Refresh transformers dataset snapshot 20260627T120014Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260627T060016Z`
+- latest snapshot: `20260627T120014Z`
 - 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:d81ff158ec728eaf051508142e39fd6183053355d5e98cdb0817e6268b24b090
-size 3275118
+oid sha256:10ae57a0abb0bc8d792c834855471faa16299549dabe2cfa412117bb7e8f91f8
+size 3288173

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6cb87a1980e21ee45c738db1904c23711193f7501cb14e6856df5bc20dee70c8
-size 974188
+oid sha256:7140645684f5765b011bebd18b2c39b82d5a1be56f0c633db74a88fbcfba8652
+size 974866

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a5e079c0bb6f60116796aeb3db63cbf9e402f35dcf674afb086e7790d6415784
-size 1028955
+oid sha256:85784aa29d2e5a08bfa5a65b4b70d18c77133b899cec87d032f66d19ab7b894a
+size 1041891

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4da3016960edb6ff0cae2549e6d7f4225aa382c557b9f76614ab5a19666591e9
-size 1291649
+oid sha256:01af22e8706cad0b08ae731da983124e7ca707353d5a0cfcb74bc9b6729a3c74
+size 1293050

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ab318615165722ebd0a92198acf2f284b383d774ca9f31439a4551c4e160770a
-size 62554
+oid sha256:f711ac329abb17f3e7454a1538d608bb3509370ead6d67efd9b488aae247dc4d
+size 62574

