Refresh transformers dataset snapshot 20260627T000016Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260626T180014Z`
+- latest snapshot: `20260627T000016Z`
 - 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:cf9bd15073145106ca8310dcec8e494e66a50cac9ec5ea9e9a7886203e8de421
-size 3270701
+oid sha256:a624a9fbb85b0aaa8d01d453f2014796b938c93353d3eba61a0733c309acf533
+size 3272626

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:97eb65e26ce052133d2a5ce6b7e484cdfdb8720c556462008d53141a554fec70
-size 973088
+oid sha256:5f8f5cb21684ac4f4478e28f6ba7e4778596191c9ff4939f37830d21b9e7c185
+size 973662

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5038905561cdbc52466a59237c4632a6fee77044bc4d67fc6389c537efc25119
-size 1028106
+oid sha256:a5e079c0bb6f60116796aeb3db63cbf9e402f35dcf674afb086e7790d6415784
+size 1028955

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:77030e6ffc6c775b1a99e493ad861e00183e37cb6063f9d97672218a52893b92
-size 1291415
+oid sha256:72cf0205e1c01350e843829b1e03dea4267e857b8a9e8cb51974b7d06d1717f2
+size 1291288

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ca5ed4e50b641c47cbb91eea6a4f3025a8bd34565b62803cd75b14dad03a19db
-size 62325
+oid sha256:9e8d70cbbc6892d1a368766de27da9d7d5c789241b0897157093e023addfa3e9
+size 62422

