evalstate HF Staff commited on
Commit
d827b97
·
verified ·
1 Parent(s): f43c736

Refresh transformers dataset snapshot 20260502T120033Z

Browse files
README.md CHANGED
@@ -75,7 +75,7 @@ Use:
75
  - eval set creation
76
 
77
  Notes:
78
- - latest snapshot: `20260502T060142Z`
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: `20260502T120033Z`
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:c308f34884482aecfd7fdde7848106b537ad5871222d7399a914f8204ee20ae4
3
- size 2085086
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dfe534097e901be9b8f92fc3a0a13313333f7918222d3e62159f69f79f2ced81
3
+ size 2091046
events.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:56f4d1fbd1c3efd38dff9800286c709122c0f01619563cfb731063a6d1db13f6
3
- size 666516
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6b520b5a7260cbe7c5c4760f019077e5d0b416a48d71bb7df6fc2b996885f615
3
+ size 667136
issue_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:06491c90fce40a9c145b960d1791bb2a5b788b031435b66dbf0427de090b8950
3
- size 671636
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7f105f38b7eac904a81e5901f976c8651f7851000eeb7db87c319a6f922d0bec
3
+ size 673501
issues.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6d9cd0d4c0ef62925ed43e76dc3dc62cf6218c8a25aa5eeb8c109470ad4ef371
3
- size 905755
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:60dd6aba0d47a0d4f212adf63f69ca9498e8442fd64349f02f57b58c13a7995a
3
+ size 905764
links.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:51c3a6dd518aec0bb9e12b6eb9333b6661edf64bf9d228d6b1cc5b8ea27e6bcc
3
- size 37820
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:52049072222f5649a9a6da597b49bcc45a6b57681416c496bf4c6f0f864f04e1
3
+ size 37888
manifest.json CHANGED
@@ -1,41 +1,41 @@
1
  {
2
  "artifacts": {
3
- "archived_pr_scope_clusters_json": "snapshots/20260502T060142Z/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": 9678,
11
  "issues": 671,
12
- "links": 2983,
13
- "new_contributors": 352,
14
- "pr_diffs": 2070,
15
- "pr_files": 29514,
16
- "pull_requests": 2070,
17
- "review_comments": 13434,
18
- "reviews": 7728,
19
- "timeline_events": 41824
20
  },
21
- "crawl_started_at": "2026-05-02T06:01:42Z",
22
  "delta_counts": {
23
- "comments": 10,
24
- "issue_stubs": 7,
25
- "issues": 1,
26
- "links": 10,
27
- "pr_diffs": 6,
28
- "pr_files": 72,
29
- "pull_requests": 6,
30
- "review_comments": 389,
31
- "reviews": 106,
32
- "timeline_events": 214
33
  },
34
- "extracted_at": "2026-05-02T06:01:42Z",
35
  "repo": "huggingface/transformers",
36
- "snapshot_id": "20260502T060142Z",
37
  "watermark": {
38
- "effective_since": "2026-05-02T00:00:48Z",
39
- "next_since": "2026-05-02T06:01:42Z"
40
  }
41
  }
 
1
  {
2
  "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260502T120033Z/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": 9694,
11
  "issues": 671,
12
+ "links": 2986,
13
+ "new_contributors": 354,
14
+ "pr_diffs": 2073,
15
+ "pr_files": 29520,
16
+ "pull_requests": 2073,
17
+ "review_comments": 13441,
18
+ "reviews": 7732,
19
+ "timeline_events": 41858
20
  },
21
+ "crawl_started_at": "2026-05-02T12:00:33Z",
22
  "delta_counts": {
23
+ "comments": 16,
24
+ "issue_stubs": 13,
25
+ "issues": 4,
26
+ "links": 16,
27
+ "pr_diffs": 9,
28
+ "pr_files": 79,
29
+ "pull_requests": 9,
30
+ "review_comments": 399,
31
+ "reviews": 111,
32
+ "timeline_events": 300
33
  },
34
+ "extracted_at": "2026-05-02T12:00:33Z",
35
  "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260502T120033Z",
37
  "watermark": {
38
+ "effective_since": "2026-05-02T06:01:42Z",
39
+ "next_since": "2026-05-02T12:00:33Z"
40
  }
41
  }
new-contributors-report.json CHANGED
@@ -1,26 +1,26 @@
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
- "snapshot_id": "20260502T060142Z",
5
- "generated_at": "2026-05-02T06:02:17Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
- "selected_contributors": 352,
10
- "first_seen_in_snapshot": 1,
11
  "known_via_prior_merged_pr": 147,
12
- "previous_primary_author_count": 1048,
13
- "selected_seen_in_previous_primary": 351,
14
- "previous_report_contributor_count": 353,
15
- "selected_overlap_previous_report": 351,
16
- "selected_overlap_previous_report_rate": 0.9972,
17
- "reused_previous_report_entries": 348,
18
  "reused_known_merged_contributors": 146,
19
- "live_fetches": 4,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
- "enrichment_elapsed_seconds": 5.795,
23
- "enrichment_avg_seconds_per_author": 0.016,
24
  "enrichment_failures": 3
25
  },
26
  "contributors": [
@@ -487,12 +487,12 @@
487
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
488
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
489
  "repo_first_seen_at": "2023-02-24T14:13:29Z",
490
- "repo_last_seen_at": "2026-05-01T17:11:19Z",
491
  "repo_primary_artifact_count": 52,
492
- "repo_artifact_count": 1795,
493
  "snapshot_issue_count": 2,
494
  "snapshot_pr_count": 50,
495
- "snapshot_comment_count": 152,
496
  "snapshot_review_count": 532,
497
  "snapshot_review_comment_count": 1059,
498
  "repo_association": "MEMBER",
@@ -537,8 +537,8 @@
537
  "number": 45643,
538
  "title": "Add DeepSeek V4",
539
  "url": "https://github.com/huggingface/transformers/pull/45643",
540
- "state": "open",
541
- "merged": false,
542
  "draft": false,
543
  "created_at": "2026-04-25T00:03:25Z"
544
  },
@@ -1050,12 +1050,12 @@
1050
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap",
1051
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap",
1052
  "repo_first_seen_at": "2024-10-21T07:08:47Z",
1053
- "repo_last_seen_at": "2026-05-02T01:41:21Z",
1054
  "repo_primary_artifact_count": 29,
1055
- "repo_artifact_count": 142,
1056
  "snapshot_issue_count": 0,
1057
  "snapshot_pr_count": 29,
1058
- "snapshot_comment_count": 39,
1059
  "snapshot_review_count": 45,
1060
  "snapshot_review_comment_count": 29,
1061
  "repo_association": "MEMBER",
@@ -3691,6 +3691,83 @@
3691
  },
3692
  "fetch_error": null
3693
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3694
  {
3695
  "author_login": "Krishnachaitanyakc",
3696
  "name": "Krishna Chaitanya",
@@ -4564,83 +4641,6 @@
4564
  },
4565
  "fetch_error": null
4566
  },
4567
- {
4568
- "author_login": "juliendenize",
4569
- "name": "Julien Denize",
4570
- "profile_url": "https://github.com/juliendenize",
4571
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize",
4572
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize",
4573
- "repo_first_seen_at": "2026-03-13T10:24:11Z",
4574
- "repo_last_seen_at": "2026-04-24T11:30:52Z",
4575
- "repo_primary_artifact_count": 4,
4576
- "repo_artifact_count": 15,
4577
- "snapshot_issue_count": 0,
4578
- "snapshot_pr_count": 4,
4579
- "snapshot_comment_count": 5,
4580
- "snapshot_review_count": 3,
4581
- "snapshot_review_comment_count": 3,
4582
- "repo_association": "CONTRIBUTOR",
4583
- "new_to_repo": false,
4584
- "first_seen_in_snapshot": false,
4585
- "known_via_prior_merged_pr": true,
4586
- "report_reason": null,
4587
- "enrichment_source": "previous_report",
4588
- "live_refetch_skipped": true,
4589
- "account_age_days": 2852,
4590
- "young_account": false,
4591
- "follow_through_score": "mixed",
4592
- "breadth_score": "moderate",
4593
- "automation_risk_signal": "low",
4594
- "heuristic_note": "high recent PR volume; targets high-star repos",
4595
- "public_orgs": [],
4596
- "activity": {
4597
- "visible_authored_pr_count": 26,
4598
- "merged_pr_count": 20,
4599
- "closed_unmerged_pr_count": 5,
4600
- "open_pr_count": 1,
4601
- "merged_pr_rate": 0.7692,
4602
- "closed_unmerged_pr_rate": 0.1923,
4603
- "still_open_pr_rate": 0.0385,
4604
- "distinct_repos_with_authored_prs": 4,
4605
- "distinct_repos_with_open_prs": 1
4606
- },
4607
- "examples": {
4608
- "pull_requests": [
4609
- {
4610
- "kind": "pull_request",
4611
- "number": 45628,
4612
- "title": "[MistralCommonBackend] Soften validation mode and apply_chat_template arguments check",
4613
- "url": "https://github.com/huggingface/transformers/pull/45628",
4614
- "state": "closed",
4615
- "merged": true,
4616
- "draft": false,
4617
- "created_at": "2026-04-24T11:30:52Z"
4618
- },
4619
- {
4620
- "kind": "pull_request",
4621
- "number": 44760,
4622
- "title": "Add Mistral 4",
4623
- "url": "https://github.com/huggingface/transformers/pull/44760",
4624
- "state": "closed",
4625
- "merged": true,
4626
- "draft": false,
4627
- "created_at": "2026-03-16T15:54:11Z"
4628
- },
4629
- {
4630
- "kind": "pull_request",
4631
- "number": 44747,
4632
- "title": "Add apply_yarn_scaling as optional key to yarn",
4633
- "url": "https://github.com/huggingface/transformers/pull/44747",
4634
- "state": "closed",
4635
- "merged": false,
4636
- "draft": false,
4637
- "created_at": "2026-03-16T10:32:54Z"
4638
- }
4639
- ],
4640
- "issues": []
4641
- },
4642
- "fetch_error": null
4643
- },
4644
  {
4645
  "author_login": "rtrompier",
4646
  "name": "Remy",
@@ -6788,73 +6788,6 @@
6788
  },
6789
  "fetch_error": null
6790
  },
6791
- {
6792
- "author_login": "burtenshaw",
6793
- "name": null,
6794
- "profile_url": "https://github.com/burtenshaw",
6795
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aburtenshaw",
6796
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aburtenshaw",
6797
- "repo_first_seen_at": "2026-03-03T11:35:13Z",
6798
- "repo_last_seen_at": "2026-04-10T19:37:53Z",
6799
- "repo_primary_artifact_count": 2,
6800
- "repo_artifact_count": 5,
6801
- "snapshot_issue_count": 0,
6802
- "snapshot_pr_count": 2,
6803
- "snapshot_comment_count": 1,
6804
- "snapshot_review_count": 1,
6805
- "snapshot_review_comment_count": 1,
6806
- "repo_association": "MEMBER",
6807
- "new_to_repo": false,
6808
- "first_seen_in_snapshot": false,
6809
- "known_via_prior_merged_pr": true,
6810
- "report_reason": null,
6811
- "enrichment_source": "previous_report",
6812
- "live_refetch_skipped": true,
6813
- "account_age_days": 3611,
6814
- "young_account": false,
6815
- "follow_through_score": "mixed",
6816
- "breadth_score": "high",
6817
- "automation_risk_signal": "low",
6818
- "heuristic_note": "high recent PR volume; broad repo spread",
6819
- "public_orgs": [],
6820
- "activity": {
6821
- "visible_authored_pr_count": 57,
6822
- "merged_pr_count": 38,
6823
- "closed_unmerged_pr_count": 5,
6824
- "open_pr_count": 14,
6825
- "merged_pr_rate": 0.6667,
6826
- "closed_unmerged_pr_rate": 0.0877,
6827
- "still_open_pr_rate": 0.2456,
6828
- "distinct_repos_with_authored_prs": 14,
6829
- "distinct_repos_with_open_prs": 8
6830
- },
6831
- "examples": {
6832
- "pull_requests": [
6833
- {
6834
- "kind": "pull_request",
6835
- "number": 45365,
6836
- "title": "Refactor GPT-J output tracing to use standardized decorators",
6837
- "url": "https://github.com/huggingface/transformers/pull/45365",
6838
- "state": "closed",
6839
- "merged": false,
6840
- "draft": false,
6841
- "created_at": "2026-04-10T19:37:53Z"
6842
- },
6843
- {
6844
- "kind": "pull_request",
6845
- "number": 44411,
6846
- "title": "Update agentic contributions guidelines in AGENTS.md to force yielding.",
6847
- "url": "https://github.com/huggingface/transformers/pull/44411",
6848
- "state": "closed",
6849
- "merged": true,
6850
- "draft": false,
6851
- "created_at": "2026-03-03T11:35:13Z"
6852
- }
6853
- ],
6854
- "issues": []
6855
- },
6856
- "fetch_error": null
6857
- },
6858
  {
6859
  "author_login": "curnane-lab",
6860
  "name": null,
@@ -9578,97 +9511,30 @@
9578
  "merged_pr_rate": 0.3333,
9579
  "closed_unmerged_pr_rate": 0.3333,
9580
  "still_open_pr_rate": 0.3333,
9581
- "distinct_repos_with_authored_prs": 5,
9582
- "distinct_repos_with_open_prs": 2
9583
- },
9584
- "examples": {
9585
- "pull_requests": [
9586
- {
9587
- "kind": "pull_request",
9588
- "number": 44736,
9589
- "title": "fix: resolve false-positive regex warning for non-mistral models",
9590
- "url": "https://github.com/huggingface/transformers/pull/44736",
9591
- "state": "closed",
9592
- "merged": false,
9593
- "draft": false,
9594
- "created_at": "2026-03-16T06:00:47Z"
9595
- },
9596
- {
9597
- "kind": "pull_request",
9598
- "number": 44618,
9599
- "title": "fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer",
9600
- "url": "https://github.com/huggingface/transformers/pull/44618",
9601
- "state": "closed",
9602
- "merged": false,
9603
- "draft": false,
9604
- "created_at": "2026-03-12T04:46:19Z"
9605
- }
9606
- ],
9607
- "issues": []
9608
- },
9609
- "fetch_error": null
9610
- },
9611
- {
9612
- "author_login": "zvik",
9613
- "name": "Zvi Kons",
9614
- "profile_url": "https://github.com/zvik",
9615
- "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik",
9616
- "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik",
9617
- "repo_first_seen_at": "2026-03-03T07:50:39Z",
9618
- "repo_last_seen_at": "2026-04-29T08:25:46Z",
9619
- "repo_primary_artifact_count": 2,
9620
- "repo_artifact_count": 20,
9621
- "snapshot_issue_count": 0,
9622
- "snapshot_pr_count": 2,
9623
- "snapshot_comment_count": 2,
9624
- "snapshot_review_count": 8,
9625
- "snapshot_review_comment_count": 8,
9626
- "repo_association": "FIRST_TIME_CONTRIBUTOR",
9627
- "new_to_repo": false,
9628
- "first_seen_in_snapshot": false,
9629
- "known_via_prior_merged_pr": true,
9630
- "report_reason": null,
9631
- "enrichment_source": "previous_report",
9632
- "live_refetch_skipped": true,
9633
- "account_age_days": 4383,
9634
- "young_account": false,
9635
- "follow_through_score": "n/a",
9636
- "breadth_score": "low",
9637
- "automation_risk_signal": "low",
9638
- "heuristic_note": "no visible non-self stars",
9639
- "public_orgs": [],
9640
- "activity": {
9641
- "visible_authored_pr_count": 0,
9642
- "merged_pr_count": 0,
9643
- "closed_unmerged_pr_count": 0,
9644
- "open_pr_count": 0,
9645
- "merged_pr_rate": null,
9646
- "closed_unmerged_pr_rate": null,
9647
- "still_open_pr_rate": null,
9648
- "distinct_repos_with_authored_prs": 0,
9649
- "distinct_repos_with_open_prs": 0
9650
  },
9651
  "examples": {
9652
  "pull_requests": [
9653
  {
9654
  "kind": "pull_request",
9655
- "number": 45695,
9656
- "title": "Support for a new Granite-Speech-Plus model",
9657
- "url": "https://github.com/huggingface/transformers/pull/45695",
9658
  "state": "closed",
9659
- "merged": true,
9660
  "draft": false,
9661
- "created_at": "2026-04-29T07:40:46Z"
9662
  },
9663
  {
9664
  "kind": "pull_request",
9665
- "number": 44408,
9666
- "title": "Add option to export encoder hidden states for Granite-speech",
9667
- "url": "https://github.com/huggingface/transformers/pull/44408",
9668
- "state": "open",
9669
  "merged": false,
9670
  "draft": false,
9671
- "created_at": "2026-03-03T07:50:39Z"
9672
  }
9673
  ],
9674
  "issues": []
@@ -10296,6 +10162,73 @@
10296
  },
10297
  "fetch_error": null
10298
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10299
  {
10300
  "author_login": "CodersAcademy006",
10301
  "name": "Srijan Upadhyay",
@@ -10768,6 +10701,73 @@
10768
  },
10769
  "fetch_error": null
10770
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10771
  {
10772
  "author_login": "nurpax",
10773
  "name": "Janne Hellsten",
@@ -15356,6 +15356,63 @@
15356
  },
15357
  "fetch_error": null
15358
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
15359
  {
15360
  "author_login": "aryanp2107",
15361
  "name": "Aryan Patel",
@@ -16856,12 +16913,12 @@
16856
  "snapshot_review_count": 0,
16857
  "snapshot_review_comment_count": 0,
16858
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
16859
- "new_to_repo": true,
16860
- "first_seen_in_snapshot": true,
16861
  "known_via_prior_merged_pr": false,
16862
- "report_reason": "first_seen_in_snapshot",
16863
- "enrichment_source": "live",
16864
- "live_refetch_skipped": false,
16865
  "account_age_days": 2016,
16866
  "young_account": false,
16867
  "follow_through_score": "strong",
@@ -18841,6 +18898,63 @@
18841
  },
18842
  "fetch_error": null
18843
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
18844
  {
18845
  "author_login": "kamalrajkannan78",
18846
  "name": "Kamalraj Kannan",
 
