Refresh transformers dataset snapshot 20260514T180038Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260514T120030Z`
+- latest snapshot: `20260514T180038Z`
 - 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 sha256:6c1cfc1ebad005239f6265f040cead15faba073c610c6eec12c534467878a242
-size 2331625
+oid sha256:b24ad40e08e34b70ff1009b9e53d05542ecd891cb40b53acf80bfd3a2a95e280
+size 2334951

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fd99524cafa559121242bb26524e1ccf1539957fd690e8cde62b332426d8cc96
-size 722917
+oid sha256:05a79d23c14a2945c9076f792bcf94cce2ce444cf1a9fef803649059b090b2fd
+size 724766

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4e5f0e48267bf8134316dbd5a812d60e6aea898809e8df3ff04943ed96a62612
-size 42642
+oid sha256:fc84d8fc2885fb87b5def55685698d6b39c53396744e39c04523b6b8fb008bfe
+size 42790

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260514T120030Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260514T180038Z/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": 10676,
+    "comments": 10696,
     "issues": 726,
-    "links": 3340,
+    "links": 3349,
     "new_contributors": 354,
-    "pr_diffs": 2248,
-    "pr_files": 29156,
-    "pull_requests": 2248,
-    "review_comments": 14564,
-    "reviews": 8346,
-    "timeline_events": 45281
+    "pr_diffs": 2253,
+    "pr_files": 29166,
+    "pull_requests": 2253,
+    "review_comments": 14569,
+    "reviews": 8350,
+    "timeline_events": 45357
   },
-  "crawl_started_at": "2026-05-14T12:00:30Z",
+  "crawl_started_at": "2026-05-14T18:00:38Z",
   "delta_counts": {
-    "comments": 61,
-    "issue_stubs": 42,
-    "issues": 3,
-    "links": 62,
-    "pr_diffs": 39,
-    "pr_files": 621,
-    "pull_requests": 39,
-    "review_comments": 436,
-    "reviews": 166,
-    "timeline_events": 1122
+    "comments": 20,
+    "issue_stubs": 22,
+    "issues": 0,
+    "links": 22,
+    "pr_diffs": 22,
+    "pr_files": 406,
+    "pull_requests": 22,
+    "review_comments": 153,
+    "reviews": 66,
+    "timeline_events": 590
   },
-  "extracted_at": "2026-05-14T12:00:30Z",
+  "extracted_at": "2026-05-14T18:00:38Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260514T120030Z",
+  "snapshot_id": "20260514T180038Z",
   "watermark": {
-    "effective_since": "2026-05-14T06:00:44Z",
-    "next_since": "2026-05-14T12:00:30Z"
+    "effective_since": "2026-05-14T12:00:30Z",
+    "next_since": "2026-05-14T18:00:38Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260514T120030Z",
-  "generated_at": "2026-05-14T12:02:29Z",
+  "snapshot_id": "20260514T180038Z",
+  "generated_at": "2026-05-14T18:01:59Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
     "selected_contributors": 354,
     "first_seen_in_snapshot": 1,
-    "known_via_prior_merged_pr": 155,
-    "previous_primary_author_count": 1132,
+    "known_via_prior_merged_pr": 156,
+    "previous_primary_author_count": 1133,
     "selected_seen_in_previous_primary": 353,
-    "previous_report_contributor_count": 353,
-    "selected_overlap_previous_report": 353,
-    "selected_overlap_previous_report_rate": 0.9972,
-    "reused_previous_report_entries": 351,
-    "reused_known_merged_contributors": 154,
-    "live_fetches": 3,
+    "previous_report_contributor_count": 354,
+    "selected_overlap_previous_report": 352,
+    "selected_overlap_previous_report_rate": 0.9944,
+    "reused_previous_report_entries": 350,
+    "reused_known_merged_contributors": 155,
+    "live_fetches": 4,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 3.856,
-    "enrichment_avg_seconds_per_author": 0.011,
+    "enrichment_elapsed_seconds": 10.395,
+    "enrichment_avg_seconds_per_author": 0.029,
     "enrichment_failures": 2
   },
   "contributors": [
@@ -301,12 +301,12 @@
       "repo_first_seen_at": "2024-09-26T09:23:39Z",
       "repo_last_seen_at": "2026-05-12T16:10:12Z",
       "repo_primary_artifact_count": 76,
-      "repo_artifact_count": 3231,
+      "repo_artifact_count": 3234,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 76,
       "snapshot_comment_count": 526,
-      "snapshot_review_count": 792,
-      "snapshot_review_comment_count": 1837,
+      "snapshot_review_count": 793,
+      "snapshot_review_comment_count": 1839,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -487,13 +487,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
       "repo_first_seen_at": "2023-02-24T14:13:29Z",
-      "repo_last_seen_at": "2026-05-14T11:01:30Z",
+      "repo_last_seen_at": "2026-05-14T13:49:31Z",
       "repo_primary_artifact_count": 60,
-      "repo_artifact_count": 1995,
+      "repo_artifact_count": 1996,
       "snapshot_issue_count": 3,
       "snapshot_pr_count": 57,
       "snapshot_comment_count": 174,
-      "snapshot_review_count": 584,
+      "snapshot_review_count": 585,
       "snapshot_review_comment_count": 1177,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -647,8 +647,8 @@
             "number": 45947,
             "title": "[docs] chat template prefill",
             "url": "https://github.com/huggingface/transformers/pull/45947",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-13T16:24:22Z"
           },
@@ -873,13 +873,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1",
       "repo_first_seen_at": "2023-02-27T14:00:41Z",
-      "repo_last_seen_at": "2026-05-13T13:27:53Z",
+      "repo_last_seen_at": "2026-05-14T14:35:10Z",
       "repo_primary_artifact_count": 43,
-      "repo_artifact_count": 1020,
+      "repo_artifact_count": 1024,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 43,
-      "snapshot_comment_count": 630,
-      "snapshot_review_count": 224,
+      "snapshot_comment_count": 633,
+      "snapshot_review_count": 225,
       "snapshot_review_comment_count": 123,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -1216,14 +1216,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
       "repo_first_seen_at": "2026-01-13T09:15:18Z",
-      "repo_last_seen_at": "2026-05-14T02:26:36Z",
+      "repo_last_seen_at": "2026-05-14T13:45:41Z",
       "repo_primary_artifact_count": 25,
-      "repo_artifact_count": 346,
+      "repo_artifact_count": 351,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 25,
-      "snapshot_comment_count": 43,
-      "snapshot_review_count": 134,
-      "snapshot_review_comment_count": 144,
+      "snapshot_comment_count": 44,
+      "snapshot_review_count": 135,
+      "snapshot_review_comment_count": 147,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1694,83 +1694,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "BillionClaw",
-      "name": "BillionToken",
-      "profile_url": "https://github.com/BillionClaw",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABillionClaw",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABillionClaw",