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260626T180014Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260627T000016Z/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": 15457,
+    "comments": 15467,
     "issues": 920,
-    "links": 5354,
-    "new_contributors": 357,
-    "pr_diffs": 3062,
-    "pr_files": 38568,
-    "pull_requests": 3062,
-    "review_comments": 18777,
-    "reviews": 10915,
-    "timeline_events": 60156
+    "links": 5360,
+    "new_contributors": 354,
+    "pr_diffs": 3064,
+    "pr_files": 38571,
+    "pull_requests": 3064,
+    "review_comments": 18779,
+    "reviews": 10917,
+    "timeline_events": 60176
   },
-  "crawl_started_at": "2026-06-26T18:00:14Z",
+  "crawl_started_at": "2026-06-27T00:00:16Z",
   "delta_counts": {
-    "comments": 52,
-    "issue_stubs": 30,
-    "issues": 7,
-    "links": 48,
-    "pr_diffs": 23,
-    "pr_files": 163,
-    "pull_requests": 23,
-    "review_comments": 351,
-    "reviews": 184,
-    "timeline_events": 918
+    "comments": 10,
+    "issue_stubs": 12,
+    "issues": 4,
+    "links": 13,
+    "pr_diffs": 8,
+    "pr_files": 49,
+    "pull_requests": 8,
+    "review_comments": 76,
+    "reviews": 9,
+    "timeline_events": 131
   },
-  "extracted_at": "2026-06-26T18:00:14Z",
+  "extracted_at": "2026-06-27T00:00:16Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260626T180014Z",
+  "snapshot_id": "20260627T000016Z",
   "watermark": {
-    "effective_since": "2026-06-26T12:00:15Z",
-    "next_since": "2026-06-26T18:00:14Z"
+    "effective_since": "2026-06-26T18:00:14Z",
+    "next_since": "2026-06-27T00:00:16Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260626T180014Z",
-  "generated_at": "2026-06-26T18:01:45Z",
+  "snapshot_id": "20260627T000016Z",
+  "generated_at": "2026-06-27T00:00:54Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 357,
-    "first_seen_in_snapshot": 3,
-    "known_via_prior_merged_pr": 163,
-    "previous_primary_author_count": 1452,
+    "selected_contributors": 354,
+    "first_seen_in_snapshot": 0,
+    "known_via_prior_merged_pr": 162,
+    "previous_primary_author_count": 1456,
     "selected_seen_in_previous_primary": 354,
-    "previous_report_contributor_count": 354,
+    "previous_report_contributor_count": 357,
     "selected_overlap_previous_report": 354,
-    "selected_overlap_previous_report_rate": 0.9916,
+    "selected_overlap_previous_report_rate": 1.0,
     "reused_previous_report_entries": 350,
-    "reused_known_merged_contributors": 160,
-    "live_fetches": 7,
+    "reused_known_merged_contributors": 159,
+    "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 9.514,
-    "enrichment_avg_seconds_per_author": 0.027,
+    "enrichment_elapsed_seconds": 0.605,
+    "enrichment_avg_seconds_per_author": 0.002,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -487,11 +487,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
       "repo_first_seen_at": "2024-02-08T22:19:09Z",
-      "repo_last_seen_at": "2026-06-25T21:24:08Z",
-      "repo_primary_artifact_count": 73,
-      "repo_artifact_count": 606,
+      "repo_last_seen_at": "2026-06-26T23:51:29Z",
+      "repo_primary_artifact_count": 74,
+      "repo_artifact_count": 607,
       "snapshot_issue_count": 2,
-      "snapshot_pr_count": 71,
+      "snapshot_pr_count": 72,
       "snapshot_comment_count": 40,
       "snapshot_review_count": 179,
       "snapshot_review_comment_count": 314,
@@ -524,6 +524,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46925,
+            "title": "[docs] continuous batching (offloading behavior, max batch tokens, block size minimum)",
+            "url": "https://github.com/huggingface/transformers/pull/46925",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-26T23:51:29Z"
+          },
           {
             "kind": "pull_request",
             "number": 46900,
@@ -543,16 +553,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-25T18:14:21Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46892,
-            "title": "[docs] update cache apis",
-            "url": "https://github.com/huggingface/transformers/pull/46892",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-25T17:32:43Z"
           }
         ],
         "issues": [
@@ -735,8 +735,8 @@
             "number": 46923,
             "title": "[`Dia`] Fix docs",
             "url": "https://github.com/huggingface/transformers/pull/46923",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-26T17:44:03Z"
           },
@@ -4758,14 +4758,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid",
       "repo_first_seen_at": "2026-04-02T19:05:35Z",
-      "repo_last_seen_at": "2026-06-24T18:47:17Z",
+      "repo_last_seen_at": "2026-06-26T20:59:18Z",
       "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 11,
+      "repo_artifact_count": 13,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 4,
       "snapshot_comment_count": 1,
-      "snapshot_review_count": 3,
-      "snapshot_review_comment_count": 3,
+      "snapshot_review_count": 4,
+      "snapshot_review_comment_count": 4,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -4962,7 +4962,7 @@
             "number": 46915,
             "title": "Fix broken code examples in DIA documentation",
             "url": "https://github.com/huggingface/transformers/pull/46915",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-26T11:06:33Z"
@@ -5967,6 +5967,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "praful-srinivasan-027",
+      "name": "A Praful Srinivasan",
+      "profile_url": "https://github.com/praful-srinivasan-027",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027",
+      "repo_first_seen_at": "2026-06-25T18:51:59Z",
+      "repo_last_seen_at": "2026-06-26T19:27:42Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 8,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 3,
+      "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": 469,
+      "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": 13,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 4,
+        "open_pr_count": 9,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.3077,
+        "still_open_pr_rate": 0.6923,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46924,
+            "title": "Replace VideoMAE sinusoid encoding helper with PyTorch implementation",
+            "url": "https://github.com/huggingface/transformers/pull/46924",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-26T19:25:34Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46904,
+            "title": "Fix dtype casting for quantized multimodal embedders",
+            "url": "https://github.com/huggingface/transformers/pull/46904",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-26T05:13:25Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46896,
+            "title": "Update EvalPrediction annotations for batch_eval_metrics",
+            "url": "https://github.com/huggingface/transformers/pull/46896",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-25T18:51:59Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Sahith59",
       "name": null,
@@ -9345,73 +9422,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "moonbogi",
-      "name": "Leo Moon",
-      "profile_url": "https://github.com/moonbogi",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi",
-      "repo_first_seen_at": "2026-04-27T22:45:13Z",