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260627T060016Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260627T120014Z/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": 15485,
-    "issues": 920,
+    "comments": 15498,
+    "issues": 921,
     "links": 5370,
     "new_contributors": 354,
     "pr_diffs": 3069,
-    "pr_files": 38586,
+    "pr_files": 38595,
     "pull_requests": 3069,
-    "review_comments": 18779,
-    "reviews": 10917,
-    "timeline_events": 60207
+    "review_comments": 18786,
+    "reviews": 10924,
+    "timeline_events": 60243
   },
-  "crawl_started_at": "2026-06-27T06:00:16Z",
+  "crawl_started_at": "2026-06-27T12:00:14Z",
   "delta_counts": {
-    "comments": 18,
-    "issue_stubs": 10,
-    "issues": 1,
-    "links": 19,
-    "pr_diffs": 9,
-    "pr_files": 26,
-    "pull_requests": 9,
-    "review_comments": 0,
-    "reviews": 2,
-    "timeline_events": 61
+    "comments": 13,
+    "issue_stubs": 11,
+    "issues": 4,
+    "links": 12,
+    "pr_diffs": 7,
+    "pr_files": 71,
+    "pull_requests": 7,
+    "review_comments": 49,
+    "reviews": 20,
+    "timeline_events": 312
   },
-  "extracted_at": "2026-06-27T06:00:16Z",
+  "extracted_at": "2026-06-27T12:00:14Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260627T060016Z",
+  "snapshot_id": "20260627T120014Z",
   "watermark": {
-    "effective_since": "2026-06-27T00:00:16Z",
-    "next_since": "2026-06-27T06:00:16Z"
+    "effective_since": "2026-06-27T06:00:16Z",
+    "next_since": "2026-06-27T12:00:14Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260627T060016Z",
-  "generated_at": "2026-06-27T06:00:56Z",
+  "snapshot_id": "20260627T120014Z",
+  "generated_at": "2026-06-27T12:00:50Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
     "selected_contributors": 354,
-    "first_seen_in_snapshot": 1,
+    "first_seen_in_snapshot": 0,
     "known_via_prior_merged_pr": 161,
-    "previous_primary_author_count": 1456,
-    "selected_seen_in_previous_primary": 353,
+    "previous_primary_author_count": 1457,
+    "selected_seen_in_previous_primary": 354,
     "previous_report_contributor_count": 354,
-    "selected_overlap_previous_report": 353,
-    "selected_overlap_previous_report_rate": 0.9972,
-    "reused_previous_report_entries": 349,
+    "selected_overlap_previous_report": 354,
+    "selected_overlap_previous_report_rate": 1.0,
+    "reused_previous_report_entries": 350,
     "reused_known_merged_contributors": 158,
-    "live_fetches": 5,
+    "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 2.598,
-    "enrichment_avg_seconds_per_author": 0.007,
+    "enrichment_elapsed_seconds": 0.687,
+    "enrichment_avg_seconds_per_author": 0.002,
     "enrichment_failures": 4
   },
   "contributors": [
@@ -1597,14 +1597,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb",
       "repo_first_seen_at": "2025-01-20T12:27:19Z",
-      "repo_last_seen_at": "2026-06-24T16:55:43Z",
+      "repo_last_seen_at": "2026-06-27T10:41:48Z",
       "repo_primary_artifact_count": 30,
-      "repo_artifact_count": 633,
+      "repo_artifact_count": 645,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 30,
       "snapshot_comment_count": 49,
-      "snapshot_review_count": 195,
-      "snapshot_review_comment_count": 359,
+      "snapshot_review_count": 201,
+      "snapshot_review_comment_count": 365,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1637,8 +1637,8 @@
             "number": 46870,
             "title": "[NemotronAsrStreaming] fix pipeline",
             "url": "https://github.com/huggingface/transformers/pull/46870",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-24T16:55:43Z"
           },
@@ -1647,8 +1647,8 @@
             "number": 46865,
             "title": "[NemotronAsrStreaming] processor without modular",
             "url": "https://github.com/huggingface/transformers/pull/46865",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-24T11:39:16Z"
           },
@@ -3526,85 +3526,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "BenjaminBossan",
-      "name": "Benjamin Bossan",
-      "profile_url": "https://github.com/BenjaminBossan",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan",
-      "repo_first_seen_at": "2024-10-17T11:56:32Z",
-      "repo_last_seen_at": "2026-06-25T15:37:05Z",
-      "repo_primary_artifact_count": 7,
-      "repo_artifact_count": 70,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 7,
-      "snapshot_comment_count": 35,
-      "snapshot_review_count": 13,
-      "snapshot_review_comment_count": 15,
-      "repo_association": "MEMBER",
-      "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": 4501,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; targets high-star repos",
-      "public_orgs": [
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 49,
-        "merged_pr_count": 45,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.9184,
-        "closed_unmerged_pr_rate": 0.0204,
-        "still_open_pr_rate": 0.0612,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46891,
-            "title": "CI Test PEFT integration CI",
-            "url": "https://github.com/huggingface/transformers/pull/46891",
-            "state": "open",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-06-25T15:37:05Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46442,
-            "title": "Bump min peft 0.19.1 remove weight conversion duplicate code",
-            "url": "https://github.com/huggingface/transformers/pull/46442",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-05T10:55:11Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45682,
-            "title": "FIX Restore LoRA hotswapping functionality",
-            "url": "https://github.com/huggingface/transformers/pull/45682",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-28T11:23:26Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "guarin",
       "name": null,
@@ -4727,12 +4648,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas",
       "repo_first_seen_at": "2026-06-18T18:50:23Z",
-      "repo_last_seen_at": "2026-06-26T12:46:35Z",