-      "repo_first_seen_at": "2026-03-16T16:17:54Z",
-      "repo_last_seen_at": "2026-03-18T12:08:35Z",
-      "repo_primary_artifact_count": 18,
-      "repo_artifact_count": 24,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 18,
-      "snapshot_comment_count": 6,
-      "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": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 35,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "high",
-      "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 484,
-        "merged_pr_count": 51,
-        "closed_unmerged_pr_count": 304,
-        "open_pr_count": 129,
-        "merged_pr_rate": 0.1054,
-        "closed_unmerged_pr_rate": 0.6281,
-        "still_open_pr_rate": 0.2665,
-        "distinct_repos_with_authored_prs": 134,
-        "distinct_repos_with_open_prs": 49
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44826,
-            "title": "fix: allow AutoImageProcessor to load from URL",
-            "url": "https://github.com/huggingface/transformers/pull/44826",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-18T12:08:35Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44824,
-            "title": "fix(xlnet): add device parameter to relative_positional_encoding",
-            "url": "https://github.com/huggingface/transformers/pull/44824",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-18T11:55:01Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44823,
-            "title": "fix: AutoImageProcessor from URL loading",
-            "url": "https://github.com/huggingface/transformers/pull/44823",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-18T11:54:24Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "IlyasMoutawwakil",
       "name": "Ilyas Moutawwakil",
@@ -1778,12 +1701,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
       "repo_first_seen_at": "2025-07-04T08:41:29Z",
-      "repo_last_seen_at": "2026-05-13T07:58:47Z",
-      "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 506,
+      "repo_last_seen_at": "2026-05-14T17:35:41Z",
+      "repo_primary_artifact_count": 21,
+      "repo_artifact_count": 508,
       "snapshot_issue_count": 3,
-      "snapshot_pr_count": 17,
-      "snapshot_comment_count": 57,
+      "snapshot_pr_count": 18,
+      "snapshot_comment_count": 58,
       "snapshot_review_count": 227,
       "snapshot_review_comment_count": 202,
       "repo_association": "MEMBER",
@@ -1816,6 +1739,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45981,
+            "title": "Fix colqwen2 test",
+            "url": "https://github.com/huggingface/transformers/pull/45981",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-14T17:09:52Z"
+          },
           {
             "kind": "pull_request",
             "number": 45634,
@@ -1835,16 +1768,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-04-24T07:48:02Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45433,
-            "title": "SonicMoe",
-            "url": "https://github.com/huggingface/transformers/pull/45433",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-14T14:33:39Z"
           }
         ],
         "issues": [
@@ -1882,6 +1805,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "BillionClaw",
+      "name": "BillionToken",
+      "profile_url": "https://github.com/BillionClaw",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABillionClaw",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABillionClaw",
+      "repo_first_seen_at": "2026-03-16T16:17:54Z",
+      "repo_last_seen_at": "2026-03-18T12:08:35Z",
+      "repo_primary_artifact_count": 18,
+      "repo_artifact_count": 24,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 18,
+      "snapshot_comment_count": 6,
+      "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": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 35,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "very high",
+      "automation_risk_signal": "high",
+      "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 484,
+        "merged_pr_count": 51,
+        "closed_unmerged_pr_count": 304,
+        "open_pr_count": 129,
+        "merged_pr_rate": 0.1054,
+        "closed_unmerged_pr_rate": 0.6281,
+        "still_open_pr_rate": 0.2665,
+        "distinct_repos_with_authored_prs": 134,
+        "distinct_repos_with_open_prs": 49
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 44826,
+            "title": "fix: allow AutoImageProcessor to load from URL",
+            "url": "https://github.com/huggingface/transformers/pull/44826",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-03-18T12:08:35Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44824,
+            "title": "fix(xlnet): add device parameter to relative_positional_encoding",
+            "url": "https://github.com/huggingface/transformers/pull/44824",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-03-18T11:55:01Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44823,
+            "title": "fix: AutoImageProcessor from URL loading",
+            "url": "https://github.com/huggingface/transformers/pull/44823",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-03-18T11:54:24Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "sywangyi",
       "name": "Wang, Yi",
@@ -3611,7 +3611,7 @@
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -3642,7 +3642,7 @@
             "number": 45973,
             "title": "chore(ci): replace hardcoded maintainer allowlists with team membership check",
             "url": "https://github.com/huggingface/transformers/pull/45973",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": true,
             "created_at": "2026-05-14T07:21:17Z"
@@ -4501,12 +4501,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego",
       "repo_first_seen_at": "2026-03-19T10:22:40Z",
-      "repo_last_seen_at": "2026-05-14T10:34:51Z",
+      "repo_last_seen_at": "2026-05-14T12:45:44Z",
       "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 7,
+      "repo_artifact_count": 8,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 4,
-      "snapshot_comment_count": 3,
+      "snapshot_comment_count": 4,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "MEMBER",
@@ -4545,8 +4545,8 @@
             "number": 45943,
             "title": "fix: restore `_attn_implementation `and fix request offset in `generate_batch()`",
             "url": "https://github.com/huggingface/transformers/pull/45943",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-13T13:58:21Z"
           },
@@ -5248,8 +5248,8 @@
             "number": 44830,
             "title": "Support Audio Flamingo Next checkpoints",
             "url": "https://github.com/huggingface/transformers/pull/44830",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-03-18T14:31:45Z"