-      "repo_last_seen_at": "2026-04-29T17:42:40Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 0,
-      "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": 3943,
-      "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": 45703,
-            "title": "chore(typing): add ty type checking for 10 utility files",
-            "url": "https://github.com/huggingface/transformers/pull/45703",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-29T17:42:40Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45667,
-            "title": "chore(typing): add ty type checking for 3 pipeline files",
-            "url": "https://github.com/huggingface/transformers/pull/45667",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-27T22:45:13Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "mulkymalikuldhrs",
       "name": "Mulky Malikul Dhaher",
@@ -9680,73 +9690,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "praful-srinivasan-027",
-      "name": "A Praful Srinivasan",
-      "profile_url": "https://github.com/praful-srinivasan-027",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027",
-      "repo_first_seen_at": "2026-06-25T18:51:59Z",
-      "repo_last_seen_at": "2026-06-26T10:55:07Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 6,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 2,
-      "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": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 469,
-      "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": 13,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 4,
-        "open_pr_count": 9,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.3077,
-        "still_open_pr_rate": 0.6923,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46904,
-            "title": "Fix dtype casting for quantized multimodal embedders",
-            "url": "https://github.com/huggingface/transformers/pull/46904",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-26T05:13:25Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46896,
-            "title": "Update EvalPrediction annotations for batch_eval_metrics",
-            "url": "https://github.com/huggingface/transformers/pull/46896",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-25T18:51:59Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "primordialomegazero",
       "name": "DanFernandez",
@@ -12402,6 +12345,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "moonbogi",
+      "name": "Leo Moon",
+      "profile_url": "https://github.com/moonbogi",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi",
+      "repo_first_seen_at": "2026-04-27T22:45:13Z",
+      "repo_last_seen_at": "2026-04-29T17:42:40Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 0,
+      "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": 3943,
+      "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": 45703,
+            "title": "chore(typing): add ty type checking for 10 utility files",
+            "url": "https://github.com/huggingface/transformers/pull/45703",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-29T17:42:40Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45667,
+            "title": "chore(typing): add ty type checking for 3 pipeline files",
+            "url": "https://github.com/huggingface/transformers/pull/45667",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-27T22:45:13Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "orbisai0security",
       "name": null,
@@ -18871,12 +18881,12 @@
       "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": 635,
       "young_account": false,
       "follow_through_score": "weak",
@@ -19948,63 +19958,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "lucaspirola",
-      "name": null,
-      "profile_url": "https://github.com/lucaspirola",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alucaspirola",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alucaspirola",
-      "repo_first_seen_at": "2026-04-27T23:02:07Z",
-      "repo_last_seen_at": "2026-04-27T23:02:07Z",
-      "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": 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": 4682,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 20,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 7,
-        "open_pr_count": 13,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.35,
-        "still_open_pr_rate": 0.65,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 4
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45668,
-            "title": "[GGUF] Add support for Qwen3.5 MoE (qwen35moe arch)",
-            "url": "https://github.com/huggingface/transformers/pull/45668",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-27T23:02:07Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "MaciejBalaNV",
       "name": null,
@@ -20411,14 +20364,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi",
       "repo_first_seen_at": "2026-06-04T14:08:08Z",
-      "repo_last_seen_at": "2026-06-04T14:08:08Z",
+      "repo_last_seen_at": "2026-06-26T22:58:22Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -20705,12 +20658,12 @@
       "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": 143,
       "young_account": true,
       "follow_through_score": "weak",
@@ -21398,12 +21351,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIMER",
-      "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": 657,
       "young_account": false,
       "follow_through_score": "weak",
@@ -22070,63 +22023,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "ruixiang63",
-      "name": "Ruixiang Wang",
-      "profile_url": "https://github.com/ruixiang63",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aruixiang63",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aruixiang63",
-      "repo_first_seen_at": "2026-04-27T21:19:22Z",
-      "repo_last_seen_at": "2026-04-28T09:42:38Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "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": 3277,
-      "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": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45665,
-            "title": "Fix pageable H2D copies in Gated DeltaNet PyTorch fallback",
-            "url": "https://github.com/huggingface/transformers/pull/45665",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-27T21:19:22Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "saadkhaleeq610",
       "name": "Saad Khaleeq",
@@ -24294,63 +24190,6 @@
         "issues": []
       },
       "fetch_error": null
-    },
-    {
-      "author_login": "zeoses",
-      "name": "Mehdi Mehraban",
-      "profile_url": "https://github.com/zeoses",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azeoses",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azeoses",
-      "repo_first_seen_at": "2026-04-27T20:58:17Z",
-      "repo_last_seen_at": "2026-04-30T06:26:14Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 5,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
-      "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": 3843,
-      "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": 45664,
-            "title": "Doc translate to Persian(farsi) ",
-            "url": "https://github.com/huggingface/transformers/pull/45664",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-27T20:58:17Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
     }
   ]
 }

