Refresh transformers dataset snapshot 20260526T000122Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260525T180030Z`
+- latest snapshot: `20260526T000122Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f17e0aefeb1d095f9a530cb1b1249a32ba69119bfcbbb01d485352a0ace431e4
-size 2520102
+oid sha256:1a0a9bb2c20053482cb0c7b68f5b173db53b166a5f8cd289c64f58065005efaa
+size 2522841

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:545799a9309751f0623452991ad54f9c86be612da425de5e786f0d1bebbe6249
-size 777037
+oid sha256:1f59e15280e86777f6d0855a721b41ab51e754f5d01b25e56b13bd7bfedd3ffb
+size 777752

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3086377050dc328fe631ddfbe2901a22f01a1ac70c815595f2005abb457c060f
-size 1071461
+oid sha256:5a16d20490c08eb4936afd193430d82c42629486053eba4985deb259f9b71c48
+size 1071495

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:573437ef8d37b658acc9264ce03e5b6a29b355198634aa92fb7f51ec743cd19c
-size 46933
+oid sha256:ec96e0fd86a6780df4c9cf421617f8cd527ad49da98dfc8a32e160ee126dc40a
+size 46958

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260525T180030Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260526T000122Z/pr-scope-clusters.json",
     "new_contributors_json": "new-contributors-report.json",
     "new_contributors_markdown": "new-contributors-report.md",
     "new_contributors_parquet": "new_contributors.parquet",
     "pr_scope_clusters_json": "pr-scope-clusters.json"
   },
   "counts": {
-    "comments": 11577,
+    "comments": 11585,
     "issues": 776,
     "links": 3611,
-    "new_contributors": 357,
-    "pr_diffs": 2441,
-    "pr_files": 33221,
-    "pull_requests": 2441,
-    "review_comments": 15181,
-    "reviews": 8751,
-    "timeline_events": 48595
+    "new_contributors": 356,
+    "pr_diffs": 2443,
+    "pr_files": 33257,
+    "pull_requests": 2443,
+    "review_comments": 15185,
+    "reviews": 8756,
+    "timeline_events": 48639
   },
-  "crawl_started_at": "2026-05-25T18:00:30Z",
+  "crawl_started_at": "2026-05-26T00:01:22Z",
   "delta_counts": {
-    "comments": 40,
-    "issue_stubs": 51,
-    "issues": 15,
-    "links": 61,
-    "pr_diffs": 36,
-    "pr_files": 227,
-    "pull_requests": 36,
-    "review_comments": 782,
-    "reviews": 318,
-    "timeline_events": 1358
+    "comments": 8,
+    "issue_stubs": 12,
+    "issues": 1,
+    "links": 18,
+    "pr_diffs": 11,
+    "pr_files": 79,
+    "pull_requests": 11,
+    "review_comments": 19,
+    "reviews": 15,
+    "timeline_events": 292
   },
-  "extracted_at": "2026-05-25T18:00:30Z",
+  "extracted_at": "2026-05-26T00:01:22Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260525T180030Z",
+  "snapshot_id": "20260526T000122Z",
   "watermark": {
-    "effective_since": "2026-05-25T12:00:39Z",
-    "next_since": "2026-05-25T18:00:30Z"
+    "effective_since": "2026-05-25T18:00:30Z",
+    "next_since": "2026-05-26T00:01:22Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260525T180030Z",
-  "generated_at": "2026-05-25T18:02:37Z",
+  "snapshot_id": "20260526T000122Z",
+  "generated_at": "2026-05-26T00:02:07Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 357,
-    "first_seen_in_snapshot": 0,
-    "known_via_prior_merged_pr": 149,
-    "previous_primary_author_count": 1220,
-    "selected_seen_in_previous_primary": 357,
-    "previous_report_contributor_count": 359,
-    "selected_overlap_previous_report": 357,
-    "selected_overlap_previous_report_rate": 1.0,
-    "reused_previous_report_entries": 354,
-    "reused_known_merged_contributors": 148,
-    "live_fetches": 3,
+    "selected_contributors": 356,
+    "first_seen_in_snapshot": 1,
+    "known_via_prior_merged_pr": 151,
+    "previous_primary_author_count": 1222,
+    "selected_seen_in_previous_primary": 355,
+    "previous_report_contributor_count": 357,
+    "selected_overlap_previous_report": 355,
+    "selected_overlap_previous_report_rate": 0.9972,
+    "reused_previous_report_entries": 352,
+    "reused_known_merged_contributors": 150,
+    "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 0.517,
-    "enrichment_avg_seconds_per_author": 0.001,
+    "enrichment_elapsed_seconds": 4.02,
+    "enrichment_avg_seconds_per_author": 0.011,
     "enrichment_failures": 3
   },
   "contributors": [
@@ -409,12 +409,12 @@
       "repo_first_seen_at": "2024-09-26T09:23:39Z",
       "repo_last_seen_at": "2026-05-25T04:17:10Z",
       "repo_primary_artifact_count": 78,
-      "repo_artifact_count": 3327,
+      "repo_artifact_count": 3329,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 78,
       "snapshot_comment_count": 548,
-      "snapshot_review_count": 827,
-      "snapshot_review_comment_count": 1874,
+      "snapshot_review_count": 828,
+      "snapshot_review_comment_count": 1875,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -489,11 +489,11 @@
       "repo_first_seen_at": "2023-02-24T14:13:29Z",
       "repo_last_seen_at": "2026-05-25T11:28:31Z",
       "repo_primary_artifact_count": 61,
-      "repo_artifact_count": 2080,
+      "repo_artifact_count": 2081,
       "snapshot_issue_count": 3,
       "snapshot_pr_count": 58,
       "snapshot_comment_count": 182,
-      "snapshot_review_count": 616,
+      "snapshot_review_count": 617,
       "snapshot_review_comment_count": 1221,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -1799,14 +1799,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
       "repo_first_seen_at": "2025-07-04T08:41:29Z",
-      "repo_last_seen_at": "2026-05-25T11:32:43Z",
+      "repo_last_seen_at": "2026-05-25T21:40:56Z",
       "repo_primary_artifact_count": 21,
-      "repo_artifact_count": 514,
+      "repo_artifact_count": 516,
       "snapshot_issue_count": 3,
       "snapshot_pr_count": 18,
       "snapshot_comment_count": 61,
-      "snapshot_review_count": 229,
-      "snapshot_review_comment_count": 203,
+      "snapshot_review_count": 230,
+      "snapshot_review_comment_count": 204,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -3170,8 +3170,8 @@
             "number": 46142,
             "title": "Fix TypeError on list-typed ignore_keys_at_rope_validation in RoPE config",
             "url": "https://github.com/huggingface/transformers/pull/46142",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-21T13:17:26Z"
           },
@@ -3202,7 +3202,7 @@
             "number": 46121,
             "title": "`convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list",
             "url": "https://github.com/huggingface/transformers/issues/46121",
-            "state": "open",
+            "state": "closed",
             "merged": null,
             "draft": null,
             "created_at": "2026-05-20T15:30:41Z"
@@ -3554,6 +3554,86 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "RyanMullins",
+      "name": "Ryan Mullins",
+      "profile_url": "https://github.com/RyanMullins",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins",
+      "repo_first_seen_at": "2025-03-12T07:35:51Z",
+      "repo_last_seen_at": "2026-04-23T14:11:12Z",
+      "repo_primary_artifact_count": 6,
+      "repo_artifact_count": 12,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 6,
+      "snapshot_comment_count": 5,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 5413,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [
+        "google-deepmind",
+        "PAIR-code"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 4,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.5,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45605,
+            "title": "Processing Utils: continue when content is a string",
+            "url": "https://github.com/huggingface/transformers/pull/45605",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-23T14:11:12Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45328,
+            "title": "Update Gemma4 weight conversion script",
+            "url": "https://github.com/huggingface/transformers/pull/45328",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-08T20:43:42Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45192,
+            "title": "casually dropping the most capable open weights on the planet",
+            "url": "https://github.com/huggingface/transformers/pull/45192",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-02T14:35:18Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "XciD",
       "name": "Adrien",
@@ -3818,86 +3898,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "RyanMullins",
-      "name": "Ryan Mullins",
-      "profile_url": "https://github.com/RyanMullins",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins",
-      "repo_first_seen_at": "2026-03-12T13:32:25Z",
-      "repo_last_seen_at": "2026-04-23T14:11:12Z",
-      "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 11,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 5,
-      "snapshot_comment_count": 5,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 5413,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [
-        "google-deepmind",