           },
@@ -6714,6 +6714,78 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "catwell",
+      "name": "Pierre Chapuis",
+      "profile_url": "https://github.com/catwell",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acatwell",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acatwell",
+      "repo_first_seen_at": "2026-05-14T17:00:06Z",
+      "repo_last_seen_at": "2026-05-14T17:51:35Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 3,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 5907,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
+      "public_orgs": [
+        "oploadk",
+        "strawberry-graphql",
+        "lunarmodules",
+        "finegrain-ai"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.5,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45982,
+            "title": "no empty label when Grounding Dino detects nothing",
+            "url": "https://github.com/huggingface/transformers/pull/45982",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-14T17:51:35Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45980,
+            "title": "tokenizer: decoding an empty batch returns an empty list",
+            "url": "https://github.com/huggingface/transformers/pull/45980",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-14T17:00:06Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "curnane-lab",
       "name": null,
@@ -6962,7 +7034,7 @@
             "number": 45952,
             "title": "hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring",
             "url": "https://github.com/huggingface/transformers/pull/45952",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-14T01:21:22Z"
@@ -13293,6 +13365,74 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "kasakh",
+      "name": null,
+      "profile_url": "https://github.com/kasakh",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akasakh",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akasakh",
+      "repo_first_seen_at": "2026-05-10T06:09:08Z",
+      "repo_last_seen_at": "2026-05-14T14:42:26Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 1,
+      "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": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 3170,
+      "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": 45979,
+            "title": "[Generation] Add static ensemble verification for lossy speculative decoding",
+            "url": "https://github.com/huggingface/transformers/pull/45979",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-14T14:42:26Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45865,
+            "title": "[Feature Request] Add lossy speculative decoding via static ensemble verification",
+            "url": "https://github.com/huggingface/transformers/issues/45865",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-05-10T06:09:08Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "KeitaW",
       "name": "Keita Watanabe",
@@ -14287,63 +14427,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "aashirpersonal",
-      "name": "Muhammad Aashir Irshad",
-      "profile_url": "https://github.com/aashirpersonal",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaashirpersonal",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaashirpersonal",
-      "repo_first_seen_at": "2026-03-15T16:52:03Z",
-      "repo_last_seen_at": "2026-03-15T16:52:03Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 957,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 7,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 4,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.1429,
-        "closed_unmerged_pr_rate": 0.5714,
-        "still_open_pr_rate": 0.2857,
-        "distinct_repos_with_authored_prs": 7,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44723,
-            "title": "Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel",
-            "url": "https://github.com/huggingface/transformers/pull/44723",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-15T16:52:03Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "aayushbaluni",
       "name": "Ayush Baluni",
@@ -16125,63 +16208,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "chandan11248",
-      "name": "chandan11248",
-      "profile_url": "https://github.com/chandan11248",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Achandan11248",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Achandan11248",
-      "repo_first_seen_at": "2026-03-15T15:23:33Z",
-      "repo_last_seen_at": "2026-03-19T18:12:59Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 3,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 728,
-      "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": 3,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.3333,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.6667,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44722,
-            "title": "Refactor gptj output tracing to use standardized decorators",
-            "url": "https://github.com/huggingface/transformers/pull/44722",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-15T15:33:25Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Chao1Han",
       "name": "Chao Han",
@@ -16198,12 +16224,12 @@
       "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": 1422,
       "young_account": false,
       "follow_through_score": "mixed",
@@ -19340,7 +19366,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -19372,7 +19398,7 @@
             "number": 45948,
             "title": "fix feature extractor error messages to mention processor_config.json",
             "url": "https://github.com/huggingface/transformers/pull/45948",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-13T17:04:37Z"
@@ -19389,15 +19415,15 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu",
       "repo_first_seen_at": "2026-05-13T14:52:41Z",
-      "repo_last_seen_at": "2026-05-13T14:52:41Z",
+      "repo_last_seen_at": "2026-05-14T15:08:21Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -19429,7 +19455,7 @@
             "number": 45944,
             "title": "[pp_formulanet] Fix polynomial ReDoS in remove_chinese_text_wrapping",
             "url": "https://github.com/huggingface/transformers/pull/45944",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-13T14:52:41Z"
@@ -20719,7 +20745,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -20751,7 +20777,7 @@
             "number": 45954,
             "title": "tests: fix duplicated \"for\" in test_video_utils FIXME comment",
             "url": "https://github.com/huggingface/transformers/pull/45954",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-14T03:52:29Z"