+      "repo_last_seen_at": "2026-06-27T12:00:16Z",
       "repo_primary_artifact_count": 8,
-      "repo_artifact_count": 12,
+      "repo_artifact_count": 13,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 4,
-      "snapshot_comment_count": 2,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 1,
       "snapshot_review_comment_count": 1,
       "repo_association": "CONTRIBUTOR",
@@ -6660,6 +6581,85 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "BenjaminBossan",
+      "name": "Benjamin Bossan",
+      "profile_url": "https://github.com/BenjaminBossan",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan",
+      "repo_first_seen_at": "2024-10-17T11:56:32Z",
+      "repo_last_seen_at": "2026-06-25T15:37:05Z",
+      "repo_primary_artifact_count": 7,
+      "repo_artifact_count": 70,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 7,
+      "snapshot_comment_count": 35,
+      "snapshot_review_count": 13,
+      "snapshot_review_comment_count": 15,
+      "repo_association": "MEMBER",
+      "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": 4501,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume; targets high-star repos",
+      "public_orgs": [
+        "huggingface"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 49,
+        "merged_pr_count": 45,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.9184,
+        "closed_unmerged_pr_rate": 0.0204,
+        "still_open_pr_rate": 0.0612,
+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46891,
+            "title": "CI Test PEFT integration CI",
+            "url": "https://github.com/huggingface/transformers/pull/46891",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-25T15:37:05Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46442,
+            "title": "Bump min peft 0.19.1 remove weight conversion duplicate code",
+            "url": "https://github.com/huggingface/transformers/pull/46442",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-05T10:55:11Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45682,
+            "title": "FIX Restore LoRA hotswapping functionality",
+            "url": "https://github.com/huggingface/transformers/pull/45682",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-28T11:23:26Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "dacorvo",
       "name": "David Corvoysier",
@@ -9092,73 +9092,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "joerowell",
-      "name": "Joe Rowell",
-      "profile_url": "https://github.com/joerowell",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoerowell",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoerowell",
-      "repo_first_seen_at": "2026-04-28T08:24:28Z",
-      "repo_last_seen_at": "2026-06-17T07:33:01Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 6,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 2,
-      "snapshot_review_comment_count": 2,
-      "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": 3394,
-      "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": 1,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 0,
-        "merged_pr_rate": 1.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46690,
-            "title": "Laguna: support per-element output gating",
-            "url": "https://github.com/huggingface/transformers/pull/46690",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-16T11:52:23Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45673,
-            "title": "Laguna XS.2 implementation",
-            "url": "https://github.com/huggingface/transformers/pull/45673",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-28T08:24:28Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "JulietChinenyeDuru",
       "name": "JULIET CHINENYE DURU",
@@ -12154,6 +12087,73 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "joerowell",
+      "name": "Joe Rowell",
+      "profile_url": "https://github.com/joerowell",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoerowell",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoerowell",
+      "repo_first_seen_at": "2026-04-28T08:24:28Z",
+      "repo_last_seen_at": "2026-06-17T07:33:01Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 6,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 2,
+      "snapshot_review_comment_count": 2,
+      "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": 3394,
+      "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": 1,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 0,
+        "merged_pr_rate": 1.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46690,
+            "title": "Laguna: support per-element output gating",
+            "url": "https://github.com/huggingface/transformers/pull/46690",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-16T11:52:23Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45673,
+            "title": "Laguna XS.2 implementation",
+            "url": "https://github.com/huggingface/transformers/pull/45673",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-28T08:24:28Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "jonghwanhyeon",
       "name": "Jonghwan Hyeon",
@@ -22152,12 +22152,12 @@
       "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": 1930,
       "young_account": false,
       "follow_through_score": "weak",
@@ -23340,14 +23340,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi",
       "repo_first_seen_at": "2026-06-05T13:30:42Z",
-      "repo_last_seen_at": "2026-06-21T13:58:23Z",
+      "repo_last_seen_at": "2026-06-27T09:19:17Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 12,
+      "repo_artifact_count": 14,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 3,
-      "snapshot_review_count": 4,
-      "snapshot_review_comment_count": 4,
+      "snapshot_review_count": 5,
+      "snapshot_review_comment_count": 5,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260627T060016Z`
-- Generated: `2026-06-27T06:00:56Z`
+- Snapshot: `20260627T120014Z`
+- Generated: `2026-06-27T12:00:50Z`
 - Activity window: `60d`
 - Contributors: `354`
 
