/onwp)
@@ -4604,27 +4629,6 @@ Example artifacts:
4604
  Example artifacts:
4605
  - [PR #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open
4606
 
4607
- ### `aayushbaluni`
4608
-
4609
- - profile: [github.com/aayushbaluni](https://github.com/aayushbaluni)
4610
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaayushbaluni)
4611
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaayushbaluni)
4612
- - repo first seen: `2026-03-17T17:20:35Z`
4613
- - repo last seen: `2026-03-17T17:20:35Z`
4614
- - first seen in snapshot: **no**
4615
- - repo association: **NONE**
4616
- - repo primary artifacts: **1**
4617
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
4618
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
4619
- - account age: **1999 days**
4620
- - recent public PR activity: **91 PRs** (6 merged / 65 closed-unmerged / 20 open; merged rate **7%**, closed-unmerged rate **71%**, open rate **22%**)
4621
- - public orgs: none visible
4622
- - compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
4623
- - heuristic read: **high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
4624
-
4625
- Example artifacts:
4626
- - [PR #44800: fix: handle dict vocab in CamembertTokenizer for tokenizer.json (#44488)](https://github.com/huggingface/transformers/pull/44800) — closed
4627
-
4628
  ### `Abdeltoto`
4629
 
4630
  - profile: [github.com/Abdeltoto](https://github.com/Abdeltoto)
@@ -5024,6 +5028,27 @@ Example artifacts:
5024
  Example artifacts:
5025
  - [PR #45345: Fix ByteLevel-BPE tokenizers silently breaking in `LlamaTokenizer`](https://github.com/huggingface/transformers/pull/45345) — closed
5026
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5027
  ### `ArjunSrivastava1`
5028
 
5029
  - profile: [github.com/ArjunSrivastava1](https://github.com/ArjunSrivastava1)
@@ -5220,7 +5245,7 @@ Example artifacts:
5220
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablut-agent)
5221
  - repo first seen: `2026-05-16T06:31:21Z`
5222
  - repo last seen: `2026-05-16T06:31:21Z`
5223
- - first seen in snapshot: **yes**
5224
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5225
  - repo primary artifacts: **1**
5226
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5445,27 +5470,6 @@ Example artifacts:
5445
  Example artifacts:
5446
  - [PR #45377: Enhance README documentation](https://github.com/huggingface/transformers/pull/45377) — open
5447
 
5448
- ### `divyanks`
5449
-
5450
- - profile: [github.com/divyanks](https://github.com/divyanks)
5451
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adivyanks)
5452
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adivyanks)
5453
- - repo first seen: `2026-03-17T16:51:46Z`
5454
- - repo last seen: `2026-03-17T16:51:46Z`
5455
- - first seen in snapshot: **no**
5456
- - repo association: **NONE**
5457
- - repo primary artifacts: **1**
5458
- - snapshot authored PRs/issues: **1 PRs / 0 issues**
5459
- - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5460
- - account age: **4327 days**
5461
- - recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
5462
- - public orgs: none visible
5463
- - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
5464
- - heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
5465
-
5466
- Example artifacts:
5467
- - [PR #44798: Add MPS (Apple Silicon) example and documentation](https://github.com/huggingface/transformers/pull/44798) — closed
5468
-
5469
  ### `douglas-reid`
5470
 
5471
  - profile: [github.com/douglas-reid](https://github.com/douglas-reid)
@@ -6082,7 +6086,7 @@ Example artifacts:
6082
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101)
6083
  - repo first seen: `2026-05-16T11:43:33Z`
6084
  - repo last seen: `2026-05-16T11:43:33Z`
6085
- - first seen in snapshot: **yes**
6086
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6087
  - repo primary artifacts: **1**
6088
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7020,6 +7024,27 @@ Example artifacts:
7020
  Example artifacts:
7021
  - [PR #45015: fix: guard sys.modules access in _can_set_attn/experts_implementation](https://github.com/huggingface/transformers/pull/45015) — closed
7022
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7023
  ### `popotest`
7024
 
7025
  - profile: [github.com/popotest](https://github.com/popotest)
@@ -7125,6 +7150,48 @@ Example artifacts:
7125
  Example artifacts:
7126
  - [PR #45709: Added SWA and Linear Attention to Llama3.2-1b](https://github.com/huggingface/transformers/pull/45709) — open
7127
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7128
  ### `ranjithchinnanan`
7129
 
7130
  - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260516T180036Z`
4
+ - Generated: `2026-05-16T18:01:22Z`
5
  - Activity window: `60d`
6
+ - Contributors: `353`
7
 
8
  ## Summary
9
 
 
115
  | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
116
  | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
117
  | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
118
+ | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | yes | FIRST_TIME_CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
119
  | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
120
  | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
121
  | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
196
  | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
197
  | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
198
  | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 
199
  | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
200
  | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
201
  | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 
215
  | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
216
  | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
217
  | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
218
+ | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | yes | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
219
  | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 1 | 0 | weak | moderate | low | high open PR share |
220
  | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
221
  | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
225
  | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
226
  | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
227
  | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
228
+ | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
229
  | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
230
  | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
231
  | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 
236
  | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
237
  | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
238
  | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 
239
  | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
240
  | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
241
  | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
 
265
  | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
266
  | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 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
  | `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 |
271
  | `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 |
 
310
  | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
311
  | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
312
  | `pnehete23` | [profile](https://github.com/pnehete23) | no | NONE | 867d | `2026-03-26T08:52:10Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
313
+ | `poojansatani` | [profile](https://github.com/poojansatani) | yes | FIRST_TIMER | 1048d | `2026-05-16T15:35:41Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
314
  | `popotest` | [profile](https://github.com/popotest) | no | NONE | 78d | `2026-03-26T15:33:19Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
315
  | `prakhar-agarwal` | [profile](https://github.com/prakhar-agarwal) | no | FIRST_TIME_CONTRIBUTOR | 4776d | `2026-03-22T05:20:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
316
  | `pramilajangid` | [profile](https://github.com/pramilajangid) | no | NONE | 3043d | `2026-03-24T09:57:20Z` | 1 | 0 | mixed | moderate | low | — |
317
  | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
318
  | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
319
+ | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | yes | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
320
+ | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | yes | FIRST_TIME_CONTRIBUTOR | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
321
  | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
322
  | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
323
  | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 
2827
  - [PR #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — closed, merged
2828
  - [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
2829
 
2830
+ ### `nileshpatil6`
2831
+
2832
+ - profile: [github.com/nileshpatil6](https://github.com/nileshpatil6)
2833
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anileshpatil6)
2834
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anileshpatil6)
2835
+ - repo first seen: `2026-05-16T14:53:41Z`
2836
+ - repo last seen: `2026-05-16T14:54:31Z`
2837
+ - first seen in snapshot: **yes**
2838
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
2839
+ - repo primary artifacts: **2**
2840
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
2841
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
2842
+ - account age: **1148 days**
2843
+ - recent public PR activity: **46 PRs** (8 merged / 22 closed-unmerged / 16 open; merged rate **17%**, closed-unmerged rate **48%**, open rate **35%**)
2844
+ - public orgs: none visible
2845
+ - compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
2846
+ - heuristic read: **high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
2847
+
2848
+ Example artifacts:
2849
+ - [PR #46006: fix: owned_by field in GET /v1/models returns list instead of string](https://github.com/huggingface/transformers/pull/46006) — open
2850
+ - [PR #46005: fix: StaticLayer.get_seq_length() returns int not Tensor](https://github.com/huggingface/transformers/pull/46005) — open
2851
+
2852
  ### `onwp`
2853
 
2854
  - profile: [github.com/onwp](https://github.com/onwp)
 
4629
  Example artifacts:
4630
  - [PR #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open
4631
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4632
  ### `Abdeltoto`
4633
 
4634
  - profile: [github.com/Abdeltoto](https://github.com/Abdeltoto)
 
5028
  Example artifacts:
5029
  - [PR #45345: Fix ByteLevel-BPE tokenizers silently breaking in `LlamaTokenizer`](https://github.com/huggingface/transformers/pull/45345) — closed
5030
 
5031
+ ### `Apeksha23-hub`
5032
+
5033
+ - profile: [github.com/Apeksha23-hub](https://github.com/Apeksha23-hub)
5034
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AApeksha23-hub)
5035
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AApeksha23-hub)
5036
+ - repo first seen: `2026-05-16T13:17:12Z`
5037
+ - repo last seen: `2026-05-16T13:17:12Z`
5038
+ - first seen in snapshot: **yes**
5039
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5040
+ - repo primary artifacts: **1**
5041
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5042
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5043
+ - account age: **79 days**
5044
+ - recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
5045
+ - public orgs: none visible
5046
+ - compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
5047
+ - heuristic read: **very new account; no visible non-self stars; targets high-star repos**
5048
+
5049
+ Example artifacts:
5050
+ - [PR #46004: [Image Processor] Speed up image processors by casting to array before BatchFeature](https://github.com/huggingface/transformers/pull/46004) — open
5051
+
5052
  ### `ArjunSrivastava1`
5053
 
5054
  - profile: [github.com/ArjunSrivastava1](https://github.com/ArjunSrivastava1)
 
5245
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablut-agent)
5246
  - repo first seen: `2026-05-16T06:31:21Z`
5247
  - repo last seen: `2026-05-16T06:31:21Z`
5248
+ - first seen in snapshot: **no**
5249
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5250
  - repo primary artifacts: **1**
5251
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
5470
  Example artifacts:
5471
  - [PR #45377: Enhance README documentation](https://github.com/huggingface/transformers/pull/45377) — open
5472
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5473
  ### `douglas-reid`
5474
 
5475
  - profile: [github.com/douglas-reid](https://github.com/douglas-reid)
 