-        "PAIR-code"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 4,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.5,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45605,
-            "title": "Processing Utils: continue when content is a string",
-            "url": "https://github.com/huggingface/transformers/pull/45605",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-23T14:11:12Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45328,
-            "title": "Update Gemma4 weight conversion script",
-            "url": "https://github.com/huggingface/transformers/pull/45328",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-08T20:43:42Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45192,
-            "title": "casually dropping the most capable open weights on the planet",
-            "url": "https://github.com/huggingface/transformers/pull/45192",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-02T14:35:18Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "sirzechs66",
       "name": "Kartik Gupta ",
@@ -6428,7 +6428,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -7046,73 +7046,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "asuryateja",
-      "name": "Surya Teja Addanki",
-      "profile_url": "https://github.com/asuryateja",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aasuryateja",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aasuryateja",
-      "repo_first_seen_at": "2026-03-26T21:05:17Z",
-      "repo_last_seen_at": "2026-03-26T23:48:04Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1716,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 5,
-        "merged_pr_count": 3,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.6,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.4,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45037,
-            "title": "add missing colon in custom_attention function signature in attention\u2026",
-            "url": "https://github.com/huggingface/transformers/pull/45037",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-26T23:48:04Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45035,
-            "title": "docs: add PermuteForRope to conversion operations reverse table",
-            "url": "https://github.com/huggingface/transformers/pull/45035",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-26T21:05:17Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Brianzhengca",
       "name": "Brian",
@@ -8670,73 +8603,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "matdou",
-      "name": "Mathis Doutre",
-      "profile_url": "https://github.com/matdou",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou",
-      "repo_first_seen_at": "2026-03-26T23:00:35Z",
-      "repo_last_seen_at": "2026-05-20T11:40:13Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1502,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 6,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.5,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45211,
-            "title": "[Qwen3MoE] Fix wrong return type annotation in Qwen3MoeSparseMoeBlock.forward",
-            "url": "https://github.com/huggingface/transformers/pull/45211",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-03T07:44:32Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45036,
-            "title": "[fix] BC for legacy configs with top-level rope_theta when rope_parameters is set via rope_scaling",
-            "url": "https://github.com/huggingface/transformers/pull/45036",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-26T23:00:35Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "moonbogi",
       "name": "Leo Moon",
@@ -9146,12 +9012,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi",
       "repo_first_seen_at": "2026-05-07T01:29:32Z",
-      "repo_last_seen_at": "2026-05-22T07:10:53Z",
+      "repo_last_seen_at": "2026-05-25T18:19:23Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "CONTRIBUTOR",
@@ -9190,7 +9056,7 @@
           {
             "kind": "pull_request",
             "number": 46152,
-            "title": "Use importlib.resources for self-source reads",
+            "title": "Avoid reading self source code via file open()",
             "url": "https://github.com/huggingface/transformers/pull/46152",
             "state": "open",
             "merged": false,
@@ -11463,6 +11329,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "matdou",
+      "name": "Mathis Doutre",
+      "profile_url": "https://github.com/matdou",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou",
+      "repo_first_seen_at": "2026-03-26T23:00:35Z",
+      "repo_last_seen_at": "2026-05-20T11:40:13Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 2,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 1502,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 6,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.5,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45211,
+            "title": "[Qwen3MoE] Fix wrong return type annotation in Qwen3MoeSparseMoeBlock.forward",
+            "url": "https://github.com/huggingface/transformers/pull/45211",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-03T07:44:32Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45036,
+            "title": "[fix] BC for legacy configs with top-level rope_theta when rope_parameters is set via rope_scaling",
+            "url": "https://github.com/huggingface/transformers/pull/45036",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-03-26T23:00:35Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "mitre88",
       "name": "Dr Alex Mitre",
@@ -11597,73 +11530,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "sdharani91",
-      "name": null,
-      "profile_url": "https://github.com/sdharani91",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91",
-      "repo_first_seen_at": "2026-03-18T05:45:40Z",
-      "repo_last_seen_at": "2026-05-12T21:32:05Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 71,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 21,
-      "snapshot_review_count": 24,
-      "snapshot_review_comment_count": 24,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 3365,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.6667,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45034,
-            "title": "Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator",
-            "url": "https://github.com/huggingface/transformers/pull/45034",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-26T20:52:51Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44867,
-            "title": "Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels",
-            "url": "https://github.com/huggingface/transformers/pull/44867",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-19T17:31:45Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "vasanthrpjan1-boop",
       "name": "vasanth pandiaraj",
@@ -12110,7 +11976,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -13322,7 +13188,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -13698,7 +13564,7 @@
             "url": "https://github.com/huggingface/transformers/pull/46180",
             "state": "open",
             "merged": false,
-            "draft": true,
+            "draft": false,
             "created_at": "2026-05-24T11:10:02Z"
           }
         ],
@@ -21199,6 +21065,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "petecao",
+      "name": "Peter Cao",
+      "profile_url": "https://github.com/petecao",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apetecao",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apetecao",
+      "repo_first_seen_at": "2026-05-25T19:01:18Z",
+      "repo_last_seen_at": "2026-05-25T19:01:18Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 2982,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46203,
+            "title": "Fix Gemma4 Array Mask Indexing",
+            "url": "https://github.com/huggingface/transformers/pull/46203",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-25T19:01:18Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "PHclaw",
       "name": "PH penguin",
@@ -22120,12 +22043,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASanjays2402",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASanjays2402",
       "repo_first_seen_at": "2026-05-23T19:26:01Z",
-      "repo_last_seen_at": "2026-05-23T19:26:01Z",
+      "repo_last_seen_at": "2026-05-25T19:03:33Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -22177,12 +22100,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASAY-5",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASAY-5",
       "repo_first_seen_at": "2026-04-20T05:44:53Z",
-      "repo_last_seen_at": "2026-05-25T05:04:06Z",
+      "repo_last_seen_at": "2026-05-25T22:23:55Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -22359,7 +22282,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260525T180030Z`
-- Generated: `2026-05-25T18:02:37Z`
+- Snapshot: `20260526T000122Z`
+- Generated: `2026-05-26T00:02:07Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `356`
 