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260626T180014Z`
-- Generated: `2026-06-26T18:01:45Z`
+- Snapshot: `20260627T000016Z`
+- Generated: `2026-06-27T00:00:54Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `354`
 
 ## Summary
 
@@ -14,7 +14,7 @@
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 99 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 97 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 71 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 72 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 56 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -79,6 +79,7 @@
 | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
@@ -124,12 +125,10 @@
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `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 |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
-| `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 |
 | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `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 |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -164,6 +163,7 @@
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; 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 |
+| `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 |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -270,7 +270,7 @@
 | `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `itxsamad1` | [profile](https://github.com/itxsamad1) | yes | FIRST_TIME_CONTRIBUTOR | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `itxsamad1` | [profile](https://github.com/itxsamad1) | no | FIRST_TIME_CONTRIBUTOR | 635d | `2026-06-26T12:25:41Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jankipatel20` | [profile](https://github.com/jankipatel20) | no | NONE | 1001d | `2026-05-25T08:25:28Z` | 1 | 0 | strong | low | low | — |
@@ -289,7 +289,6 @@
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
-| `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
@@ -302,7 +301,7 @@
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `MushiSenpai` | [profile](https://github.com/MushiSenpai) | yes | FIRST_TIME_CONTRIBUTOR | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | FIRST_TIME_CONTRIBUTOR | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -314,7 +313,7 @@
 | `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 |
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
-| `Pruthvi226` | [profile](https://github.com/Pruthvi226) | yes | FIRST_TIMER | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Pruthvi226` | [profile](https://github.com/Pruthvi226) | no | FIRST_TIMER | 657d | `2026-06-26T13:43:59Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
 | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
 | `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 |
@@ -326,7 +325,6 @@
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -365,7 +363,6 @@
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
 ## Contributors
 