1
  {
2
  "schema_version": "1.0",
3
  "repo": "huggingface/transformers",
4
+ "snapshot_id": "20260502T120033Z",
5
+ "generated_at": "2026-05-02T12:01:13Z",
6
  "window_days": 60,
7
  "max_authors": 0,
8
  "instrumentation": {
9
+ "selected_contributors": 354,
10
+ "first_seen_in_snapshot": 2,
11
  "known_via_prior_merged_pr": 147,
12
+ "previous_primary_author_count": 1049,
13
+ "selected_seen_in_previous_primary": 352,
14
+ "previous_report_contributor_count": 352,
15
+ "selected_overlap_previous_report": 352,
16
+ "selected_overlap_previous_report_rate": 0.9944,
17
+ "reused_previous_report_entries": 349,
18
  "reused_known_merged_contributors": 146,
19
+ "live_fetches": 5,
20
  "window_anchor": "run_time",
21
  "window_anchor_cacheable": false,
22
+ "enrichment_elapsed_seconds": 3.822,
23
+ "enrichment_avg_seconds_per_author": 0.011,
24
  "enrichment_failures": 3
25
  },
26
  "contributors": [
 
487
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
488
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
489
  "repo_first_seen_at": "2023-02-24T14:13:29Z",
490
+ "repo_last_seen_at": "2026-05-02T11:10:18Z",
491
  "repo_primary_artifact_count": 52,
492
+ "repo_artifact_count": 1797,
493
  "snapshot_issue_count": 2,
494
  "snapshot_pr_count": 50,
495
+ "snapshot_comment_count": 154,
496
  "snapshot_review_count": 532,
497
  "snapshot_review_comment_count": 1059,
498
  "repo_association": "MEMBER",
 
537
  "number": 45643,
538
  "title": "Add DeepSeek V4",
539
  "url": "https://github.com/huggingface/transformers/pull/45643",
540
+ "state": "closed",
541
+ "merged": true,
542
  "draft": false,
543
  "created_at": "2026-04-25T00:03:25Z"
544
  },
 
1050
  "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap",
1051
  "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap",
1052
  "repo_first_seen_at": "2024-10-21T07:08:47Z",
1053
+ "repo_last_seen_at": "2026-05-02T10:14:51Z",
1054
  "repo_primary_artifact_count": 29,
1055
+ "repo_artifact_count": 143,
1056
  "snapshot_issue_count": 0,
1057
  "snapshot_pr_count": 29,
1058
+ "snapshot_comment_count": 40,
1059
  "snapshot_review_count": 45,
1060
  "snapshot_review_comment_count": 29,
1061
  "repo_association": "MEMBER",
 
3691
  },
3692
  "fetch_error": null
3693
  },
3694
+ {
3695
+ "author_login": "juliendenize",
3696
+ "name": "Julien Denize",
3697
+ "profile_url": "https://github.com/juliendenize",
3698
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize",
3699
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize",
3700
+ "repo_first_seen_at": "2026-03-13T10:24:11Z",
3701
+ "repo_last_seen_at": "2026-05-02T09:03:59Z",
3702
+ "repo_primary_artifact_count": 5,
3703
+ "repo_artifact_count": 16,
3704
+ "snapshot_issue_count": 0,
3705
+ "snapshot_pr_count": 5,
3706
+ "snapshot_comment_count": 5,
3707
+ "snapshot_review_count": 3,
3708
+ "snapshot_review_comment_count": 3,
3709
+ "repo_association": "CONTRIBUTOR",
3710
+ "new_to_repo": false,
3711
+ "first_seen_in_snapshot": false,
3712
+ "known_via_prior_merged_pr": true,
3713
+ "report_reason": null,
3714
+ "enrichment_source": "previous_report",
3715
+ "live_refetch_skipped": true,
3716
+ "account_age_days": 2852,
3717
+ "young_account": false,
3718
+ "follow_through_score": "mixed",
3719
+ "breadth_score": "moderate",
3720
+ "automation_risk_signal": "low",
3721
+ "heuristic_note": "high recent PR volume; targets high-star repos",
3722
+ "public_orgs": [],
3723
+ "activity": {
3724
+ "visible_authored_pr_count": 26,
3725
+ "merged_pr_count": 20,
3726
+ "closed_unmerged_pr_count": 5,
3727
+ "open_pr_count": 1,
3728
+ "merged_pr_rate": 0.7692,
3729
+ "closed_unmerged_pr_rate": 0.1923,
3730
+ "still_open_pr_rate": 0.0385,
3731
+ "distinct_repos_with_authored_prs": 4,
3732
+ "distinct_repos_with_open_prs": 1
3733
+ },
3734
+ "examples": {
3735
+ "pull_requests": [
3736
+ {
3737
+ "kind": "pull_request",
3738
+ "number": 45744,
3739
+ "title": "[MINISTRAL3] Fix conversion script yarn's apply_scale support.",
3740
+ "url": "https://github.com/huggingface/transformers/pull/45744",
3741
+ "state": "open",
3742
+ "merged": false,
3743
+ "draft": false,
3744
+ "created_at": "2026-05-02T09:03:59Z"
3745
+ },
3746
+ {
3747
+ "kind": "pull_request",
3748
+ "number": 45628,
3749
+ "title": "[MistralCommonBackend] Soften validation mode and apply_chat_template arguments check",
3750
+ "url": "https://github.com/huggingface/transformers/pull/45628",
3751
+ "state": "closed",
3752
+ "merged": true,
3753
+ "draft": false,
3754
+ "created_at": "2026-04-24T11:30:52Z"
3755
+ },
3756
+ {
3757
+ "kind": "pull_request",
3758
+ "number": 44760,
3759
+ "title": "Add Mistral 4",
3760
+ "url": "https://github.com/huggingface/transformers/pull/44760",
3761
+ "state": "closed",
3762
+ "merged": true,
3763
+ "draft": false,
3764
+ "created_at": "2026-03-16T15:54:11Z"
3765
+ }
3766
+ ],
3767
+ "issues": []
3768
+ },
3769
+ "fetch_error": null
3770
+ },
3771
  {
3772
  "author_login": "Krishnachaitanyakc",
3773
  "name": "Krishna Chaitanya",
 
4641
  },
4642
  "fetch_error": null
4643
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4644
  {
4645
  "author_login": "rtrompier",
4646
  "name": "Remy",
 
6788
  },
6789
  "fetch_error": null
6790
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6791
  {
6792
  "author_login": "curnane-lab",
6793
  "name": null,
 
9511
  "merged_pr_rate": 0.3333,
9512
  "closed_unmerged_pr_rate": 0.3333,
9513
  "still_open_pr_rate": 0.3333,
9514
+ "distinct_repos_with_authored_prs": 5,
9515
+ "distinct_repos_with_open_prs": 2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9516
  },
9517
  "examples": {
9518
  "pull_requests": [
9519
  {
9520
  "kind": "pull_request",
9521
+ "number": 44736,
9522
+ "title": "fix: resolve false-positive regex warning for non-mistral models",
9523
+ "url": "https://github.com/huggingface/transformers/pull/44736",
9524
  "state": "closed",
9525
+ "merged": false,
9526
  "draft": false,
9527
+ "created_at": "2026-03-16T06:00:47Z"
9528
  },
9529
  {
9530
  "kind": "pull_request",
9531
+ "number": 44618,
9532
+ "title": "fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer",
9533
+ "url": "https://github.com/huggingface/transformers/pull/44618",
9534
+ "state": "closed",
9535
  "merged": false,
9536
  "draft": false,
9537
+ "created_at": "2026-03-12T04:46:19Z"
9538
  }
9539
  ],
9540
  "issues": []
 
10162
  },
10163
  "fetch_error": null
10164
  },
10165
+ {
10166
+ "author_login": "burtenshaw",
10167
+ "name": null,
10168
+ "profile_url": "https://github.com/burtenshaw",
10169
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aburtenshaw",
10170
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aburtenshaw",
10171
+ "repo_first_seen_at": "2026-03-03T11:35:13Z",
10172
+ "repo_last_seen_at": "2026-04-10T19:37:53Z",
10173
+ "repo_primary_artifact_count": 2,
10174
+ "repo_artifact_count": 5,
10175
+ "snapshot_issue_count": 0,
10176
+ "snapshot_pr_count": 2,
10177
+ "snapshot_comment_count": 1,
10178
+ "snapshot_review_count": 1,
10179
+ "snapshot_review_comment_count": 1,
10180
+ "repo_association": "MEMBER",
10181
+ "new_to_repo": false,
10182
+ "first_seen_in_snapshot": false,
10183
+ "known_via_prior_merged_pr": true,
10184
+ "report_reason": null,
10185
+ "enrichment_source": "previous_report",
10186
+ "live_refetch_skipped": true,
10187
+ "account_age_days": 3611,
10188
+ "young_account": false,
10189
+ "follow_through_score": "mixed",
10190
+ "breadth_score": "high",
10191
+ "automation_risk_signal": "low",
10192
+ "heuristic_note": "high recent PR volume; broad repo spread",
10193
+ "public_orgs": [],
10194
+ "activity": {
10195
+ "visible_authored_pr_count": 57,
10196
+ "merged_pr_count": 38,
10197
+ "closed_unmerged_pr_count": 5,
10198
+ "open_pr_count": 14,
10199
+ "merged_pr_rate": 0.6667,
10200
+ "closed_unmerged_pr_rate": 0.0877,
10201
+ "still_open_pr_rate": 0.2456,
10202
+ "distinct_repos_with_authored_prs": 14,
10203
+ "distinct_repos_with_open_prs": 8
10204
+ },
10205
+ "examples": {
10206
+ "pull_requests": [
10207
+ {
10208
+ "kind": "pull_request",
10209
+ "number": 45365,
10210
+ "title": "Refactor GPT-J output tracing to use standardized decorators",
10211
+ "url": "https://github.com/huggingface/transformers/pull/45365",
10212
+ "state": "closed",
10213
+ "merged": false,
10214
+ "draft": false,
10215
+ "created_at": "2026-04-10T19:37:53Z"
10216
+ },
10217
+ {
10218
+ "kind": "pull_request",
10219
+ "number": 44411,
10220
+ "title": "Update agentic contributions guidelines in AGENTS.md to force yielding.",
10221
+ "url": "https://github.com/huggingface/transformers/pull/44411",
10222
+ "state": "closed",
10223
+ "merged": true,
10224
+ "draft": false,
10225
+ "created_at": "2026-03-03T11:35:13Z"
10226
+ }
10227
+ ],
10228
+ "issues": []
10229
+ },
10230
+ "fetch_error": null
10231
+ },
10232
  {
10233
  "author_login": "CodersAcademy006",
10234
  "name": "Srijan Upadhyay",
 
10701
  },
10702
  "fetch_error": null
10703
  },
10704
+ {
10705
+ "author_login": "zvik",
10706
+ "name": "Zvi Kons",
10707
+ "profile_url": "https://github.com/zvik",
10708
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik",
10709
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik",
10710
+ "repo_first_seen_at": "2026-03-03T07:50:39Z",
10711
+ "repo_last_seen_at": "2026-04-29T08:25:46Z",
10712
+ "repo_primary_artifact_count": 2,
10713
+ "repo_artifact_count": 20,
10714
+ "snapshot_issue_count": 0,
10715
+ "snapshot_pr_count": 2,
10716
+ "snapshot_comment_count": 2,
10717
+ "snapshot_review_count": 8,
10718
+ "snapshot_review_comment_count": 8,
10719
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
10720
+ "new_to_repo": false,
10721
+ "first_seen_in_snapshot": false,
10722
+ "known_via_prior_merged_pr": true,
10723
+ "report_reason": null,
10724
+ "enrichment_source": "previous_report",
10725
+ "live_refetch_skipped": true,
10726
+ "account_age_days": 4383,
10727
+ "young_account": false,
10728
+ "follow_through_score": "n/a",
10729
+ "breadth_score": "low",
10730
+ "automation_risk_signal": "low",
10731
+ "heuristic_note": "no visible non-self stars",
10732
+ "public_orgs": [],
10733
+ "activity": {
10734
+ "visible_authored_pr_count": 0,
10735
+ "merged_pr_count": 0,
10736
+ "closed_unmerged_pr_count": 0,
10737
+ "open_pr_count": 0,
10738
+ "merged_pr_rate": null,
10739
+ "closed_unmerged_pr_rate": null,
10740
+ "still_open_pr_rate": null,
10741
+ "distinct_repos_with_authored_prs": 0,
10742
+ "distinct_repos_with_open_prs": 0
10743
+ },
10744
+ "examples": {
10745
+ "pull_requests": [
10746
+ {
10747
+ "kind": "pull_request",
10748
+ "number": 45695,
10749
+ "title": "Support for a new Granite-Speech-Plus model",
10750
+ "url": "https://github.com/huggingface/transformers/pull/45695",
10751
+ "state": "closed",
10752
+ "merged": true,
10753
+ "draft": false,
10754
+ "created_at": "2026-04-29T07:40:46Z"
10755
+ },
10756
+ {
10757
+ "kind": "pull_request",
10758
+ "number": 44408,
10759
+ "title": "Add option to export encoder hidden states for Granite-speech",
10760
+ "url": "https://github.com/huggingface/transformers/pull/44408",
10761
+ "state": "open",
10762
+ "merged": false,
10763
+ "draft": false,
10764
+ "created_at": "2026-03-03T07:50:39Z"
10765
+ }
10766
+ ],
10767
+ "issues": []
10768
+ },
10769
+ "fetch_error": null
10770
+ },
10771
  {
10772
  "author_login": "nurpax",
10773
  "name": "Janne Hellsten",
 