 ## Summary
 
@@ -49,10 +49,10 @@
 | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `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 |
+| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
-| `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 |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `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 |
@@ -92,7 +92,6 @@
 | `akintunero` | [profile](https://github.com/akintunero) | no | CONTRIBUTOR | 3950d | `2026-03-30T13:48:47Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `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 |
-| `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
 | `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 |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
@@ -116,7 +115,6 @@
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
@@ -154,9 +152,9 @@
 | `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 |
 | `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 |
 | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
-| `sdharani91` | [profile](https://github.com/sdharani91) | no | CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `wilnn` | [profile](https://github.com/wilnn) | no | CONTRIBUTOR | 1758d | `2026-03-10T22:37:36Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
@@ -315,6 +313,7 @@
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `petecao` | [profile](https://github.com/petecao) | yes | FIRST_TIME_CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PHclaw` | [profile](https://github.com/PHclaw) | no | NONE | 26d | `2026-04-29T02:08:23Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share; targets high-star repos |
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -478,7 +477,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **78**
 - snapshot authored PRs/issues: **78 PRs / 0 issues**
-- snapshot discussion activity: **548 comments / 827 reviews / 1874 review comments**
+- snapshot discussion activity: **548 comments / 828 reviews / 1875 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -501,7 +500,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **61**
 - snapshot authored PRs/issues: **58 PRs / 3 issues**
-- snapshot discussion activity: **182 comments / 616 reviews / 1221 review comments**
+- snapshot discussion activity: **182 comments / 617 reviews / 1221 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -839,12 +838,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-05-25T11:32:43Z`
+- repo last seen: `2026-05-25T21:40:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **18 PRs / 3 issues**
-- snapshot discussion activity: **61 comments / 229 reviews / 203 review comments**
+- snapshot discussion activity: **61 comments / 230 reviews / 204 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -1229,10 +1228,10 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46142: Fix TypeError on list-typed ignore_keys_at_rope_validation in RoPE config](https://github.com/huggingface/transformers/pull/46142) — open
+- [PR #46142: Fix TypeError on list-typed ignore_keys_at_rope_validation in RoPE config](https://github.com/huggingface/transformers/pull/46142) — closed, merged
 - [PR #45718: Fix check_auto.py wiping auto_mappings.py due to missing flush](https://github.com/huggingface/transformers/pull/45718) — open
 - [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — closed
-- [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — open
+- [Issue #46121: `convert_rope_params_to_dict` raises `TypeError` when `ignore_keys_at_rope_validation` is a JSON-loaded list](https://github.com/huggingface/transformers/issues/46121) — closed
 
 ### `hkc5`
 
@@ -1329,6 +1328,29 @@ Example artifacts:
 - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
 - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
 
+### `RyanMullins`
+
+- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
+- repo first seen: `2025-03-12T07:35:51Z`
+- repo last seen: `2026-04-23T14:11:12Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
+- account age: **5413 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `google-deepmind`, `PAIR-code`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45605: Processing Utils: continue when content is a string](https://github.com/huggingface/transformers/pull/45605) — closed, merged
+- [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
+- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
+
 ### `XciD`
 
 - profile: [github.com/XciD](https://github.com/XciD)
@@ -1401,29 +1423,6 @@ Example artifacts:
 - [PR #45791: fix: validate special token ids against attribute values](https://github.com/huggingface/transformers/pull/45791) — closed, merged
 - [PR #45757: fix: align attention_mask padding with appended eos token in clvp](https://github.com/huggingface/transformers/pull/45757) — closed
 