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260514T120030Z`
-- Generated: `2026-05-14T12:02:29Z`
+- Snapshot: `20260514T180038Z`
+- Generated: `2026-05-14T18:01:59Z`
 - Activity window: `60d`
 - Contributors: `354`
 
@@ -27,8 +27,8 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
 | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 16 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
@@ -88,6 +88,7 @@
 | `armorbreak001` | [profile](https://github.com/armorbreak001) | no | NONE | 13d | `2026-04-22T05:24:00Z` | 2 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars |
 | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `catwell` | [profile](https://github.com/catwell) | yes | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -181,6 +182,7 @@
 | `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1546d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
 | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -196,7 +198,6 @@
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
-| `aashirpersonal` | [profile](https://github.com/aashirpersonal) | no | NONE | 957d | `2026-03-15T16:52:03Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -228,8 +229,7 @@
 | `bensons` | [profile](https://github.com/bensons) | no | FIRST_TIME_CONTRIBUTOR | 5188d | `2026-03-17T04:59:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `chandan11248` | [profile](https://github.com/chandan11248) | no | FIRST_TIME_CONTRIBUTOR | 728d | `2026-03-15T15:23:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Chao1Han` | [profile](https://github.com/Chao1Han) | yes | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `cloudyun888` | [profile](https://github.com/cloudyun888) | no | NONE | 45d | `2026-04-15T13:18:36Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `code-runner77` | [profile](https://github.com/code-runner77) | no | FIRST_TIMER | 194d | `2026-03-29T17:28:59Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -284,8 +284,8 @@
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
-| `lianakoleva` | [profile](https://github.com/lianakoleva) | no | FIRST_TIME_CONTRIBUTOR | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
-| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | FIRST_TIME_CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `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 |
+| `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | NONE | 1483d | `2026-05-13T14:52:41Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | 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 |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
@@ -308,7 +308,7 @@
 | `NicoleRobin` | [profile](https://github.com/NicoleRobin) | no | NONE | 4096d | `2026-03-21T03:25:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `omyaaa1` | [profile](https://github.com/omyaaa1) | no | NONE | 519d | `2026-03-19T04:48:58Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | FIRST_TIME_CONTRIBUTOR | 32d | `2026-05-14T03:52:29Z` | 1 | 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 |
+| `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 1 | 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 |
 | `owwll` | [profile](https://github.com/owwll) | no | NONE | 636d | `2026-04-10T21:13:32Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `partacc` | [profile](https://github.com/partacc) | no | NONE | 282d | `2026-04-07T20:07:02Z` | 1 | 0 | n/a | low | low | young account; no visible non-self stars |
 | `pdufour` | [profile](https://github.com/pdufour) | no | FIRST_TIME_CONTRIBUTOR | 5247d | `2026-04-04T00:15:04Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -449,7 +449,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **76**
 - snapshot authored PRs/issues: **76 PRs / 0 issues**
-- snapshot discussion activity: **526 comments / 792 reviews / 1837 review comments**
+- snapshot discussion activity: **526 comments / 793 reviews / 1839 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -493,12 +493,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-14T11:01:30Z`
+- repo last seen: `2026-05-14T13:49:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **57 PRs / 3 issues**
-- snapshot discussion activity: **174 comments / 584 reviews / 1177 review comments**
+- snapshot discussion activity: **174 comments / 585 reviews / 1177 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -533,7 +533,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45949: [docs] new attention mask helpers](https://github.com/huggingface/transformers/pull/45949) — closed, merged
-- [PR #45947: [docs] chat template prefill](https://github.com/huggingface/transformers/pull/45947) — open
+- [PR #45947: [docs] chat template prefill](https://github.com/huggingface/transformers/pull/45947) — closed, merged
 - [PR #45900: [docs] ALMModelTest](https://github.com/huggingface/transformers/pull/45900) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
@@ -592,12 +592,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-05-13T13:27:53Z`
+- repo last seen: `2026-05-14T14:35:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **43**
 - snapshot authored PRs/issues: **43 PRs / 0 issues**
-- snapshot discussion activity: **630 comments / 224 reviews / 123 review comments**
+- snapshot discussion activity: **633 comments / 225 reviews / 123 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -687,12 +687,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-05-14T02:26:36Z`
+- repo last seen: `2026-05-14T13:45:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **25 PRs / 0 issues**
-- snapshot discussion activity: **43 comments / 134 reviews / 144 review comments**
+- snapshot discussion activity: **44 comments / 135 reviews / 147 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -805,6 +805,32 @@ Example artifacts:
 - [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
 - [Issue #44625: Qwen3.5 `num_labels` not propagated from core config to text config](https://github.com/huggingface/transformers/issues/44625) — closed
 
+### `IlyasMoutawwakil`
+
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
+- repo first seen: `2025-07-04T08:41:29Z`
+- repo last seen: `2026-05-14T17:35:41Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **21**
+- snapshot authored PRs/issues: **18 PRs / 3 issues**
+- snapshot discussion activity: **58 comments / 227 reviews / 202 review comments**
+- account age: **2354 days**
+- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
+- public orgs: `huggingface`, `Chouafa`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45981: Fix colqwen2 test](https://github.com/huggingface/transformers/pull/45981) — open
+- [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open
+- [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
+- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
+
 ### `BillionClaw`
 
 - profile: [github.com/BillionClaw](https://github.com/BillionClaw)
@@ -828,32 +854,6 @@ Example artifacts:
 - [PR #44824: fix(xlnet): add device parameter to relative_positional_encoding](https://github.com/huggingface/transformers/pull/44824) — closed
 - [PR #44823: fix: AutoImageProcessor from URL loading](https://github.com/huggingface/transformers/pull/44823) — closed
 