15356
  },
15357
  "fetch_error": null
15358
  },
15359
+ {
15360
+ "author_login": "ArkaD171717",
15361
+ "name": "Arkadeep Dutta",
15362
+ "profile_url": "https://github.com/ArkaD171717",
15363
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArkaD171717",
15364
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArkaD171717",
15365
+ "repo_first_seen_at": "2026-05-02T09:31:22Z",
15366
+ "repo_last_seen_at": "2026-05-02T09:31:22Z",
15367
+ "repo_primary_artifact_count": 1,
15368
+ "repo_artifact_count": 1,
15369
+ "snapshot_issue_count": 0,
15370
+ "snapshot_pr_count": 1,
15371
+ "snapshot_comment_count": 0,
15372
+ "snapshot_review_count": 0,
15373
+ "snapshot_review_comment_count": 0,
15374
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
15375
+ "new_to_repo": true,
15376
+ "first_seen_in_snapshot": true,
15377
+ "known_via_prior_merged_pr": false,
15378
+ "report_reason": "first_seen_in_snapshot",
15379
+ "enrichment_source": "live",
15380
+ "live_refetch_skipped": false,
15381
+ "account_age_days": 1206,
15382
+ "young_account": false,
15383
+ "follow_through_score": "weak",
15384
+ "breadth_score": "moderate",
15385
+ "automation_risk_signal": "low",
15386
+ "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
15387
+ "public_orgs": [],
15388
+ "activity": {
15389
+ "visible_authored_pr_count": 7,
15390
+ "merged_pr_count": 0,
15391
+ "closed_unmerged_pr_count": 0,
15392
+ "open_pr_count": 7,
15393
+ "merged_pr_rate": 0.0,
15394
+ "closed_unmerged_pr_rate": 0.0,
15395
+ "still_open_pr_rate": 1.0,
15396
+ "distinct_repos_with_authored_prs": 4,
15397
+ "distinct_repos_with_open_prs": 4
15398
+ },
15399
+ "examples": {
15400
+ "pull_requests": [
15401
+ {
15402
+ "kind": "pull_request",
15403
+ "number": 45745,
15404
+ "title": "feat: add crop() to StaticCache layers for assisted generation",
15405
+ "url": "https://github.com/huggingface/transformers/pull/45745",
15406
+ "state": "open",
15407
+ "merged": false,
15408
+ "draft": false,
15409
+ "created_at": "2026-05-02T09:31:22Z"
15410
+ }
15411
+ ],
15412
+ "issues": []
15413
+ },
15414
+ "fetch_error": null
15415
+ },
15416
  {
15417
  "author_login": "aryanp2107",
15418
  "name": "Aryan Patel",
 
16913
  "snapshot_review_count": 0,
16914
  "snapshot_review_comment_count": 0,
16915
  "repo_association": "FIRST_TIME_CONTRIBUTOR",
16916
+ "new_to_repo": false,
16917
+ "first_seen_in_snapshot": false,
16918
  "known_via_prior_merged_pr": false,
16919
+ "report_reason": null,
16920
+ "enrichment_source": "previous_report",
16921
+ "live_refetch_skipped": true,
16922
  "account_age_days": 2016,
16923
  "young_account": false,
16924
  "follow_through_score": "strong",
 
18898
  },
18899
  "fetch_error": null
18900
  },
18901
+ {
18902
+ "author_login": "Kaisan10",
18903
+ "name": "bac0n",
18904
+ "profile_url": "https://github.com/Kaisan10",
18905
+ "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKaisan10",
18906
+ "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKaisan10",
18907
+ "repo_first_seen_at": "2026-05-02T07:35:16Z",
18908
+ "repo_last_seen_at": "2026-05-02T07:35:16Z",
18909
+ "repo_primary_artifact_count": 1,
18910
+ "repo_artifact_count": 1,
18911
+ "snapshot_issue_count": 0,
18912
+ "snapshot_pr_count": 1,
18913
+ "snapshot_comment_count": 0,
18914
+ "snapshot_review_count": 0,
18915
+ "snapshot_review_comment_count": 0,
18916
+ "repo_association": "FIRST_TIME_CONTRIBUTOR",
18917
+ "new_to_repo": true,
18918
+ "first_seen_in_snapshot": true,
18919
+ "known_via_prior_merged_pr": false,
18920
+ "report_reason": "first_seen_in_snapshot",
18921
+ "enrichment_source": "live",
18922
+ "live_refetch_skipped": false,
18923
+ "account_age_days": 1151,
18924
+ "young_account": false,
18925
+ "follow_through_score": "weak",
18926
+ "breadth_score": "low",
18927
+ "automation_risk_signal": "low",
18928
+ "heuristic_note": "high open PR share; targets high-star repos",
18929
+ "public_orgs": [],
18930
+ "activity": {
18931
+ "visible_authored_pr_count": 1,
18932
+ "merged_pr_count": 0,
18933
+ "closed_unmerged_pr_count": 0,
18934
+ "open_pr_count": 1,
18935
+ "merged_pr_rate": 0.0,
18936
+ "closed_unmerged_pr_rate": 0.0,
18937
+ "still_open_pr_rate": 1.0,
18938
+ "distinct_repos_with_authored_prs": 1,
18939
+ "distinct_repos_with_open_prs": 1
18940
+ },
18941
+ "examples": {
18942
+ "pull_requests": [
18943
+ {
18944
+ "kind": "pull_request",
18945
+ "number": 45743,
18946
+ "title": "fix(bitsandbytes): implement reverse_op for Bnb4bitDeserialize and Bnb8bitDeserialize",
18947
+ "url": "https://github.com/huggingface/transformers/pull/45743",
18948
+ "state": "open",
18949
+ "merged": false,
18950
+ "draft": false,
18951
+ "created_at": "2026-05-02T07:35:16Z"
18952
+ }
18953
+ ],
18954
+ "issues": []
18955
+ },
18956
+ "fetch_error": null
18957
+ },
18958
  {
18959
  "author_login": "kamalrajkannan78",
18960
  "name": "Kamalraj Kannan",
new-contributors-report.md CHANGED
@@ -1,9 +1,9 @@
1
  # New Contributor Report: huggingface/transformers
2
 
3
- - Snapshot: `20260502T060142Z`
4
- - Generated: `2026-05-02T06:02:17Z`
5
  - Activity window: `60d`
6
- - Contributors: `352`
7
 
8
  ## Summary
9
 
@@ -51,6 +51,7 @@
51
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
52
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
53
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 
54
  | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
55
  | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
56
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -61,7 +62,6 @@
61
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
62
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
63
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
64
- | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 4 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
65
  | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
66
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
67
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -89,7 +89,6 @@
89
  | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
90
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
91
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
92
- | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
93
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
94
  | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
95
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -131,7 +130,6 @@
131
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
132
  | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
133
  | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
134
- | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
135
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
136
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
137
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -140,6 +138,7 @@
140
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
141
  | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
142
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
 
143
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-12-26T08:58:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
144
  | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
145
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -147,6 +146,7 @@
147
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
148
  | `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2947d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
149
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 
150
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
151
  | `artem-spector` | [profile](https://github.com/artem-spector) | no | FIRST_TIME_CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
152
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -216,6 +216,7 @@
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
  | `anuq` | [profile](https://github.com/anuq) | no | NONE | 3280d | `2026-03-14T19:21:21Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 
219
  | `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 |
220
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
221
  | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
@@ -242,7 +243,7 @@
242
  | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
243
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
244
  | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
245
- | `fm1320` | [profile](https://github.com/fm1320) | yes | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
246
  | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
247
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
248
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
@@ -277,6 +278,7 @@
277
  | `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3493d | `2026-03-08T09:57:38Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
278
  | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
279
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 
280
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
281
  | `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 211d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
282
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
@@ -491,12 +493,12 @@ Example artifacts:
491
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
492
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
493
  - repo first seen: `2023-02-24T14:13:29Z`
494
- - repo last seen: `2026-05-01T17:11:19Z`
495
  - first seen in snapshot: **no**
496
  - repo association: **MEMBER**
497
  - repo primary artifacts: **52**
498
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
499
- - snapshot discussion activity: **152 comments / 532 reviews / 1059 review comments**
500
  - account age: **2590 days**
501
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
502
  - public orgs: none visible
@@ -505,7 +507,7 @@ Example artifacts:
505
 
506
  Example artifacts:
507
  - [PR #45681: Restore TokenizersBackend override for DeepSeek V3/R1 tokenizer dispatch](https://github.com/huggingface/transformers/pull/45681) — open
508
- - [PR #45643: Add DeepSeek V4](https://github.com/huggingface/transformers/pull/45643) — open
509
  - [PR #45618: Add MTP speculative decoding via MTPCandidateGenerator](https://github.com/huggingface/transformers/pull/45618) — open
510
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
511
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -638,12 +640,12 @@ Example artifacts:
638
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
639
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
640
  - repo first seen: `2024-10-21T07:08:47Z`
641
- - repo last seen: `2026-05-02T01:41:21Z`
642
  - first seen in snapshot: **no**
643
  - repo association: **MEMBER**
644
  - repo primary artifacts: **29**
645
  - snapshot authored PRs/issues: **29 PRs / 0 issues**
646
- - snapshot discussion activity: **39 comments / 45 reviews / 29 review comments**
647
  - account age: **3139 days**
648
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
649
  - public orgs: none visible
@@ -1367,6 +1369,29 @@ Example artifacts:
1367
  - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
1368
  - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
1369
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1370
  ### `Krishnachaitanyakc`
1371
 
1372
  - profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
@@ -1607,29 +1632,6 @@ Example artifacts:
1607
  - [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
1608
  - [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
1609
 
1610
- ### `juliendenize`
1611
-
1612
- - profile: [github.com/juliendenize](https://github.com/juliendenize)
1613
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
1614
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
1615
- - repo first seen: `2026-03-13T10:24:11Z`
1616
- - repo last seen: `2026-04-24T11:30:52Z`
1617
- - first seen in snapshot: **no**
1618
- - repo association: **CONTRIBUTOR**
1619
- - repo primary artifacts: **4**
1620
- - snapshot authored PRs/issues: **4 PRs / 0 issues**
1621
- - snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
1622
- - account age: **2852 days**
1623
- - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
1624
- - public orgs: none visible
1625
- - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1626
- - heuristic read: **high recent PR volume; targets high-star repos**
1627
-
1628
- Example artifacts:
1629
- - [PR #45628: [MistralCommonBackend] Soften validation mode and apply_chat_template arguments check](https://github.com/huggingface/transformers/pull/45628) — closed, merged
1630
- - [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
1631
- - [PR #44747: Add apply_yarn_scaling as optional key to yarn](https://github.com/huggingface/transformers/pull/44747) — closed
1632
-
1633
  ### `rtrompier`
1634
 
1635
  - profile: [github.com/rtrompier](https://github.com/rtrompier)
@@ -2256,28 +2258,6 @@ Example artifacts:
2256
  - [PR #45541: Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)](https://github.com/huggingface/transformers/pull/45541) — open
2257
  - [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
2258
 
2259
- ### `burtenshaw`
2260
-
2261
- - profile: [github.com/burtenshaw](https://github.com/burtenshaw)
2262
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aburtenshaw)
2263
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aburtenshaw)
2264
- - repo first seen: `2026-03-03T11:35:13Z`
2265
- - repo last seen: `2026-04-10T19:37:53Z`
2266
- - first seen in snapshot: **no**
2267
- - repo association: **MEMBER**
2268
- - repo primary artifacts: **2**
2269
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
2270
- - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
2271
- - account age: **3611 days**
2272
- - recent public PR activity: **57 PRs** (38 merged / 5 closed-unmerged / 14 open; merged rate **67%**, closed-unmerged rate **9%**, open rate **25%**)
2273
- - public orgs: none visible
2274
- - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
2275
- - heuristic read: **high recent PR volume; broad repo spread**
2276
-
2277
- Example artifacts:
2278
- - [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
2279
- - [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
2280
-
2281
  ### `curnane-lab`
2282
 
2283
  - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
@@ -3180,28 +3160,6 @@ Example artifacts:
3180
  - [PR #44736: fix: resolve false-positive regex warning for non-mistral models](https://github.com/huggingface/transformers/pull/44736) — closed
3181
  - [PR #44618: fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer](https://github.com/huggingface/transformers/pull/44618) — closed
3182
 
3183
- ### `zvik`
3184
-
3185
- - profile: [github.com/zvik](https://github.com/zvik)
3186
- - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik)
3187
- - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik)
3188
- - repo first seen: `2026-03-03T07:50:39Z`
3189
- - repo last seen: `2026-04-29T08:25:46Z`
3190
- - first seen in snapshot: **no**
3191
- - repo association: **FIRST_TIME_CONTRIBUTOR**
3192
- - repo primary artifacts: **2**
3193
- - snapshot authored PRs/issues: **2 PRs / 0 issues**
3194
- - snapshot discussion activity: **2 comments / 8 reviews / 8 review comments**
3195
- - account age: **4383 days**
3196
- - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
3197
- - public orgs: none visible
3198
- - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
3199
- - heuristic read: **no visible non-self stars**
3200
-
3201
- Example artifacts:
3202
- - [PR #45695: Support for a new Granite-Speech-Plus model](https://github.com/huggingface/transformers/pull/45695) — closed, merged
3203
- - [PR #44408: Add option to export encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
3204
-
3205
  ### `cyyever`
3206
 
3207
  - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -3386,6 +3344,28 @@ Example artifacts:
3386
  - [PR #40321: [WIP] Add Ovis2.5 ](https://github.com/huggingface/transformers/pull/40321) — closed
3387
  - [Issue #45177: add DeepSeek-OCR2](https://github.com/huggingface/transformers/issues/45177) — closed
3388
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3389
  ### `CodersAcademy006`
3390
 
3391
  - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
@@ -3540,6 +3520,28 @@ Example artifacts:
3540
  - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
3541
  - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
3542
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3543
  ### `nurpax`
3544
 
3545
  - profile: [github.com/nurpax](https://github.com/nurpax)
@@ -5046,6 +5048,27 @@ Example artifacts:
5046
  Example artifacts:
5047
  - [PR #44711: fix: mark new lm_head params as `_is_hf_initialized` after `resize_token_embeddings`](https://github.com/huggingface/transformers/pull/44711) — closed
5048
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5049
  ### `aryanp2107`
5050
 
5051
  - profile: [github.com/aryanp2107](https://github.com/aryanp2107)
@@ -5600,7 +5623,7 @@ Example artifacts:
5600
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afm1320)
5601
  - repo first seen: `2026-05-02T02:04:46Z`
5602
  - repo last seen: `2026-05-02T02:04:46Z`
5603
- - first seen in snapshot: **yes**
5604
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5605
  - repo primary artifacts: **1**
5606
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6329,6 +6352,27 @@ Example artifacts:
6329
  Example artifacts:
6330
  - [PR #45511: Fix NaN in Gemma3/EmbeddingGemma when batching mixed-length sequences…](https://github.com/huggingface/transformers/pull/45511) — closed
6331
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6332
  ### `kamalrajkannan78`
6333
 