@@ -49,7 +49,6 @@
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
-| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 7 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 6 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -88,6 +87,7 @@
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 7 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -120,7 +120,6 @@
 | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
 | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
@@ -160,6 +159,7 @@
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `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 |
@@ -327,7 +327,7 @@
 | `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 |
-| `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | yes | FIRST_TIME_CONTRIBUTOR | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | FIRST_TIME_CONTRIBUTOR | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
@@ -786,12 +786,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-24T16:55:43Z`
+- repo last seen: `2026-06-27T10:41:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **49 comments / 195 reviews / 359 review comments**
+- snapshot discussion activity: **49 comments / 201 reviews / 365 review comments**
 - account age: **1607 days**
 - recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: none visible
@@ -799,8 +799,8 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46870: [NemotronAsrStreaming] fix pipeline](https://github.com/huggingface/transformers/pull/46870) — open
-- [PR #46865: [NemotronAsrStreaming] processor without modular](https://github.com/huggingface/transformers/pull/46865) — open
+- [PR #46870: [NemotronAsrStreaming] fix pipeline](https://github.com/huggingface/transformers/pull/46870) — closed, merged
+- [PR #46865: [NemotronAsrStreaming] processor without modular](https://github.com/huggingface/transformers/pull/46865) — closed, merged
 - [PR #46795: [fix][whisper]: fix max_new_tokens handling](https://github.com/huggingface/transformers/pull/46795) — open
 
