Refresh transformers dataset snapshot 20260607T120016Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260607T060034Z`
+- latest snapshot: `20260607T120016Z`
 - 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:a09a0f46dceeedcb84413549a9d325a01d74dde5812840ea5e7e99c6441ac485
-size 2785005
+oid sha256:80ee75d6da84722becb3a75cc552ca0e7e5520f6ab1327b47d145e2a2970157d
+size 2785780

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d2396359e4b7fd6179e316d7a2a4f9b0560fdf27d5199a170b8d845e36cc952b
-size 845451
+oid sha256:6ebfdf968f7a401dc3c6aceb2821ef9204b35486ae780f65803eead22068bdb2
+size 848761

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:61da087a9bf0ceafe792ce2f9332987b75cc6196ce38b38ea29457997f56a5b0
-size 897079
+oid sha256:fa0ea0a5d768f21e4ce6da6c093f466f4d79cc58be2b8083cd89a9f25b948f9e
+size 897279

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fa0c360a766d82cd8a068e85cb2beb133bab71a2d5807da8ae895f95c8a409da
-size 1133594
+oid sha256:bb85480623da044f131f15fd217db6c743036b19ff318d6361023bf8dc7bcb13
+size 1134333

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:459563dd9de01615c09099772ab61674bfc00c36df2752078a59e85d8c0134b6
-size 53507
+oid sha256:60e60cc7563c039e1f92a5e25fb9ba89c1614eb864567765c5440db2719f478e
+size 53516