-### `RyanMullins`
-
-- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
-- repo first seen: `2026-03-12T13:32:25Z`
-- repo last seen: `2026-04-23T14:11:12Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
-- account age: **5413 days**
-- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: `google-deepmind`, `PAIR-code`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45605: Processing Utils: continue when content is a string](https://github.com/huggingface/transformers/pull/45605) — closed, merged
-- [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
-- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
-
 ### `sirzechs66`
 
 - profile: [github.com/sirzechs66](https://github.com/sirzechs66)
@@ -2332,28 +2331,6 @@ Example artifacts:
 - [PR #45566: fix: raise clear error when tokenizer config uses v5 list format on older versions](https://github.com/huggingface/transformers/pull/45566) — closed
 - [PR #45565: fix: remove stale num_return_sequences warning in paged generate](https://github.com/huggingface/transformers/pull/45565) — closed
 
-### `asuryateja`
-
-- profile: [github.com/asuryateja](https://github.com/asuryateja)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aasuryateja)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aasuryateja)
-- repo first seen: `2026-03-26T21:05:17Z`
-- repo last seen: `2026-03-26T23:48:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1716 days**
-- recent public PR activity: **5 PRs** (3 merged / 0 closed-unmerged / 2 open; merged rate **60%**, closed-unmerged rate **0%**, open rate **40%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-
-Example artifacts:
-- [PR #45037: add missing colon in custom_attention function signature in attention…](https://github.com/huggingface/transformers/pull/45037) — open
-- [PR #45035: docs: add PermuteForRope to conversion operations reverse table](https://github.com/huggingface/transformers/pull/45035) — closed, merged
-
 ### `Brianzhengca`
 
 - profile: [github.com/Brianzhengca](https://github.com/Brianzhengca)
@@ -2861,28 +2838,6 @@ Example artifacts:
 - [PR #45896: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45896) — closed, merged
 - [PR #45849: Enhance apply_chat_template to support custom field prefilling (reasoning_content, thinking, etc.)](https://github.com/huggingface/transformers/pull/45849) — closed
 
-### `matdou`
-
-- profile: [github.com/matdou](https://github.com/matdou)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou)
-- repo first seen: `2026-03-26T23:00:35Z`
-- repo last seen: `2026-05-20T11:40:13Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1502 days**
-- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45211: [Qwen3MoE] Fix wrong return type annotation in Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45211) — closed
-- [PR #45036: [fix] BC for legacy configs with top-level rope_theta when rope_parameters is set via rope_scaling](https://github.com/huggingface/transformers/pull/45036) — closed
-
 ### `moonbogi`
 
 - profile: [github.com/moonbogi](https://github.com/moonbogi)
@@ -3021,12 +2976,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
 - repo first seen: `2026-05-07T01:29:32Z`
-- repo last seen: `2026-05-22T07:10:53Z`
+- repo last seen: `2026-05-25T18:19:23Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **4994 days**
 - recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
 - public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
@@ -3034,7 +2989,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46152: Use importlib.resources for self-source reads](https://github.com/huggingface/transformers/pull/46152) — open
+- [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
 - [PR #45815: Get rid of deprecated use_return_dict call.](https://github.com/huggingface/transformers/pull/45815) — closed, merged
 
 ### `rmotgi1227`
@@ -3719,6 +3674,28 @@ Example artifacts:
 - [PR #45235: feat/rfc/poc: Agnostic GPU](https://github.com/huggingface/transformers/pull/45235) — closed, draft
 - [PR #44980: bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available](https://github.com/huggingface/transformers/pull/44980) — closed
 
+### `matdou`
+
+- profile: [github.com/matdou](https://github.com/matdou)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou)
+- repo first seen: `2026-03-26T23:00:35Z`
+- repo last seen: `2026-05-20T11:40:13Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **1502 days**
+- recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45211: [Qwen3MoE] Fix wrong return type annotation in Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45211) — closed
+- [PR #45036: [fix] BC for legacy configs with top-level rope_theta when rope_parameters is set via rope_scaling](https://github.com/huggingface/transformers/pull/45036) — closed
+
 ### `mitre88`
 
 - profile: [github.com/mitre88](https://github.com/mitre88)
@@ -3763,28 +3740,6 @@ Example artifacts:
 - [PR #45471: Add EXAONE 4.5 implementations](https://github.com/huggingface/transformers/pull/45471) — closed, merged
 - [PR #43080: Add EXAONE-MoE implementations](https://github.com/huggingface/transformers/pull/43080) — closed, merged
 
-### `sdharani91`
-
-- profile: [github.com/sdharani91](https://github.com/sdharani91)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
-- repo first seen: `2026-03-18T05:45:40Z`
-- repo last seen: `2026-05-12T21:32:05Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **21 comments / 24 reviews / 24 review comments**
-- account age: **3365 days**
-- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45034: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels from data collator](https://github.com/huggingface/transformers/pull/45034) — closed, merged
-- [PR #44867: Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels](https://github.com/huggingface/transformers/pull/44867) — closed
-
 ### `vasanthrpjan1-boop`
 
 - profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
@@ -4427,7 +4382,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46180: Add Fun-ASR-Nano model](https://github.com/huggingface/transformers/pull/46180) — open, draft
+- [PR #46180: Add Fun-ASR-Nano model](https://github.com/huggingface/transformers/pull/46180) — open
 - [Issue #46179: [New model] Add Fun-ASR-Nano (FunAudioLLM/Fun-ASR-Nano-2512)](https://github.com/huggingface/transformers/issues/46179) — open
 
 ### `masoudpz`
@@ -7149,6 +7104,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45233: feat: make timesfm2_5 onnx export compatible](https://github.com/huggingface/transformers/pull/45233) — open
 