6086
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101)
6087
  - repo first seen: `2026-05-16T11:43:33Z`
6088
  - repo last seen: `2026-05-16T11:43:33Z`
6089
+ - first seen in snapshot: **no**
6090
  - repo association: **FIRST_TIME_CONTRIBUTOR**
6091
  - repo primary artifacts: **1**
6092
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
7024
  Example artifacts:
7025
  - [PR #45015: fix: guard sys.modules access in _can_set_attn/experts_implementation](https://github.com/huggingface/transformers/pull/45015) — closed
7026
 
7027
+ ### `poojansatani`
7028
+
7029
+ - profile: [github.com/poojansatani](https://github.com/poojansatani)
7030
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apoojansatani)
7031
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apoojansatani)
7032
+ - repo first seen: `2026-05-16T15:35:41Z`
7033
+ - repo last seen: `2026-05-16T15:41:15Z`
7034
+ - first seen in snapshot: **yes**
7035
+ - repo association: **FIRST_TIMER**
7036
+ - repo primary artifacts: **1**
7037
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7038
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7039
+ - account age: **1048 days**
7040
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
7041
+ - public orgs: none visible
7042
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
7043
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
7044
+
7045
+ Example artifacts:
7046
+ - [PR #46007: docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels](https://github.com/huggingface/transformers/pull/46007) — open
7047
+
7048
  ### `popotest`
7049
 
7050
  - profile: [github.com/popotest](https://github.com/popotest)
 
7150
  Example artifacts:
7151
  - [PR #45709: Added SWA and Linear Attention to Llama3.2-1b](https://github.com/huggingface/transformers/pull/45709) — open
7152
 
7153
+ ### `Protocol-zero-0`
7154
+
7155
+ - profile: [github.com/Protocol-zero-0](https://github.com/Protocol-zero-0)
7156
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AProtocol-zero-0)
7157
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AProtocol-zero-0)
7158
+ - repo first seen: `2026-05-16T15:42:56Z`
7159
+ - repo last seen: `2026-05-16T16:02:53Z`
7160
+ - first seen in snapshot: **yes**
7161
+ - repo association: **NONE**
7162
+ - repo primary artifacts: **1**
7163
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7164
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7165
+ - account age: **110 days**
7166
+ - recent public PR activity: **77 PRs** (21 merged / 47 closed-unmerged / 9 open; merged rate **27%**, closed-unmerged rate **61%**, open rate **12%**)
7167
+ - public orgs: none visible
7168
+ - compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
7169
+ - heuristic read: **young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
7170
+
7171
+ Example artifacts:
7172
+ - [PR #46008: chore: Automated Quality Improvements](https://github.com/huggingface/transformers/pull/46008) — closed
7173
+
7174
+ ### `puneetdixit200`
7175
+
7176
+ - profile: [github.com/puneetdixit200](https://github.com/puneetdixit200)
7177
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apuneetdixit200)
7178
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apuneetdixit200)
7179
+ - repo first seen: `2026-05-16T09:13:29Z`
7180
+ - repo last seen: `2026-05-16T12:05:08Z`
7181
+ - first seen in snapshot: **yes**
7182
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
7183
+ - repo primary artifacts: **1**
7184
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
7185
+ - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
7186
+ - account age: **223 days**
7187
+ - recent public PR activity: **9 PRs** (3 merged / 0 closed-unmerged / 6 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
7188
+ - public orgs: none visible
7189
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
7190
+ - heuristic read: **young account; high open PR share; targets high-star repos**
7191
+
7192
+ Example artifacts:
7193
+ - [PR #46003: Fix DeepSeekV4 compressor padding masks](https://github.com/huggingface/transformers/pull/46003) — open
7194
+
7195
  ### `ranjithchinnanan`
7196
 