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260607T060034Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260607T120016Z/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": 12909,
-    "issues": 826,
+    "comments": 12916,
+    "issues": 827,
     "links": 4569,
-    "new_contributors": 353,
-    "pr_diffs": 2665,
-    "pr_files": 35991,
-    "pull_requests": 2665,
+    "new_contributors": 351,
+    "pr_diffs": 2666,
+    "pr_files": 36002,
+    "pull_requests": 2666,
     "review_comments": 16287,
     "reviews": 9598,
-    "timeline_events": 52723
+    "timeline_events": 52748
   },
-  "crawl_started_at": "2026-06-07T06:00:34Z",
+  "crawl_started_at": "2026-06-07T12:00:16Z",
   "delta_counts": {
-    "comments": 1,
-    "issue_stubs": 4,
-    "issues": 1,
-    "links": 6,
-    "pr_diffs": 3,
-    "pr_files": 13,
-    "pull_requests": 3,
-    "review_comments": 1,
-    "reviews": 1,
-    "timeline_events": 13
+    "comments": 7,
+    "issue_stubs": 11,
+    "issues": 4,
+    "links": 14,
+    "pr_diffs": 7,
+    "pr_files": 151,
+    "pull_requests": 7,
+    "review_comments": 78,
+    "reviews": 59,
+    "timeline_events": 414
   },
-  "extracted_at": "2026-06-07T06:00:34Z",
+  "extracted_at": "2026-06-07T12:00:16Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260607T060034Z",
+  "snapshot_id": "20260607T120016Z",
   "watermark": {
-    "effective_since": "2026-06-07T00:00:22Z",
-    "next_since": "2026-06-07T06:00:34Z"
+    "effective_since": "2026-06-07T06:00:34Z",
+    "next_since": "2026-06-07T12:00:16Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260607T060034Z",
-  "generated_at": "2026-06-07T06:00:57Z",
+  "snapshot_id": "20260607T120016Z",
+  "generated_at": "2026-06-07T12:00:49Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 353,
-    "first_seen_in_snapshot": 1,
-    "known_via_prior_merged_pr": 163,
-    "previous_primary_author_count": 1307,
-    "selected_seen_in_previous_primary": 352,
-    "previous_report_contributor_count": 352,
-    "selected_overlap_previous_report": 352,
-    "selected_overlap_previous_report_rate": 0.9972,
-    "reused_previous_report_entries": 348,
-    "reused_known_merged_contributors": 160,
-    "live_fetches": 5,
+    "selected_contributors": 351,
+    "first_seen_in_snapshot": 0,
+    "known_via_prior_merged_pr": 162,
+    "previous_primary_author_count": 1309,
+    "selected_seen_in_previous_primary": 351,
+    "previous_report_contributor_count": 353,
+    "selected_overlap_previous_report": 351,
+    "selected_overlap_previous_report_rate": 1.0,
+    "reused_previous_report_entries": 347,
+    "reused_known_merged_contributors": 159,
+    "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 3.226,
-    "enrichment_avg_seconds_per_author": 0.009,
+    "enrichment_elapsed_seconds": 0.686,
+    "enrichment_avg_seconds_per_author": 0.002,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -1053,6 +1053,114 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "harshaljanjani",
+      "name": "Harshal Janjani",
+      "profile_url": "https://github.com/harshaljanjani",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani",
+      "repo_first_seen_at": "2025-09-17T20:29:13Z",
+      "repo_last_seen_at": "2026-06-07T11:47:26Z",
+      "repo_primary_artifact_count": 54,
+      "repo_artifact_count": 423,
+      "snapshot_issue_count": 20,
+      "snapshot_pr_count": 34,
+      "snapshot_comment_count": 107,
+      "snapshot_review_count": 131,
+      "snapshot_review_comment_count": 131,
+      "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": 1961,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 18,
+        "merged_pr_count": 15,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.8333,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.1667,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46472,
+            "title": "feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig",
+            "url": "https://github.com/huggingface/transformers/pull/46472",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-07T11:47:26Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46400,
+            "title": "fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice",
+            "url": "https://github.com/huggingface/transformers/pull/46400",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-04T06:59:09Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45594,
+            "title": "fix(utils): Resolve backbone utils test regressions",
+            "url": "https://github.com/huggingface/transformers/pull/45594",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-23T06:14:09Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45198,
+            "title": "[BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail",
+            "url": "https://github.com/huggingface/transformers/issues/45198",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-04-02T19:58:10Z"
+          },
+          {
+            "kind": "issue",
+            "number": 45072,
+            "title": "[BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference",
+            "url": "https://github.com/huggingface/transformers/issues/45072",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-27T19:58:12Z"
+          },
+          {
+            "kind": "issue",
+            "number": 44898,
+            "title": "[BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True",
+            "url": "https://github.com/huggingface/transformers/issues/44898",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-20T19:58:09Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "itazap",
       "name": "Ita Zaporozhets",
@@ -1207,114 +1315,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "harshaljanjani",
-      "name": "Harshal Janjani",
-      "profile_url": "https://github.com/harshaljanjani",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani",
-      "repo_first_seen_at": "2025-09-17T20:29:13Z",
-      "repo_last_seen_at": "2026-06-04T06:59:09Z",
-      "repo_primary_artifact_count": 53,
-      "repo_artifact_count": 422,
-      "snapshot_issue_count": 20,
-      "snapshot_pr_count": 33,
-      "snapshot_comment_count": 107,
-      "snapshot_review_count": 131,
-      "snapshot_review_comment_count": 131,
-      "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": 1961,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 18,
-        "merged_pr_count": 15,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.8333,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.1667,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46400,
-            "title": "fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice",
-            "url": "https://github.com/huggingface/transformers/pull/46400",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-04T06:59:09Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45594,