+### `petecao`
+
+- profile: [github.com/petecao](https://github.com/petecao)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apetecao)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apetecao)
+- repo first seen: `2026-05-25T19:01:18Z`
+- repo last seen: `2026-05-25T19:01:18Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **2982 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46203: Fix Gemma4 Array Mask Indexing](https://github.com/huggingface/transformers/pull/46203) — open
+
 ### `PHclaw`
 
 - profile: [github.com/PHclaw](https://github.com/PHclaw)
@@ -7491,12 +7467,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASanjays2402)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASanjays2402)
 - repo first seen: `2026-05-23T19:26:01Z`
-- repo last seen: `2026-05-23T19:26:01Z`
+- repo last seen: `2026-05-25T19:03:33Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **2554 days**
 - recent public PR activity: **204 PRs** (46 merged / 92 closed-unmerged / 66 open; merged rate **23%**, closed-unmerged rate **45%**, open rate **32%**)
 - public orgs: none visible
@@ -7512,12 +7488,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASAY-5)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASAY-5)
 - repo first seen: `2026-04-20T05:44:53Z`
-- repo last seen: `2026-05-25T05:04:06Z`
+- repo last seen: `2026-05-25T22:23:55Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **172 days**
 - recent public PR activity: **595 PRs** (86 merged / 144 closed-unmerged / 365 open; merged rate **14%**, closed-unmerged rate **24%**, open rate **61%**)
 - public orgs: none visible

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d9aa3adf199efb62e6d269c40f91f2f9b774971a2a6a4e9188383731cb83c24a
-size 63514
+oid sha256:52f39f516f73150a5dbd9d79616dcb05664ed745f4d1d799dabb94a906718c06
+size 63509