7197
  - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ccc3af7ec311e63d4a953c877e09d951d782a13b54c7410af35b36fb6c2c5608
3
- size 62536
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e20140b7bccfc33103529f6ca581f5f09c771734d2320dc356da232141fb34af
3
+ size 63040
pr-scope-clusters.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
  "repo": "huggingface/transformers",
3
- "snapshot_id": "20260516T120032Z",
4
- "generated_at": "2026-05-16T12:01:04Z",
5
  "cluster_count": 52,
6
  "pr_scope_clusters": [
7
  {
@@ -20,7 +20,7 @@
20
  45994
21
  ],
22
  "representative_pr_number": 45067,
23
- "average_similarity": 0.418,
24
  "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
25
  "shared_filenames": [
26
  "src/transformers/trainer.py"
@@ -34,7 +34,7 @@
34
  "left_pr_number": 44189,
35
  "right_pr_number": 45067,
36
  "similarity": 0.774,
37
- "content_similarity": 0.856,
38
  "size_similarity": 0.16,
39
  "breadth_similarity": 1.0,
40
  "concentration_similarity": 1.0,
@@ -50,7 +50,7 @@
50
  "left_pr_number": 43663,
51
  "right_pr_number": 45067,
52
  "similarity": 0.611,
53
- "content_similarity": 0.444,
54
  "size_similarity": 1.0,
55
  "breadth_similarity": 1.0,
56
  "concentration_similarity": 1.0,
@@ -65,7 +65,7 @@
65
  {
66
  "left_pr_number": 43651,
67
  "right_pr_number": 43663,
68
- "similarity": 0.537,
69
  "content_similarity": 0.399,
70
  "size_similarity": 0.72,
71
  "breadth_similarity": 1.0,
@@ -81,7 +81,7 @@
81
  {
82
  "left_pr_number": 43651,
83
  "right_pr_number": 45067,
84
- "similarity": 0.509,
85
  "content_similarity": 0.359,
86
  "size_similarity": 0.72,
87
  "breadth_similarity": 1.0,
@@ -98,7 +98,7 @@
98
  "left_pr_number": 43663,
99
  "right_pr_number": 44123,
100
  "similarity": 0.497,
101
- "content_similarity": 0.398,
102
  "size_similarity": 0.455,
103
  "breadth_similarity": 1.0,
104
  "concentration_similarity": 1.0,
@@ -130,7 +130,7 @@
130
  "left_pr_number": 44257,
131
  "right_pr_number": 44660,
132
  "similarity": 0.485,
133
- "content_similarity": 0.264,
134
  "size_similarity": 1.0,
135
  "breadth_similarity": 1.0,
136
  "concentration_similarity": 1.0,
@@ -145,7 +145,7 @@
145
  {
146
  "left_pr_number": 44123,
147
  "right_pr_number": 45067,
148
- "similarity": 0.469,
149
  "content_similarity": 0.359,
150
  "size_similarity": 0.455,
151
  "breadth_similarity": 1.0,
@@ -161,7 +161,7 @@
161
  {
162
  "left_pr_number": 43663,
163
  "right_pr_number": 44660,
164
- "similarity": 0.459,
165
  "content_similarity": 0.391,
166
  "size_similarity": 0.24,
167
  "breadth_similarity": 1.0,
@@ -175,11 +175,11 @@
175
  ]
176
  },
177
  {
178
- "left_pr_number": 43663,
179
  "right_pr_number": 45994,
180
- "similarity": 0.459,
181
- "content_similarity": 0.381,
182
- "size_similarity": 0.28,
183
  "breadth_similarity": 1.0,
184
  "concentration_similarity": 1.0,
185
  "shared_filenames": [
@@ -191,11 +191,11 @@
191
  ]
192
  },
193
  {
194
- "left_pr_number": 44257,
195
  "right_pr_number": 45994,
196
  "similarity": 0.459,
197
- "content_similarity": 0.258,
198
- "size_similarity": 0.857,
199
  "breadth_similarity": 1.0,
200
  "concentration_similarity": 1.0,
201
  "shared_filenames": [
@@ -207,11 +207,11 @@
207
  ]
208
  },
209
  {
210
- "left_pr_number": 43636,
211
- "right_pr_number": 43663,
212
- "similarity": 0.458,
213
- "content_similarity": 0.345,
214
- "size_similarity": 0.44,
215
  "breadth_similarity": 1.0,
216
  "concentration_similarity": 1.0,
217
  "shared_filenames": [
@@ -223,11 +223,11 @@
223
  ]
224
  },
225
  {
226
- "left_pr_number": 44189,
227
- "right_pr_number": 44660,
228
  "similarity": 0.458,
229
- "content_similarity": 0.298,
230
- "size_similarity": 0.667,
231
  "breadth_similarity": 1.0,
232
  "concentration_similarity": 1.0,
233
  "shared_filenames": [
@@ -241,7 +241,7 @@
241
  {
242
  "left_pr_number": 44189,
243
  "right_pr_number": 45994,
244
- "similarity": 0.439,
245
  "content_similarity": 0.291,
246
  "size_similarity": 0.571,
247
  "breadth_similarity": 1.0,
@@ -290,7 +290,7 @@
290
  "left_pr_number": 44189,
291
  "right_pr_number": 45055,
292
  "similarity": 0.436,
293
- "content_similarity": 0.248,
294
  "size_similarity": 0.75,
295
  "breadth_similarity": 1.0,
296
  "concentration_similarity": 1.0,
@@ -305,7 +305,7 @@
305
  {
306
  "left_pr_number": 43636,
307
  "right_pr_number": 45067,
308
- "similarity": 0.433,
309
  "content_similarity": 0.311,
310
  "size_similarity": 0.44,
311
  "breadth_similarity": 1.0,
@@ -319,11 +319,11 @@
319
  ]
320
  },
321
  {
322
- "left_pr_number": 43636,
323
  "right_pr_number": 45994,
324
- "similarity": 0.432,
325
- "content_similarity": 0.267,
326
- "size_similarity": 0.636,
327
  "breadth_similarity": 1.0,
328
  "concentration_similarity": 1.0,
329
  "shared_filenames": [
@@ -335,11 +335,11 @@
335
  ]
336
  },
337
  {
338
- "left_pr_number": 44660,
339
- "right_pr_number": 45067,
340
  "similarity": 0.432,
341
- "content_similarity": 0.351,
342
- "size_similarity": 0.24,
343
  "breadth_similarity": 1.0,
344
  "concentration_similarity": 1.0,
345
  "shared_filenames": [
@@ -351,11 +351,11 @@
351
  ]
352
  },
353
  {
354
- "left_pr_number": 45067,
355
- "right_pr_number": 45994,
356
  "similarity": 0.432,
357
- "content_similarity": 0.343,
358
- "size_similarity": 0.28,
359
  "breadth_similarity": 1.0,
360
  "concentration_similarity": 1.0,
361
  "shared_filenames": [
@@ -369,7 +369,7 @@
369
  {
370
  "left_pr_number": 44189,
371
  "right_pr_number": 44257,
372
- "similarity": 0.428,
373
  "content_similarity": 0.255,
374
  "size_similarity": 0.667,
375
  "breadth_similarity": 1.0,
@@ -385,7 +385,7 @@
385
  {
386
  "left_pr_number": 43651,
387
  "right_pr_number": 44123,
388
- "similarity": 0.424,
389
  "content_similarity": 0.322,
390
  "size_similarity": 0.327,
391
  "breadth_similarity": 1.0,
@@ -402,7 +402,7 @@
402
  "left_pr_number": 43651,
403
  "right_pr_number": 45994,
404
  "similarity": 0.424,
405
- "content_similarity": 0.308,
406
  "size_similarity": 0.389,
407
  "breadth_similarity": 1.0,
408
  "concentration_similarity": 1.0,
@@ -450,7 +450,7 @@
450
  "left_pr_number": 43663,
451
  "right_pr_number": 44257,
452
  "similarity": 0.42,
453
- "content_similarity": 0.334,
454
  "size_similarity": 0.24,
455
  "breadth_similarity": 1.0,
456
  "concentration_similarity": 1.0,
@@ -466,7 +466,7 @@
466
  "left_pr_number": 44660,
467
  "right_pr_number": 45055,
468
  "similarity": 0.405,
469
- "content_similarity": 0.257,
470
  "size_similarity": 0.5,
471
  "breadth_similarity": 1.0,
472
  "concentration_similarity": 1.0,
@@ -479,11 +479,11 @@
479
  ]
480
  },
481
  {
482
- "left_pr_number": 44257,
483
- "right_pr_number": 45067,
484
  "similarity": 0.397,
485
- "content_similarity": 0.301,
486
- "size_similarity": 0.24,
487
  "breadth_similarity": 1.0,
488
  "concentration_similarity": 1.0,
489
  "shared_filenames": [
@@ -495,11 +495,11 @@
495
  ]
496
  },
497
  {
498
- "left_pr_number": 43651,
499
- "right_pr_number": 44189,
500
- "similarity": 0.396,
501
- "content_similarity": 0.304,
502
- "size_similarity": 0.222,
503
  "breadth_similarity": 1.0,
504
  "concentration_similarity": 1.0,
505
  "shared_filenames": [
@@ -511,11 +511,11 @@
511
  ]
512
  },
513
  {
514
- "left_pr_number": 43663,
515
- "right_pr_number": 45055,
516
  "similarity": 0.396,
517
- "content_similarity": 0.325,
518
- "size_similarity": 0.12,
519
  "breadth_similarity": 1.0,
520
  "concentration_similarity": 1.0,
521
  "shared_filenames": [
@@ -527,11 +527,11 @@
527
  ]
528
  },
529
  {
530
- "left_pr_number": 43636,
531
- "right_pr_number": 44257,
532
- "similarity": 0.395,
533
- "content_similarity": 0.234,
534
- "size_similarity": 0.545,
535
  "breadth_similarity": 1.0,
536
  "concentration_similarity": 1.0,
537
  "shared_filenames": [
@@ -545,8 +545,8 @@
545
  {
546
  "left_pr_number": 45055,
547
  "right_pr_number": 45994,
548
- "similarity": 0.39,
549
- "content_similarity": 0.251,
550
  "size_similarity": 0.429,
551
  "breadth_similarity": 1.0,
552
  "concentration_similarity": 1.0,
@@ -562,7 +562,7 @@
562
  "left_pr_number": 43636,
563
  "right_pr_number": 44189,
564
  "similarity": 0.389,
565
- "content_similarity": 0.263,
566
  "size_similarity": 0.364,
567
  "breadth_similarity": 1.0,
568
  "concentration_similarity": 1.0,
@@ -594,7 +594,7 @@
594
  "left_pr_number": 44123,
595
  "right_pr_number": 44660,
596
  "similarity": 0.387,
597
- "content_similarity": 0.315,
598
  "size_similarity": 0.109,
599
  "breadth_similarity": 1.0,
600
  "concentration_similarity": 1.0,
@@ -658,7 +658,7 @@
658
  "left_pr_number": 44257,
659
  "right_pr_number": 45055,
660
  "similarity": 0.379,
661
- "content_similarity": 0.22,
662
  "size_similarity": 0.5,
663
  "breadth_similarity": 1.0,
664
  "concentration_similarity": 1.0,
@@ -737,7 +737,7 @@
737
  {
738
  "left_pr_number": 44660,
739
  "right_pr_number": 45273,
740
- "similarity": 0.36,
741
  "content_similarity": 0.229,
742
  "size_similarity": 0.333,
743
  "breadth_similarity": 1.0,
@@ -849,7 +849,7 @@
849
  {
850
  "left_pr_number": 44257,
851
  "right_pr_number": 45273,
852
- "similarity": 0.337,
853
  "content_similarity": 0.196,
854
  "size_similarity": 0.333,
855
  "breadth_similarity": 1.0,
@@ -980,7 +980,7 @@
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,
@@ -1000,7 +1000,7 @@
1000
  "left_pr_number": 45421,
1001
  "right_pr_number": 45635,
1002
  "similarity": 0.464,
1003
- "content_similarity": 0.377,
1004
  "size_similarity": 0.803,
1005
  "breadth_similarity": 0.5,
1006
  "concentration_similarity": 0.586,
@@ -1075,8 +1075,8 @@
1075
  {
1076
  "left_pr_number": 45635,
1077
  "right_pr_number": 45666,
1078
- "similarity": 0.357,
1079
- "content_similarity": 0.346,
1080
  "size_similarity": 0.261,
1081
  "breadth_similarity": 0.514,
1082
  "concentration_similarity": 0.488,
@@ -1111,7 +1111,7 @@
1111
  {
1112
  "left_pr_number": 45421,
1113
  "right_pr_number": 45666,
1114
- "similarity": 0.287,
1115
  "content_similarity": 0.156,
1116
  "size_similarity": 0.325,
1117
  "breadth_similarity": 0.845,
@@ -1137,7 +1137,7 @@
1137
  45817
1138
  ],
1139
  "representative_pr_number": 45606,
1140
- "average_similarity": 0.463,
1141
  "summary": "5 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45606.",
1142
  "shared_filenames": [
1143
  "tests/models/gemma4/test_modeling_gemma4.py",
@@ -1177,7 +1177,7 @@
1177
  {
1178
  "left_pr_number": 45294,
1179
  "right_pr_number": 45438,
1180
- "similarity": 0.759,
1181
  "content_similarity": 0.782,
1182
  "size_similarity": 0.42,
1183
  "breadth_similarity": 1.0,
@@ -1251,7 +1251,7 @@
1251
  {
1252
  "left_pr_number": 45607,
1253
  "right_pr_number": 45817,
1254
- "similarity": 0.48,
1255
  "content_similarity": 0.497,
1256
  "size_similarity": 0.424,
1257
  "breadth_similarity": 0.417,
@@ -1315,7 +1315,7 @@
1315
  "left_pr_number": 45438,
1316
  "right_pr_number": 45606,
1317
  "similarity": 0.346,
1318
- "content_similarity": 0.327,
1319
  "size_similarity": 0.126,
1320
  "breadth_similarity": 0.55,
1321
  "concentration_similarity": 0.858,
@@ -1421,7 +1421,7 @@
1421
  "left_pr_number": 45546,
1422
  "right_pr_number": 45668,
1423
  "similarity": 0.805,
1424
- "content_similarity": 0.777,
1425
  "size_similarity": 0.773,
1426
  "breadth_similarity": 1.0,
1427
  "concentration_similarity": 0.903,
@@ -1538,7 +1538,7 @@
1538
  44682
1539
  ],
1540
  "representative_pr_number": 43836,
1541
- "average_similarity": 0.547,
1542
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1543
  "shared_filenames": [
1544
  "src/transformers/cli/serve.py"
@@ -1552,8 +1552,8 @@
1552
  {
1553
  "left_pr_number": 43656,
1554
  "right_pr_number": 43836,
1555
- "similarity": 0.679,
1556
- "content_similarity": 0.73,
1557
  "size_similarity": 0.121,
1558
  "breadth_similarity": 1.0,
1559
  "concentration_similarity": 1.0,
@@ -1569,8 +1569,8 @@
1569
  {
1570
  "left_pr_number": 43836,
1571
  "right_pr_number": 43842,
1572
- "similarity": 0.603,
1573
- "content_similarity": 0.642,
1574
  "size_similarity": 0.027,
1575
  "breadth_similarity": 1.0,
1576
  "concentration_similarity": 1.0,
@@ -1586,8 +1586,8 @@
1586
  {
1587
  "left_pr_number": 43836,
1588
  "right_pr_number": 44682,
1589
- "similarity": 0.595,
1590
- "content_similarity": 0.635,
1591
  "size_similarity": 0.398,
1592
  "breadth_similarity": 0.5,
1593
  "concentration_similarity": 0.802,
@@ -1603,8 +1603,8 @@
1603
  {
1604
  "left_pr_number": 43656,
1605
  "right_pr_number": 43842,
1606
- "similarity": 0.573,
1607
- "content_similarity": 0.556,
1608
  "size_similarity": 0.222,
1609
  "breadth_similarity": 1.0,
1610
  "concentration_similarity": 1.0,
@@ -1620,8 +1620,8 @@
1620
  {
1621
  "left_pr_number": 43656,
1622
  "right_pr_number": 44682,
1623
- "similarity": 0.43,
1624
- "content_similarity": 0.475,
1625
  "size_similarity": 0.048,
1626
  "breadth_similarity": 0.5,
1627
  "concentration_similarity": 0.802,
@@ -1637,8 +1637,8 @@
1637
  {
1638
  "left_pr_number": 43842,
1639
  "right_pr_number": 44682,
1640
- "similarity": 0.401,
1641
- "content_similarity": 0.442,
1642
  "size_similarity": 0.011,
1643
  "breadth_similarity": 0.5,
1644
  "concentration_similarity": 0.802,
@@ -1676,7 +1676,7 @@
1676
  {
1677
  "left_pr_number": 34667,
1678
  "right_pr_number": 45985,
1679
- "similarity": 0.601,
1680
  "content_similarity": 0.488,
1681
  "size_similarity": 0.733,
1682
  "breadth_similarity": 1.0,
@@ -1694,7 +1694,7 @@
1694
  "left_pr_number": 39683,
1695
  "right_pr_number": 45985,
1696
  "similarity": 0.598,
1697
- "content_similarity": 0.5,
1698
  "size_similarity": 0.652,
1699
  "breadth_similarity": 1.0,
1700
  "concentration_similarity": 1.0,
@@ -1710,8 +1710,8 @@
1710
  {
1711
  "left_pr_number": 34667,
1712
  "right_pr_number": 39683,
1713
- "similarity": 0.524,
1714
- "content_similarity": 0.432,
1715
  "size_similarity": 0.478,
1716
  "breadth_similarity": 1.0,
1717
  "concentration_similarity": 1.0,
@@ -1761,7 +1761,7 @@
1761
  {
1762
  "left_pr_number": 39683,
1763
  "right_pr_number": 44872,
1764
- "similarity": 0.419,
1765
  "content_similarity": 0.357,
1766
  "size_similarity": 0.13,
1767
  "breadth_similarity": 1.0,
@@ -1777,6 +1777,118 @@
1777
  }
1778
  ]
1779
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1780
  {
1781
  "cluster_id": "pr-scope-44066-3",
1782
  "pr_numbers": [
@@ -1857,6 +1969,74 @@
1857
  }
1858
  ]
1859
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1860
  {
1861
  "cluster_id": "pr-scope-44015-3",
1862
  "pr_numbers": [
@@ -2112,7 +2292,7 @@
2112
  {
2113
  "left_pr_number": 42975,
2114
  "right_pr_number": 45077,
2115
- "similarity": 0.675,
2116
  "content_similarity": 0.618,
2117
  "size_similarity": 0.731,
2118
  "breadth_similarity": 0.833,
@@ -2200,7 +2380,7 @@
2200
  "left_pr_number": 41097,
2201
  "right_pr_number": 43549,
2202
  "similarity": 0.548,
2203
- "content_similarity": 0.439,
2204
  "size_similarity": 0.6,
2205
  "breadth_similarity": 1.0,
2206
  "concentration_similarity": 1.0,
@@ -2215,7 +2395,7 @@
2215
  {
2216
  "left_pr_number": 43549,
2217
  "right_pr_number": 44547,
2218
- "similarity": 0.436,
2219
  "content_similarity": 0.352,
2220
  "size_similarity": 0.267,
2221
  "breadth_similarity": 1.0,
@@ -2344,6 +2524,84 @@
2344
  }
2345
  ]
2346
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2347
  {
2348
  "cluster_id": "pr-scope-44907-3",
2349
  "pr_numbers": [
@@ -2513,7 +2771,7 @@
2513
  {
2514
  "left_pr_number": 45548,
2515
  "right_pr_number": 45649,
2516
- "similarity": 0.387,
2517
  "content_similarity": 0.343,
2518
  "size_similarity": 0.149,
2519
  "breadth_similarity": 0.75,
@@ -2566,7 +2824,7 @@
2566
  {
2567
  "left_pr_number": 44615,
2568
  "right_pr_number": 45524,
2569
- "similarity": 0.417,
2570
  "content_similarity": 0.333,
2571
  "size_similarity": 0.229,
2572
  "breadth_similarity": 1.0,
@@ -2583,8 +2841,8 @@
2583
  {
2584
  "left_pr_number": 44385,
2585
  "right_pr_number": 44615,
2586
- "similarity": 0.406,
2587
- "content_similarity": 0.334,
2588
  "size_similarity": 0.371,
2589
  "breadth_similarity": 0.667,
2590
  "concentration_similarity": 1.0,
@@ -2601,7 +2859,7 @@
2601
  "left_pr_number": 44385,
2602
  "right_pr_number": 45524,
2603
  "similarity": 0.383,
2604
- "content_similarity": 0.248,
2605
  "size_similarity": 0.615,
2606
  "breadth_similarity": 0.667,
2607
  "concentration_similarity": 1.0,
@@ -2616,72 +2874,6 @@
2616
  }
2617
  ]
2618
  },
2619
- {
2620
- "cluster_id": "pr-scope-33686-3",
2621
- "pr_numbers": [
2622
- 33686,
2623
- 44407,
2624
- 44550
2625
- ],
2626
- "representative_pr_number": 44550,
2627
- "average_similarity": 0.37,
2628
- "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2629
- "shared_filenames": [],
2630
- "shared_directories": [
2631
- "docs/source/en",
2632
- "docs/source",
2633
- "docs",
2634
- "docs/source/en/model_doc"
2635
- ],
2636
- "pairwise": [
2637
- {
2638
- "left_pr_number": 33686,
2639
- "right_pr_number": 44550,
2640
- "similarity": 0.393,
2641
- "content_similarity": 0.133,
2642
- "size_similarity": 1.0,
2643
- "breadth_similarity": 1.0,
2644
- "concentration_similarity": 1.0,
2645
- "shared_filenames": [],
2646
- "shared_directories": [
2647
- "docs/source/en/model_doc",
2648
- "docs/source/en",
2649
- "docs/source",
2650
- "docs"
2651
- ]
2652
- },
2653
- {
2654
- "left_pr_number": 44407,
2655
- "right_pr_number": 44550,
2656
- "similarity": 0.363,
2657
- "content_similarity": 0.1,
2658
- "size_similarity": 0.957,
2659
- "breadth_similarity": 1.0,
2660
- "concentration_similarity": 1.0,
2661
- "shared_filenames": [],
2662
- "shared_directories": [
2663
- "docs/source/en",
2664
- "docs/source",
2665
- "docs"
2666
- ]
2667
- },
2668
- {
2669
- "left_pr_number": 33686,
2670
- "right_pr_number": 44407,
2671
- "similarity": 0.353,
2672
- "content_similarity": 0.084,
2673
- "size_similarity": 0.957,
2674
- "breadth_similarity": 1.0,
2675
- "concentration_similarity": 1.0,
2676
- "shared_filenames": [],
2677
- "shared_directories": [
2678
- "docs/source/en",
2679
- "docs/source",
2680
- "docs"
2681
- ]
2682
- }
2683
- ]
2684
- },
2685
  {
2686
  "cluster_id": "pr-scope-44889-3",
2687
  "pr_numbers": [
@@ -2705,7 +2897,7 @@
2705
  {
2706
  "left_pr_number": 44889,
2707
  "right_pr_number": 44981,
2708
- "similarity": 0.398,
2709
  "content_similarity": 0.156,
2710
  "size_similarity": 0.991,
2711
  "breadth_similarity": 1.0,
@@ -2723,7 +2915,7 @@
2723
  {
2724
  "left_pr_number": 44981,
2725
  "right_pr_number": 45917,
2726
- "similarity": 0.354,
2727
  "content_similarity": 0.109,
2728
  "size_similarity": 0.87,
2729
  "breadth_similarity": 1.0,
@@ -3058,7 +3250,7 @@
3058
  "left_pr_number": 45683,
3059
  "right_pr_number": 45734,
3060
  "similarity": 0.817,
3061
- "content_similarity": 0.864,
3062
  "size_similarity": 0.456,
3063
  "breadth_similarity": 1.0,
3064
  "concentration_similarity": 0.871,
@@ -3397,47 +3589,6 @@
3397
  }
3398
  ]
3399
  },
3400
- {
3401
- "cluster_id": "pr-scope-45974-2",
3402
- "pr_numbers": [
3403
- 45974,
3404
- 45975
3405
- ],
3406
- "representative_pr_number": 45974,
3407
- "average_similarity": 0.6,
3408
- "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
3409
- "shared_filenames": [
3410
- "src/transformers/cli/serving/model_manager.py",
3411
- "src/transformers/cli/serve.py"
3412
- ],
3413
- "shared_directories": [
3414
- "src/transformers/cli/serving",
3415
- "src/transformers/cli",
3416
- "src/transformers",
3417
- "src"
3418
- ],
3419
- "pairwise": [
3420
- {
3421
- "left_pr_number": 45974,
3422
- "right_pr_number": 45975,
3423
- "similarity": 0.6,
3424
- "content_similarity": 0.548,
3425
- "size_similarity": 0.451,
3426
- "breadth_similarity": 1.0,
3427
- "concentration_similarity": 0.975,
3428
- "shared_filenames": [
3429
- "src/transformers/cli/serve.py",
3430
- "src/transformers/cli/serving/model_manager.py"
3431
- ],
3432
- "shared_directories": [
3433
- "src/transformers/cli/serving",
3434
- "src/transformers/cli",
3435
- "src/transformers",
3436
- "src"
3437
- ]
3438
- }
3439
- ]
3440
- },
3441
  {
3442
  "cluster_id": "pr-scope-45821-2",
3443
  "pr_numbers": [
@@ -3472,7 +3623,7 @@
3472
  "left_pr_number": 45821,
3473
  "right_pr_number": 45984,
3474
  "similarity": 0.597,
3475
- "content_similarity": 0.654,
3476
  "size_similarity": 0.361,
3477
  "breadth_similarity": 0.4,
3478
  "concentration_similarity": 0.903,
@@ -3500,41 +3651,6 @@
3500
  }
3501
  ]
3502
  },
3503
- {
3504
- "cluster_id": "pr-scope-44893-2",
3505
- "pr_numbers": [
3506
- 44893,
3507
- 45997
3508
- ],
3509
- "representative_pr_number": 44893,
3510
- "average_similarity": 0.562,
3511
- "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
3512
- "shared_filenames": [
3513
- "src/transformers/cache_utils.py"
3514
- ],
3515
- "shared_directories": [
3516
- "src/transformers",
3517
- "src"
3518
- ],
3519
- "pairwise": [
3520
- {
3521
- "left_pr_number": 44893,
3522
- "right_pr_number": 45997,
3523
- "similarity": 0.562,
3524
- "content_similarity": 0.482,
3525
- "size_similarity": 0.5,
3526
- "breadth_similarity": 1.0,
3527
- "concentration_similarity": 1.0,
3528
- "shared_filenames": [
3529
- "src/transformers/cache_utils.py"
3530
- ],
3531
- "shared_directories": [
3532
- "src/transformers",
3533
- "src"
3534
- ]
3535
- }
3536
- ]
3537
- },
3538
  {
3539
  "cluster_id": "pr-scope-44101-2",
3540
  "pr_numbers": [
@@ -3786,7 +3902,7 @@
3786
  "left_pr_number": 45056,
3787
  "right_pr_number": 45128,
3788
  "similarity": 0.498,
3789
- "content_similarity": 0.391,
3790
  "size_similarity": 0.669,
3791
  "breadth_similarity": 0.875,
3792
  "concentration_similarity": 0.724,
@@ -3945,7 +4061,7 @@
3945
  45233
3946
  ],
3947
  "representative_pr_number": 40755,
3948
- "average_similarity": 0.473,
3949
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
3950
  "shared_filenames": [
3951
  "src/transformers/models/timesfm/modeling_timesfm.py",
@@ -3965,7 +4081,7 @@
3965
  {
3966
  "left_pr_number": 40755,
3967
  "right_pr_number": 45233,
3968
- "similarity": 0.473,
3969
  "content_similarity": 0.44,
3970
  "size_similarity": 0.266,
3971
  "breadth_similarity": 0.792,
@@ -4082,42 +4198,42 @@
4082
  ]
4083
  },
4084
  {
4085
- "cluster_id": "pr-scope-42112-2",
4086
  "pr_numbers": [
4087
- 42112,
4088
- 45413
4089
  ],
4090
- "representative_pr_number": 42112,
4091
- "average_similarity": 0.421,
4092
- "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4093
  "shared_filenames": [
4094
- "src/transformers/generation/logits_process.py",
4095
- "tests/generation/test_logits_process.py"
4096
  ],
4097
  "shared_directories": [
4098
- "src/transformers/generation",
4099
- "tests/generation",
4100
  "src/transformers",
4101
  "tests",
4102
  "src"
4103
  ],
4104
  "pairwise": [
4105
  {
4106
- "left_pr_number": 42112,
4107
- "right_pr_number": 45413,
4108
- "similarity": 0.421,
4109
- "content_similarity": 0.463,
4110
- "size_similarity": 0.017,
4111
- "breadth_similarity": 0.458,
4112
- "concentration_similarity": 0.981,
4113
  "shared_filenames": [
4114
- "src/transformers/generation/logits_process.py",
4115
- "tests/generation/test_logits_process.py"
4116
  ],
4117
  "shared_directories": [
4118
- "src/transformers/generation",
 