@@ -496,11 +493,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-25T21:24:08Z`
+- repo last seen: `2026-06-26T23:51:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **73**
-- snapshot authored PRs/issues: **71 PRs / 2 issues**
+- repo primary artifacts: **74**
+- snapshot authored PRs/issues: **72 PRs / 2 issues**
 - snapshot discussion activity: **40 comments / 179 reviews / 314 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -509,9 +506,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #46925: [docs] continuous batching (offloading behavior, max batch tokens, block size minimum)](https://github.com/huggingface/transformers/pull/46925) — open
 - [PR #46900: [docs] EP plan validation](https://github.com/huggingface/transformers/pull/46900) — open
 - [PR #46893: [docs] full disk offloading](https://github.com/huggingface/transformers/pull/46893) — closed, merged
-- [PR #46892: [docs] update cache apis](https://github.com/huggingface/transformers/pull/46892) — open
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
@@ -560,7 +557,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46923: [`Dia`] Fix docs](https://github.com/huggingface/transformers/pull/46923) — open
+- [PR #46923: [`Dia`] Fix docs](https://github.com/huggingface/transformers/pull/46923) — closed, merged
 - [PR #46883: [`Kernels`] Refactor function handling](https://github.com/huggingface/transformers/pull/46883) — open, draft
 - [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — closed, merged
 - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
@@ -1685,12 +1682,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adouglas-reid)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adouglas-reid)
 - repo first seen: `2026-04-02T19:05:35Z`
-- repo last seen: `2026-06-24T18:47:17Z`
+- repo last seen: `2026-06-26T20:59:18Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **1 comments / 4 reviews / 4 review comments**
 - account age: **3573 days**
 - recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
 - public orgs: none visible
@@ -1745,7 +1742,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46916: Fix training-loss double-shift in Florence2 and CohereASR](https://github.com/huggingface/transformers/pull/46916) — open
-- [PR #46915: Fix broken code examples in DIA documentation](https://github.com/huggingface/transformers/pull/46915) — open
+- [PR #46915: Fix broken code examples in DIA documentation](https://github.com/huggingface/transformers/pull/46915) — closed
 - [PR #46847: fix(qwen3_5): add linear_attn entries to base_model_tp_plan](https://github.com/huggingface/transformers/pull/46847) — open
 
 ### `rasmi`
@@ -2029,6 +2026,29 @@ Example artifacts:
 - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
 - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
 
+### `praful-srinivasan-027`
+
+- profile: [github.com/praful-srinivasan-027](https://github.com/praful-srinivasan-027)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027)
+- repo first seen: `2026-06-25T18:51:59Z`
+- repo last seen: `2026-06-26T19:27:42Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
+- account age: **469 days**
+- recent public PR activity: **13 PRs** (0 merged / 4 closed-unmerged / 9 open; merged rate **0%**, closed-unmerged rate **31%**, open rate **69%**)
+- 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 #46924: Replace VideoMAE sinusoid encoding helper with PyTorch implementation](https://github.com/huggingface/transformers/pull/46924) — open, draft
+- [PR #46904: Fix dtype casting for quantized multimodal embedders](https://github.com/huggingface/transformers/pull/46904) — closed, merged
+- [PR #46896: Update EvalPrediction annotations for batch_eval_metrics](https://github.com/huggingface/transformers/pull/46896) — open
+
 ### `Sahith59`
 
 - profile: [github.com/Sahith59](https://github.com/Sahith59)
@@ -3054,28 +3074,6 @@ Example artifacts:
 - [PR #46509: Add support for Nemotron Omni](https://github.com/huggingface/transformers/pull/46509) — open
 - [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — open
 
-### `moonbogi`
-
-- profile: [github.com/moonbogi](https://github.com/moonbogi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi)
-- repo first seen: `2026-04-27T22:45:13Z`
-- repo last seen: `2026-04-29T17:42:40Z`
-- 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 / 1 reviews / 1 review comments**
-- account age: **3943 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 #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — closed, merged
-- [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
-
 ### `mulkymalikuldhrs`
 
 - profile: [github.com/mulkymalikuldhrs](https://github.com/mulkymalikuldhrs)
@@ -3164,28 +3162,6 @@ Example artifacts:
 - [PR #46040: fix: prevent OOM/hang in smart_resize for large images](https://github.com/huggingface/transformers/pull/46040) — closed
 - [PR #46007: docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels](https://github.com/huggingface/transformers/pull/46007) — open
 