-### `IlyasMoutawwakil`
-
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
-- repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-05-13T07:58:47Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **20**
-- snapshot authored PRs/issues: **17 PRs / 3 issues**
-- snapshot discussion activity: **57 comments / 227 reviews / 202 review comments**
-- account age: **2354 days**
-- recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
-- public orgs: `huggingface`, `Chouafa`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45634: DeepGEMM BF16 + mixed FP8/FP4 + MegaMoE + refactor](https://github.com/huggingface/transformers/pull/45634) — open
-- [PR #45621: Better Grouped GEMM + EP](https://github.com/huggingface/transformers/pull/45621) — closed, merged
-- [PR #45433: SonicMoe](https://github.com/huggingface/transformers/pull/45433) — closed, merged
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
-- [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
-
 ### `sywangyi`
 
 - profile: [github.com/sywangyi](https://github.com/sywangyi)
@@ -1364,7 +1364,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread**
 
 Example artifacts:
-- [PR #45973: chore(ci): replace hardcoded maintainer allowlists with team membership check](https://github.com/huggingface/transformers/pull/45973) — open, draft
+- [PR #45973: chore(ci): replace hardcoded maintainer allowlists with team membership check](https://github.com/huggingface/transformers/pull/45973) — closed, draft
 - [PR #45972: chore(ci): remove dead env vars from circleci-failure-summary-comment.yml](https://github.com/huggingface/transformers/pull/45972) — open
 - [PR #45964: fix(ci): set persist-credentials: false on actions/checkout and close remaining template injection findings](https://github.com/huggingface/transformers/pull/45964) — closed, merged
 
@@ -1608,12 +1608,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego)
 - repo first seen: `2026-03-19T10:22:40Z`
-- repo last seen: `2026-05-14T10:34:51Z`
+- repo last seen: `2026-05-14T12:45:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **3718 days**
 - recent public PR activity: **28 PRs** (19 merged / 0 closed-unmerged / 9 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
 - public orgs: `JdeRobot`, `TheRoboticsClub`, `huggingface`
@@ -1621,7 +1621,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45943: fix: restore `_attn_implementation `and fix request offset in `generate_batch()`](https://github.com/huggingface/transformers/pull/45943) — open
+- [PR #45943: fix: restore `_attn_implementation `and fix request offset in `generate_batch()`](https://github.com/huggingface/transformers/pull/45943) — closed, merged
 - [PR #45625: Add `supports_gradient_checkpointing` to `NemotronHPreTrainedModel`](https://github.com/huggingface/transformers/pull/45625) — closed, merged
 - [PR #44873: Fix VL model rope_deltas batch size mismatch in online RL training](https://github.com/huggingface/transformers/pull/44873) — closed, merged
 
@@ -1813,7 +1813,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45586: Add Audio-Visual Flamingo model](https://github.com/huggingface/transformers/pull/45586) — open
-- [PR #44830: Support Audio Flamingo Next checkpoints](https://github.com/huggingface/transformers/pull/44830) — open
+- [PR #44830: Support Audio Flamingo Next checkpoints](https://github.com/huggingface/transformers/pull/44830) — closed, merged
 - [PR #43538: Add Music Flamingo](https://github.com/huggingface/transformers/pull/43538) — closed, merged
 
 ### `jw9603`
@@ -2235,6 +2235,28 @@ Example artifacts:
 - [PR #45541: Fix local_files_only tokenizer fallback when tokenizer files are missing (Issue 45538)](https://github.com/huggingface/transformers/pull/45541) — open
 - [PR #45380: fix Qwen3_5MoeVisionConfig deepstack_visual_indexes silently dropped by @strict (Issue: https://github.com/huggingface/transformers/issues/45375)](https://github.com/huggingface/transformers/pull/45380) — closed
 
+### `catwell`
+
+- profile: [github.com/catwell](https://github.com/catwell)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acatwell)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acatwell)
+- repo first seen: `2026-05-14T17:00:06Z`
+- repo last seen: `2026-05-14T17:51:35Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **5907 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: `oploadk`, `strawberry-graphql`, `lunarmodules`, `finegrain-ai`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45982: no empty label when Grounding Dino detects nothing](https://github.com/huggingface/transformers/pull/45982) — open
+- [PR #45980: tokenizer: decoding an empty batch returns an empty list](https://github.com/huggingface/transformers/pull/45980) — closed
+
 ### `curnane-lab`
 
 - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
@@ -2320,7 +2342,7 @@ Example artifacts:
 - heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45952: hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring](https://github.com/huggingface/transformers/pull/45952) — open
+- [PR #45952: hf_argparser: fix parse_yaml_file missing utf-8 encoding and wrong docstring](https://github.com/huggingface/transformers/pull/45952) — closed
 - [PR #45940: cache_utils: fix StaticSlidingWindowLayer.get_mask_sizes returning sliding_window size before cache is full](https://github.com/huggingface/transformers/pull/45940) — closed
 
 ### `dhruv7477`
@@ -4309,6 +4331,28 @@ Example artifacts:
 - [PR #44958: fixed import error with PILImageResampling](https://github.com/huggingface/transformers/pull/44958) — open
 - [Issue #44933: Nonexistant import from image_utils](https://github.com/huggingface/transformers/issues/44933) — closed
 
+### `kasakh`
+
+- profile: [github.com/kasakh](https://github.com/kasakh)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akasakh)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akasakh)
+- repo first seen: `2026-05-10T06:09:08Z`
+- repo last seen: `2026-05-14T14:42:26Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3170 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 #45979: [Generation] Add static ensemble verification for lossy speculative decoding](https://github.com/huggingface/transformers/pull/45979) — open
+- [Issue #45865: [Feature Request] Add lossy speculative decoding via static ensemble verification](https://github.com/huggingface/transformers/issues/45865) — open
+
 ### `KeitaW`
 