4119
  "src/transformers",
4120
- "tests/generation",
4121
  "src",
4122
  "tests"
4123
  ]
@@ -4125,42 +4241,42 @@
4125
  ]
4126
  },
4127
  {
4128
- "cluster_id": "pr-scope-45634-2",
4129
  "pr_numbers": [
4130
- 45634,
4131
- 45880
4132
  ],
4133
- "representative_pr_number": 45634,
4134
- "average_similarity": 0.418,
4135
- "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizer_finegrained_fp8.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45634.",
4136
  "shared_filenames": [
4137
- "src/transformers/quantizers/quantizer_finegrained_fp8.py",
4138
- "src/transformers/integrations/finegrained_fp8.py"
4139
  ],
4140
  "shared_directories": [
4141
- "src/transformers/quantizers",
4142
- "src/transformers/integrations",
4143
  "src/transformers",
4144
  "tests",
4145
  "src"
4146
  ],
4147
  "pairwise": [
4148
  {
4149
- "left_pr_number": 45634,
4150
- "right_pr_number": 45880,
4151
- "similarity": 0.418,
4152
- "content_similarity": 0.455,
4153
- "size_similarity": 0.121,
4154
- "breadth_similarity": 0.365,
4155
- "concentration_similarity": 0.887,
4156
  "shared_filenames": [
4157
- "src/transformers/integrations/finegrained_fp8.py",
4158
- "src/transformers/quantizers/quantizer_finegrained_fp8.py"
4159
  ],
4160
  "shared_directories": [
4161
- "src/transformers/integrations",
4162
- "src/transformers/quantizers",
4163
  "src/transformers",
 