6334
  - profile: [github.com/kamalrajkannan78](https://github.com/kamalrajkannan78)
 
1
  # New Contributor Report: huggingface/transformers
2
 
3
+ - Snapshot: `20260502T120033Z`
4
+ - Generated: `2026-05-02T12:01:13Z`
5
  - Activity window: `60d`
6
+ - Contributors: `354`
7
 
8
  ## Summary
9
 
 
51
  | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
52
  | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 6 | 0 | mixed | moderate | low | targets high-star repos |
53
  | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
54
+ | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
55
  | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
56
  | `mvanhorn` | [profile](https://github.com/mvanhorn) | no | CONTRIBUTOR | 5652d | `2026-03-09T14:59:27Z` | 5 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
57
  | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 
62
  | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
63
  | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
64
  | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 
65
  | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
66
  | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
67
  | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 
89
  | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
90
  | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
91
  | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 
92
  | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
93
  | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
94
  | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 
130
  | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
131
  | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
132
  | `yunhaoli24` | [profile](https://github.com/yunhaoli24) | no | NONE | 2225d | `2026-03-12T04:46:19Z` | 2 | 0 | weak | moderate | low | targets high-star repos |
 
133
  | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 24 | 0 | mixed | moderate | low | extremely high recent PR volume |
134
  | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 6 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
135
  | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 563d | `2025-06-12T08:51:40Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 
138
  | `githubnemo` | [profile](https://github.com/githubnemo) | no | MEMBER | 5827d | `2026-01-26T11:34:05Z` | 3 | 0 | strong | moderate | low | targets high-star repos |
139
  | `Olexandr88` | [profile](https://github.com/Olexandr88) | no | CONTRIBUTOR | 1622d | `2025-12-26T13:28:31Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
140
  | `thisisiron` | [profile](https://github.com/thisisiron) | no | CONTRIBUTOR | 3447d | `2025-08-20T15:17:54Z` | 2 | 1 | weak | low | low | high open PR share; targets high-star repos |
141
+ | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
142
  | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-12-26T08:58:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
143
  | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
144
  | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
146
  | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
147
  | `thakoreh` | [profile](https://github.com/thakoreh) | no | NONE | 2947d | `2026-02-23T21:27:09Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
148
  | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
149
+ | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
150
  | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
151
  | `artem-spector` | [profile](https://github.com/artem-spector) | no | FIRST_TIME_CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
152
  | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 
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
  | `anuq` | [profile](https://github.com/anuq) | no | NONE | 3280d | `2026-03-14T19:21:21Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
219
+ | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | yes | 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 |
221
  | `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
222
  | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
 
243
  | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
244
  | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
245
  | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
246
+ | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
247
  | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
248
  | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
249
  | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
 
278
  | `JoursBleu` | [profile](https://github.com/JoursBleu) | no | CONTRIBUTOR | 3493d | `2026-03-08T09:57:38Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
279
  | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
280
  | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
281
+ | `Kaisan10` | [profile](https://github.com/Kaisan10) | yes | FIRST_TIME_CONTRIBUTOR | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
282
  | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
283
  | `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 211d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
284
  | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 
493
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
494
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
495
  - repo first seen: `2023-02-24T14:13:29Z`
496
+ - repo last seen: `2026-05-02T11:10:18Z`
497
  - first seen in snapshot: **no**
498
  - repo association: **MEMBER**
499
  - repo primary artifacts: **52**
500
  - snapshot authored PRs/issues: **50 PRs / 2 issues**
501
+ - snapshot discussion activity: **154 comments / 532 reviews / 1059 review comments**
502
  - account age: **2590 days**
503
  - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
504
  - public orgs: none visible
 
507
 
508
  Example artifacts:
509
  - [PR #45681: Restore TokenizersBackend override for DeepSeek V3/R1 tokenizer dispatch](https://github.com/huggingface/transformers/pull/45681) — open
510
+ - [PR #45643: Add DeepSeek V4](https://github.com/huggingface/transformers/pull/45643) — closed, merged
511
  - [PR #45618: Add MTP speculative decoding via MTPCandidateGenerator](https://github.com/huggingface/transformers/pull/45618) — open
512
  - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
513
  - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
 
640
  - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
641
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
642
  - repo first seen: `2024-10-21T07:08:47Z`
643
+ - repo last seen: `2026-05-02T10:14:51Z`
644
  - first seen in snapshot: **no**
645
  - repo association: **MEMBER**
646
  - repo primary artifacts: **29**
647
  - snapshot authored PRs/issues: **29 PRs / 0 issues**
648
+ - snapshot discussion activity: **40 comments / 45 reviews / 29 review comments**
649
  - account age: **3139 days**
650
  - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
651
  - public orgs: none visible
 
1369
  - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
1370
  - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
1371
 
1372
+ ### `juliendenize`
1373
+
1374
+ - profile: [github.com/juliendenize](https://github.com/juliendenize)
1375
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
1376
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
1377
+ - repo first seen: `2026-03-13T10:24:11Z`
1378
+ - repo last seen: `2026-05-02T09:03:59Z`
1379
+ - first seen in snapshot: **no**
1380
+ - repo association: **CONTRIBUTOR**
1381
+ - repo primary artifacts: **5**
1382
+ - snapshot authored PRs/issues: **5 PRs / 0 issues**
1383
+ - snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
1384
+ - account age: **2852 days**
1385
+ - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
1386
+ - public orgs: none visible
1387
+ - compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
1388
+ - heuristic read: **high recent PR volume; targets high-star repos**
1389
+
1390
+ Example artifacts:
1391
+ - [PR #45744: [MINISTRAL3] Fix conversion script yarn's apply_scale support.](https://github.com/huggingface/transformers/pull/45744) — open
1392
+ - [PR #45628: [MistralCommonBackend] Soften validation mode and apply_chat_template arguments check](https://github.com/huggingface/transformers/pull/45628) — closed, merged
1393
+ - [PR #44760: Add Mistral 4](https://github.com/huggingface/transformers/pull/44760) — closed, merged
1394
+
1395
  ### `Krishnachaitanyakc`
1396
 
1397
  - profile: [github.com/Krishnachaitanyakc](https://github.com/Krishnachaitanyakc)
 
1632
  - [PR #45079: Fix resized LM head weights being overwritten by post_init](https://github.com/huggingface/transformers/pull/45079) — closed, merged
1633
  - [PR #45019: Fix GraniteConfig type hints to accept int for multiplier fields](https://github.com/huggingface/transformers/pull/45019) — closed, merged
1634
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1635
  ### `rtrompier`
1636
 
1637
  - profile: [github.com/rtrompier](https://github.com/rtrompier)
 
2258
  - [PR #45541: Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)](https://github.com/huggingface/transformers/pull/45541) — open
2259
  - [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
2260
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2261
  ### `curnane-lab`
2262
 
2263
  - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
 
3160
  - [PR #44736: fix: resolve false-positive regex warning for non-mistral models](https://github.com/huggingface/transformers/pull/44736) — closed
3161
  - [PR #44618: fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer](https://github.com/huggingface/transformers/pull/44618) — closed
3162
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3163
  ### `cyyever`
3164
 
3165
  - profile: [github.com/cyyever](https://github.com/cyyever)
 
3344
  - [PR #40321: [WIP] Add Ovis2.5 ](https://github.com/huggingface/transformers/pull/40321) — closed
3345
  - [Issue #45177: add DeepSeek-OCR2](https://github.com/huggingface/transformers/issues/45177) — closed
3346
 
3347
+ ### `burtenshaw`
3348
+
3349
+ - profile: [github.com/burtenshaw](https://github.com/burtenshaw)
3350
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aburtenshaw)
3351
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aburtenshaw)
3352
+ - repo first seen: `2026-03-03T11:35:13Z`
3353
+ - repo last seen: `2026-04-10T19:37:53Z`
3354
+ - first seen in snapshot: **no**
3355
+ - repo association: **MEMBER**
3356
+ - repo primary artifacts: **2**
3357
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3358
+ - snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
3359
+ - account age: **3611 days**
3360
+ - recent public PR activity: **57 PRs** (38 merged / 5 closed-unmerged / 14 open; merged rate **67%**, closed-unmerged rate **9%**, open rate **25%**)
3361
+ - public orgs: none visible
3362
+ - compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
3363
+ - heuristic read: **high recent PR volume; broad repo spread**
3364
+
3365
+ Example artifacts:
3366
+ - [PR #45365: Refactor GPT-J output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/45365) — closed
3367
+ - [PR #44411: Update agentic contributions guidelines in AGENTS.md to force yielding.](https://github.com/huggingface/transformers/pull/44411) — closed, merged
3368
+
3369
  ### `CodersAcademy006`
3370
 
3371
  - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
 
3520
  - [PR #45055: Save model config in Trainer checkpoints for non-PreTrainedModel models](https://github.com/huggingface/transformers/pull/45055) — open
3521
  - [PR #43843: Add PlutoCallback integration for Pluto experiment tracker](https://github.com/huggingface/transformers/pull/43843) — closed
3522
 
3523
+ ### `zvik`
3524
+
3525
+ - profile: [github.com/zvik](https://github.com/zvik)
3526
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik)
3527
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik)
3528
+ - repo first seen: `2026-03-03T07:50:39Z`
3529
+ - repo last seen: `2026-04-29T08:25:46Z`
3530
+ - first seen in snapshot: **no**
3531
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
3532
+ - repo primary artifacts: **2**
3533
+ - snapshot authored PRs/issues: **2 PRs / 0 issues**
3534
+ - snapshot discussion activity: **2 comments / 8 reviews / 8 review comments**
3535
+ - account age: **4383 days**
3536
+ - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
3537
+ - public orgs: none visible
3538
+ - compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
3539
+ - heuristic read: **no visible non-self stars**
3540
+
3541
+ Example artifacts:
3542
+ - [PR #45695: Support for a new Granite-Speech-Plus model](https://github.com/huggingface/transformers/pull/45695) — closed, merged
3543
+ - [PR #44408: Add option to export encoder hidden states for Granite-speech](https://github.com/huggingface/transformers/pull/44408) — open
3544
+
3545
  ### `nurpax`
3546
 
3547
  - profile: [github.com/nurpax](https://github.com/nurpax)
 
5048
  Example artifacts:
5049
  - [PR #44711: fix: mark new lm_head params as `_is_hf_initialized` after `resize_token_embeddings`](https://github.com/huggingface/transformers/pull/44711) — closed
5050
 
5051
+ ### `ArkaD171717`
5052
+
5053
+ - profile: [github.com/ArkaD171717](https://github.com/ArkaD171717)
5054
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArkaD171717)
5055
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArkaD171717)
5056
+ - repo first seen: `2026-05-02T09:31:22Z`
5057
+ - repo last seen: `2026-05-02T09:31:22Z`
5058
+ - first seen in snapshot: **yes**
5059
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
5060
+ - repo primary artifacts: **1**
5061
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
5062
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
5063
+ - account age: **1206 days**
5064
+ - recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
5065
+ - public orgs: none visible
5066
+ - compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
5067
+ - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
5068
+
5069
+ Example artifacts:
5070
+ - [PR #45745: feat: add crop() to StaticCache layers for assisted generation](https://github.com/huggingface/transformers/pull/45745) — open
5071
+
5072
  ### `aryanp2107`
5073
 
5074
  - profile: [github.com/aryanp2107](https://github.com/aryanp2107)
 
5623
  - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afm1320)
5624
  - repo first seen: `2026-05-02T02:04:46Z`
5625
  - repo last seen: `2026-05-02T02:04:46Z`
5626
+ - first seen in snapshot: **no**
5627
  - repo association: **FIRST_TIME_CONTRIBUTOR**
5628
  - repo primary artifacts: **1**
5629
  - snapshot authored PRs/issues: **1 PRs / 0 issues**
 
6352
  Example artifacts:
6353
  - [PR #45511: Fix NaN in Gemma3/EmbeddingGemma when batching mixed-length sequences…](https://github.com/huggingface/transformers/pull/45511) — closed
6354
 
6355
+ ### `Kaisan10`
6356
+
6357
+ - profile: [github.com/Kaisan10](https://github.com/Kaisan10)
6358
+ - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKaisan10)
6359
+ - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKaisan10)
6360
+ - repo first seen: `2026-05-02T07:35:16Z`
6361
+ - repo last seen: `2026-05-02T07:35:16Z`
6362
+ - first seen in snapshot: **yes**
6363
+ - repo association: **FIRST_TIME_CONTRIBUTOR**
6364
+ - repo primary artifacts: **1**
6365
+ - snapshot authored PRs/issues: **1 PRs / 0 issues**
6366
+ - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
6367
+ - account age: **1151 days**
6368
+ - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
6369
+ - public orgs: none visible
6370
+ - compact scores: follow-through **weak**, breadth **low**, automation risk **low**
6371
+ - heuristic read: **high open PR share; targets high-star repos**
6372
+
6373
+ Example artifacts:
6374
+ - [PR #45743: fix(bitsandbytes): implement reverse_op for Bnb4bitDeserialize and Bnb8bitDeserialize](https://github.com/huggingface/transformers/pull/45743) — open
6375
+
6376
  ### `kamalrajkannan78`
6377
 