 ### `qgallouedec`
@@ -1324,29 +1324,6 @@ Example artifacts:
 - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
 - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
 
-### `BenjaminBossan`
-
-- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
-- repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-06-25T15:37:05Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 13 reviews / 15 review comments**
-- account age: **4501 days**
-- recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46891: CI Test PEFT integration CI](https://github.com/huggingface/transformers/pull/46891) — open, draft
-- [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — open
-- [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
-
 ### `guarin`
 
 - profile: [github.com/guarin](https://github.com/guarin)
@@ -1680,12 +1657,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
 - repo first seen: `2026-06-18T18:50:23Z`
-- repo last seen: `2026-06-26T12:46:35Z`
+- repo last seen: `2026-06-27T12:00:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **4 PRs / 4 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
 - account age: **702 days**
 - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
 - public orgs: none visible
@@ -2234,6 +2211,29 @@ Example artifacts:
 - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
 
+### `BenjaminBossan`
+
+- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
+- repo first seen: `2024-10-17T11:56:32Z`
+- repo last seen: `2026-06-25T15:37:05Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **35 comments / 13 reviews / 15 review comments**
+- account age: **4501 days**
+- recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46891: CI Test PEFT integration CI](https://github.com/huggingface/transformers/pull/46891) — open, draft
+- [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — open
+- [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
+
 ### `dacorvo`
 
 - profile: [github.com/dacorvo](https://github.com/dacorvo)
@@ -2966,28 +2966,6 @@ Example artifacts:
 - [PR #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — open
 - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
 
-### `joerowell`
-
-- profile: [github.com/joerowell](https://github.com/joerowell)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoerowell)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoerowell)
-- repo first seen: `2026-04-28T08:24:28Z`
-- repo last seen: `2026-06-17T07:33:01Z`
-- 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 / 2 reviews / 2 review comments**
-- account age: **3394 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
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46690: Laguna: support per-element output gating](https://github.com/huggingface/transformers/pull/46690) — closed, merged
-- [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
-
 ### `JulietChinenyeDuru`
 
 - profile: [github.com/JulietChinenyeDuru](https://github.com/JulietChinenyeDuru)
@@ -3881,6 +3859,28 @@ Example artifacts:
 - [PR #46014: Fix cache collision 45632(NaNs in classification heads upon checkout + init)](https://github.com/huggingface/transformers/pull/46014) — closed
 - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — closed, merged
 
+### `joerowell`
+
+- profile: [github.com/joerowell](https://github.com/joerowell)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoerowell)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoerowell)
+- repo first seen: `2026-04-28T08:24:28Z`
+- repo last seen: `2026-06-17T07:33:01Z`
+- 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 / 2 reviews / 2 review comments**
+- account age: **3394 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
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46690: Laguna: support per-element output gating](https://github.com/huggingface/transformers/pull/46690) — closed, merged
+- [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
+
 ### `jonghwanhyeon`
 
 - profile: [github.com/jonghwanhyeon](https://github.com/jonghwanhyeon)
@@ -7433,7 +7433,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASarimsaljook)
 - repo first seen: `2026-06-27T01:05:09Z`
 - repo last seen: `2026-06-27T01:05:09Z`
-- 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**
@@ -7873,12 +7873,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
 - repo first seen: `2026-06-05T13:30:42Z`
-- repo last seen: `2026-06-21T13:58:23Z`
+- repo last seen: `2026-06-27T09:19:17Z`
 - 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: **3 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **3 comments / 5 reviews / 5 review comments**
 - account age: **3 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