4164
  "src",
4165
  "tests"
4166
  ]
@@ -4209,7 +4325,7 @@
4209
  45618
4210
  ],
4211
  "representative_pr_number": 42655,
4212
- "average_similarity": 0.37,
4213
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4214
  "shared_filenames": [
4215
  "src/transformers/generation/utils.py"
@@ -4225,7 +4341,7 @@
4225
  {
4226
  "left_pr_number": 42655,
4227
  "right_pr_number": 45618,
4228
- "similarity": 0.37,
4229
  "content_similarity": 0.202,
4230
  "size_similarity": 0.974,
4231
  "breadth_similarity": 0.389,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260516T180036Z",
4
+ "generated_at": "2026-05-16T18:01:06Z",
5
  "cluster_count": 52,
6
  "pr_scope_clusters": [
7
  {
 
20
  45994
21
  ],
22
  "representative_pr_number": 45067,
23
+ "average_similarity": 0.419,
24
  "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
25
  "shared_filenames": [
26
  "src/transformers/trainer.py"
 
34
  "left_pr_number": 44189,
35
  "right_pr_number": 45067,
36
  "similarity": 0.774,
37
+ "content_similarity": 0.857,
38
  "size_similarity": 0.16,
39
  "breadth_similarity": 1.0,
40
  "concentration_similarity": 1.0,
 
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,
56
  "concentration_similarity": 1.0,
 
65
  {
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,
 
81
  {
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,
 
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,
104
  "concentration_similarity": 1.0,
 
130
  "left_pr_number": 44257,
131
  "right_pr_number": 44660,
132
  "similarity": 0.485,
133
+ "content_similarity": 0.265,
134
  "size_similarity": 1.0,
135
  "breadth_similarity": 1.0,
136
  "concentration_similarity": 1.0,
 
145
  {
146
  "left_pr_number": 44123,
147
  "right_pr_number": 45067,
148
+ "similarity": 0.47,
149
  "content_similarity": 0.359,
150
  "size_similarity": 0.455,
151
  "breadth_similarity": 1.0,
 
161
  {
162
  "left_pr_number": 43663,
163
  "right_pr_number": 44660,
164
+ "similarity": 0.46,
165
  "content_similarity": 0.391,
166
  "size_similarity": 0.24,
167
  "breadth_similarity": 1.0,
 
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
  ]
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": [
 
207
  ]
208
  },
209
  {
210
+ "left_pr_number": 44189,
211
+ "right_pr_number": 44660,
212
+ "similarity": 0.459,
213
+ "content_similarity": 0.298,
214
+ "size_similarity": 0.667,
215
  "breadth_similarity": 1.0,
216
  "concentration_similarity": 1.0,
217
  "shared_filenames": [
 
223
  ]
224
  },
225
  {
226
+ "left_pr_number": 43636,
227
+ "right_pr_number": 43663,
228
  "similarity": 0.458,
229
+ "content_similarity": 0.346,
230
+ "size_similarity": 0.44,
231
  "breadth_similarity": 1.0,
232
  "concentration_similarity": 1.0,
233
  "shared_filenames": [
 
241
  {
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,
 
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,
296
  "concentration_similarity": 1.0,
 
305
  {
306
  "left_pr_number": 43636,
307
  "right_pr_number": 45067,
308
+ "similarity": 0.434,
309
  "content_similarity": 0.311,
310
  "size_similarity": 0.44,
311
  "breadth_similarity": 1.0,
 
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
  ]
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": [
 
351
  ]
352
  },
353
  {
354
+ "left_pr_number": 44660,
355
+ "right_pr_number": 45067,
356
  "similarity": 0.432,
357
+ "content_similarity": 0.352,
358
+ "size_similarity": 0.24,
359
  "breadth_similarity": 1.0,
360
  "concentration_similarity": 1.0,
361
  "shared_filenames": [
 
369
  {
370
  "left_pr_number": 44189,
371
  "right_pr_number": 44257,
372
+ "similarity": 0.429,
373
  "content_similarity": 0.255,
374
  "size_similarity": 0.667,
375
  "breadth_similarity": 1.0,
 
385
  {
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,
 
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,
408
  "concentration_similarity": 1.0,
 
450
  "left_pr_number": 43663,
451
  "right_pr_number": 44257,
452
  "similarity": 0.42,
453
+ "content_similarity": 0.335,
454
  "size_similarity": 0.24,
455
  "breadth_similarity": 1.0,
456
  "concentration_similarity": 1.0,
 