 - profile: [github.com/KeitaW](https://github.com/KeitaW)
@@ -4636,27 +4680,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open
 
-### `aashirpersonal`
-
-- profile: [github.com/aashirpersonal](https://github.com/aashirpersonal)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaashirpersonal)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaashirpersonal)
-- repo first seen: `2026-03-15T16:52:03Z`
-- repo last seen: `2026-03-15T16:52:03Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **957 days**
-- recent public PR activity: **7 PRs** (1 merged / 4 closed-unmerged / 2 open; merged rate **14%**, closed-unmerged rate **57%**, open rate **29%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44723: Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel](https://github.com/huggingface/transformers/pull/44723) — closed
-
 ### `aayushbaluni`
 
 - profile: [github.com/aayushbaluni](https://github.com/aayushbaluni)
@@ -5308,27 +5331,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45824: fix: correct typo 'seperate' -> 'separate' in comments across multipl…](https://github.com/huggingface/transformers/pull/45824) — closed, merged
 
-### `chandan11248`
-
-- profile: [github.com/chandan11248](https://github.com/chandan11248)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Achandan11248)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Achandan11248)
-- repo first seen: `2026-03-15T15:23:33Z`
-- repo last seen: `2026-03-19T18:12:59Z`
-- 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: **2 comments / 0 reviews / 0 review comments**
-- account age: **728 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- 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 #44722: Refactor gptj output tracing to use standardized decorators](https://github.com/huggingface/transformers/pull/44722) — open
-
 ### `Chao1Han`
 
 - profile: [github.com/Chao1Han](https://github.com/Chao1Han)
@@ -5336,7 +5338,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
 - repo first seen: `2026-05-14T09:13:18Z`
 - repo last seen: `2026-05-14T09:13:18Z`
-- 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**
@@ -6493,7 +6495,7 @@ Example artifacts:
 - repo first seen: `2026-05-13T17:04:37Z`
 - repo last seen: `2026-05-13T17:04:37Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6504,7 +6506,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars**
 
 Example artifacts:
-- [PR #45948: fix feature extractor error messages to mention processor_config.json](https://github.com/huggingface/transformers/pull/45948) — open
+- [PR #45948: fix feature extractor error messages to mention processor_config.json](https://github.com/huggingface/transformers/pull/45948) — closed
 
 ### `LinZiyuu`
 
@@ -6512,12 +6514,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALinZiyuu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALinZiyuu)
 - repo first seen: `2026-05-13T14:52:41Z`
-- repo last seen: `2026-05-13T14:52:41Z`
+- repo last seen: `2026-05-14T15:08:21Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **1483 days**
 - recent public PR activity: **9 PRs** (1 merged / 1 closed-unmerged / 7 open; merged rate **11%**, closed-unmerged rate **11%**, open rate **78%**)
 - public orgs: none visible
@@ -6525,7 +6527,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #45944: [pp_formulanet] Fix polynomial ReDoS in remove_chinese_text_wrapping](https://github.com/huggingface/transformers/pull/45944) — open
+- [PR #45944: [pp_formulanet] Fix polynomial ReDoS in remove_chinese_text_wrapping](https://github.com/huggingface/transformers/pull/45944) — closed
 
 ### `lowzhao`
 
@@ -6997,7 +6999,7 @@ Example artifacts:
 - repo first seen: `2026-05-14T03:52:29Z`
 - repo last seen: `2026-05-14T03:52:29Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7008,7 +7010,7 @@ Example artifacts:
 - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45954: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/45954) — open
+- [PR #45954: tests: fix duplicated "for" in test_video_utils FIXME comment](https://github.com/huggingface/transformers/pull/45954) — closed
 
 ### `owwll`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cfdd14bb4cd6292daff78f6168640d62c1fbcfbc3619dbb9e4f8f823d635a59f
-size 63156
+oid sha256:ea4879c07c31837aa0a6fcc54527043bc5e8e33b2118030abd689536f26359b5
+size 63128