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260525T180030Z",
-  "generated_at": "2026-05-25T18:02:35Z",
+  "snapshot_id": "20260526T000122Z",
+  "generated_at": "2026-05-26T00:02:02Z",
   "cluster_count": 57,
   "pr_scope_clusters": [
     {
@@ -226,7 +226,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 43663,
           "similarity": 0.463,
-          "content_similarity": 0.353,
+          "content_similarity": 0.354,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -450,7 +450,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44257,
           "similarity": 0.426,
-          "content_similarity": 0.342,
+          "content_similarity": 0.343,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -513,7 +513,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44189,
-          "similarity": 0.402,
+          "similarity": 0.403,
           "content_similarity": 0.313,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
@@ -530,7 +530,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 45055,
           "similarity": 0.401,
-          "content_similarity": 0.333,
+          "content_similarity": 0.334,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -674,7 +674,7 @@
           "left_pr_number": 45055,
           "right_pr_number": 45067,
           "similarity": 0.382,
-          "content_similarity": 0.305,
+          "content_similarity": 0.306,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -833,7 +833,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45055,
-          "similarity": 0.347,
+          "similarity": 0.348,
           "content_similarity": 0.27,
           "size_similarity": 0.055,
           "breadth_similarity": 1.0,
@@ -925,7 +925,7 @@
         46176
       ],
       "representative_pr_number": 45817,
-      "average_similarity": 0.432,
+      "average_similarity": 0.431,
       "summary": "8 open PRs share weighted file overlap around `tests/models/gemma4/test_modeling_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45817.",
       "shared_filenames": [
         "tests/models/gemma4/test_modeling_gemma4.py",
@@ -948,8 +948,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45438,
-          "similarity": 0.759,
-          "content_similarity": 0.782,
+          "similarity": 0.758,
+          "content_similarity": 0.779,
           "size_similarity": 0.42,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.989,
@@ -976,8 +976,8 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45607,
-          "similarity": 0.757,
-          "content_similarity": 0.799,
+          "similarity": 0.758,
+          "content_similarity": 0.801,
           "size_similarity": 0.778,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.778,
@@ -993,8 +993,8 @@
         {
           "left_pr_number": 45817,
           "right_pr_number": 46176,
-          "similarity": 0.619,
-          "content_similarity": 0.516,
+          "similarity": 0.616,
+          "content_similarity": 0.512,
           "size_similarity": 0.735,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.947,
@@ -1016,8 +1016,8 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45817,
-          "similarity": 0.597,
-          "content_similarity": 0.545,
+          "similarity": 0.596,
+          "content_similarity": 0.543,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.806,
@@ -1039,8 +1039,8 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 46176,
-          "similarity": 0.564,
-          "content_similarity": 0.53,
+          "similarity": 0.562,
+          "content_similarity": 0.527,
           "size_similarity": 0.367,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.753,
@@ -1059,25 +1059,6 @@
             "tests"
           ]
         },
-        {
-          "left_pr_number": 45294,
-          "right_pr_number": 45883,
-          "similarity": 0.552,
-          "content_similarity": 0.477,
-          "size_similarity": 0.933,
-          "breadth_similarity": 0.325,
-          "concentration_similarity": 0.908,
-          "shared_filenames": [
-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
         {
           "left_pr_number": 45607,
           "right_pr_number": 46079,
@@ -1095,11 +1076,30 @@
             "tests"
           ]
         },
+        {
+          "left_pr_number": 45294,
+          "right_pr_number": 45883,
+          "similarity": 0.549,
+          "content_similarity": 0.474,
+          "size_similarity": 0.933,
+          "breadth_similarity": 0.325,
+          "concentration_similarity": 0.908,
+          "shared_filenames": [
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 45438,
           "right_pr_number": 45883,
-          "similarity": 0.546,
-          "content_similarity": 0.585,
+          "similarity": 0.545,
+          "content_similarity": 0.582,
           "size_similarity": 0.392,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.92,
@@ -1117,8 +1117,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45817,
-          "similarity": 0.529,
-          "content_similarity": 0.576,
+          "similarity": 0.526,
+          "content_similarity": 0.571,
           "size_similarity": 0.252,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.664,
@@ -1137,30 +1137,11 @@
             "tests"
           ]
         },
-        {
-          "left_pr_number": 45883,
-          "right_pr_number": 46176,
-          "similarity": 0.502,
-          "content_similarity": 0.408,
-          "size_similarity": 0.875,
-          "breadth_similarity": 0.583,
-          "concentration_similarity": 0.531,
-          "shared_filenames": [
-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py"
-          ],
-          "shared_directories": [
-            "src/transformers/models/gemma4",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
         {
           "left_pr_number": 45606,
           "right_pr_number": 46079,
-          "similarity": 0.498,
-          "content_similarity": 0.437,
+          "similarity": 0.499,
+          "content_similarity": 0.438,
           "size_similarity": 0.444,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.84,
@@ -1177,11 +1158,30 @@
             "tests"
           ]
         },
+        {
+          "left_pr_number": 45883,
+          "right_pr_number": 46176,
+          "similarity": 0.499,
+          "content_similarity": 0.404,
+          "size_similarity": 0.875,
+          "breadth_similarity": 0.583,
+          "concentration_similarity": 0.531,
+          "shared_filenames": [
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
         {
           "left_pr_number": 45294,
           "right_pr_number": 46176,
-          "similarity": 0.494,
-          "content_similarity": 0.408,
+          "similarity": 0.49,
+          "content_similarity": 0.401,
           "size_similarity": 0.817,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.622,
@@ -1203,8 +1203,8 @@
         {
           "left_pr_number": 45817,
           "right_pr_number": 46079,
-          "similarity": 0.481,
-          "content_similarity": 0.475,
+          "similarity": 0.483,
+          "content_similarity": 0.477,
           "size_similarity": 0.222,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.646,
@@ -1224,8 +1224,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45817,
-          "similarity": 0.479,
-          "content_similarity": 0.428,
+          "similarity": 0.475,
+          "content_similarity": 0.423,
           "size_similarity": 0.6,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.675,
@@ -1244,11 +1244,28 @@
             "tests"
           ]
         },
+        {
+          "left_pr_number": 45607,
+          "right_pr_number": 45817,
+          "similarity": 0.466,
+          "content_similarity": 0.481,
+          "size_similarity": 0.389,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.583,
+          "shared_filenames": [
+            "tests/models/gemma4/test_modeling_gemma4.py"
+          ],
+          "shared_directories": [
+            "tests/models/gemma4",
+            "tests/models",
+            "tests"
+          ]
+        },
         {
           "left_pr_number": 45817,
           "right_pr_number": 45883,
-          "similarity": 0.468,
-          "content_similarity": 0.406,
+          "similarity": 0.465,
+          "content_similarity": 0.401,
           "size_similarity": 0.643,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.583,
@@ -1263,28 +1280,11 @@
             "src"
           ]
         },
-        {
-          "left_pr_number": 45607,
-          "right_pr_number": 45817,
-          "similarity": 0.464,
-          "content_similarity": 0.478,
-          "size_similarity": 0.389,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.583,
-          "shared_filenames": [
-            "tests/models/gemma4/test_modeling_gemma4.py"
-          ],
-          "shared_directories": [
-            "tests/models/gemma4",
-            "tests/models",
-            "tests"
-          ]
-        },
         {
           "left_pr_number": 45438,
           "right_pr_number": 46176,
-          "similarity": 0.456,
-          "content_similarity": 0.456,
+          "similarity": 0.451,
+          "content_similarity": 0.449,
           "size_similarity": 0.343,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.611,
@@ -1306,8 +1306,8 @@
         {
           "left_pr_number": 45607,
           "right_pr_number": 46176,
-          "similarity": 0.427,
-          "content_similarity": 0.451,
+          "similarity": 0.428,
+          "content_similarity": 0.453,
           "size_similarity": 0.286,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.531,
@@ -1323,8 +1323,8 @@
         {
           "left_pr_number": 46079,
           "right_pr_number": 46176,
-          "similarity": 0.426,
-          "content_similarity": 0.412,
+          "similarity": 0.427,
+          "content_similarity": 0.414,
           "size_similarity": 0.163,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.593,
@@ -1344,8 +1344,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45606,
-          "similarity": 0.348,
-          "content_similarity": 0.293,
+          "similarity": 0.345,
+          "content_similarity": 0.288,
           "size_similarity": 0.3,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.869,
@@ -1367,8 +1367,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45606,
-          "similarity": 0.343,
-          "content_similarity": 0.323,
+          "similarity": 0.339,
+          "content_similarity": 0.318,
           "size_similarity": 0.126,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.858,
@@ -1390,8 +1390,8 @@
         {
           "left_pr_number": 45606,
           "right_pr_number": 45883,
-          "similarity": 0.322,
-          "content_similarity": 0.252,
+          "similarity": 0.32,
+          "content_similarity": 0.249,
           "size_similarity": 0.321,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.778,
@@ -1409,7 +1409,7 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 46079,
-          "similarity": 0.206,
+          "similarity": 0.207,
           "content_similarity": 0.133,
           "size_similarity": 0.133,
           "breadth_similarity": 0.45,
@@ -1430,7 +1430,7 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 46079,
-          "similarity": 0.196,
+          "similarity": 0.197,
           "content_similarity": 0.134,
           "size_similarity": 0.056,
           "breadth_similarity": 0.45,
@@ -1451,8 +1451,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45607,
-          "similarity": 0.185,
-          "content_similarity": 0.117,
+          "similarity": 0.186,
+          "content_similarity": 0.118,
           "size_similarity": 0.233,
           "breadth_similarity": 0.225,
           "concentration_similarity": 0.908,