-### `praful-srinivasan-027`
-
-- profile: [github.com/praful-srinivasan-027](https://github.com/praful-srinivasan-027)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apraful-srinivasan-027)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apraful-srinivasan-027)
-- repo first seen: `2026-06-25T18:51:59Z`
-- repo last seen: `2026-06-26T10:55:07Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **469 days**
-- recent public PR activity: **13 PRs** (0 merged / 4 closed-unmerged / 9 open; merged rate **0%**, closed-unmerged rate **31%**, open rate **69%**)
-- 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 #46904: Fix dtype casting for quantized multimodal embedders](https://github.com/huggingface/transformers/pull/46904) — closed, merged
-- [PR #46896: Update EvalPrediction annotations for batch_eval_metrics](https://github.com/huggingface/transformers/pull/46896) — open
-
 ### `primordialomegazero`
 
 - profile: [github.com/primordialomegazero](https://github.com/primordialomegazero)
@@ -3970,6 +3946,28 @@ Example artifacts:
 - [PR #45740: Fix IndexError in sdpa_mask and flex_attention_mask for 0D tensors during ONNX export](https://github.com/huggingface/transformers/pull/45740) — closed
 - [PR #44422: docs: add Spanish translation for conversations.md (chat basics)](https://github.com/huggingface/transformers/pull/44422) — closed, merged
 
+### `moonbogi`
+
+- profile: [github.com/moonbogi](https://github.com/moonbogi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoonbogi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoonbogi)
+- repo first seen: `2026-04-27T22:45:13Z`
+- repo last seen: `2026-04-29T17:42:40Z`
+- 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 / 1 reviews / 1 review comments**
+- account age: **3943 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 #45703: chore(typing): add ty type checking for 10 utility files](https://github.com/huggingface/transformers/pull/45703) — closed, merged
+- [PR #45667: chore(typing): add ty type checking for 3 pipeline files](https://github.com/huggingface/transformers/pull/45667) — closed, merged
+
 ### `orbisai0security`
 
 - profile: [github.com/orbisai0security](https://github.com/orbisai0security)
@@ -6238,7 +6236,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitxsamad1)
 - repo first seen: `2026-06-26T12:25:41Z`
 - repo last seen: `2026-06-26T12:25:41Z`
-- 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**
@@ -6630,27 +6628,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46562: [Model] add Step 3.7 Flash](https://github.com/huggingface/transformers/pull/46562) — open
 
-### `lucaspirola`
-
-- profile: [github.com/lucaspirola](https://github.com/lucaspirola)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alucaspirola)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alucaspirola)
-- repo first seen: `2026-04-27T23:02:07Z`
-- repo last seen: `2026-04-27T23:02:07Z`
-- 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**
-- account age: **4682 days**
-- recent public PR activity: **20 PRs** (0 merged / 7 closed-unmerged / 13 open; merged rate **0%**, closed-unmerged rate **35%**, open rate **65%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45668: [GGUF] Add support for Qwen3.5 MoE (qwen35moe arch)](https://github.com/huggingface/transformers/pull/45668) — open
-
 ### `MaciejBalaNV`
 
 - profile: [github.com/MaciejBalaNV](https://github.com/MaciejBalaNV)
@@ -6804,12 +6781,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
 - repo first seen: `2026-06-04T14:08:08Z`
-- repo last seen: `2026-06-04T14:08:08Z`
+- repo last seen: `2026-06-26T22:58:22Z`
 - 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: **0 comments / 1 reviews / 1 review comments**
 - account age: **2414 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -6910,7 +6887,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMushiSenpai)
 - repo first seen: `2026-06-26T15:25:50Z`
 - repo last seen: `2026-06-26T15:25:50Z`
-- 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**
@@ -7162,7 +7139,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APruthvi226)
 - repo first seen: `2026-06-26T13:43:59Z`
 - repo last seen: `2026-06-26T13:43:59Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7407,27 +7384,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45804: Fix import error in moe.py by providing explicit schema to custom_op](https://github.com/huggingface/transformers/pull/45804) — closed, merged
 
-### `ruixiang63`
-
-- profile: [github.com/ruixiang63](https://github.com/ruixiang63)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aruixiang63)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aruixiang63)
-- repo first seen: `2026-04-27T21:19:22Z`
-- repo last seen: `2026-04-28T09:42:38Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3277 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 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 #45665: Fix pageable H2D copies in Gated DeltaNet PyTorch fallback](https://github.com/huggingface/transformers/pull/45665) — closed, merged
-
 ### `saadkhaleeq610`
 