-            "title": "fix(utils): Resolve backbone utils test regressions",
-            "url": "https://github.com/huggingface/transformers/pull/45594",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-23T06:14:09Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45326,
-            "title": "feat[vLLM \u00d7 v5]: Add vLLM compatibility for audio models",
-            "url": "https://github.com/huggingface/transformers/pull/45326",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-08T18:28:35Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45198,
-            "title": "[BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail",
-            "url": "https://github.com/huggingface/transformers/issues/45198",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-02T19:58:10Z"
-          },
-          {
-            "kind": "issue",
-            "number": 45072,
-            "title": "[BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference",
-            "url": "https://github.com/huggingface/transformers/issues/45072",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-27T19:58:12Z"
-          },
-          {
-            "kind": "issue",
-            "number": 44898,
-            "title": "[BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True",
-            "url": "https://github.com/huggingface/transformers/issues/44898",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-20T19:58:09Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "yonigozlan",
       "name": "Yoni Gozlan",
@@ -5246,12 +5246,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048",
       "repo_first_seen_at": "2026-04-28T15:23:48Z",
-      "repo_last_seen_at": "2026-05-29T08:33:23Z",
+      "repo_last_seen_at": "2026-06-07T11:31:07Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 18,
+      "repo_artifact_count": 19,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 3,
-      "snapshot_comment_count": 15,
+      "snapshot_comment_count": 16,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "CONTRIBUTOR",
@@ -8354,12 +8354,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJulietChinenyeDuru",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJulietChinenyeDuru",
       "repo_first_seen_at": "2026-06-05T04:17:33Z",
-      "repo_last_seen_at": "2026-06-05T04:46:40Z",
+      "repo_last_seen_at": "2026-06-07T09:46:42Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 4,
+      "repo_artifact_count": 5,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
@@ -10381,114 +10381,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "KoichiYasuoka",
-      "name": "Koichi Yasuoka",
-      "profile_url": "https://github.com/KoichiYasuoka",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka",
-      "repo_first_seen_at": "2026-01-21T06:14:39Z",
-      "repo_last_seen_at": "2026-04-25T09:16:29Z",
-      "repo_primary_artifact_count": 7,
-      "repo_artifact_count": 26,
-      "snapshot_issue_count": 3,
-      "snapshot_pr_count": 4,
-      "snapshot_comment_count": 17,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
-      "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": 3839,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 3,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.3333,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.3333,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45311,
-            "title": "resize_token_embeddings does not effect to output_embeddings",
-            "url": "https://github.com/huggingface/transformers/pull/45311",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-08T10:38:34Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45236,
-            "title": "resize_token_embeddings does not resize lm_head",
-            "url": "https://github.com/huggingface/transformers/pull/45236",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-04T07:05:53Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44621,
-            "title": "pipelines do not have modelcard",
-            "url": "https://github.com/huggingface/transformers/pull/44621",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-12T08:04:29Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45335,
-            "title": "[t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens",
-            "url": "https://github.com/huggingface/transformers/issues/45335",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-09T08:11:47Z"
-          },
-          {
-            "kind": "issue",
-            "number": 45292,
-            "title": "resize_token_embeddings does not effect to output_embeddings",
-            "url": "https://github.com/huggingface/transformers/issues/45292",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-07T14:36:45Z"
-          },
-          {
-            "kind": "issue",
-            "number": 45276,
-            "title": "[gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings",
-            "url": "https://github.com/huggingface/transformers/issues/45276",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-04-07T02:55:03Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "ghost",
       "name": "Deleted user",
@@ -13809,7 +13701,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -13841,7 +13733,7 @@
             "number": 46427,
             "title": "Add KORMo model",
             "url": "https://github.com/huggingface/transformers/pull/46427",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-04T22:16:59Z"
@@ -14983,63 +14875,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "agentspan",
-      "name": null,
-      "profile_url": "https://github.com/agentspan",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagentspan",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagentspan",
-      "repo_first_seen_at": "2026-04-08T08:40:08Z",
-      "repo_last_seen_at": "2026-04-08T08:40:08Z",
-      "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": "NONE",
-      "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": 15,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "high",
-      "heuristic_note": "very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.5,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45309,
-            "title": "Fix KeyError in apply_chat_template when message has no content (#45290)",
-            "url": "https://github.com/huggingface/transformers/pull/45309",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-08T08:40:08Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "agesf",
       "name": null,
@@ -21404,12 +21239,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 543,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260607T060034Z`
-- Generated: `2026-06-07T06:00:57Z`
+- Snapshot: `20260607T120016Z`
+- Generated: `2026-06-07T12:00:49Z`
 - Activity window: `60d`
-- Contributors: `353`
+- Contributors: `351`
 