@@ -1469,7 +1469,7 @@
           "left_pr_number": 45883,
           "right_pr_number": 46079,
           "similarity": 0.169,
-          "content_similarity": 0.037,
+          "content_similarity": 0.036,
           "size_similarity": 0.143,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.938,
@@ -1484,8 +1484,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45607,
-          "similarity": 0.165,
-          "content_similarity": 0.117,
+          "similarity": 0.166,
+          "content_similarity": 0.118,
           "size_similarity": 0.098,
           "breadth_similarity": 0.225,
           "concentration_similarity": 0.92,
@@ -1530,7 +1530,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 44543,
           "similarity": 0.686,
-          "content_similarity": 0.663,
+          "content_similarity": 0.664,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.683,
@@ -1828,7 +1828,7 @@
           "left_pr_number": 44974,
           "right_pr_number": 45635,
           "similarity": 0.72,
-          "content_similarity": 0.721,
+          "content_similarity": 0.722,
           "size_similarity": 0.59,
           "breadth_similarity": 0.8,
           "concentration_similarity": 0.929,
@@ -1847,7 +1847,7 @@
           "left_pr_number": 45635,
           "right_pr_number": 45996,
           "similarity": 0.649,
-          "content_similarity": 0.595,
+          "content_similarity": 0.596,
           "size_similarity": 0.714,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.758,
@@ -1866,7 +1866,7 @@
           "left_pr_number": 44974,
           "right_pr_number": 45996,
           "similarity": 0.587,
-          "content_similarity": 0.56,
+          "content_similarity": 0.561,
           "size_similarity": 0.422,
           "breadth_similarity": 0.9,
           "concentration_similarity": 0.829,
@@ -1941,7 +1941,7 @@
           "left_pr_number": 43785,
           "right_pr_number": 45635,
           "similarity": 0.341,
-          "content_similarity": 0.252,
+          "content_similarity": 0.251,
           "size_similarity": 0.286,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.767,
@@ -1957,7 +1957,7 @@
           "left_pr_number": 43785,
           "right_pr_number": 44974,
           "similarity": 0.332,
-          "content_similarity": 0.287,
+          "content_similarity": 0.288,
           "size_similarity": 0.169,
           "breadth_similarity": 0.633,
           "concentration_similarity": 0.838,
@@ -1975,7 +1975,7 @@
           "left_pr_number": 45996,
           "right_pr_number": 46197,
           "similarity": 0.302,
-          "content_similarity": 0.243,
+          "content_similarity": 0.244,
           "size_similarity": 0.209,
           "breadth_similarity": 0.708,
           "concentration_similarity": 0.594,
@@ -2378,7 +2378,7 @@
           "left_pr_number": 43549,
           "right_pr_number": 44547,
           "similarity": 0.422,
-          "content_similarity": 0.331,
+          "content_similarity": 0.332,
           "size_similarity": 0.267,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2431,7 +2431,7 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 45985,
-          "similarity": 0.617,
+          "similarity": 0.618,
           "content_similarity": 0.511,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
@@ -2465,7 +2465,7 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.535,
+          "similarity": 0.536,
           "content_similarity": 0.448,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
@@ -2483,7 +2483,7 @@
           "left_pr_number": 44872,
           "right_pr_number": 45985,
           "similarity": 0.477,
-          "content_similarity": 0.424,
+          "content_similarity": 0.425,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2541,7 +2541,7 @@
         46116
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.489,
+      "average_similarity": 0.49,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -2603,7 +2603,7 @@
           "left_pr_number": 45655,
           "right_pr_number": 46116,
           "similarity": 0.427,
-          "content_similarity": 0.311,
+          "content_similarity": 0.312,
           "size_similarity": 0.391,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2742,7 +2742,7 @@
           "left_pr_number": 46104,
           "right_pr_number": 46113,
           "similarity": 0.229,
-          "content_similarity": 0.139,
+          "content_similarity": 0.138,
           "size_similarity": 0.282,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.795,
@@ -2779,7 +2779,7 @@
         46106
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.356,
+      "average_similarity": 0.355,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2792,8 +2792,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.387,
-          "content_similarity": 0.124,
+          "similarity": 0.386,
+          "content_similarity": 0.123,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2809,7 +2809,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.358,
-          "content_similarity": 0.093,
+          "content_similarity": 0.092,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2823,8 +2823,8 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 46106,
-          "similarity": 0.356,
-          "content_similarity": 0.148,
+          "similarity": 0.355,
+          "content_similarity": 0.147,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2839,7 +2839,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44407,
           "similarity": 0.349,
-          "content_similarity": 0.08,
+          "content_similarity": 0.079,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2853,7 +2853,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 46106,
-          "similarity": 0.342,
+          "similarity": 0.341,
           "content_similarity": 0.127,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
@@ -2868,8 +2868,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 46106,
-          "similarity": 0.342,
-          "content_similarity": 0.134,
+          "similarity": 0.341,
+          "content_similarity": 0.133,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3100,7 +3100,7 @@
           "left_pr_number": 43997,
           "right_pr_number": 44019,
           "similarity": 0.275,
-          "content_similarity": 0.024,
+          "content_similarity": 0.023,
           "size_similarity": 0.722,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3506,6 +3506,88 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44940-3",
+      "pr_numbers": [
+        44940,
+        45524,
+        46152
+      ],
+      "representative_pr_number": 46152,
+      "average_similarity": 0.392,
+      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/utils/import_utils.py`, `src/transformers/modeling_utils.py`; representative PR #46152.",
+      "shared_filenames": [
+        "tests/utils/test_modeling_utils.py",
+        "src/transformers/utils/import_utils.py",
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src",
+        "src/transformers/utils"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 46152,
+          "similarity": 0.471,
+          "content_similarity": 0.34,
+          "size_similarity": 0.804,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.584,
+          "shared_filenames": [
+            "src/transformers/modeling_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 45524,
+          "right_pr_number": 46152,
+          "similarity": 0.377,
+          "content_similarity": 0.293,
+          "size_similarity": 0.25,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.935,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py",
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 44940,
+          "right_pr_number": 45524,
+          "similarity": 0.328,
+          "content_similarity": 0.254,
+          "size_similarity": 0.311,
+          "breadth_similarity": 0.708,
+          "concentration_similarity": 0.65,
+          "shared_filenames": [
+            "tests/utils/test_modeling_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44889-3",
       "pr_numbers": [
@@ -4157,49 +4239,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45524-2",
-      "pr_numbers": [
-        45524,
-        46125
-      ],
-      "representative_pr_number": 45524,
-      "average_similarity": 0.682,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_import_utils.py`, `src/transformers/utils/import_utils.py`; representative PR #45524.",
-      "shared_filenames": [
-        "tests/utils/test_import_utils.py",
-        "src/transformers/utils/import_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/utils",
-        "tests/utils",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45524,
-          "right_pr_number": 46125,
-          "similarity": 0.682,
-          "content_similarity": 0.777,
-          "size_similarity": 0.224,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 0.762,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py",
-            "tests/utils/test_import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41441-2",
       "pr_numbers": [
@@ -4885,42 +4924,42 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-44940-2",
+      "cluster_id": "pr-scope-45202-2",
       "pr_numbers": [
-        44940,
-        46152
+        45202,
+        46203
       ],
-      "representative_pr_number": 44940,
-      "average_similarity": 0.477,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
+      "representative_pr_number": 45202,
+      "average_similarity": 0.468,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`; representative PR #45202.",
       "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
-        "src/transformers/modeling_utils.py"
+        "src/transformers/models/gemma4/modeling_gemma4.py",
+        "src/transformers/models/gemma4/modular_gemma4.py"
       ],
       "shared_directories": [
-        "tests/utils",
+        "src/transformers/models/gemma4",
+        "src/transformers/models",
         "src/transformers",
-        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 44940,
-          "right_pr_number": 46152,
-          "similarity": 0.477,
-          "content_similarity": 0.348,
-          "size_similarity": 0.804,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.584,
+          "left_pr_number": 45202,
+          "right_pr_number": 46203,
+          "similarity": 0.468,
+          "content_similarity": 0.293,
+          "size_similarity": 0.75,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/modeling_utils.py",
-            "tests/utils/test_modeling_utils.py"
+            "src/transformers/models/gemma4/modeling_gemma4.py",
+            "src/transformers/models/gemma4/modular_gemma4.py"
           ],
           "shared_directories": [
+            "src/transformers/models/gemma4",
+            "src/transformers/models",
             "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src"
           ]
         }
       ]
@@ -5120,7 +5159,7 @@
         45413
       ],
       "representative_pr_number": 42112,
-      "average_similarity": 0.42,
+      "average_similarity": 0.421,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
       "shared_filenames": [
         "src/transformers/generation/logits_process.py",
@@ -5137,7 +5176,7 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 45413,
-          "similarity": 0.42,
+          "similarity": 0.421,
           "content_similarity": 0.462,
           "size_similarity": 0.017,
           "breadth_similarity": 0.458,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4330b7c462de8d43614d2cd36ccff69a2168e5d940a24f67e2f3965bc1b63f55
-size 1682274
+oid sha256:6d07a84d05917fdc86780fc249c5ae2ca550d6c984867e4e801ea2a5989bd859
+size 1685155