6378
  - profile: [github.com/kamalrajkannan78](https://github.com/kamalrajkannan78)
new_contributors.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:fcd5fc140ace9558f09fa59c8367bcae4469c309356cff6359e410bd083fb1d6
3
- size 62885
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e0524aa52bb3437d225b1e3f06efc3cfaf08d0caf753279f5a9b6816fffe4fd0
3
+ size 63231
pr-scope-clusters.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
  "repo": "huggingface/transformers",
3
- "snapshot_id": "20260502T060142Z",
4
- "generated_at": "2026-05-02T06:02:11Z",
5
  "cluster_count": 48,
6
  "pr_scope_clusters": [
7
  {
@@ -158,7 +158,7 @@
158
  "left_pr_number": 44189,
159
  "right_pr_number": 44660,
160
  "similarity": 0.459,
161
- "content_similarity": 0.298,
162
  "size_similarity": 0.667,
163
  "breadth_similarity": 1.0,
164
  "concentration_similarity": 1.0,
@@ -235,11 +235,11 @@
235
  ]
236
  },
237
  {
238
- "left_pr_number": 43636,
239
  "right_pr_number": 45067,
240
- "similarity": 0.432,
241
- "content_similarity": 0.309,
242
- "size_similarity": 0.44,
243
  "breadth_similarity": 1.0,
244
  "concentration_similarity": 1.0,
245
  "shared_filenames": [
@@ -251,11 +251,11 @@
251
  ]
252
  },
253
  {
254
- "left_pr_number": 44660,
255
  "right_pr_number": 45067,
256
  "similarity": 0.432,
257
- "content_similarity": 0.352,
258
- "size_similarity": 0.24,
259
  "breadth_similarity": 1.0,
260
  "concentration_similarity": 1.0,
261
  "shared_filenames": [
@@ -270,7 +270,7 @@
270
  "left_pr_number": 44189,
271
  "right_pr_number": 44257,
272
  "similarity": 0.429,
273
- "content_similarity": 0.255,
274
  "size_similarity": 0.667,
275
  "breadth_similarity": 1.0,
276
  "concentration_similarity": 1.0,
@@ -349,7 +349,7 @@
349
  {
350
  "left_pr_number": 44660,
351
  "right_pr_number": 45055,
352
- "similarity": 0.405,
353
  "content_similarity": 0.258,
354
  "size_similarity": 0.5,
355
  "breadth_similarity": 1.0,
@@ -382,7 +382,7 @@
382
  "left_pr_number": 44257,
383
  "right_pr_number": 45067,
384
  "similarity": 0.397,
385
- "content_similarity": 0.301,
386
  "size_similarity": 0.24,
387
  "breadth_similarity": 1.0,
388
  "concentration_similarity": 1.0,
@@ -430,7 +430,7 @@
430
  "left_pr_number": 43651,
431
  "right_pr_number": 44257,
432
  "similarity": 0.389,
433
- "content_similarity": 0.27,
434
  "size_similarity": 0.333,
435
  "breadth_similarity": 1.0,
436
  "concentration_similarity": 1.0,
@@ -461,7 +461,7 @@
461
  {
462
  "left_pr_number": 44123,
463
  "right_pr_number": 44660,
464
- "similarity": 0.385,
465
  "content_similarity": 0.313,
466
  "size_similarity": 0.109,
467
  "breadth_similarity": 1.0,
@@ -494,7 +494,7 @@
494
  "left_pr_number": 44189,
495
  "right_pr_number": 45273,
496
  "similarity": 0.38,
497
- "content_similarity": 0.221,
498
  "size_similarity": 0.5,
499
  "breadth_similarity": 1.0,
500
  "concentration_similarity": 1.0,
@@ -509,7 +509,7 @@
509
  {
510
  "left_pr_number": 44257,
511
  "right_pr_number": 45055,
512
- "similarity": 0.379,
513
  "content_similarity": 0.221,
514
  "size_similarity": 0.5,
515
  "breadth_similarity": 1.0,
@@ -525,7 +525,7 @@
525
  {
526
  "left_pr_number": 45055,
527
  "right_pr_number": 45067,
528
- "similarity": 0.373,
529
  "content_similarity": 0.294,
530
  "size_similarity": 0.12,
531
  "breadth_similarity": 1.0,
@@ -605,8 +605,8 @@
605
  {
606
  "left_pr_number": 43651,
607
  "right_pr_number": 45055,
608
- "similarity": 0.359,
609
- "content_similarity": 0.263,
610
  "size_similarity": 0.167,
611
  "breadth_similarity": 1.0,
612
  "concentration_similarity": 1.0,
@@ -686,7 +686,7 @@
686
  "left_pr_number": 44257,
687
  "right_pr_number": 45273,
688
  "similarity": 0.338,
689
- "content_similarity": 0.196,
690
  "size_similarity": 0.333,
691
  "breadth_similarity": 1.0,
692
  "concentration_similarity": 1.0,
@@ -960,8 +960,8 @@
960
  {
961
  "left_pr_number": 43836,
962
  "right_pr_number": 44682,
963
- "similarity": 0.605,
964
- "content_similarity": 0.65,
965
  "size_similarity": 0.398,
966
  "breadth_similarity": 0.5,
967
  "concentration_similarity": 0.802,
@@ -994,8 +994,8 @@
994
  {
995
  "left_pr_number": 43656,
996
  "right_pr_number": 44682,
997
- "similarity": 0.442,
998
- "content_similarity": 0.492,
999
  "size_similarity": 0.048,
1000
  "breadth_similarity": 0.5,
1001
  "concentration_similarity": 0.802,
@@ -1011,7 +1011,7 @@
1011
  {
1012
  "left_pr_number": 43842,
1013
  "right_pr_number": 44682,
1014
- "similarity": 0.412,
1015
  "content_similarity": 0.458,
1016
  "size_similarity": 0.011,
1017
  "breadth_similarity": 0.5,
@@ -1028,63 +1028,66 @@
1028
  ]
1029
  },
1030
  {
1031
- "cluster_id": "pr-scope-45568-4",
1032
  "pr_numbers": [
1033
- 45568,
1034
- 45606,
1035
- 45607,
1036
- 45716
1037
  ],
1038
- "representative_pr_number": 45606,
1039
- "average_similarity": 0.546,
1040
- "summary": "4 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.",
1041
  "shared_filenames": [
1042
- "tests/models/gemma4/test_modeling_gemma4.py",
1043
- "src/transformers/models/gemma4/modular_gemma4.py",
1044
- "src/transformers/models/gemma4/modeling_gemma4.py"
1045
  ],
1046
  "shared_directories": [
1047
- "tests/models/gemma4",
1048
  "tests/models",
1049
  "tests",
1050
- "src/transformers/models/gemma4",
1051
  "src/transformers/models"
1052
  ],
1053
  "pairwise": [
1054
  {
1055
- "left_pr_number": 45606,
1056
- "right_pr_number": 45607,
1057
- "similarity": 0.77,
1058
- "content_similarity": 0.818,
1059
- "size_similarity": 0.778,
1060
- "breadth_similarity": 0.417,
1061
- "concentration_similarity": 0.778,
1062
  "shared_filenames": [
1063
- "tests/models/gemma4/test_modeling_gemma4.py"
 
1064
  ],
1065
  "shared_directories": [
1066
- "tests/models/gemma4",
 
 
 
1067
  "tests/models",
 
1068
  "tests"
1069
  ]
1070
  },
1071
  {
1072
- "left_pr_number": 45606,
1073
- "right_pr_number": 45716,
1074
- "similarity": 0.586,
1075
- "content_similarity": 0.485,
1076
- "size_similarity": 0.655,
1077
  "breadth_similarity": 1.0,
1078
- "concentration_similarity": 0.978,
1079
  "shared_filenames": [
1080
- "src/transformers/models/gemma4/modeling_gemma4.py",
1081
- "src/transformers/models/gemma4/modular_gemma4.py",
1082
- "tests/models/gemma4/test_modeling_gemma4.py"
1083
  ],
1084
  "shared_directories": [
1085
- "src/transformers/models/gemma4",
1086
  "src/transformers/models",
1087
- "tests/models/gemma4",
1088
  "src/transformers",
1089
  "tests/models",
1090
  "src",
@@ -1092,22 +1095,18 @@
1092
  ]
1093
  },
1094
  {
1095
- "left_pr_number": 45568,
1096
- "right_pr_number": 45716,
1097
- "similarity": 0.561,
1098
- "content_similarity": 0.39,
1099
- "size_similarity": 0.945,
1100
  "breadth_similarity": 1.0,
1101
- "concentration_similarity": 0.915,
1102
  "shared_filenames": [
1103
- "src/transformers/models/gemma4/modeling_gemma4.py",
1104
- "src/transformers/models/gemma4/modular_gemma4.py",
1105
- "tests/models/gemma4/test_modeling_gemma4.py"
1106
  ],
1107
  "shared_directories": [
1108
- "src/transformers/models/gemma4",
1109
- "src/transformers/models",
1110
- "tests/models/gemma4",
1111
  "src/transformers",
1112
  "tests/models",
1113
  "src",
@@ -1115,22 +1114,21 @@
1115
  ]
1116
  },
1117
  {
1118
- "left_pr_number": 45568,
1119
- "right_pr_number": 45606,
1120
- "similarity": 0.548,
1121
- "content_similarity": 0.428,
1122
- "size_similarity": 0.692,
1123
  "breadth_similarity": 1.0,
1124
- "concentration_similarity": 0.893,
1125
  "shared_filenames": [
1126
- "src/transformers/models/gemma4/modeling_gemma4.py",
1127
- "src/transformers/models/gemma4/modular_gemma4.py",
1128
- "tests/models/gemma4/test_modeling_gemma4.py"
1129
  ],
1130
  "shared_directories": [
1131
- "src/transformers/models/gemma4",
1132
  "src/transformers/models",
1133
- "tests/models/gemma4",
1134
  "src/transformers",
1135
  "tests/models",
1136
  "src",
@@ -1138,99 +1136,103 @@
1138
  ]
1139
  },
1140
  {
1141
- "left_pr_number": 45568,
1142
- "right_pr_number": 45607,
1143
- "similarity": 0.481,
1144
- "content_similarity": 0.449,
1145
- "size_similarity": 0.538,
1146
- "breadth_similarity": 0.417,
1147
- "concentration_similarity": 0.885,
1148
  "shared_filenames": [
1149
- "tests/models/gemma4/test_modeling_gemma4.py"
1150
  ],
1151
  "shared_directories": [
1152
- "tests/models/gemma4",
 
1153
  "tests/models",
 
1154
  "tests"
1155
  ]
1156
  },
1157
  {
1158
- "left_pr_number": 45607,
1159
- "right_pr_number": 45716,
1160
- "similarity": 0.332,
1161
- "content_similarity": 0.249,
1162
- "size_similarity": 0.509,
1163
- "breadth_similarity": 0.417,
1164
- "concentration_similarity": 0.8,
1165
  "shared_filenames": [
1166
- "tests/models/gemma4/test_modeling_gemma4.py"
1167
  ],
1168
  "shared_directories": [
1169
- "tests/models/gemma4",
 
1170
  "tests/models",
 
1171
  "tests"
1172
  ]
1173
  }
1174
  ]
1175
  },
1176
  {
1177
- "cluster_id": "pr-scope-45293-4",
1178
  "pr_numbers": [
1179
- 45293,
1180
- 45317,
1181
- 45681,
1182
- 45741
1183
  ],
1184
- "representative_pr_number": 45681,
1185
- "average_similarity": 0.545,
1186
- "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45681.",
1187
  "shared_filenames": [
1188
- "tests/models/auto/test_tokenization_auto.py",
1189
- "src/transformers/models/auto/tokenization_auto.py"
 
1190
  ],
1191
  "shared_directories": [
1192
- "tests/models/auto",
1193
  "tests/models",
1194
  "tests",
1195
- "src/transformers/models/auto",
1196
  "src/transformers/models"
1197
  ],
1198
  "pairwise": [
1199
  {
1200
- "left_pr_number": 45681,
1201
- "right_pr_number": 45741,
1202
- "similarity": 0.842,
1203
- "content_similarity": 0.925,
1204
- "size_similarity": 0.333,
1205
- "breadth_similarity": 1.0,
1206
- "concentration_similarity": 0.897,
1207
  "shared_filenames": [
1208
- "src/transformers/models/auto/tokenization_auto.py",
1209
- "tests/models/auto/test_tokenization_auto.py"
1210
  ],
1211
  "shared_directories": [
1212
- "src/transformers/models/auto",
1213
- "src/transformers/models",
1214
- "tests/models/auto",
1215
- "src/transformers",
1216
  "tests/models",
1217
- "src",
1218
  "tests"
1219
  ]
1220
  },
1221
  {
1222
- "left_pr_number": 45317,
1223
- "right_pr_number": 45681,
1224
- "similarity": 0.504,
1225
- "content_similarity": 0.368,
1226
- "size_similarity": 0.692,
1227
  "breadth_similarity": 1.0,
1228
- "concentration_similarity": 0.863,
1229
  "shared_filenames": [
1230
- "tests/models/auto/test_tokenization_auto.py"
 
 
1231
  ],
1232
  "shared_directories": [
1233
- "tests/models/auto",
 
 
1234
  "src/transformers",
1235
  "tests/models",
1236
  "src",
@@ -1238,21 +1240,22 @@
1238
  ]
1239
  },
1240
  {
1241
- "left_pr_number": 45293,
1242
- "right_pr_number": 45681,
1243
- "similarity": 0.499,
1244
- "content_similarity": 0.397,
1245
- "size_similarity": 0.513,
1246
  "breadth_similarity": 1.0,
1247
- "concentration_similarity": 0.891,
1248
  "shared_filenames": [
1249
- "src/transformers/models/auto/tokenization_auto.py",
1250
- "tests/models/auto/test_tokenization_auto.py"
 
1251
  ],
1252
  "shared_directories": [
1253
- "src/transformers/models/auto",
1254
  "src/transformers/models",
1255
- "tests/models/auto",
1256
  "src/transformers",
1257
  "tests/models",
1258
  "src",
@@ -1260,18 +1263,22 @@
1260
  ]
1261
  },
1262
  {
1263
- "left_pr_number": 45293,
1264
- "right_pr_number": 45317,
1265
- "similarity": 0.491,
1266
- "content_similarity": 0.33,
1267
- "size_similarity": 0.741,
1268
  "breadth_similarity": 1.0,
1269
- "concentration_similarity": 0.972,
1270
  "shared_filenames": [
1271
- "tests/models/auto/test_tokenization_auto.py"
 
 
1272
  ],
1273
  "shared_directories": [
1274
- "tests/models/auto",
 
 
1275
  "src/transformers",
1276
  "tests/models",
1277
  "src",
@@ -1279,43 +1286,36 @@
1279
  ]
1280
  },
1281
  {
1282
- "left_pr_number": 45293,
1283
- "right_pr_number": 45741,
1284
- "similarity": 0.47,
1285
- "content_similarity": 0.333,
1286
- "size_similarity": 0.65,
1287
- "breadth_similarity": 1.0,
1288
- "concentration_similarity": 0.788,
1289
  "shared_filenames": [
1290
- "src/transformers/models/auto/tokenization_auto.py",
1291
- "tests/models/auto/test_tokenization_auto.py"
1292
  ],
1293
  "shared_directories": [
1294
- "src/transformers/models/auto",
1295
- "src/transformers/models",
1296
- "tests/models/auto",
1297
- "src/transformers",
1298
  "tests/models",
1299
- "src",
1300
  "tests"
1301
  ]
1302
  },
1303
  {
1304
- "left_pr_number": 45317,
1305
- "right_pr_number": 45741,
1306
- "similarity": 0.465,
1307
- "content_similarity": 0.364,
1308
- "size_similarity": 0.481,
1309
- "breadth_similarity": 1.0,
1310
- "concentration_similarity": 0.761,
1311
  "shared_filenames": [
1312
- "tests/models/auto/test_tokenization_auto.py"
1313
  ],
1314
  "shared_directories": [
1315
- "tests/models/auto",
1316
- "src/transformers",
1317
  "tests/models",
1318
- "src",
1319
  "tests"
1320
  ]
1321
  }
@@ -1330,7 +1330,7 @@
1330
  45661
1331
  ],
1332
  "representative_pr_number": 44974,
1333
- "average_similarity": 0.471,
1334
  "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
1335
  "shared_filenames": [
1336
  "src/transformers/core_model_loading.py",
@@ -1348,8 +1348,8 @@
1348
  {
1349
  "left_pr_number": 44974,
1350
  "right_pr_number": 45635,
1351
- "similarity": 0.722,
1352
- "content_similarity": 0.724,
1353
  "size_similarity": 0.59,
1354
  "breadth_similarity": 0.8,
1355
  "concentration_similarity": 0.929,
@@ -1367,7 +1367,7 @@
1367
  {
1368
  "left_pr_number": 44974,
1369
  "right_pr_number": 45661,
1370
- "similarity": 0.485,
1371
  "content_similarity": 0.44,
1372
  "size_similarity": 0.799,
1373
  "breadth_similarity": 0.161,
@@ -1388,8 +1388,8 @@
1388
  {
1389
  "left_pr_number": 45421,
1390
  "right_pr_number": 45635,
1391
- "similarity": 0.474,
1392
- "content_similarity": 0.392,
1393
  "size_similarity": 0.803,
1394
  "breadth_similarity": 0.5,
1395
  "concentration_similarity": 0.586,
@@ -1404,38 +1404,38 @@
1404
  ]
1405
  },
1406
  {
1407
- "left_pr_number": 45635,
1408
- "right_pr_number": 45661,
1409
- "similarity": 0.429,
1410
- "content_similarity": 0.44,
1411
- "size_similarity": 0.472,
1412
- "breadth_similarity": 0.123,
1413
- "concentration_similarity": 0.755,
1414
  "shared_filenames": [
1415
- "src/transformers/core_model_loading.py",
1416
- "tests/test_modeling_common.py",
1417
- "tests/utils/test_core_model_loading.py"
1418
  ],
1419
  "shared_directories": [
1420
  "src/transformers",
1421
- "tests/utils",
1422
  "src",
1423
  "tests"
1424
  ]
1425
  },
1426
  {
1427
- "left_pr_number": 44974,
1428
- "right_pr_number": 45421,
1429
- "similarity": 0.428,
1430
- "content_similarity": 0.311,
1431
- "size_similarity": 0.735,
1432
- "breadth_similarity": 0.667,
1433
- "concentration_similarity": 0.657,
1434
  "shared_filenames": [
1435
- "src/transformers/core_model_loading.py"
 