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:83ecb1ed869866144b376f0ab142a3127e9f310753c6ee74ee263ea043448fba
-size 64031
+oid sha256:90b375aa8b77259995bb9829772be4bd07859b8b05a9ebdac1f0f6edbc769845
+size 63869

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260627T060016Z",
-  "generated_at": "2026-06-27T06:00:52Z",
-  "cluster_count": 79,
+  "snapshot_id": "20260627T120014Z",
+  "generated_at": "2026-06-27T12:00:48Z",
+  "cluster_count": 78,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -65,7 +65,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 43663,
           "similarity": 0.538,
-          "content_similarity": 0.4,
+          "content_similarity": 0.399,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -416,7 +416,7 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 44257,
-          "similarity": 0.393,
+          "similarity": 0.392,
           "content_similarity": 0.23,
           "size_similarity": 0.545,
           "breadth_similarity": 1.0,
@@ -512,7 +512,7 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 45055,
-          "similarity": 0.381,
+          "similarity": 0.38,
           "content_similarity": 0.222,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
@@ -544,7 +544,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 44189,
-          "similarity": 0.375,
+          "similarity": 0.374,
           "content_similarity": 0.305,
           "size_similarity": 0.073,
           "breadth_similarity": 1.0,
@@ -609,7 +609,7 @@
           "left_pr_number": 44660,
           "right_pr_number": 45273,
           "similarity": 0.356,
-          "content_similarity": 0.223,
+          "content_similarity": 0.222,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1015,7 +1015,7 @@
         46718
       ],
       "representative_pr_number": 45546,
-      "average_similarity": 0.63,
+      "average_similarity": 0.629,
       "summary": "6 open PRs share weighted file overlap around `src/transformers/modeling_gguf_pytorch_utils.py`, `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`; representative PR #45546.",
       "shared_filenames": [
         "src/transformers/modeling_gguf_pytorch_utils.py",
@@ -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,
@@ -1362,7 +1362,7 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 44543,
-          "similarity": 0.684,
+          "similarity": 0.683,
           "content_similarity": 0.66,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
@@ -1400,7 +1400,7 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45627,
-          "similarity": 0.658,
+          "similarity": 0.657,
           "content_similarity": 0.8,
           "size_similarity": 0.189,
           "breadth_similarity": 0.216,
@@ -1420,7 +1420,7 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 46161,
-          "similarity": 0.572,
+          "similarity": 0.571,
           "content_similarity": 0.665,
           "size_similarity": 0.253,
           "breadth_similarity": 0.216,
@@ -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,
@@ -2968,8 +2968,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 45985,
-          "similarity": 0.599,
-          "content_similarity": 0.484,
+          "similarity": 0.598,
+          "content_similarity": 0.483,
           "size_similarity": 0.733,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2985,8 +2985,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 45985,
-          "similarity": 0.597,
-          "content_similarity": 0.499,
+          "similarity": 0.596,
+          "content_similarity": 0.498,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3002,8 +3002,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.526,
-          "content_similarity": 0.435,
+          "similarity": 0.525,
+          "content_similarity": 0.434,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3019,8 +3019,8 @@
         {
           "left_pr_number": 44872,
           "right_pr_number": 45985,
-          "similarity": 0.458,
-          "content_similarity": 0.397,
+          "similarity": 0.457,
+          "content_similarity": 0.396,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3036,8 +3036,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.433,
-          "content_similarity": 0.346,
+          "similarity": 0.432,
+          "content_similarity": 0.344,
           "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3053,8 +3053,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.419,
-          "content_similarity": 0.357,
+          "similarity": 0.418,
+          "content_similarity": 0.355,
           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3161,7 +3161,7 @@
           "left_pr_number": 44615,
           "right_pr_number": 45060,
           "similarity": 0.314,
-          "content_similarity": 0.24,
+          "content_similarity": 0.239,
           "size_similarity": 0.614,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -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,
@@ -3873,7 +3873,7 @@
         {
           "left_pr_number": 45666,
           "right_pr_number": 46848,
-          "similarity": 0.495,
+          "similarity": 0.496,
           "content_similarity": 0.587,
           "size_similarity": 0.113,
           "breadth_similarity": 0.417,
@@ -4026,7 +4026,7 @@
           "left_pr_number": 34925,
           "right_pr_number": 46734,
           "similarity": 0.462,
-          "content_similarity": 0.444,
+          "content_similarity": 0.443,
           "size_similarity": 0.158,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.89,
@@ -4069,7 +4069,7 @@
         46766
       ],
       "representative_pr_number": 45682,
-      "average_similarity": 0.456,
+      "average_similarity": 0.455,
       "summary": "3 open PRs share weighted file overlap around `tests/peft_integration/test_peft_integration.py`, `src/transformers/integrations/peft.py`; representative PR #45682.",
       "shared_filenames": [
         "tests/peft_integration/test_peft_integration.py",
@@ -4209,8 +4209,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 46124,
-          "similarity": 0.397,
-          "content_similarity": 0.354,
+          "similarity": 0.396,
+          "content_similarity": 0.353,
           "size_similarity": 0.165,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.815,
@@ -4469,7 +4469,7 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 46775,
-          "similarity": 0.456,
+          "similarity": 0.455,
           "content_similarity": 0.333,
           "size_similarity": 0.877,
           "breadth_similarity": 0.458,
@@ -4508,7 +4508,7 @@
           "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,
@@ -4532,7 +4532,7 @@
         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": [
@@ -4545,8 +4545,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.39,
-          "content_similarity": 0.129,
+          "similarity": 0.391,
+          "content_similarity": 0.13,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4561,7 +4561,7 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.36,
+          "similarity": 0.361,
           "content_similarity": 0.096,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
@@ -4576,7 +4576,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.351,
+          "similarity": 0.352,
           "content_similarity": 0.083,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
@@ -5397,7 +5397,7 @@
         45333
       ],
       "representative_pr_number": 45332,
-      "average_similarity": 0.613,
+      "average_similarity": 0.614,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/heterogeneous_configurations.md`, `src/transformers/integrations/heterogeneity/__init__.py`, `src/transformers/integrations/heterogeneity/configuration_utils.py`; representative PR #45332.",
       "shared_filenames": [
         "docs/source/en/heterogeneous_configurations.md",
@@ -5422,7 +5422,7 @@
         {
           "left_pr_number": 45332,
           "right_pr_number": 45333,
-          "similarity": 0.613,
+          "similarity": 0.614,
           "content_similarity": 0.651,
           "size_similarity": 0.348,
           "breadth_similarity": 0.594,
@@ -5457,7 +5457,7 @@
         46229
       ],
       "representative_pr_number": 45638,
-      "average_similarity": 0.572,
+      "average_similarity": 0.571,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
       "shared_filenames": [
         "src/transformers/generation/mtp.py"
@@ -5472,7 +5472,7 @@
         {
           "left_pr_number": 45638,
           "right_pr_number": 46229,
-          "similarity": 0.572,
+          "similarity": 0.571,
           "content_similarity": 0.581,
           "size_similarity": 0.612,
           "breadth_similarity": 0.396,
@@ -5894,7 +5894,7 @@
           "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,
@@ -6408,7 +6408,7 @@
         46842
       ],
       "representative_pr_number": 45017,
-      "average_similarity": 0.409,
+      "average_similarity": 0.41,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py`, `src/transformers/models/glm_moe_dsa/modular_glm_moe_dsa.py`; representative PR #45017.",
       "shared_filenames": [
         "src/transformers/models/glm_moe_dsa/modeling_glm_moe_dsa.py",
@@ -6424,7 +6424,7 @@
         {
           "left_pr_number": 45017,
           "right_pr_number": 46842,
-          "similarity": 0.409,
+          "similarity": 0.41,
           "content_similarity": 0.356,
           "size_similarity": 0.158,
           "breadth_similarity": 0.9,
@@ -6630,39 +6630,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-43826-2",
-      "pr_numbers": [
-        43826,
-        46870
-      ],
-      "representative_pr_number": 43826,
-      "average_similarity": 0.359,
-      "summary": "2 open PRs cluster in `src/transformers/pipelines`, `src/transformers`, `src` with similar change breadth; representative PR #43826.",
-      "shared_filenames": [],
-      "shared_directories": [
-        "src/transformers/pipelines",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 43826,
-          "right_pr_number": 46870,
-          "similarity": 0.359,
-          "content_similarity": 0.085,
-          "size_similarity": 1.0,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/pipelines",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45975-2",
       "pr_numbers": [
@@ -6687,7 +6654,7 @@
           "left_pr_number": 45975,
           "right_pr_number": 46792,
           "similarity": 0.353,
-          "content_similarity": 0.255,
+          "content_similarity": 0.256,
           "size_similarity": 0.444,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.647,
@@ -6757,7 +6724,7 @@
           "left_pr_number": 45851,
           "right_pr_number": 46357,
           "similarity": 0.341,
-          "content_similarity": 0.109,
+          "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 sha256:141753623bca3c4ae64957fd1cd1b7eee3503452db668bce4205e728b35bb651
-size 2218050
+oid sha256:31b97dd1124ce5cf0b2245951ea76a45e48cde64dddbbb8e28bfa621c3bb255d
+size 2218873