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260514T120030Z",
-  "generated_at": "2026-05-14T12:02:24Z",
+  "snapshot_id": "20260514T180038Z",
+  "generated_at": "2026-05-14T18:01:47Z",
   "cluster_count": 50,
   "pr_scope_clusters": [
     {
@@ -33,7 +33,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45067,
           "similarity": 0.774,
-          "content_similarity": 0.858,
+          "content_similarity": 0.857,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -65,7 +65,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 43663,
           "similarity": 0.541,
-          "content_similarity": 0.405,
+          "content_similarity": 0.404,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -81,7 +81,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.513,
-          "content_similarity": 0.365,
+          "content_similarity": 0.364,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -177,7 +177,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 43663,
           "similarity": 0.461,
-          "content_similarity": 0.351,
+          "content_similarity": 0.35,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -192,7 +192,7 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44189,
-          "similarity": 0.442,
+          "similarity": 0.441,
           "content_similarity": 0.382,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
@@ -209,7 +209,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 43651,
           "similarity": 0.44,
-          "content_similarity": 0.284,
+          "content_similarity": 0.283,
           "size_similarity": 0.611,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -225,7 +225,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45055,
           "similarity": 0.439,
-          "content_similarity": 0.253,
+          "content_similarity": 0.252,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -241,7 +241,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 45067,
           "similarity": 0.437,
-          "content_similarity": 0.316,
+          "content_similarity": 0.315,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -272,8 +272,8 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 44257,
-          "similarity": 0.432,
-          "content_similarity": 0.26,
+          "similarity": 0.431,
+          "content_similarity": 0.259,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -320,8 +320,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 44660,
-          "similarity": 0.425,
-          "content_similarity": 0.321,
+          "similarity": 0.424,
+          "content_similarity": 0.32,
           "size_similarity": 0.333,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -336,8 +336,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44257,
-          "similarity": 0.424,
-          "content_similarity": 0.34,
+          "similarity": 0.423,
+          "content_similarity": 0.339,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -385,7 +385,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 45067,
           "similarity": 0.4,
-          "content_similarity": 0.306,
+          "content_similarity": 0.305,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -401,7 +401,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 45055,
           "similarity": 0.399,
-          "content_similarity": 0.331,
+          "content_similarity": 0.33,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -464,7 +464,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 44660,
-          "similarity": 0.391,
+          "similarity": 0.39,
           "content_similarity": 0.32,
           "size_similarity": 0.109,
           "breadth_similarity": 1.0,
@@ -481,7 +481,7 @@
           "left_pr_number": 45055,
           "right_pr_number": 45273,
           "similarity": 0.386,
-          "content_similarity": 0.195,
+          "content_similarity": 0.194,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -496,7 +496,7 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45273,
-          "similarity": 0.383,
+          "similarity": 0.382,
           "content_similarity": 0.225,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
@@ -513,7 +513,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 45055,
           "similarity": 0.382,
-          "content_similarity": 0.225,
+          "content_similarity": 0.224,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -529,7 +529,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 44123,
           "similarity": 0.378,
-          "content_similarity": 0.284,
+          "content_similarity": 0.283,
           "size_similarity": 0.2,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -560,8 +560,8 @@
         {
           "left_pr_number": 45055,
           "right_pr_number": 45067,
-          "similarity": 0.377,
-          "content_similarity": 0.298,
+          "similarity": 0.376,
+          "content_similarity": 0.297,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -609,7 +609,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45055,
           "similarity": 0.362,
-          "content_similarity": 0.268,
+          "content_similarity": 0.267,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -624,8 +624,8 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 44257,
-          "similarity": 0.359,
-          "content_similarity": 0.275,
+          "similarity": 0.358,
+          "content_similarity": 0.274,
           "size_similarity": 0.109,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -656,7 +656,7 @@
         {
           "left_pr_number": 45067,
           "right_pr_number": 45273,
-          "similarity": 0.348,
+          "similarity": 0.347,
           "content_similarity": 0.265,
           "size_similarity": 0.08,
           "breadth_similarity": 1.0,
@@ -704,7 +704,7 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45273,
-          "similarity": 0.334,
+          "similarity": 0.333,
           "content_similarity": 0.238,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
@@ -721,7 +721,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 45273,
           "similarity": 0.322,
-          "content_similarity": 0.207,
+          "content_similarity": 0.206,
           "size_similarity": 0.182,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -785,7 +785,7 @@
           "left_pr_number": 45606,
           "right_pr_number": 45607,
           "similarity": 0.761,
-          "content_similarity": 0.806,
+          "content_similarity": 0.805,
           "size_similarity": 0.778,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.778,
@@ -802,7 +802,7 @@
           "left_pr_number": 45294,
           "right_pr_number": 45438,
           "similarity": 0.759,
-          "content_similarity": 0.782,
+          "content_similarity": 0.781,
           "size_similarity": 0.42,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.989,
@@ -939,7 +939,7 @@
           "left_pr_number": 45438,
           "right_pr_number": 45606,
           "similarity": 0.346,
-          "content_similarity": 0.328,
+          "content_similarity": 0.327,
           "size_similarity": 0.126,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.858,
@@ -1003,7 +1003,7 @@
         45668
       ],
       "representative_pr_number": 45546,
-      "average_similarity": 0.749,
+      "average_similarity": 0.748,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `tests/quantization/ggml/test_ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`; representative PR #45546.",
       "shared_filenames": [
         "src/transformers/integrations/ggml.py",
@@ -1045,7 +1045,7 @@
           "left_pr_number": 45546,
           "right_pr_number": 45668,
           "similarity": 0.805,
-          "content_similarity": 0.778,
+          "content_similarity": 0.777,
           "size_similarity": 0.773,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.903,
@@ -1110,7 +1110,7 @@
         {
           "left_pr_number": 45296,
           "right_pr_number": 45668,
-          "similarity": 0.658,
+          "similarity": 0.657,