 
1436
  ],
1437
  "shared_directories": [
1438
  "src/transformers",
 
1439
  "src",
1440
  "tests"
1441
  ]
@@ -1443,8 +1443,8 @@
1443
  {
1444
  "left_pr_number": 45421,
1445
  "right_pr_number": 45661,
1446
- "similarity": 0.286,
1447
- "content_similarity": 0.188,
1448
  "size_similarity": 0.588,
1449
  "breadth_similarity": 0.246,
1450
  "concentration_similarity": 0.831,
@@ -1470,7 +1470,7 @@
1470
  45655
1471
  ],
1472
  "representative_pr_number": 45342,
1473
- "average_similarity": 0.466,
1474
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
1475
  "shared_filenames": [
1476
  "src/transformers/modeling_utils.py"
@@ -1480,8 +1480,8 @@
1480
  {
1481
  "left_pr_number": 45342,
1482
  "right_pr_number": 45655,
1483
- "similarity": 0.837,
1484
- "content_similarity": 0.791,
1485
  "size_similarity": 0.889,
1486
  "breadth_similarity": 1.0,
1487
  "concentration_similarity": 1.0,
@@ -1496,8 +1496,8 @@
1496
  {
1497
  "left_pr_number": 45342,
1498
  "right_pr_number": 45649,
1499
- "similarity": 0.465,
1500
- "content_similarity": 0.315,
1501
  "size_similarity": 0.625,
1502
  "breadth_similarity": 1.0,
1503
  "concentration_similarity": 1.0,
@@ -1512,8 +1512,8 @@
1512
  {
1513
  "left_pr_number": 45649,
1514
  "right_pr_number": 45655,
1515
- "similarity": 0.45,
1516
- "content_similarity": 0.31,
1517
  "size_similarity": 0.556,
1518
  "breadth_similarity": 1.0,
1519
  "concentration_similarity": 1.0,
@@ -1528,8 +1528,8 @@
1528
  {
1529
  "left_pr_number": 45548,
1530
  "right_pr_number": 45649,
1531
- "similarity": 0.36,
1532
- "content_similarity": 0.313,
1533
  "size_similarity": 0.106,
1534
  "breadth_similarity": 0.75,
1535
  "concentration_similarity": 1.0,
@@ -1544,8 +1544,8 @@
1544
  {
1545
  "left_pr_number": 45342,
1546
  "right_pr_number": 45548,
1547
- "similarity": 0.344,
1548
- "content_similarity": 0.276,
1549
  "size_similarity": 0.17,
1550
  "breadth_similarity": 0.75,
1551
  "concentration_similarity": 1.0,
@@ -1560,8 +1560,8 @@
1560
  {
1561
  "left_pr_number": 45548,
1562
  "right_pr_number": 45655,
1563
- "similarity": 0.343,
1564
- "content_similarity": 0.271,
1565
  "size_similarity": 0.191,
1566
  "breadth_similarity": 0.75,
1567
  "concentration_similarity": 1.0,
@@ -1756,7 +1756,7 @@
1756
  "left_pr_number": 42975,
1757
  "right_pr_number": 45077,
1758
  "similarity": 0.679,
1759
- "content_similarity": 0.623,
1760
  "size_similarity": 0.731,
1761
  "breadth_similarity": 0.833,
1762
  "concentration_similarity": 1.0,
@@ -1780,7 +1780,7 @@
1780
  {
1781
  "left_pr_number": 42976,
1782
  "right_pr_number": 45077,
1783
- "similarity": 0.49,
1784
  "content_similarity": 0.519,
1785
  "size_similarity": 0.074,
1786
  "breadth_similarity": 0.659,
@@ -1926,7 +1926,7 @@
1926
  "left_pr_number": 45294,
1927
  "right_pr_number": 45438,
1928
  "similarity": 0.756,
1929
- "content_similarity": 0.776,
1930
  "size_similarity": 0.42,
1931
  "breadth_similarity": 1.0,
1932
  "concentration_similarity": 0.989,
@@ -1973,7 +1973,7 @@
1973
  "left_pr_number": 45202,
1974
  "right_pr_number": 45294,
1975
  "similarity": 0.303,
1976
- "content_similarity": 0.316,
1977
  "size_similarity": 0.025,
1978
  "breadth_similarity": 0.325,
1979
  "concentration_similarity": 0.908,
@@ -1998,7 +1998,7 @@
1998
  44872
1999
  ],
2000
  "representative_pr_number": 34667,
2001
- "average_similarity": 0.473,
2002
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2003
  "shared_filenames": [
2004
  "src/transformers/generation/utils.py"
@@ -2010,8 +2010,8 @@
2010
  {
2011
  "left_pr_number": 34667,
2012
  "right_pr_number": 39683,
2013
- "similarity": 0.539,
2014
- "content_similarity": 0.453,
2015
  "size_similarity": 0.478,
2016
  "breadth_similarity": 1.0,
2017
  "concentration_similarity": 1.0,
@@ -2027,8 +2027,8 @@
2027
  {
2028
  "left_pr_number": 34667,
2029
  "right_pr_number": 44872,
2030
- "similarity": 0.448,
2031
- "content_similarity": 0.367,
2032
  "size_similarity": 0.273,
2033
  "breadth_similarity": 1.0,
2034
  "concentration_similarity": 1.0,
@@ -2044,8 +2044,8 @@
2044
  {
2045
  "left_pr_number": 39683,
2046
  "right_pr_number": 44872,
2047
- "similarity": 0.433,
2048
- "content_similarity": 0.377,
2049
  "size_similarity": 0.13,
2050
  "breadth_similarity": 1.0,
2051
  "concentration_similarity": 1.0,
@@ -2095,7 +2095,7 @@
2095
  "left_pr_number": 43549,
2096
  "right_pr_number": 44547,
2097
  "similarity": 0.43,
2098
- "content_similarity": 0.343,
2099
  "size_similarity": 0.267,
2100
  "breadth_similarity": 1.0,
2101
  "concentration_similarity": 1.0,
@@ -2133,7 +2133,7 @@
2133
  45524
2134
  ],
2135
  "representative_pr_number": 44615,
2136
- "average_similarity": 0.401,
2137
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2138
  "shared_filenames": [
2139
  "src/transformers/utils/import_utils.py"
@@ -2162,8 +2162,8 @@
2162
  {
2163
  "left_pr_number": 44385,
2164
  "right_pr_number": 44615,
2165
- "similarity": 0.407,
2166
- "content_similarity": 0.335,
2167
  "size_similarity": 0.371,
2168
  "breadth_similarity": 0.667,
2169
  "concentration_similarity": 1.0,
@@ -2180,7 +2180,7 @@
2180
  "left_pr_number": 44385,
2181
  "right_pr_number": 45524,
2182
  "similarity": 0.377,
2183
- "content_similarity": 0.239,
2184
  "size_similarity": 0.615,
2185
  "breadth_similarity": 0.667,
2186
  "concentration_similarity": 1.0,
@@ -2195,106 +2195,6 @@
2195
  }
2196
  ]
2197
  },
2198
- {
2199
- "cluster_id": "pr-scope-44664-3",
2200
- "pr_numbers": [
2201
- 44664,
2202
- 45034,
2203
- 45513
2204
- ],
2205
- "representative_pr_number": 45513,
2206
- "average_similarity": 0.379,
2207
- "summary": "3 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45513.",
2208
- "shared_filenames": [
2209
- "tests/models/qwen3_5/test_modeling_qwen3_5.py",
2210
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2211
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2212
- "src/transformers/models/qwen3_next/modular_qwen3_next.py",
2213
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py"
2214
- ],
2215
- "shared_directories": [
2216
- "src/transformers/models/qwen3_5",
2217
- "tests/models/qwen3_5",
2218
- "src/transformers/models",
2219
- "tests/models",
2220
- "tests",
2221
- "src/transformers/models/qwen3_next"
2222
- ],
2223
- "pairwise": [
2224
- {
2225
- "left_pr_number": 45034,
2226
- "right_pr_number": 45513,
2227
- "similarity": 0.456,
2228
- "content_similarity": 0.377,
2229
- "size_similarity": 0.375,
2230
- "breadth_similarity": 0.95,
2231
- "concentration_similarity": 0.807,
2232
- "shared_filenames": [
2233
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2234
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2235
- "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
2236
- "src/transformers/models/qwen3_next/modular_qwen3_next.py",
2237
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2238
- ],
2239
- "shared_directories": [
2240
- "src/transformers/models/qwen3_5",
2241
- "src/transformers/models/qwen3_next",
2242
- "src/transformers/models",
2243
- "tests/models/qwen3_5",
2244
- "src/transformers",
2245
- "tests/models",
2246
- "src",
2247
- "tests"
2248
- ]
2249
- },
2250
- {
2251
- "left_pr_number": 44664,
2252
- "right_pr_number": 45513,
2253
- "similarity": 0.361,
2254
- "content_similarity": 0.156,
2255
- "size_similarity": 0.854,
2256
- "breadth_similarity": 0.95,
2257
- "concentration_similarity": 0.585,
2258
- "shared_filenames": [
2259
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2260
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2261
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2262
- ],
2263
- "shared_directories": [
2264
- "src/transformers/models/qwen3_5",
2265
- "src/transformers/models",
2266
- "tests/models/qwen3_5",
2267
- "src/transformers",
2268
- "tests/models",
2269
- "src",
2270
- "tests"
2271
- ]
2272
- },
2273
- {
2274
- "left_pr_number": 44664,
2275
- "right_pr_number": 45034,
2276
- "similarity": 0.319,
2277
- "content_similarity": 0.163,
2278
- "size_similarity": 0.44,
2279
- "breadth_similarity": 1.0,
2280
- "concentration_similarity": 0.777,
2281
- "shared_filenames": [
2282
- "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
2283
- "src/transformers/models/qwen3_5/modular_qwen3_5.py",
2284
- "tests/models/qwen3_5/test_modeling_qwen3_5.py"
2285
- ],
2286
- "shared_directories": [
2287
- "src/transformers/models/qwen3_5",
2288
- "src/transformers/models",
2289
- "tests/models/qwen3_5",
2290
- "src/transformers",
2291
- "tests/models",
2292
- "src",
2293
- "tests"
2294
- ]
2295
- }
2296
- ]
2297
- },
2298
  {
2299
  "cluster_id": "pr-scope-43488-3",
2300
  "pr_numbers": [
@@ -2377,7 +2277,7 @@
2377
  44550
2378
  ],
2379
  "representative_pr_number": 44550,
2380
- "average_similarity": 0.371,
2381
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2382
  "shared_filenames": [],
2383
  "shared_directories": [
@@ -2390,8 +2290,8 @@
2390
  {
2391
  "left_pr_number": 33686,
2392
  "right_pr_number": 44550,
2393
- "similarity": 0.394,
2394
- "content_similarity": 0.134,
2395
  "size_similarity": 1.0,
2396
  "breadth_similarity": 1.0,
2397
  "concentration_similarity": 1.0,
@@ -2406,8 +2306,8 @@
2406
  {
2407
  "left_pr_number": 44407,
2408
  "right_pr_number": 44550,
2409
- "similarity": 0.366,
2410
- "content_similarity": 0.104,
2411
  "size_similarity": 0.957,
2412
  "breadth_similarity": 1.0,
2413
  "concentration_similarity": 1.0,
@@ -2421,8 +2321,8 @@
2421
  {
2422
  "left_pr_number": 33686,
2423
  "right_pr_number": 44407,
2424
- "similarity": 0.354,
2425
- "content_similarity": 0.086,
2426
  "size_similarity": 0.957,
2427
  "breadth_similarity": 1.0,
2428
  "concentration_similarity": 1.0,
@@ -3451,7 +3351,7 @@
3451
  45333
3452
  ],
3453
  "representative_pr_number": 45332,
3454
- "average_similarity": 0.497,
3455
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3456
  "shared_filenames": [
3457
  "src/transformers/heterogeneity/__init__.py",
@@ -3469,7 +3369,7 @@
3469
  {
3470
  "left_pr_number": 45332,
3471
  "right_pr_number": 45333,
3472
- "similarity": 0.497,
3473
  "content_similarity": 0.527,
3474
  "size_similarity": 0.215,
3475
  "breadth_similarity": 0.479,
@@ -3538,6 +3438,59 @@
3538
  }
3539
  ]
3540
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3541
  {
3542
  "cluster_id": "pr-scope-41356-2",
3543
  "pr_numbers": [
@@ -3714,7 +3667,7 @@
3714
  45618
3715
  ],
3716
  "representative_pr_number": 42655,
3717
- "average_similarity": 0.372,
3718
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
3719
  "shared_filenames": [
3720
  "src/transformers/generation/utils.py"
@@ -3728,8 +3681,8 @@
3728
  {
3729
  "left_pr_number": 42655,
3730
  "right_pr_number": 45618,
3731
- "similarity": 0.372,
3732
- "content_similarity": 0.204,
3733
  "size_similarity": 0.974,
3734
  "breadth_similarity": 0.389,
3735
  "concentration_similarity": 0.878,
 
1
  {
2
  "repo": "huggingface/transformers",
3
+ "snapshot_id": "20260502T120033Z",
4
+ "generated_at": "2026-05-02T12:01:09Z",
5
  "cluster_count": 48,
6
  "pr_scope_clusters": [
7
  {
 
158
  "left_pr_number": 44189,
159
  "right_pr_number": 44660,
160
  "similarity": 0.459,
161
+ "content_similarity": 0.299,
162
  "size_similarity": 0.667,
163
  "breadth_similarity": 1.0,
164
  "concentration_similarity": 1.0,
 
235
  ]
236
  },
237
  {
238
+ "left_pr_number": 44660,
239
  "right_pr_number": 45067,
240
+ "similarity": 0.433,
241
+ "content_similarity": 0.352,
242
+ "size_similarity": 0.24,
243
  "breadth_similarity": 1.0,
244
  "concentration_similarity": 1.0,
245
  "shared_filenames": [
 
251
  ]
252
  },
253
  {
254
+ "left_pr_number": 43636,
255
  "right_pr_number": 45067,
256
  "similarity": 0.432,
257
+ "content_similarity": 0.309,
258
+ "size_similarity": 0.44,
259
  "breadth_similarity": 1.0,
260
  "concentration_similarity": 1.0,
261
  "shared_filenames": [
 
270
  "left_pr_number": 44189,
271
  "right_pr_number": 44257,
272
  "similarity": 0.429,
273
+ "content_similarity": 0.256,
274
  "size_similarity": 0.667,
275
  "breadth_similarity": 1.0,
276
  "concentration_similarity": 1.0,
 