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,
472
  "concentration_similarity": 1.0,
 
479
  ]
480
  },
481
  {
482
+ "left_pr_number": 43651,
483
+ "right_pr_number": 44189,
484
  "similarity": 0.397,
485
+ "content_similarity": 0.305,
486
+ "size_similarity": 0.222,
487
  "breadth_similarity": 1.0,
488
  "concentration_similarity": 1.0,
489
  "shared_filenames": [
 
495
  ]
496
  },
497
  {
498
+ "left_pr_number": 44257,
499
+ "right_pr_number": 45067,
500
+ "similarity": 0.397,
501
+ "content_similarity": 0.301,
502
+ "size_similarity": 0.24,
503
  "breadth_similarity": 1.0,
504
  "concentration_similarity": 1.0,
505
  "shared_filenames": [
 
511
  ]
512
  },
513
  {
514
+ "left_pr_number": 43636,
515
+ "right_pr_number": 44257,
516
  "similarity": 0.396,
517
+ "content_similarity": 0.234,
518
+ "size_similarity": 0.545,
519
  "breadth_similarity": 1.0,
520
  "concentration_similarity": 1.0,
521
  "shared_filenames": [
 
527
  ]
528
  },
529
  {
530
+ "left_pr_number": 43663,
531
+ "right_pr_number": 45055,
532
+ "similarity": 0.396,
533
+ "content_similarity": 0.326,
534
+ "size_similarity": 0.12,
535
  "breadth_similarity": 1.0,
536
  "concentration_similarity": 1.0,
537
  "shared_filenames": [
 
545
  {
546
  "left_pr_number": 45055,
547
  "right_pr_number": 45994,
548
+ "similarity": 0.391,
549
+ "content_similarity": 0.252,
550
  "size_similarity": 0.429,
551
  "breadth_similarity": 1.0,
552
  "concentration_similarity": 1.0,
 
562
  "left_pr_number": 43636,
563
  "right_pr_number": 44189,
564
  "similarity": 0.389,
565
+ "content_similarity": 0.264,
566
  "size_similarity": 0.364,
567
  "breadth_similarity": 1.0,
568
  "concentration_similarity": 1.0,
 
594
  "left_pr_number": 44123,
595
  "right_pr_number": 44660,
596
  "similarity": 0.387,
597
+ "content_similarity": 0.316,
598
  "size_similarity": 0.109,
599
  "breadth_similarity": 1.0,
600
  "concentration_similarity": 1.0,
 
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,
664
  "concentration_similarity": 1.0,
 
737
  {
738
  "left_pr_number": 44660,
739
  "right_pr_number": 45273,
740
+ "similarity": 0.361,
741
  "content_similarity": 0.229,
742
  "size_similarity": 0.333,
743
  "breadth_similarity": 1.0,
 
849
  {
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,
 
980
  "left_pr_number": 44974,
981
  "right_pr_number": 45996,
982
  "similarity": 0.584,
983
+ "content_similarity": 0.557,
984
  "size_similarity": 0.422,
985
  "breadth_similarity": 0.9,
986
  "concentration_similarity": 0.829,
 
1000
  "left_pr_number": 45421,
1001
  "right_pr_number": 45635,
1002
  "similarity": 0.464,
1003
+ "content_similarity": 0.378,
1004
  "size_similarity": 0.803,
1005
  "breadth_similarity": 0.5,
1006
  "concentration_similarity": 0.586,
 
1075
  {
1076
  "left_pr_number": 45635,
1077
  "right_pr_number": 45666,
1078
+ "similarity": 0.358,
1079
+ "content_similarity": 0.347,
1080
  "size_similarity": 0.261,
1081
  "breadth_similarity": 0.514,
1082
  "concentration_similarity": 0.488,
 
1111
  {
1112
  "left_pr_number": 45421,
1113
  "right_pr_number": 45666,
1114
+ "similarity": 0.288,
1115
  "content_similarity": 0.156,
1116
  "size_similarity": 0.325,
1117
  "breadth_similarity": 0.845,
 
1137
  45817
1138
  ],
1139
  "representative_pr_number": 45606,
1140
+ "average_similarity": 0.464,
1141
  "summary": "5 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`; representative PR #45606.",
1142
  "shared_filenames": [
1143
  "tests/models/gemma4/test_modeling_gemma4.py",
 
1177
  {
1178
  "left_pr_number": 45294,
1179
  "right_pr_number": 45438,
1180
+ "similarity": 0.76,
1181
  "content_similarity": 0.782,
1182
  "size_similarity": 0.42,
1183
  "breadth_similarity": 1.0,
 
1251
  {
1252
  "left_pr_number": 45607,
1253
  "right_pr_number": 45817,
1254
+ "similarity": 0.481,
1255
  "content_similarity": 0.497,
1256
  "size_similarity": 0.424,
1257
  "breadth_similarity": 0.417,
 
1315
  "left_pr_number": 45438,
1316
  "right_pr_number": 45606,
1317
  "similarity": 0.346,
1318
+ "content_similarity": 0.328,
1319
  "size_similarity": 0.126,
1320
  "breadth_similarity": 0.55,
1321
  "concentration_similarity": 0.858,
 
1421
  "left_pr_number": 45546,
1422
  "right_pr_number": 45668,
1423
  "similarity": 0.805,
1424
+ "content_similarity": 0.778,
1425
  "size_similarity": 0.773,
1426
  "breadth_similarity": 1.0,
1427
  "concentration_similarity": 0.903,
 
1538
  44682
1539
  ],
1540
  "representative_pr_number": 43836,
1541
+ "average_similarity": 0.546,
1542
  "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
1543
  "shared_filenames": [
1544
  "src/transformers/cli/serve.py"
 
1552
  {
1553
  "left_pr_number": 43656,
1554
  "right_pr_number": 43836,
1555
+ "similarity": 0.678,
1556
+ "content_similarity": 0.729,
1557
  "size_similarity": 0.121,
1558
  "breadth_similarity": 1.0,
1559
  "concentration_similarity": 1.0,
 
1569
  {
1570
  "left_pr_number": 43836,
1571
  "right_pr_number": 43842,
1572
+ "similarity": 0.602,
1573
+ "content_similarity": 0.641,
1574
  "size_similarity": 0.027,
1575
  "breadth_similarity": 1.0,
1576
  "concentration_similarity": 1.0,
 
1586
  {
1587
  "left_pr_number": 43836,
1588
  "right_pr_number": 44682,
1589
+ "similarity": 0.594,
1590
+ "content_similarity": 0.634,
1591
  "size_similarity": 0.398,
1592
  "breadth_similarity": 0.5,
1593
  "concentration_similarity": 0.802,
 
1603
  {
1604
  "left_pr_number": 43656,
1605
  "right_pr_number": 43842,
1606
+ "similarity": 0.572,
1607
+ "content_similarity": 0.555,
1608
  "size_similarity": 0.222,
1609
  "breadth_similarity": 1.0,
1610
  "concentration_similarity": 1.0,
 
1620
  {
1621
  "left_pr_number": 43656,
1622
  "right_pr_number": 44682,
1623
+ "similarity": 0.429,
1624
+ "content_similarity": 0.473,
1625
  "size_similarity": 0.048,
1626
  "breadth_similarity": 0.5,
1627
  "concentration_similarity": 0.802,
 
1637
  {
1638
  "left_pr_number": 43842,
1639
  "right_pr_number": 44682,
1640
+ "similarity": 0.4,
1641
+ "content_similarity": 0.44,
1642
  "size_similarity": 0.011,
1643
  "breadth_similarity": 0.5,
1644
  "concentration_similarity": 0.802,
 
1676
  {
1677
  "left_pr_number": 34667,
1678
  "right_pr_number": 45985,
1679
+ "similarity": 0.602,
1680
  "content_similarity": 0.488,
1681
  "size_similarity": 0.733,
1682
  "breadth_similarity": 1.0,
 
1694
  "left_pr_number": 39683,
1695
  "right_pr_number": 45985,
1696
  "similarity": 0.598,
1697
+ "content_similarity": 0.501,
1698
  "size_similarity": 0.652,
1699
  "breadth_similarity": 1.0,
1700
  "concentration_similarity": 1.0,
 
1710
  {
1711
  "left_pr_number": 34667,
1712
  "right_pr_number": 39683,
1713
+ "similarity": 0.525,
1714
+ "content_similarity": 0.433,
1715
  "size_similarity": 0.478,
1716
  "breadth_similarity": 1.0,
1717
  "concentration_similarity": 1.0,
 
1761
  {
1762
  "left_pr_number": 39683,
1763
  "right_pr_number": 44872,
1764
+ "similarity": 0.42,
1765
  "content_similarity": 0.357,
1766
  "size_similarity": 0.13,
1767
  "breadth_similarity": 1.0,
 