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d5d3d3ce2c74c6e0752c5e1499edf287c2be565580da106de2e5b9f092d11b51
-size 59596971
+oid sha256:724c6e2774815c258e09412a75a9a3413a32f76b9cb89e03eb57ce8279b2b03d
+size 59690490

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9266dcdc154b31bd68ad370b63e84a3918f9d7929bfe5b41113349497b37279e
-size 48954597
+oid sha256:3a847f408f4b9e110d13d730e72cec69965d09c1d8c7ab9887629eb05b326d6a
+size 49043173

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:98070486af256c430ab39b7a7ca316bcc7e3807360dbd1e54aab5b9bf281dded
-size 2010943
+oid sha256:55a0a5419bf93c095e258e7cafd8ccab33e2413bfea734ff54fd4ef83aa15294
+size 2012189

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f81910306b120508f8ed93a309fa8a5501a534ff4d4b6d1f6084339c4d6e5d9d
-size 2599401
+oid sha256:a8d24b266d63c50de410c8c239aa8acd2ddfeb081c65f9be825ff0fcac5bb794
+size 2600477

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:25834c823fefef61c62198324f36a3783fe2ec921d834a4afede5baa672ded84
-size 813174
+oid sha256:845878e73068977c30fb987c6f0cb54e8622e812b542c16c95f20a06e700420a
+size 813715

snapshots/20260526T000122Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260526T000122Z/pr-scope-clusters.json",
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet",
+    "pr_scope_clusters_json": "pr-scope-clusters.json"
+  },
+  "counts": {
+    "comments": 11585,
+    "issues": 776,
+    "links": 3611,
+    "new_contributors": 356,
+    "pr_diffs": 2443,
+    "pr_files": 33257,
+    "pull_requests": 2443,
+    "review_comments": 15185,
+    "reviews": 8756,
+    "timeline_events": 48639
+  },
+  "crawl_started_at": "2026-05-26T00:01:22Z",
+  "delta_counts": {
+    "comments": 8,
+    "issue_stubs": 12,
+    "issues": 1,
+    "links": 18,
+    "pr_diffs": 11,
+    "pr_files": 79,
+    "pull_requests": 11,
+    "review_comments": 19,
+    "reviews": 15,
+    "timeline_events": 292
+  },
+  "extracted_at": "2026-05-26T00:01:22Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260526T000122Z",
+  "watermark": {
+    "effective_since": "2026-05-25T18:00:30Z",
+    "next_since": "2026-05-26T00:01:22Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260525T180030Z/manifest.json",
-  "latest_snapshot_id": "20260525T180030Z",
+  "archived_manifest_path": "snapshots/20260526T000122Z/manifest.json",
+  "latest_snapshot_id": "20260526T000122Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-25T18:00:30Z",
+  "next_since": "2026-05-26T00:01:22Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260525T180030Z"
+  "snapshot_dir": "snapshots/20260526T000122Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-25T12:00:39Z",
-  "last_successful_snapshot_id": "20260525T180030Z",
-  "next_since": "2026-05-25T18:00:30Z",
+  "effective_since": "2026-05-25T18:00:30Z",
+  "last_successful_snapshot_id": "20260526T000122Z",
+  "next_since": "2026-05-26T00:01:22Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-25T18:00:30Z"
+  "updated_at": "2026-05-26T00:01:22Z"
 }