349
  {
350
  "left_pr_number": 44660,
351
  "right_pr_number": 45055,
352
+ "similarity": 0.406,
353
  "content_similarity": 0.258,
354
  "size_similarity": 0.5,
355
  "breadth_similarity": 1.0,
 
382
  "left_pr_number": 44257,
383
  "right_pr_number": 45067,
384
  "similarity": 0.397,
385
+ "content_similarity": 0.302,
386
  "size_similarity": 0.24,
387
  "breadth_similarity": 1.0,
388
  "concentration_similarity": 1.0,
 
430
  "left_pr_number": 43651,
431
  "right_pr_number": 44257,
432
  "similarity": 0.389,
433
+ "content_similarity": 0.271,
434
  "size_similarity": 0.333,
435
  "breadth_similarity": 1.0,
436
  "concentration_similarity": 1.0,
 
461
  {
462
  "left_pr_number": 44123,
463
  "right_pr_number": 44660,
464
+ "similarity": 0.386,
465
  "content_similarity": 0.313,
466
  "size_similarity": 0.109,
467
  "breadth_similarity": 1.0,
 
494
  "left_pr_number": 44189,
495
  "right_pr_number": 45273,
496
  "similarity": 0.38,
497
+ "content_similarity": 0.222,
498
  "size_similarity": 0.5,
499
  "breadth_similarity": 1.0,
500
  "concentration_similarity": 1.0,
 
509
  {
510
  "left_pr_number": 44257,
511
  "right_pr_number": 45055,
512
+ "similarity": 0.38,
513
  "content_similarity": 0.221,
514
  "size_similarity": 0.5,
515
  "breadth_similarity": 1.0,
 
525
  {
526
  "left_pr_number": 45055,
527
  "right_pr_number": 45067,
528
+ "similarity": 0.374,
529
  "content_similarity": 0.294,
530
  "size_similarity": 0.12,
531
  "breadth_similarity": 1.0,
 
605
  {
606
  "left_pr_number": 43651,
607
  "right_pr_number": 45055,
608
+ "similarity": 0.36,
609
+ "content_similarity": 0.264,
610
  "size_similarity": 0.167,
611
  "breadth_similarity": 1.0,
612
  "concentration_similarity": 1.0,
 
686
  "left_pr_number": 44257,
687
  "right_pr_number": 45273,
688
  "similarity": 0.338,
689
+ "content_similarity": 0.197,
690
  "size_similarity": 0.333,
691
  "breadth_similarity": 1.0,
692
  "concentration_similarity": 1.0,
 
960
  {
961
  "left_pr_number": 43836,
962
  "right_pr_number": 44682,
963
+ "similarity": 0.606,
964
+ "content_similarity": 0.651,
965
  "size_similarity": 0.398,
966
  "breadth_similarity": 0.5,
967
  "concentration_similarity": 0.802,
 
994
  {
995
  "left_pr_number": 43656,
996
  "right_pr_number": 44682,
997
+ "similarity": 0.443,
998
+ "content_similarity": 0.493,
999
  "size_similarity": 0.048,
1000
  "breadth_similarity": 0.5,
1001
  "concentration_similarity": 0.802,
 
1011
  {
1012
  "left_pr_number": 43842,
1013
  "right_pr_number": 44682,
1014
+ "similarity": 0.413,
1015
  "content_similarity": 0.458,
1016
  "size_similarity": 0.011,
1017
  "breadth_similarity": 0.5,
 
1028
  ]
1029
  },
1030
  {
1031
+ "cluster_id": "pr-scope-45293-4",
1032
  "pr_numbers": [
1033
+ 45293,
1034
+ 45317,
1035
+ 45681,
1036
+ 45741
1037
  ],
1038
+ "representative_pr_number": 45681,
1039
+ "average_similarity": 0.558,
1040
+ "summary": "4 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45681.",
1041
  "shared_filenames": [
1042
+ "tests/models/auto/test_tokenization_auto.py",
1043
+ "src/transformers/models/auto/tokenization_auto.py"
 
1044
  ],
1045
  "shared_directories": [
1046
+ "tests/models/auto",
1047
  "tests/models",
1048
  "tests",
1049
+ "src/transformers/models/auto",
1050
  "src/transformers/models"
1051
  ],
1052
  "pairwise": [
1053
  {
1054
+ "left_pr_number": 45681,
1055
+ "right_pr_number": 45741,
1056
+ "similarity": 0.87,
1057
+ "content_similarity": 0.939,
1058
+ "size_similarity": 0.436,
1059
+ "breadth_similarity": 1.0,
1060
+ "concentration_similarity": 0.947,
1061
  "shared_filenames": [
1062
+ "src/transformers/models/auto/tokenization_auto.py",
1063
+ "tests/models/auto/test_tokenization_auto.py"
1064
  ],
1065
  "shared_directories": [
1066
+ "src/transformers/models/auto",
1067
+ "src/transformers/models",
1068
+ "tests/models/auto",
1069
+ "src/transformers",
1070
  "tests/models",
1071
+ "src",
1072
  "tests"
1073
  ]
1074
  },
1075
  {
1076
+ "left_pr_number": 45293,
1077
+ "right_pr_number": 45741,
1078
+ "similarity": 0.512,
1079
+ "content_similarity": 0.347,
1080
+ "size_similarity": 0.85,
1081
  "breadth_similarity": 1.0,
1082
+ "concentration_similarity": 0.838,
1083
  "shared_filenames": [
1084
+ "src/transformers/models/auto/tokenization_auto.py",
1085
+ "tests/models/auto/test_tokenization_auto.py"
 
1086
  ],
1087
  "shared_directories": [
1088
+ "src/transformers/models/auto",
1089
  "src/transformers/models",
1090
+ "tests/models/auto",
1091
  "src/transformers",
1092
  "tests/models",
1093
  "src",
 
1095
  ]
1096
  },
1097
  {
1098
+ "left_pr_number": 45317,
1099
+ "right_pr_number": 45681,
1100
+ "similarity": 0.504,
1101
+ "content_similarity": 0.367,
1102
+ "size_similarity": 0.692,
1103
  "breadth_similarity": 1.0,
1104
+ "concentration_similarity": 0.863,
1105
  "shared_filenames": [
1106
+ "tests/models/auto/test_tokenization_auto.py"
 
 
1107
  ],
1108
  "shared_directories": [
1109
+ "tests/models/auto",
 
 
1110
  "src/transformers",
1111
  "tests/models",
1112
  "src",
 
1114
  ]
1115
  },
1116
  {
1117
+ "left_pr_number": 45293,
1118
+ "right_pr_number": 45681,
1119
+ "similarity": 0.501,
1120
+ "content_similarity": 0.399,
1121
+ "size_similarity": 0.513,
1122
  "breadth_similarity": 1.0,
1123
+ "concentration_similarity": 0.891,
1124
  "shared_filenames": [
1125
+ "src/transformers/models/auto/tokenization_auto.py",
1126
+ "tests/models/auto/test_tokenization_auto.py"
 
1127
  ],
1128
  "shared_directories": [
1129
+ "src/transformers/models/auto",
1130
  "src/transformers/models",
1131
+ "tests/models/auto",
1132
  "src/transformers",
1133
  "tests/models",
1134
  "src",
 
1136
  ]
1137
  },
1138
  {
1139
+ "left_pr_number": 45293,
1140
+ "right_pr_number": 45317,
1141
+ "similarity": 0.49,
1142
+ "content_similarity": 0.329,
1143
+ "size_similarity": 0.741,
1144
+ "breadth_similarity": 1.0,
1145
+ "concentration_similarity": 0.972,
1146
  "shared_filenames": [
1147
+ "tests/models/auto/test_tokenization_auto.py"
1148
  ],
1149
  "shared_directories": [
1150
+ "tests/models/auto",
1151
+ "src/transformers",
1152
  "tests/models",
1153
+ "src",
1154
  "tests"
1155
  ]
1156
  },
1157
  {
1158
+ "left_pr_number": 45317,
1159
+ "right_pr_number": 45741,
1160
+ "similarity": 0.471,
1161
+ "content_similarity": 0.337,
1162
+ "size_similarity": 0.63,
1163
+ "breadth_similarity": 1.0,
1164
+ "concentration_similarity": 0.81,
1165
  "shared_filenames": [
1166
+ "tests/models/auto/test_tokenization_auto.py"
1167
  ],
1168
  "shared_directories": [
1169
+ "tests/models/auto",
1170
+ "src/transformers",
1171
  "tests/models",
1172
+ "src",
1173
  "tests"
1174
  ]
1175
  }
1176
  ]
1177
  },
1178
  {
1179
+ "cluster_id": "pr-scope-45568-4",
1180
  "pr_numbers": [
1181
+ 45568,
1182
+ 45606,
1183
+ 45607,
1184
+ 45716
1185
  ],
1186
+ "representative_pr_number": 45606,
1187
+ "average_similarity": 0.547,
1188
+ "summary": "4 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.",
1189
  "shared_filenames": [
1190
+ "tests/models/gemma4/test_modeling_gemma4.py",
1191
+ "src/transformers/models/gemma4/modular_gemma4.py",
1192
+ "src/transformers/models/gemma4/modeling_gemma4.py"
1193
  ],
1194
  "shared_directories": [
1195
+ "tests/models/gemma4",
1196
  "tests/models",
1197
  "tests",
1198
+ "src/transformers/models/gemma4",
1199
  "src/transformers/models"
1200
  ],
1201
  "pairwise": [
1202
  {
1203
+ "left_pr_number": 45606,
1204
+ "right_pr_number": 45607,
1205
+ "similarity": 0.77,
1206
+ "content_similarity": 0.818,
1207
+ "size_similarity": 0.778,
1208
+ "breadth_similarity": 0.417,
1209
+ "concentration_similarity": 0.778,
1210
  "shared_filenames": [
1211
+ "tests/models/gemma4/test_modeling_gemma4.py"
 
1212
  ],
1213
  "shared_directories": [
1214
+ "tests/models/gemma4",
 
 
 
1215
  "tests/models",
 
1216
  "tests"
1217
  ]
1218
  },
1219
  {
1220
+ "left_pr_number": 45606,
1221
+ "right_pr_number": 45716,
1222
+ "similarity": 0.587,
1223
+ "content_similarity": 0.485,
1224
+ "size_similarity": 0.655,
1225
  "breadth_similarity": 1.0,
1226
+ "concentration_similarity": 0.978,
1227
  "shared_filenames": [
1228
+ "src/transformers/models/gemma4/modeling_gemma4.py",
1229
+ "src/transformers/models/gemma4/modular_gemma4.py",
1230
+ "tests/models/gemma4/test_modeling_gemma4.py"
1231
  ],
1232
  "shared_directories": [
1233
+ "src/transformers/models/gemma4",
1234
+ "src/transformers/models",
1235
+ "tests/models/gemma4",
1236
  "src/transformers",
1237
  "tests/models",
1238
  "src",
 
1240
  ]
1241
  },
1242
  {
1243
+ "left_pr_number": 45568,
1244
+ "right_pr_number": 45716,
1245
+ "similarity": 0.561,
1246
+ "content_similarity": 0.39,
1247
+ "size_similarity": 0.945,
1248
  "breadth_similarity": 1.0,
1249
+ "concentration_similarity": 0.915,
1250
  "shared_filenames": [
1251
+ "src/transformers/models/gemma4/modeling_gemma4.py",
1252
+ "src/transformers/models/gemma4/modular_gemma4.py",
1253
+ "tests/models/gemma4/test_modeling_gemma4.py"
1254
  ],
1255
  "shared_directories": [
1256
+ "src/transformers/models/gemma4",
1257
  "src/transformers/models",
1258
+ "tests/models/gemma4",
1259
  "src/transformers",
1260
  "tests/models",
1261
  "src",
 
1263
  ]
1264
  },
1265
  {
1266
+ "left_pr_number": 45568,
1267
+ "right_pr_number": 45606,
1268
+ "similarity": 0.549,
1269
+ "content_similarity": 0.429,
1270
+ "size_similarity": 0.692,
1271
  "breadth_similarity": 1.0,
1272
+ "concentration_similarity": 0.893,
1273
  "shared_filenames": [
1274
+ "src/transformers/models/gemma4/modeling_gemma4.py",
1275
+ "src/transformers/models/gemma4/modular_gemma4.py",
1276
+ "tests/models/gemma4/test_modeling_gemma4.py"
1277
  ],
1278
  "shared_directories": [
1279
+ "src/transformers/models/gemma4",
1280
+ "src/transformers/models",
1281
+ "tests/models/gemma4",
1282
  "src/transformers",
1283
  "tests/models",
1284
  "src",
 
1286
  ]
1287
  },
1288
  {
1289
+ "left_pr_number": 45568,
1290
+ "right_pr_number": 45607,
1291
+ "similarity": 0.481,
1292
+ "content_similarity": 0.449,
1293
+ "size_similarity": 0.538,
1294
+ "breadth_similarity": 0.417,
1295
+ "concentration_similarity": 0.885,
1296
  "shared_filenames": [
1297
+ "tests/models/gemma4/test_modeling_gemma4.py"
 
1298
  ],
1299
  "shared_directories": [
1300
+ "tests/models/gemma4",
 
 
 
1301
  "tests/models",
 
1302
  "tests"
1303
  ]
1304
  },
1305
  {
1306
+ "left_pr_number": 45607,
1307
+ "right_pr_number": 45716,
1308
+ "similarity": 0.332,
1309
+ "content_similarity": 0.249,
1310
+ "size_similarity": 0.509,
1311
+ "breadth_similarity": 0.417,
1312
+ "concentration_similarity": 0.8,
1313
  "shared_filenames": [
1314
+ "tests/models/gemma4/test_modeling_gemma4.py"
1315
  ],
1316
  "shared_directories": [
1317
+ "tests/models/gemma4",
 
1318
  "tests/models",
 
1319
  "tests"
1320
  ]
1321
  }
 
1330
  45661
1331
  ],
1332
  "representative_pr_number": 44974,
1333
+ "average_similarity": 0.472,
1334
  "summary": "4 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #44974.",
1335
  "shared_filenames": [
1336
  "src/transformers/core_model_loading.py",
 
1348
  {
1349
  "left_pr_number": 44974,
1350
  "right_pr_number": 45635,
1351
+ "similarity": 0.723,
1352
+ "content_similarity": 0.726,
1353
  "size_similarity": 0.59,
1354
  "breadth_similarity": 0.8,
1355
  "concentration_similarity": 0.929,
 
1367
  {
1368
  "left_pr_number": 44974,
1369
  "right_pr_number": 45661,
1370
+ "similarity": 0.486,
1371
  "content_similarity": 0.44,
1372
  "size_similarity": 0.799,
1373
  "breadth_similarity": 0.161,
 
1388
  {
1389
  "left_pr_number": 45421,
1390
  "right_pr_number": 45635,
1391
+ "similarity": 0.477,
1392
+ "content_similarity": 0.396,
1393
  "size_similarity": 0.803,
1394
  "breadth_similarity": 0.5,
1395
  "concentration_similarity": 0.586,
 
1404
  ]
1405
  },
1406
  {
1407
+ "left_pr_number": 44974,
1408
+ "right_pr_number": 45421,
1409
+ "similarity": 0.431,
1410
+ "content_similarity": 0.315,
1411
+ "size_similarity": 0.735,
1412
+ "breadth_similarity": 0.667,
1413
+ "concentration_similarity": 0.657,
1414
  "shared_filenames": [
1415
+ "src/transformers/core_model_loading.py"
 