1777
  }
1778
  ]
1779
  },
1780
+ {
1781
+ "cluster_id": "pr-scope-33686-4",
1782
+ "pr_numbers": [
1783
+ 33686,
1784
+ 44407,
1785
+ 44550,
1786
+ 46007
1787
+ ],
1788
+ "representative_pr_number": 44550,
1789
+ "average_similarity": 0.358,
1790
+ "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
1791
+ "shared_filenames": [],
1792
+ "shared_directories": [
1793
+ "docs/source/en",
1794
+ "docs/source",
1795
+ "docs",
1796
+ "docs/source/en/model_doc"
1797
+ ],
1798
+ "pairwise": [
1799
+ {
1800
+ "left_pr_number": 33686,
1801
+ "right_pr_number": 44550,
1802
+ "similarity": 0.393,
1803
+ "content_similarity": 0.133,
1804
+ "size_similarity": 1.0,
1805
+ "breadth_similarity": 1.0,
1806
+ "concentration_similarity": 1.0,
1807
+ "shared_filenames": [],
1808
+ "shared_directories": [
1809
+ "docs/source/en/model_doc",
1810
+ "docs/source/en",
1811
+ "docs/source",
1812
+ "docs"
1813
+ ]
1814
+ },
1815
+ {
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,
1823
+ "shared_filenames": [],
1824
+ "shared_directories": [
1825
+ "docs/source/en",
1826
+ "docs/source",
1827
+ "docs"
1828
+ ]
1829
+ },
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,
1837
+ "concentration_similarity": 1.0,
1838
+ "shared_filenames": [],
1839
+ "shared_directories": [
1840
+ "docs/source/en",
1841
+ "docs/source",
1842
+ "docs"
1843
+ ]
1844
+ },
1845
+ {
1846
+ "left_pr_number": 44550,
1847
+ "right_pr_number": 46007,
1848
+ "similarity": 0.349,
1849
+ "content_similarity": 0.088,
1850
+ "size_similarity": 0.917,
1851
+ "breadth_similarity": 1.0,
1852
+ "concentration_similarity": 1.0,
1853
+ "shared_filenames": [],
1854
+ "shared_directories": [
1855
+ "docs/source/en",
1856
+ "docs/source",
1857
+ "docs"
1858
+ ]
1859
+ },
1860
+ {
1861
+ "left_pr_number": 44407,
1862
+ "right_pr_number": 46007,
1863
+ "similarity": 0.348,
1864
+ "content_similarity": 0.078,
1865
+ "size_similarity": 0.958,
1866
+ "breadth_similarity": 1.0,
1867
+ "concentration_similarity": 1.0,
1868
+ "shared_filenames": [],
1869
+ "shared_directories": [
1870
+ "docs/source/en",
1871
+ "docs/source",
1872
+ "docs"
1873
+ ]
1874
+ },
1875
+ {
1876
+ "left_pr_number": 33686,
1877
+ "right_pr_number": 46007,
1878
+ "similarity": 0.339,
1879
+ "content_similarity": 0.074,
1880
+ "size_similarity": 0.917,
1881
+ "breadth_similarity": 1.0,
1882
+ "concentration_similarity": 1.0,
1883
+ "shared_filenames": [],
1884
+ "shared_directories": [
1885
+ "docs/source/en",
1886
+ "docs/source",
1887
+ "docs"
1888
+ ]
1889
+ }
1890
+ ]
1891
+ },
1892
  {
1893
  "cluster_id": "pr-scope-44066-3",
1894
  "pr_numbers": [
 
1969
  }
1970
  ]
1971
  },
1972
+ {
1973
+ "cluster_id": "pr-scope-44893-3",
1974
+ "pr_numbers": [
1975
+ 44893,
1976
+ 45997,
1977
+ 46005
1978
+ ],
1979
+ "representative_pr_number": 46005,
1980
+ "average_similarity": 0.695,
1981
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #46005.",
1982
+ "shared_filenames": [
1983
+ "src/transformers/cache_utils.py"
1984
+ ],
1985
+ "shared_directories": [
1986
+ "src/transformers",
1987
+ "src"
1988
+ ],
1989
+ "pairwise": [
1990
+ {
1991
+ "left_pr_number": 45997,
1992
+ "right_pr_number": 46005,
1993
+ "similarity": 0.781,
1994
+ "content_similarity": 0.806,
1995
+ "size_similarity": 0.444,
1996
+ "breadth_similarity": 1.0,
1997
+ "concentration_similarity": 1.0,
1998
+ "shared_filenames": [
1999
+ "src/transformers/cache_utils.py"
2000
+ ],
2001
+ "shared_directories": [
2002
+ "src/transformers",
2003
+ "src"
2004
+ ]
2005
+ },
2006
+ {
2007
+ "left_pr_number": 44893,
2008
+ "right_pr_number": 46005,
2009
+ "similarity": 0.736,
2010
+ "content_similarity": 0.79,
2011
+ "size_similarity": 0.222,
2012
+ "breadth_similarity": 1.0,
2013
+ "concentration_similarity": 1.0,
2014
+ "shared_filenames": [
2015
+ "src/transformers/cache_utils.py"
2016
+ ],
2017
+ "shared_directories": [
2018
+ "src/transformers",
2019
+ "src"
2020
+ ]
2021
+ },
2022
+ {
2023
+ "left_pr_number": 44893,
2024
+ "right_pr_number": 45997,
2025
+ "similarity": 0.569,
2026
+ "content_similarity": 0.492,
2027
+ "size_similarity": 0.5,
2028
+ "breadth_similarity": 1.0,
2029
+ "concentration_similarity": 1.0,
2030
+ "shared_filenames": [
2031
+ "src/transformers/cache_utils.py"
2032
+ ],
2033
+ "shared_directories": [
2034
+ "src/transformers",
2035
+ "src"
2036
+ ]
2037
+ }
2038
+ ]
2039
+ },
2040
  {
2041
  "cluster_id": "pr-scope-44015-3",
2042
  "pr_numbers": [
 
2292
  {
2293
  "left_pr_number": 42975,
2294
  "right_pr_number": 45077,
2295
+ "similarity": 0.676,
2296
  "content_similarity": 0.618,
2297
  "size_similarity": 0.731,
2298
  "breadth_similarity": 0.833,
 
2380
  "left_pr_number": 41097,
2381
  "right_pr_number": 43549,
2382
  "similarity": 0.548,
2383
+ "content_similarity": 0.44,
2384
  "size_similarity": 0.6,
2385
  "breadth_similarity": 1.0,
2386
  "concentration_similarity": 1.0,
 
2395
  {
2396
  "left_pr_number": 43549,
2397
  "right_pr_number": 44547,
2398
+ "similarity": 0.437,
2399
  "content_similarity": 0.352,
2400
  "size_similarity": 0.267,
2401
  "breadth_similarity": 1.0,
 
2524
  }
2525
  ]
2526
  },
2527
+ {
2528
+ "cluster_id": "pr-scope-45974-3",
2529
+ "pr_numbers": [
2530
+ 45974,
2531
+ 45975,
2532
+ 46006
2533
+ ],
2534
+ "representative_pr_number": 45974,
2535
+ "average_similarity": 0.44,
2536
+ "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
2537
+ "shared_filenames": [
2538
+ "src/transformers/cli/serving/model_manager.py",
2539
+ "src/transformers/cli/serve.py"
2540
+ ],
2541
+ "shared_directories": [
2542
+ "src/transformers/cli/serving",
2543
+ "src/transformers/cli",
2544
+ "src/transformers",
2545
+ "src"
2546
+ ],
2547
+ "pairwise": [
2548
+ {
2549
+ "left_pr_number": 45974,
2550
+ "right_pr_number": 45975,
2551
+ "similarity": 0.593,
2552
+ "content_similarity": 0.538,
2553
+ "size_similarity": 0.451,
2554
+ "breadth_similarity": 1.0,
2555
+ "concentration_similarity": 0.975,
2556
+ "shared_filenames": [
2557
+ "src/transformers/cli/serve.py",
2558
+ "src/transformers/cli/serving/model_manager.py"
2559
+ ],
2560
+ "shared_directories": [
2561
+ "src/transformers/cli/serving",
2562
+ "src/transformers/cli",
2563
+ "src/transformers",
2564
+ "src"
2565
+ ]
2566
+ },
2567
+ {
2568
+ "left_pr_number": 45974,
2569
+ "right_pr_number": 46006,
2570
+ "similarity": 0.431,
2571
+ "content_similarity": 0.477,
2572
+ "size_similarity": 0.2,
2573
+ "breadth_similarity": 0.333,
2574
+ "concentration_similarity": 0.667,
2575
+ "shared_filenames": [
2576
+ "src/transformers/cli/serving/model_manager.py"
2577
+ ],
2578
+ "shared_directories": [
2579
+ "src/transformers/cli/serving",
2580
+ "src/transformers/cli",
2581
+ "src/transformers",
2582
+ "src"
2583
+ ]
2584
+ },
2585
+ {
2586
+ "left_pr_number": 45975,
2587
+ "right_pr_number": 46006,
2588
+ "similarity": 0.295,
2589
+ "content_similarity": 0.305,
2590
+ "size_similarity": 0.09,
2591
+ "breadth_similarity": 0.333,
2592
+ "concentration_similarity": 0.692,
2593
+ "shared_filenames": [
2594
+ "src/transformers/cli/serving/model_manager.py"
2595
+ ],
2596
+ "shared_directories": [
2597
+ "src/transformers/cli/serving",
2598
+ "src/transformers/cli",
2599
+ "src/transformers",
2600
+ "src"
2601
+ ]
2602
+ }
2603
+ ]
2604
+ },
2605
  {
2606
  "cluster_id": "pr-scope-44907-3",
2607
  "pr_numbers": [
 
2771
  {
2772
  "left_pr_number": 45548,
2773
  "right_pr_number": 45649,
2774
+ "similarity": 0.388,
2775
  "content_similarity": 0.343,
2776
  "size_similarity": 0.149,
2777
  "breadth_similarity": 0.75,
 
2824
  {
2825
  "left_pr_number": 44615,
2826
  "right_pr_number": 45524,
2827
+ "similarity": 0.418,
2828
  "content_similarity": 0.333,
2829
  "size_similarity": 0.229,
2830
  "breadth_similarity": 1.0,
 
2841
  {
2842
  "left_pr_number": 44385,
2843
  "right_pr_number": 44615,
2844
+ "similarity": 0.407,
2845
+ "content_similarity": 0.335,
2846
  "size_similarity": 0.371,
2847
  "breadth_similarity": 0.667,
2848
  "concentration_similarity": 1.0,
 
2859
  "left_pr_number": 44385,
2860
  "right_pr_number": 45524,
2861
  "similarity": 0.383,
2862
+ "content_similarity": 0.249,
2863
  "size_similarity": 0.615,
2864
  "breadth_similarity": 0.667,
2865
  "concentration_similarity": 1.0,
 