 - profile: [github.com/saadkhaleeq610](https://github.com/saadkhaleeq610)
@@ -8225,24 +8181,3 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46083: test](https://github.com/huggingface/transformers/pull/46083) — closed
-
-### `zeoses`
-
-- profile: [github.com/zeoses](https://github.com/zeoses)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azeoses)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azeoses)
-- repo first seen: `2026-04-27T20:58:17Z`
-- repo last seen: `2026-04-30T06:26:14Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **3843 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 #45664: Doc translate to Persian(farsi) ](https://github.com/huggingface/transformers/pull/45664) — closed, merged

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f6c0819f64587a75c73837b75bf355ff9507520537bcfe5e77e034eca9c3861b
-size 64430
+oid sha256:dcdb2abdd2b7996e1ce44e50846b34dee365541db9a25a9f0e98c59e50a8416b
+size 63909

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260626T180014Z",
-  "generated_at": "2026-06-26T18:01:35Z",
-  "cluster_count": 79,
+  "snapshot_id": "20260627T000016Z",
+  "generated_at": "2026-06-27T00:00:53Z",
+  "cluster_count": 78,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -49,7 +49,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 45067,
           "similarity": 0.623,
-          "content_similarity": 0.462,
+          "content_similarity": 0.461,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -193,7 +193,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44189,
           "similarity": 0.445,
-          "content_similarity": 0.388,
+          "content_similarity": 0.387,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -209,7 +209,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45055,
           "similarity": 0.443,
-          "content_similarity": 0.258,
+          "content_similarity": 0.257,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -369,7 +369,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 45055,
           "similarity": 0.404,
-          "content_similarity": 0.338,
+          "content_similarity": 0.337,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -384,8 +384,8 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 45067,
-          "similarity": 0.399,
-          "content_similarity": 0.304,
+          "similarity": 0.398,
+          "content_similarity": 0.303,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -400,7 +400,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44189,
-          "similarity": 0.397,
+          "similarity": 0.396,
           "content_similarity": 0.305,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
@@ -529,7 +529,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45273,
           "similarity": 0.379,
-          "content_similarity": 0.221,
+          "content_similarity": 0.22,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -561,7 +561,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44123,
           "similarity": 0.372,
-          "content_similarity": 0.275,
+          "content_similarity": 0.274,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -721,7 +721,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 45273,
           "similarity": 0.316,
-          "content_similarity": 0.199,
+          "content_similarity": 0.198,
           "size_similarity": 0.182,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -737,7 +737,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45273,
           "similarity": 0.315,
-          "content_similarity": 0.228,
+          "content_similarity": 0.227,
           "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1211,7 +1211,7 @@
           "left_pr_number": 45296,
           "right_pr_number": 45668,
           "similarity": 0.65,
-          "content_similarity": 0.623,
+          "content_similarity": 0.622,
           "size_similarity": 0.445,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.956,
@@ -1255,7 +1255,7 @@
           "left_pr_number": 44070,
           "right_pr_number": 46467,
           "similarity": 0.385,
-          "content_similarity": 0.459,
+          "content_similarity": 0.458,
           "size_similarity": 0.033,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.518,
@@ -1421,7 +1421,7 @@
           "left_pr_number": 42668,
           "right_pr_number": 46161,
           "similarity": 0.571,
-          "content_similarity": 0.665,
+          "content_similarity": 0.664,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.937,
@@ -1579,7 +1579,7 @@
         {
           "left_pr_number": 45422,
           "right_pr_number": 46161,
-          "similarity": 0.277,
+          "similarity": 0.276,
           "content_similarity": 0.103,
           "size_similarity": 0.586,
           "breadth_similarity": 0.75,
@@ -1899,7 +1899,7 @@
         {
           "left_pr_number": 44974,
           "right_pr_number": 46717,
-          "similarity": 0.462,
+          "similarity": 0.461,
           "content_similarity": 0.335,
           "size_similarity": 0.636,
           "breadth_similarity": 0.9,
@@ -1918,7 +1918,7 @@
         {
           "left_pr_number": 45421,
           "right_pr_number": 45635,
-          "similarity": 0.462,
+          "similarity": 0.461,
           "content_similarity": 0.374,
           "size_similarity": 0.803,
           "breadth_similarity": 0.5,
@@ -2392,13 +2392,13 @@
           ]
         },
         {
-          "left_pr_number": 45513,
-          "right_pr_number": 46148,
+          "left_pr_number": 46148,
+          "right_pr_number": 46817,
           "similarity": 0.38,
-          "content_similarity": 0.359,
-          "size_similarity": 0.229,
-          "breadth_similarity": 0.536,
-          "concentration_similarity": 0.812,
+          "content_similarity": 0.329,
+          "size_similarity": 0.075,
+          "breadth_similarity": 0.917,
+          "concentration_similarity": 0.933,
           "shared_filenames": [
             "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
             "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2417,13 +2417,13 @@
           ]
         },
         {
-          "left_pr_number": 46148,
-          "right_pr_number": 46817,
-          "similarity": 0.38,
-          "content_similarity": 0.329,
-          "size_similarity": 0.075,
-          "breadth_similarity": 0.917,
-          "concentration_similarity": 0.933,
+          "left_pr_number": 45513,
+          "right_pr_number": 46148,
+          "similarity": 0.379,
+          "content_similarity": 0.358,
+          "size_similarity": 0.229,
+          "breadth_similarity": 0.536,
+          "concentration_similarity": 0.812,
           "shared_filenames": [
             "src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py",
             "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
@@ -2488,7 +2488,7 @@
         {
           "left_pr_number": 45513,
           "right_pr_number": 45707,
-          "similarity": 0.204,
+          "similarity": 0.203,
           "content_similarity": 0.257,
           "size_similarity": 0.006,
           "breadth_similarity": 0.121,
@@ -3003,7 +3003,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 39683,
           "similarity": 0.526,
-          "content_similarity": 0.435,
+          "content_similarity": 0.434,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3127,7 +3127,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 44615,
           "similarity": 0.414,
-          "content_similarity": 0.345,
+          "content_similarity": 0.344,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3530,7 +3530,7 @@
           "left_pr_number": 44015,
           "right_pr_number": 44676,
           "similarity": 0.412,
-          "content_similarity": 0.5,
+          "content_similarity": 0.499,
           "size_similarity": 0.034,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -3875,7 +3875,7 @@
           "left_pr_number": 43656,
           "right_pr_number": 44682,
           "similarity": 0.437,
-          "content_similarity": 0.486,
+          "content_similarity": 0.485,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -4441,7 +4441,7 @@
           "left_pr_number": 44981,
           "right_pr_number": 46775,
           "similarity": 0.301,
-          "content_similarity": 0.124,
+          "content_similarity": 0.123,
           "size_similarity": 0.885,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.712,
@@ -4465,7 +4465,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.367,
+      "average_similarity": 0.368,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4479,7 +4479,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44550,
           "similarity": 0.39,
-          "content_similarity": 0.128,
+          "content_similarity": 0.129,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4494,8 +4494,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.36,
-          "content_similarity": 0.095,
+          "similarity": 0.361,
+          "content_similarity": 0.096,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4510,7 +4510,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44407,
           "similarity": 0.351,
-          "content_similarity": 0.082,
+          "content_similarity": 0.083,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4646,45 +4646,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-46915-2",
-      "pr_numbers": [
-        46915,
-        46923
-      ],
-      "representative_pr_number": 46915,
-      "average_similarity": 0.889,
-      "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/dia.md`; representative PR #46915.",
-      "shared_filenames": [
-        "docs/source/en/model_doc/dia.md"
-      ],
-      "shared_directories": [
-        "docs/source/en/model_doc",
-        "docs/source/en",
-        "docs/source",
-        "docs"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 46915,
-          "right_pr_number": 46923,
-          "similarity": 0.889,
-          "content_similarity": 0.986,
-          "size_similarity": 0.324,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "docs/source/en/model_doc/dia.md"
-          ],
-          "shared_directories": [
-            "docs/source/en/model_doc",
-            "docs/source/en",
-            "docs/source",
-            "docs"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45639-2",
       "pr_numbers": [
@@ -5644,7 +5605,7 @@
           "left_pr_number": 45110,
           "right_pr_number": 46128,
           "similarity": 0.5,
-          "content_similarity": 0.439,
+          "content_similarity": 0.438,
           "size_similarity": 0.443,
           "breadth_similarity": 0.84,
           "concentration_similarity": 0.86,
@@ -5825,7 +5786,7 @@
           "left_pr_number": 45540,
           "right_pr_number": 45868,
           "similarity": 0.486,
-          "content_similarity": 0.358,
+          "content_similarity": 0.357,
           "size_similarity": 0.593,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.936,
@@ -6005,7 +5966,7 @@
           "left_pr_number": 46404,
           "right_pr_number": 46556,
           "similarity": 0.464,
-          "content_similarity": 0.473,
+          "content_similarity": 0.472,
           "size_similarity": 0.298,
           "breadth_similarity": 0.46,
           "concentration_similarity": 0.86,
@@ -6636,7 +6597,7 @@
         46792
       ],
       "representative_pr_number": 45975,
-      "average_similarity": 0.353,
+      "average_similarity": 0.352,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45975.",
       "shared_filenames": [
         "src/transformers/cli/serving/model_manager.py",
@@ -6652,7 +6613,7 @@
         {
           "left_pr_number": 45975,
           "right_pr_number": 46792,
-          "similarity": 0.353,
+          "similarity": 0.352,
           "content_similarity": 0.255,
           "size_similarity": 0.444,
           "breadth_similarity": 0.75,
@@ -6677,7 +6638,7 @@
         46889
       ],
       "representative_pr_number": 46319,
-      "average_similarity": 0.35,
+      "average_similarity": 0.351,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #46319.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6689,7 +6650,7 @@
         {
           "left_pr_number": 46319,
           "right_pr_number": 46889,
-          "similarity": 0.35,
+          "similarity": 0.351,
           "content_similarity": 0.078,
           "size_similarity": 0.974,
           "breadth_similarity": 1.0,
@@ -6710,7 +6671,7 @@
         46357
       ],
       "representative_pr_number": 45851,
-      "average_similarity": 0.34,
+      "average_similarity": 0.341,
       "summary": "2 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #45851.",
       "shared_filenames": [],
       "shared_directories": [
@@ -6722,8 +6683,8 @@
         {
           "left_pr_number": 45851,
           "right_pr_number": 46357,
-          "similarity": 0.34,
-          "content_similarity": 0.109,
+          "similarity": 0.341,
+          "content_similarity": 0.11,
           "size_similarity": 0.761,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:493ebca42c06cdfa5e8cf23aaf186efebb704be44bd1818b0b86690f25ee0be1
-size 2214245
+oid sha256:2635cf1effa1d3f612c8f655a43520f2aa90374b407a5c4eb0f433dd1c7cb711
+size 2215428