 
1416
  ],
1417
  "shared_directories": [
1418
  "src/transformers",
 
1419
  "src",
1420
  "tests"
1421
  ]
1422
  },
1423
  {
1424
+ "left_pr_number": 45635,
1425
+ "right_pr_number": 45661,
1426
+ "similarity": 0.43,
1427
+ "content_similarity": 0.442,
1428
+ "size_similarity": 0.472,
1429
+ "breadth_similarity": 0.123,
1430
+ "concentration_similarity": 0.755,
1431
  "shared_filenames": [
1432
+ "src/transformers/core_model_loading.py",
1433
+ "tests/test_modeling_common.py",
1434
+ "tests/utils/test_core_model_loading.py"
1435
  ],
1436
  "shared_directories": [
1437
  "src/transformers",
1438
+ "tests/utils",
1439
  "src",
1440
  "tests"
1441
  ]
 
1443
  {
1444
  "left_pr_number": 45421,
1445
  "right_pr_number": 45661,
1446
+ "similarity": 0.288,
1447
+ "content_similarity": 0.19,
1448
  "size_similarity": 0.588,
1449
  "breadth_similarity": 0.246,
1450
  "concentration_similarity": 0.831,
 
1470
  45655
1471
  ],
1472
  "representative_pr_number": 45342,
1473
+ "average_similarity": 0.47,
1474
  "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45342.",
1475
  "shared_filenames": [
1476
  "src/transformers/modeling_utils.py"
 
1480
  {
1481
  "left_pr_number": 45342,
1482
  "right_pr_number": 45655,
1483
+ "similarity": 0.838,
1484
+ "content_similarity": 0.792,
1485
  "size_similarity": 0.889,
1486
  "breadth_similarity": 1.0,
1487
  "concentration_similarity": 1.0,
 
1496
  {
1497
  "left_pr_number": 45342,
1498
  "right_pr_number": 45649,
1499
+ "similarity": 0.468,
1500
+ "content_similarity": 0.321,
1501
  "size_similarity": 0.625,
1502
  "breadth_similarity": 1.0,
1503
  "concentration_similarity": 1.0,
 
1512
  {
1513
  "left_pr_number": 45649,
1514
  "right_pr_number": 45655,
1515
+ "similarity": 0.454,
1516
+ "content_similarity": 0.315,
1517
  "size_similarity": 0.556,
1518
  "breadth_similarity": 1.0,
1519
  "concentration_similarity": 1.0,
 
1528
  {
1529
  "left_pr_number": 45548,
1530
  "right_pr_number": 45649,
1531
+ "similarity": 0.364,
1532
+ "content_similarity": 0.319,
1533
  "size_similarity": 0.106,
1534
  "breadth_similarity": 0.75,
1535
  "concentration_similarity": 1.0,
 
1544
  {
1545
  "left_pr_number": 45342,
1546
  "right_pr_number": 45548,
1547
+ "similarity": 0.347,
1548
+ "content_similarity": 0.281,
1549
  "size_similarity": 0.17,
1550
  "breadth_similarity": 0.75,
1551
  "concentration_similarity": 1.0,
 
1560
  {
1561
  "left_pr_number": 45548,
1562
  "right_pr_number": 45655,
1563
+ "similarity": 0.347,
1564
+ "content_similarity": 0.276,
1565
  "size_similarity": 0.191,
1566
  "breadth_similarity": 0.75,
1567
  "concentration_similarity": 1.0,
 
1756
  "left_pr_number": 42975,
1757
  "right_pr_number": 45077,
1758
  "similarity": 0.679,
1759
+ "content_similarity": 0.624,
1760
  "size_similarity": 0.731,
1761
  "breadth_similarity": 0.833,
1762
  "concentration_similarity": 1.0,
 
1780
  {
1781
  "left_pr_number": 42976,
1782
  "right_pr_number": 45077,
1783
+ "similarity": 0.491,
1784
  "content_similarity": 0.519,
1785
  "size_similarity": 0.074,
1786
  "breadth_similarity": 0.659,
 
1926
  "left_pr_number": 45294,
1927
  "right_pr_number": 45438,
1928
  "similarity": 0.756,
1929
+ "content_similarity": 0.777,
1930
  "size_similarity": 0.42,
1931
  "breadth_similarity": 1.0,
1932
  "concentration_similarity": 0.989,
 
1973
  "left_pr_number": 45202,
1974
  "right_pr_number": 45294,
1975
  "similarity": 0.303,
1976
+ "content_similarity": 0.317,
1977
  "size_similarity": 0.025,
1978
  "breadth_similarity": 0.325,
1979
  "concentration_similarity": 0.908,
 
1998
  44872
1999
  ],
2000
  "representative_pr_number": 34667,
2001
+ "average_similarity": 0.468,
2002
  "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
2003
  "shared_filenames": [
2004
  "src/transformers/generation/utils.py"
 
2010
  {
2011
  "left_pr_number": 34667,
2012
  "right_pr_number": 39683,
2013
+ "similarity": 0.533,
2014
+ "content_similarity": 0.445,
2015
  "size_similarity": 0.478,
2016
  "breadth_similarity": 1.0,
2017
  "concentration_similarity": 1.0,
 
2027
  {
2028
  "left_pr_number": 34667,
2029
  "right_pr_number": 44872,
2030
+ "similarity": 0.443,
2031
+ "content_similarity": 0.36,
2032
  "size_similarity": 0.273,
2033
  "breadth_similarity": 1.0,
2034
  "concentration_similarity": 1.0,
 
2044
  {
2045
  "left_pr_number": 39683,
2046
  "right_pr_number": 44872,
2047
+ "similarity": 0.428,
2048
+ "content_similarity": 0.369,
2049
  "size_similarity": 0.13,
2050
  "breadth_similarity": 1.0,
2051
  "concentration_similarity": 1.0,
 
2095
  "left_pr_number": 43549,
2096
  "right_pr_number": 44547,
2097
  "similarity": 0.43,
2098
+ "content_similarity": 0.344,
2099
  "size_similarity": 0.267,
2100
  "breadth_similarity": 1.0,
2101
  "concentration_similarity": 1.0,
 
2133
  45524
2134
  ],
2135
  "representative_pr_number": 44615,
2136
+ "average_similarity": 0.402,
2137
  "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
2138
  "shared_filenames": [
2139
  "src/transformers/utils/import_utils.py"
 
2162
  {
2163
  "left_pr_number": 44385,
2164
  "right_pr_number": 44615,
2165
+ "similarity": 0.408,
2166
+ "content_similarity": 0.336,
2167
  "size_similarity": 0.371,
2168
  "breadth_similarity": 0.667,
2169
  "concentration_similarity": 1.0,
 
2180
  "left_pr_number": 44385,
2181
  "right_pr_number": 45524,
2182
  "similarity": 0.377,
2183
+ "content_similarity": 0.24,
2184
  "size_similarity": 0.615,
2185
  "breadth_similarity": 0.667,
2186
  "concentration_similarity": 1.0,
 
2195
  }
2196
  ]
2197
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2198
  {
2199
  "cluster_id": "pr-scope-43488-3",
2200
  "pr_numbers": [
 
2277
  44550
2278
  ],
2279
  "representative_pr_number": 44550,
2280
+ "average_similarity": 0.372,
2281
  "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
2282
  "shared_filenames": [],
2283
  "shared_directories": [
 
2290
  {
2291
  "left_pr_number": 33686,
2292
  "right_pr_number": 44550,
2293
+ "similarity": 0.395,
2294
+ "content_similarity": 0.136,
2295
  "size_similarity": 1.0,
2296
  "breadth_similarity": 1.0,
2297
  "concentration_similarity": 1.0,
 
2306
  {
2307
  "left_pr_number": 44407,
2308
  "right_pr_number": 44550,
2309
+ "similarity": 0.367,
2310
+ "content_similarity": 0.105,
2311
  "size_similarity": 0.957,
2312
  "breadth_similarity": 1.0,
2313
  "concentration_similarity": 1.0,
 
2321
  {
2322
  "left_pr_number": 33686,
2323
  "right_pr_number": 44407,
2324
+ "similarity": 0.355,
2325
+ "content_similarity": 0.087,
2326
  "size_similarity": 0.957,
2327
  "breadth_similarity": 1.0,
2328
  "concentration_similarity": 1.0,
 
3351
  45333
3352
  ],
3353
  "representative_pr_number": 45332,
3354
+ "average_similarity": 0.496,
3355
  "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
3356
  "shared_filenames": [
3357
  "src/transformers/heterogeneity/__init__.py",
 
3369
  {
3370
  "left_pr_number": 45332,
3371
  "right_pr_number": 45333,
3372
+ "similarity": 0.496,
3373
  "content_similarity": 0.527,
3374
  "size_similarity": 0.215,
3375
  "breadth_similarity": 0.479,
 
3438
  }
3439
  ]
3440
  },
3441
+ {
3442
+ "cluster_id": "pr-scope-45034-2",
3443
+ "pr_numbers": [
3444
+ 45034,
3445
+ 45513
3446
+ ],
3447
+ "representative_pr_number": 45034,
3448
+ "average_similarity": 0.456,
3449
+ "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_next/modeling_qwen3_next.py`; representative PR #45034.",
3450
+ "shared_filenames": [
3451
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3452
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py",
3453
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
3454
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3455
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py"
3456
+ ],
3457
+ "shared_directories": [
3458
+ "src/transformers/models/qwen3_next",
3459
+ "src/transformers/models/qwen3_5",
3460
+ "tests/models/qwen3_5",
3461
+ "src/transformers/models",
3462
+ "tests/models",
3463
+ "tests"
3464
+ ],
3465
+ "pairwise": [
3466
+ {
3467
+ "left_pr_number": 45034,
3468
+ "right_pr_number": 45513,
3469
+ "similarity": 0.456,
3470
+ "content_similarity": 0.377,
3471
+ "size_similarity": 0.375,
3472
+ "breadth_similarity": 0.95,
3473
+ "concentration_similarity": 0.807,
3474
+ "shared_filenames": [
3475
+ "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
3476
+ "src/transformers/models/qwen3_5/modular_qwen3_5.py",
3477
+ "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
3478
+ "src/transformers/models/qwen3_next/modular_qwen3_next.py",
3479
+ "tests/models/qwen3_5/test_modeling_qwen3_5.py"
3480
+ ],
3481
+ "shared_directories": [
3482
+ "src/transformers/models/qwen3_5",
3483
+ "src/transformers/models/qwen3_next",
3484
+ "src/transformers/models",
3485
+ "tests/models/qwen3_5",
3486
+ "src/transformers",
3487
+ "tests/models",
3488
+ "src",
3489
+ "tests"
3490
+ ]
3491
+ }
3492
+ ]
3493
+ },
3494
  {
3495
  "cluster_id": "pr-scope-41356-2",
3496
  "pr_numbers": [
 
3667
  45618
3668
  ],
3669
  "representative_pr_number": 42655,
3670
+ "average_similarity": 0.371,
3671
  "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #42655.",
3672
  "shared_filenames": [
3673
  "src/transformers/generation/utils.py"
 
3681
  {
3682
  "left_pr_number": 42655,
3683
  "right_pr_number": 45618,
3684
+ "similarity": 0.371,
3685
+ "content_similarity": 0.203,
3686
  "size_similarity": 0.974,
3687
  "breadth_similarity": 0.389,
3688
  "concentration_similarity": 0.878,
pr_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:2d0020bc6726b19b1ea091bcd32ba95a1d67059e8027483d3e8e1531b90f706b
3
- size 1395758
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bdbbe892c0f71eecc61df3ab764acd980bef09d8a1cdddc49731ac300aff83f0
3
+ size 1399133
pr_diffs.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:013ada77a90b963c8fb3850a1580c8512d341841c225ea461426e55f2209779a
3
- size 21837989
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9b226bf226432c044122e690681d02c788f4980be2b910fde1d9aaf1a0777f43
3
+ size 21849105
pr_files.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:97864327e66e5df0cd6a9f3b7274e37b15f5fe71523ae3ab8e0935665ebb52e1
3
- size 42039616
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:61c7b54caab7c4399b8fd7541b31c41d2799d52120284fa0148669e3573e88b8
3
+ size 42055274
pull_requests.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:c9902ce1b89a0307f6a15ee1c0de80debc70b86427bd626e88f99f784f2efbb0
3
- size 1684901
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4a03fbb143f277a3628b81f26b5ead5a8a3bd81c38a79ec3e5d685f07caeb777
3
+ size 1688522
review_comments.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:be1b3a4553f98015ecc037933fa8d0160ca0c503012746d470860f28c46e0694
3
- size 2289512
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:33bbcf1528834b19b5566c4fb093f53fca0c5d0bfadec1d0eb3abb402746fbca
3
+ size 2291492
reviews.parquet CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:2b6af1bc812c3e7ed0a72e0191451f9b8f4650e56f6585d51a5b710bfcc20678
3
- size 702936
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7b6b6955950b16f656abf796f0a01a0e34fcfed57c9246dd8816f7484dd7b7a9
3
+ size 703467
snapshots/20260502T120033Z/manifest.json ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "artifacts": {
3
+ "archived_pr_scope_clusters_json": "snapshots/20260502T120033Z/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": 9694,
11
+ "issues": 671,
12
+ "links": 2986,
13
+ "new_contributors": 354,
14
+ "pr_diffs": 2073,
15
+ "pr_files": 29520,
16
+ "pull_requests": 2073,
17
+ "review_comments": 13441,
18
+ "reviews": 7732,
19
+ "timeline_events": 41858
20
+ },
21
+ "crawl_started_at": "2026-05-02T12:00:33Z",
22
+ "delta_counts": {
23
+ "comments": 16,
24
+ "issue_stubs": 13,
25
+ "issues": 4,
26
+ "links": 16,
27
+ "pr_diffs": 9,
28
+ "pr_files": 79,
29
+ "pull_requests": 9,
30
+ "review_comments": 399,
31
+ "reviews": 111,
32
+ "timeline_events": 300
33
+ },
34
+ "extracted_at": "2026-05-02T12:00:33Z",
35
+ "repo": "huggingface/transformers",
36
+ "snapshot_id": "20260502T120033Z",
37
+ "watermark": {
38
+ "effective_since": "2026-05-02T06:01:42Z",
39
+ "next_since": "2026-05-02T12:00:33Z"
40
+ }
41
+ }
snapshots/20260502T120033Z/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/20260502T060142Z/manifest.json",
3
- "latest_snapshot_id": "20260502T060142Z",
4
  "manifest_path": "manifest.json",
5
- "next_since": "2026-05-02T06:01:42Z",
6
  "repo": "huggingface/transformers",
7
- "snapshot_dir": "snapshots/20260502T060142Z"
8
  }
 
1
  {
2
+ "archived_manifest_path": "snapshots/20260502T120033Z/manifest.json",
3
+ "latest_snapshot_id": "20260502T120033Z",
4
  "manifest_path": "manifest.json",
5
+ "next_since": "2026-05-02T12:00:33Z",
6
  "repo": "huggingface/transformers",
7
+ "snapshot_dir": "snapshots/20260502T120033Z"
8
  }
state/watermark.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
- "effective_since": "2026-05-02T00:00:48Z",
3
- "last_successful_snapshot_id": "20260502T060142Z",
4
- "next_since": "2026-05-02T06:01:42Z",
5
  "repo": "huggingface/transformers",
6
- "updated_at": "2026-05-02T06:01:42Z"
7
  }
 
1
  {
2
+ "effective_since": "2026-05-02T06:01:42Z",
3
+ "last_successful_snapshot_id": "20260502T120033Z",
4
+ "next_since": "2026-05-02T12:00:33Z",
5
  "repo": "huggingface/transformers",
6
+ "updated_at": "2026-05-02T12:00:33Z"
7
  }