 ## Summary
 
@@ -20,9 +20,9 @@
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 47 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 39 | 1 | strong | moderate | low | targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 34 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 34 | 0 | strong | low | low | targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 33 | 20 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 25 | 0 | strong | low | low | targets high-star repos |
@@ -139,7 +139,6 @@
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 5 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
-| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -186,7 +185,7 @@
 | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
 | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
-| `mjkmain` | [profile](https://github.com/mjkmain) | no | FIRST_TIME_CONTRIBUTOR | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
 | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -205,7 +204,6 @@
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `agesf` | [profile](https://github.com/agesf) | no | FIRST_TIMER | 1259d | `2026-06-01T12:58:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ahwar` | [profile](https://github.com/Ahwar) | no | FIRST_TIME_CONTRIBUTOR | 3615d | `2026-06-05T15:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -317,7 +315,7 @@
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | yes | FIRST_TIME_CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | FIRST_TIME_CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
@@ -634,6 +632,32 @@ Example artifacts:
 - [PR #46252: find pytest launch error in torch 2.13.0.dev20260526](https://github.com/huggingface/transformers/pull/46252) — closed, merged
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
+### `harshaljanjani`
+
+- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
+- repo first seen: `2025-09-17T20:29:13Z`
+- repo last seen: `2026-06-07T11:47:26Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **54**
+- snapshot authored PRs/issues: **34 PRs / 20 issues**
+- snapshot discussion activity: **107 comments / 131 reviews / 131 review comments**
+- account age: **1961 days**
+- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — open, draft
+- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — closed, merged
+- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
+- [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
+- [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
+- [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
+
 ### `itazap`
 
 - profile: [github.com/itazap](https://github.com/itazap)
@@ -680,32 +704,6 @@ Example artifacts:
 - [PR #46376: [CB] [Major] Add multimodal support to continous batching](https://github.com/huggingface/transformers/pull/46376) — open, draft
 - [PR #46251: [CB] Fix crashes when fork is not possible](https://github.com/huggingface/transformers/pull/46251) — closed, merged
 
-### `harshaljanjani`
-
-- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
-- repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-06-04T06:59:09Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **53**
-- snapshot authored PRs/issues: **33 PRs / 20 issues**
-- snapshot discussion activity: **107 comments / 131 reviews / 131 review comments**
-- account age: **1961 days**
-- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — closed, merged
-- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
-- [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
-- [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
-- [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
-- [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
-
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
@@ -1820,12 +1818,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
 - repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-05-29T08:33:23Z`
+- repo last seen: `2026-06-07T11:31:07Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **15 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **16 comments / 0 reviews / 0 review comments**
 - account age: **92 days**
 - recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
 - public orgs: none visible
@@ -2772,12 +2770,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJulietChinenyeDuru)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJulietChinenyeDuru)
 - repo first seen: `2026-06-05T04:17:33Z`
-- repo last seen: `2026-06-05T04:46:40Z`
+- repo last seen: `2026-06-07T09:46:42Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **357 days**
 - recent public PR activity: **8 PRs** (1 merged / 0 closed-unmerged / 7 open; merged rate **12%**, closed-unmerged rate **0%**, open rate **88%**)
 - public orgs: none visible
@@ -3380,32 +3378,6 @@ Example artifacts:
 - [Issue #43526: reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast](https://github.com/huggingface/transformers/issues/43526) — closed
 - [Issue #42977: Add ViT NEPA](https://github.com/huggingface/transformers/issues/42977) — open
 
-### `KoichiYasuoka`
-
-- profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
-- repo first seen: `2026-01-21T06:14:39Z`
-- repo last seen: `2026-04-25T09:16:29Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **4 PRs / 3 issues**
-- snapshot discussion activity: **17 comments / 1 reviews / 1 review comments**
-- account age: **3839 days**
-- recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — closed
-- [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
-- [PR #44621: pipelines do not have modelcard](https://github.com/huggingface/transformers/pull/44621) — closed, merged
-- [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
-- [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — closed
-- [Issue #45276: [gemma4] resize_token_embeddings does not effect to embed_tokens_per_layer or output_embeddings](https://github.com/huggingface/transformers/issues/45276) — closed
-
 ### `ghost`
 
 - profile: [github.com/ghost](https://github.com/ghost)
@@ -4443,7 +4415,7 @@ Example artifacts:
 - repo first seen: `2026-06-04T22:13:07Z`
 - repo last seen: `2026-06-04T22:16:59Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4454,7 +4426,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46427: Add KORMo model](https://github.com/huggingface/transformers/pull/46427) — open
+- [PR #46427: Add KORMo model](https://github.com/huggingface/transformers/pull/46427) — closed
 - [Issue #46426: Add KORMo model](https://github.com/huggingface/transformers/issues/46426) — open
 
 ### `nealwu`
@@ -4843,27 +4815,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46140: Fix LlamaConfig rejecting explicit head_dim when hidden_size is not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46140) — closed
 