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:de4cf6d86ec07ae3e8191a128be682e1c5d2f3777e47f117532556a7f0cb494b
-size 72898387
+oid sha256:2626056647761a135ea22a07aee4727af9be2571169a276e76c68c38e530531a
+size 72898898

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8b82f3960aa3c5ff3e18b342bf3e69af4e751a837100e45e8fec8f2187a9efd3
-size 54748387
+oid sha256:f039107569a651d26f0837ffe864722e3bb5e6499c5b6c6d0a2a86ede4ab1ec4
+size 54725351

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:909078952c06ac79d3ee1dc33c8ee956ad068942d1218ae3fd8d7cc59810ff1a
-size 2644040
+oid sha256:913104807aa6914977ca86eeadb424ff5ef6bc12a379ccd2e44314351e7c58c5
+size 2644133

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eeb038f9a0365f9c3c773c91ffe2c41de32714e885069bc7c767e12a02c68c72
-size 3203360
+oid sha256:7bc97381558dc3ab01065f866dc2bddcc8a2ff4d64e1f6359771232b6fb511f4
+size 3204742

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e26d91464126bc204be29236ed439ddbaf4e74fa0ecc6fdf1c8b7e2abac34ce7
-size 1001201
+oid sha256:07c368ae7800e0c261eee34e0596b7ad66b33449453cadb28b157ce0dd9970d3
+size 1001571

snapshots/20260627T120014Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260627T120014Z/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": 15498,
+    "issues": 921,
+    "links": 5370,
+    "new_contributors": 354,
+    "pr_diffs": 3069,
+    "pr_files": 38595,
+    "pull_requests": 3069,
+    "review_comments": 18786,
+    "reviews": 10924,
+    "timeline_events": 60243
+  },
+  "crawl_started_at": "2026-06-27T12:00:14Z",
+  "delta_counts": {
+    "comments": 13,
+    "issue_stubs": 11,
+    "issues": 4,
+    "links": 12,
+    "pr_diffs": 7,
+    "pr_files": 71,
+    "pull_requests": 7,
+    "review_comments": 49,
+    "reviews": 20,
+    "timeline_events": 312
+  },
+  "extracted_at": "2026-06-27T12:00:14Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260627T120014Z",
+  "watermark": {
+    "effective_since": "2026-06-27T06:00:16Z",
+    "next_since": "2026-06-27T12:00:14Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260627T060016Z/manifest.json",
-  "latest_snapshot_id": "20260627T060016Z",
+  "archived_manifest_path": "snapshots/20260627T120014Z/manifest.json",
+  "latest_snapshot_id": "20260627T120014Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-27T06:00:16Z",
+  "next_since": "2026-06-27T12:00:14Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260627T060016Z"
+  "snapshot_dir": "snapshots/20260627T120014Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-27T00:00:16Z",
-  "last_successful_snapshot_id": "20260627T060016Z",
-  "next_since": "2026-06-27T06:00:16Z",
+  "effective_since": "2026-06-27T06:00:16Z",
+  "last_successful_snapshot_id": "20260627T120014Z",
+  "next_since": "2026-06-27T12:00:14Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-27T06:00:16Z"
+  "updated_at": "2026-06-27T12:00:14Z"
 }