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:53134c977aaffb253277e61545b861c958115fa671df9efa7a1f6d35f5c7c757
-size 72890721
+oid sha256:9a686501e98d0adae013f72a4a6133443f226f555651ee60bf92824a9ffa95a2
+size 72894074

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:75dda2103d537ae2f217b91594d6eebccf31cfbcc0045766e141fefe5194e8a1
-size 54727324
+oid sha256:2268a9d645ffd6caed24af46b2a5e5080dcdaa2506174f11427bb9a4751e1f3d
+size 54744066

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:40885e664bf88a505a89c62ba3a0ee914ca0edccf5293cdeab409d9f222431b8
-size 2636303
+oid sha256:013604c25bf42b67e695add6656ec3be0f4ae078e93c8560f79b8320c8b173f6
+size 2637513

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:09b6e7372370db0361bf3e092c8b2f7361f4e06bbdf68b369dd70a61de0e0572
-size 3202834
+oid sha256:eeb038f9a0365f9c3c773c91ffe2c41de32714e885069bc7c767e12a02c68c72
+size 3203360

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0deca9dc2dcea73287f976d283f79c2ea5dfb472e996ebc1f1e6d4196da56ede
-size 1001060
+oid sha256:6f52c6e807550d74de3cd7291c01c9dca6e24631ba59b680bc57e5158f2d50c3
+size 1001179

snapshots/20260627T000016Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260627T000016Z/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": 15467,
+    "issues": 920,
+    "links": 5360,
+    "new_contributors": 354,
+    "pr_diffs": 3064,
+    "pr_files": 38571,
+    "pull_requests": 3064,
+    "review_comments": 18779,
+    "reviews": 10917,
+    "timeline_events": 60176
+  },
+  "crawl_started_at": "2026-06-27T00:00:16Z",
+  "delta_counts": {
+    "comments": 10,
+    "issue_stubs": 12,
+    "issues": 4,
+    "links": 13,
+    "pr_diffs": 8,
+    "pr_files": 49,
+    "pull_requests": 8,
+    "review_comments": 76,
+    "reviews": 9,
+    "timeline_events": 131
+  },
+  "extracted_at": "2026-06-27T00:00:16Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260627T000016Z",
+  "watermark": {
+    "effective_since": "2026-06-26T18:00:14Z",
+    "next_since": "2026-06-27T00:00:16Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260626T180014Z/manifest.json",
-  "latest_snapshot_id": "20260626T180014Z",
+  "archived_manifest_path": "snapshots/20260627T000016Z/manifest.json",
+  "latest_snapshot_id": "20260627T000016Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-26T18:00:14Z",
+  "next_since": "2026-06-27T00:00:16Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260626T180014Z"
+  "snapshot_dir": "snapshots/20260627T000016Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-26T12:00:15Z",
-  "last_successful_snapshot_id": "20260626T180014Z",
-  "next_since": "2026-06-26T18:00:14Z",
+  "effective_since": "2026-06-26T18:00:14Z",
+  "last_successful_snapshot_id": "20260627T000016Z",
+  "next_since": "2026-06-27T00:00:16Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-26T18:00:14Z"
+  "updated_at": "2026-06-27T00:00:16Z"
 }