-### `agentspan`
-
-- profile: [github.com/agentspan](https://github.com/agentspan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aagentspan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aagentspan)
-- repo first seen: `2026-04-08T08:40:08Z`
-- repo last seen: `2026-04-08T08:40:08Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **15 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **high**
-- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45309: Fix KeyError in apply_chat_template when message has no content (#45290)](https://github.com/huggingface/transformers/pull/45309) — closed
-
 ### `agesf`
 
 - profile: [github.com/agesf](https://github.com/agesf)
@@ -7203,7 +7154,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aramkumar27072006)
 - repo first seen: `2026-06-07T03:16:30Z`
 - repo last seen: `2026-06-07T03:16:30Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fcb32e6a6f1beff98a7c7eddf0a0bb7d15a3c5f810539984d52ceae9ac8c1e8c
-size 62988
+oid sha256:260ed072592d8f0db67254800348adc7103050a58a4e2bc965cec3ed82152059
+size 62553

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260607T060034Z",
-  "generated_at": "2026-06-07T06:00:53Z",
+  "snapshot_id": "20260607T120016Z",
+  "generated_at": "2026-06-07T12:00:47Z",
   "cluster_count": 69,
   "pr_scope_clusters": [
     {
@@ -128,8 +128,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44123,
-          "similarity": 0.499,
-          "content_similarity": 0.401,
+          "similarity": 0.498,
+          "content_similarity": 0.4,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -145,7 +145,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 44660,
           "similarity": 0.487,
-          "content_similarity": 0.267,
+          "content_similarity": 0.266,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -225,7 +225,7 @@
           "left_pr_number": 45067,
           "right_pr_number": 46457,
           "similarity": 0.463,
-          "content_similarity": 0.387,
+          "content_similarity": 0.386,
           "size_similarity": 0.28,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -839,7 +839,7 @@
           "left_pr_number": 42668,
           "right_pr_number": 46161,
           "similarity": 0.571,
-          "content_similarity": 0.664,
+          "content_similarity": 0.665,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.937,
@@ -998,7 +998,7 @@
           "left_pr_number": 45422,
           "right_pr_number": 46161,
           "similarity": 0.279,
-          "content_similarity": 0.106,
+          "content_similarity": 0.107,
           "size_similarity": 0.586,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.831,
@@ -2907,7 +2907,7 @@
           "left_pr_number": 45317,
           "right_pr_number": 46091,
           "similarity": 0.37,
-          "content_similarity": 0.325,
+          "content_similarity": 0.326,
           "size_similarity": 0.22,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.856,
@@ -3049,7 +3049,7 @@
           "left_pr_number": 43488,
           "right_pr_number": 46100,
           "similarity": 0.338,
-          "content_similarity": 0.318,
+          "content_similarity": 0.319,
           "size_similarity": 0.364,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.545,
@@ -3093,7 +3093,7 @@
           "left_pr_number": 45742,
           "right_pr_number": 46211,
           "similarity": 0.561,
-          "content_similarity": 0.498,
+          "content_similarity": 0.499,
           "size_similarity": 0.963,
           "breadth_similarity": 0.25,
           "concentration_similarity": 0.852,
@@ -3385,7 +3385,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44550,
           "similarity": 0.386,
-          "content_similarity": 0.122,
+          "content_similarity": 0.123,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3401,7 +3401,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.358,
-          "content_similarity": 0.091,
+          "content_similarity": 0.092,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4261,7 +4261,7 @@
         46174
       ],
       "representative_pr_number": 45932,
-      "average_similarity": 0.597,
+      "average_similarity": 0.596,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #45932.",
       "shared_filenames": [
         "src/transformers/models/vit_mae/modeling_vit_mae.py",
@@ -4287,7 +4287,7 @@
         {
           "left_pr_number": 45932,
           "right_pr_number": 46174,
-          "similarity": 0.597,
+          "similarity": 0.596,
           "content_similarity": 0.637,
           "size_similarity": 0.248,
           "breadth_similarity": 0.679,
@@ -4836,7 +4836,7 @@
         46368
       ],
       "representative_pr_number": 45300,
-      "average_similarity": 0.481,
+      "average_similarity": 0.482,
       "summary": "2 open PRs share weighted file overlap around `tests/models/nemotron_h/test_modeling_nemotron_h.py`; representative PR #45300.",
       "shared_filenames": [
         "tests/models/nemotron_h/test_modeling_nemotron_h.py"
@@ -4850,7 +4850,7 @@
         {
           "left_pr_number": 45300,
           "right_pr_number": 46368,
-          "similarity": 0.481,
+          "similarity": 0.482,
           "content_similarity": 0.581,
           "size_similarity": 0.028,
           "breadth_similarity": 0.267,
@@ -5441,7 +5441,7 @@
           "left_pr_number": 46019,
           "right_pr_number": 46357,
           "similarity": 0.359,
-          "content_similarity": 0.102,
+          "content_similarity": 0.103,
           "size_similarity": 0.915,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:33ceac53399b1479adc88b0a3868ea1a284b6b1d28a054ca53c15db80c205bf0
-size 1870828
+oid sha256:551770c58f152e41b8f913e18ceca4d28d93c14610806bdfca100a0c24935f2c
+size 1871517