2874
  }
2875
  ]
2876
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2877
  {
2878
  "cluster_id": "pr-scope-44889-3",
2879
  "pr_numbers": [
 
2897
  {
2898
  "left_pr_number": 44889,
2899
  "right_pr_number": 44981,
2900
+ "similarity": 0.399,
2901
  "content_similarity": 0.156,
2902
  "size_similarity": 0.991,
2903
  "breadth_similarity": 1.0,
 
2915
  {
2916
  "left_pr_number": 44981,
2917
  "right_pr_number": 45917,
2918
+ "similarity": 0.355,
2919
  "content_similarity": 0.109,
2920
  "size_similarity": 0.87,
2921
  "breadth_similarity": 1.0,
 
3250
  "left_pr_number": 45683,
3251
  "right_pr_number": 45734,
3252
  "similarity": 0.817,
3253
+ "content_similarity": 0.865,
3254
  "size_similarity": 0.456,
3255
  "breadth_similarity": 1.0,
3256
  "concentration_similarity": 0.871,
 
3589
  }
3590
  ]
3591
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3592
  {
3593
  "cluster_id": "pr-scope-45821-2",
3594
  "pr_numbers": [
 
3623
  "left_pr_number": 45821,
3624
  "right_pr_number": 45984,
3625
  "similarity": 0.597,
3626
+ "content_similarity": 0.655,
3627
  "size_similarity": 0.361,
3628
  "breadth_similarity": 0.4,
3629
  "concentration_similarity": 0.903,
 
3651
  }
3652
  ]
3653
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3654
  {
3655
  "cluster_id": "pr-scope-44101-2",
3656
  "pr_numbers": [
 
3902
  "left_pr_number": 45056,
3903
  "right_pr_number": 45128,
3904
  "similarity": 0.498,
3905
+ "content_similarity": 0.392,
3906
  "size_similarity": 0.669,
3907
  "breadth_similarity": 0.875,
3908
  "concentration_similarity": 0.724,
 
4061
  45233
4062
  ],
4063
  "representative_pr_number": 40755,
4064
+ "average_similarity": 0.474,
4065
  "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
4066
  "shared_filenames": [
4067
  "src/transformers/models/timesfm/modeling_timesfm.py",
 
4081
  {
4082
  "left_pr_number": 40755,
4083
  "right_pr_number": 45233,
4084
+ "similarity": 0.474,
4085
  "content_similarity": 0.44,
4086
  "size_similarity": 0.266,
4087
  "breadth_similarity": 0.792,
 
4198
  ]
4199
  },
4200
  {
4201
+ "cluster_id": "pr-scope-45634-2",
4202
  "pr_numbers": [
4203
+ 45634,
4204
+ 45880
4205
  ],
4206
+ "representative_pr_number": 45634,
4207
+ "average_similarity": 0.422,
4208
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizer_finegrained_fp8.py`, `src/transformers/integrations/finegrained_fp8.py`; representative PR #45634.",
4209
  "shared_filenames": [
4210
+ "src/transformers/quantizers/quantizer_finegrained_fp8.py",
4211
+ "src/transformers/integrations/finegrained_fp8.py"
4212
  ],
4213
  "shared_directories": [
4214
+ "src/transformers/quantizers",
4215
+ "src/transformers/integrations",
4216
  "src/transformers",
4217
  "tests",
4218
  "src"
4219
  ],
4220
  "pairwise": [
4221
  {
4222
+ "left_pr_number": 45634,
4223
+ "right_pr_number": 45880,
4224
+ "similarity": 0.422,
4225
+ "content_similarity": 0.461,
4226
+ "size_similarity": 0.121,
4227
+ "breadth_similarity": 0.365,
4228
+ "concentration_similarity": 0.887,
4229
  "shared_filenames": [
4230
+ "src/transformers/integrations/finegrained_fp8.py",
4231
+ "src/transformers/quantizers/quantizer_finegrained_fp8.py"
4232
  ],
4233
  "shared_directories": [
4234
+ "src/transformers/integrations",
4235
+ "src/transformers/quantizers",
4236
  "src/transformers",
 
4237
  "src",
4238
  "tests"
4239
  ]
 
4241
  ]
4242
  },
4243
  {
4244
+ "cluster_id": "pr-scope-42112-2",
4245
  "pr_numbers": [
4246
+ 42112,
4247
+ 45413
4248
  ],
4249
+ "representative_pr_number": 42112,
4250
+ "average_similarity": 0.421,
4251
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
4252
  "shared_filenames": [
4253
+ "src/transformers/generation/logits_process.py",
4254
+ "tests/generation/test_logits_process.py"
4255
  ],
4256
  "shared_directories": [
4257
+ "src/transformers/generation",
4258
+ "tests/generation",
4259
  "src/transformers",
4260
  "tests",
4261
  "src"
4262
  ],
4263
  "pairwise": [
4264
  {
4265
+ "left_pr_number": 42112,
4266
+ "right_pr_number": 45413,
4267
+ "similarity": 0.421,
4268
+ "content_similarity": 0.463,
4269
+ "size_similarity": 0.017,
4270
+ "breadth_similarity": 0.458,
4271
+ "concentration_similarity": 0.981,
4272
  "shared_filenames": [
4273
+ "src/transformers/generation/logits_process.py",
4274
+ "tests/generation/test_logits_process.py"
4275
  ],
4276
  "shared_directories": [
4277
+ "src/transformers/generation",
 
4278
  "src/transformers",
4279
+ "tests/generation",
4280
  "src",
4281
  "tests"
4282
  ]
 
4325
  45618
4326
  ],
4327
  "representative_pr_number": 42655,
4328
+ "average_similarity": 0.371,
4329
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
4330
  "shared_filenames": [
4331
  "src/transformers/generation/utils.py"
 
4341
  {
4342
  "left_pr_number": 42655,
4343
  "right_pr_number": 45618,
4344
+ "similarity": 0.371,
4345
  "content_similarity": 0.202,
4346
  "size_similarity": 0.974,
4347
  "breadth_similarity": 0.389,
pr_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:2c9c59a9fc06d72e6fc7674fe11fd6a75cc9563f7100a98b43e8aad7a86d77df
3
- size 1585711
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e7959c841fdd63e4e21097e6fbd4e645df56ed80d6acdcde3e6f36aa72b110a5
3
+ size 1586480
pr_diffs.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:1ccf7497c9aa89cd885091a7c852e855e90752eb229fe9c8a0608d82b8b8927d
3
- size 47079358
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:eee2a47626949a15991800102b565c6705b29384c74edee169a4489d0b430eb8
3
+ size 47098856
pr_files.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6300ca6ee13ca429be8b66f180b0a325a0c98aeca609bcd4081f6f0c95eac234
3
- size 39918936
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a7832be705b6667c463ef38582b095aa2da15efc642c48ab77483da40277bfeb
3
+ size 39934071
pull_requests.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:4ed468c962a04f5546d73ce0dcbe4ec4642ed2dc0bfa7081276026418c90aa32
3
- size 1878361
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6d1fcaa030e0acb79db071ecb46e80beef61d1047d67dce84264a78b5de0bc16
3
+ size 1882558
review_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:70a43e03812559bc45604677d8a2b3011b518398741f7f1fd94a5554c64e9cb8
3
- size 2490690
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d9570ee493d98447ba4be62968d83e1c645d2ac93ce877088e65c51832e56f9b
3
+ size 2493288
reviews.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ccc5e5e6051de3e8bbc0debf54c0ab91e9f2b3567da3b44aa28b44545ce461e3
3
- size 767850
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:25406028bb38a0cc01fb8da2230aed44e309c9b99103c61d888d1117a6dd1fe8
3
+ size 769371
snapshots/20260516T180036Z/manifest.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260516T180036Z/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": 10785,
11
+ "issues": 732,
12
+ "links": 3379,
13
+ "new_contributors": 353,
14
+ "pr_diffs": 2276,
15
+ "pr_files": 29289,
16
+ "pull_requests": 2276,
17
+ "review_comments": 14645,
18
+ "reviews": 8375,
19
+ "timeline_events": 45777
20
+ },
21
+ "crawl_started_at": "2026-05-16T18:00:36Z",
22
+ "delta_counts": {
23
+ "comments": 5,
24
+ "issue_stubs": 8,
25
+ "issues": 1,
26
+ "links": 13,
27
+ "pr_diffs": 7,
28
+ "pr_files": 22,
29
+ "pull_requests": 7,
30
+ "review_comments": 41,
31
+ "reviews": 3,
32
+ "timeline_events": 437
33
+ },
34
+ "extracted_at": "2026-05-16T18:00:36Z",
35
+ "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260516T180036Z",
37
+ "watermark": {
38
+ "effective_since": "2026-05-16T12:00:32Z",
39
+ "next_since": "2026-05-16T18:00:36Z"
40
+ }
41
+ }
snapshots/20260516T180036Z/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/20260516T120032Z/manifest.json",
3
- "latest_snapshot_id": "20260516T120032Z",
4
  "manifest_path": "manifest.json",
5
- "next_since": "2026-05-16T12:00:32Z",
6
  "repo": "huggingface/transformers",
7
- "snapshot_dir": "snapshots/20260516T120032Z"
8
  }
 
1
  {
2
+ "archived_manifest_path": "snapshots/20260516T180036Z/manifest.json",
3
+ "latest_snapshot_id": "20260516T180036Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-05-16T18:00:36Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260516T180036Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-05-16T06:00:35Z",
3
- "last_successful_snapshot_id": "20260516T120032Z",
4
- "next_since": "2026-05-16T12:00:32Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-05-16T12:00:32Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-05-16T12:00:32Z",
3
+ "last_successful_snapshot_id": "20260516T180036Z",
4
+ "next_since": "2026-05-16T18:00:36Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-05-16T18:00:36Z"
7
  }