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eeeab92902fdc0fdcca71d998d462d5e9b02cf1f53cffa3658c4dac98663dfca
-size 63360734
+oid sha256:2e197aed8af4b363a781f2536ab25238f9981be5b5a4bdacfd262414cf2c4618
+size 63375026

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c1e55a0d367b836bc65de76fe8d3da1e061aa4f66d86050e101164100c9b7fae
-size 51899812
+oid sha256:be018bbc6e06a1ec65fa9ed9464b9f0d408c04b9cda6dc8e3bbe20cbad21c484
+size 51903793

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1d350a395824ad47be4d0e823a10062aacafef2910b9e04eace0cebde7807914
-size 2256614
+oid sha256:688c119066262ef32f8ef79a01e58df7a9b49c4cdb89a953bcd1fd6af7739e93
+size 2257639

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e245a96691da2dd2099535538e3b5968b0846dd9afe5d4ab5b17b63409d587ed
-size 2807916
+oid sha256:c20227a6851500f1fbb7211cf68dacad2cc0c589711c5e4c9b35d9917ca16d0c
+size 2807931

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:65c2660e700ff49baf86cbe5646c83a00fe2361dd5a430721cace92f5733d27d
-size 885996
+oid sha256:d74c6f22b1171eb0224f967978b27ee4ab250fab64f07fc5edb1910d4283dded
+size 886009

snapshots/20260607T120016Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260607T120016Z/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": 12916,
+    "issues": 827,
+    "links": 4569,
+    "new_contributors": 351,
+    "pr_diffs": 2666,
+    "pr_files": 36002,
+    "pull_requests": 2666,
+    "review_comments": 16287,
+    "reviews": 9598,
+    "timeline_events": 52748
+  },
+  "crawl_started_at": "2026-06-07T12:00:16Z",
+  "delta_counts": {
+    "comments": 7,
+    "issue_stubs": 11,
+    "issues": 4,
+    "links": 14,
+    "pr_diffs": 7,
+    "pr_files": 151,
+    "pull_requests": 7,
+    "review_comments": 78,
+    "reviews": 59,
+    "timeline_events": 414
+  },
+  "extracted_at": "2026-06-07T12:00:16Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260607T120016Z",
+  "watermark": {
+    "effective_since": "2026-06-07T06:00:34Z",
+    "next_since": "2026-06-07T12:00:16Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260607T060034Z/manifest.json",
-  "latest_snapshot_id": "20260607T060034Z",
+  "archived_manifest_path": "snapshots/20260607T120016Z/manifest.json",
+  "latest_snapshot_id": "20260607T120016Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-07T06:00:34Z",
+  "next_since": "2026-06-07T12:00:16Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260607T060034Z"
+  "snapshot_dir": "snapshots/20260607T120016Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-07T00:00:22Z",
-  "last_successful_snapshot_id": "20260607T060034Z",
-  "next_since": "2026-06-07T06:00:34Z",
+  "effective_since": "2026-06-07T06:00:34Z",
+  "last_successful_snapshot_id": "20260607T120016Z",
+  "next_since": "2026-06-07T12:00:16Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-07T06:00:34Z"
+  "updated_at": "2026-06-07T12:00:16Z"
 }