           "content_similarity": 0.633,
           "size_similarity": 0.445,
           "breadth_similarity": 1.0,
@@ -1194,7 +1194,7 @@
           "left_pr_number": 43836,
           "right_pr_number": 43842,
           "similarity": 0.604,
-          "content_similarity": 0.644,
+          "content_similarity": 0.643,
           "size_similarity": 0.027,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1262,7 +1262,7 @@
           "left_pr_number": 43842,
           "right_pr_number": 44682,
           "similarity": 0.402,
-          "content_similarity": 0.443,
+          "content_similarity": 0.444,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1324,7 +1324,7 @@
         {
           "left_pr_number": 45421,
           "right_pr_number": 45635,
-          "similarity": 0.466,
+          "similarity": 0.465,
           "content_similarity": 0.38,
           "size_similarity": 0.803,
           "breadth_similarity": 0.5,
@@ -1342,8 +1342,8 @@
         {
           "left_pr_number": 44974,
           "right_pr_number": 45666,
-          "similarity": 0.461,
-          "content_similarity": 0.43,
+          "similarity": 0.46,
+          "content_similarity": 0.429,
           "size_similarity": 0.442,
           "breadth_similarity": 0.657,
           "concentration_similarity": 0.558,
@@ -1364,7 +1364,7 @@
           "left_pr_number": 44974,
           "right_pr_number": 45421,
           "similarity": 0.422,
-          "content_similarity": 0.304,
+          "content_similarity": 0.303,
           "size_similarity": 0.735,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.657,
@@ -1416,113 +1416,125 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-33686-4",
+      "cluster_id": "pr-scope-34667-4",
       "pr_numbers": [
-        33686,
-        44407,
-        44550,
-        45899
+        34667,
+        39683,
+        44872,
+        45979
+      ],
+      "representative_pr_number": 39683,
+      "average_similarity": 0.433,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #39683.",
+      "shared_filenames": [
+        "src/transformers/generation/utils.py"
       ],
-      "representative_pr_number": 44550,
-      "average_similarity": 0.361,
-      "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
-      "shared_filenames": [],
       "shared_directories": [
-        "docs/source/en",
-        "docs/source",
-        "docs",
-        "docs/source/en/model_doc"
+        "src/transformers/generation",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 33686,
-          "right_pr_number": 44550,
-          "similarity": 0.392,
-          "content_similarity": 0.131,
-          "size_similarity": 1.0,
+          "left_pr_number": 34667,
+          "right_pr_number": 39683,
+          "similarity": 0.525,
+          "content_similarity": 0.434,
+          "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
           "shared_directories": [
-            "docs/source/en/model_doc",
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 44407,
-          "right_pr_number": 44550,
-          "similarity": 0.362,
-          "content_similarity": 0.098,
-          "size_similarity": 0.957,
-          "breadth_similarity": 1.0,
+          "left_pr_number": 39683,
+          "right_pr_number": 45979,
+          "similarity": 0.455,
+          "content_similarity": 0.381,
+          "size_similarity": 0.418,
+          "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 44550,
-          "right_pr_number": 45899,
-          "similarity": 0.362,
-          "content_similarity": 0.099,
-          "size_similarity": 0.955,
+          "left_pr_number": 34667,
+          "right_pr_number": 44872,
+          "similarity": 0.435,
+          "content_similarity": 0.349,
+          "size_similarity": 0.273,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 33686,
-          "right_pr_number": 44407,
-          "similarity": 0.352,
-          "content_similarity": 0.083,
-          "size_similarity": 0.957,
+          "left_pr_number": 39683,
+          "right_pr_number": 44872,
+          "similarity": 0.42,
+          "content_similarity": 0.358,
+          "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 33686,
-          "right_pr_number": 45899,
-          "similarity": 0.352,
-          "content_similarity": 0.084,
-          "size_similarity": 0.955,
-          "breadth_similarity": 1.0,
+          "left_pr_number": 34667,
+          "right_pr_number": 45979,
+          "similarity": 0.415,
+          "content_similarity": 0.372,
+          "size_similarity": 0.2,
+          "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
           ]
         },
         {
-          "left_pr_number": 44407,
-          "right_pr_number": 45899,
-          "similarity": 0.349,
-          "content_similarity": 0.088,
-          "size_similarity": 0.913,
-          "breadth_similarity": 1.0,
+          "left_pr_number": 44872,
+          "right_pr_number": 45979,
+          "similarity": 0.348,
+          "content_similarity": 0.307,
+          "size_similarity": 0.055,
+          "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
-          "shared_filenames": [],
+          "shared_filenames": [
+            "src/transformers/generation/utils.py"
+          ],
           "shared_directories": [
-            "docs/source/en",
-            "docs/source",
-            "docs"
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
           ]
         }
       ]
@@ -1631,7 +1643,7 @@
           "left_pr_number": 44059,
           "right_pr_number": 44676,
           "similarity": 0.683,
-          "content_similarity": 0.749,
+          "content_similarity": 0.748,
           "size_similarity": 0.062,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1691,7 +1703,7 @@
         45422
       ],
       "representative_pr_number": 41606,
-      "average_similarity": 0.559,
+      "average_similarity": 0.557,
       "summary": "3 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
       "shared_filenames": [
         "tests/test_processing_common.py",
@@ -1707,7 +1719,7 @@
           "left_pr_number": 41606,
           "right_pr_number": 44543,
           "similarity": 0.687,
-          "content_similarity": 0.665,
+          "content_similarity": 0.664,
           "size_similarity": 0.583,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.683,
@@ -1724,8 +1736,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 45422,
-          "similarity": 0.501,
-          "content_similarity": 0.423,
+          "similarity": 0.5,
+          "content_similarity": 0.422,
           "size_similarity": 0.569,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.881,
@@ -1742,8 +1754,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45422,
-          "similarity": 0.487,
-          "content_similarity": 0.461,
+          "similarity": 0.486,
+          "content_similarity": 0.459,
           "size_similarity": 0.331,
           "breadth_similarity": 0.75,
           "concentration_similarity": 0.802,
@@ -1816,7 +1828,7 @@
           "left_pr_number": 44375,
           "right_pr_number": 45946,
           "similarity": 0.47,
-          "content_similarity": 0.572,
+          "content_similarity": 0.571,
           "size_similarity": 0.009,
           "breadth_similarity": 0.31,
           "concentration_similarity": 0.755,
@@ -1867,74 +1879,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-41441-3",
-      "pr_numbers": [
-        41441,
-        43469,
-        45952
-      ],
-      "representative_pr_number": 41441,
-      "average_similarity": 0.531,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
-      "shared_filenames": [
-        "src/transformers/hf_argparser.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 41441,
-          "right_pr_number": 43469,
-          "similarity": 0.666,
-          "content_similarity": 0.751,
-          "size_similarity": 0.35,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.75,
-          "shared_filenames": [
-            "src/transformers/hf_argparser.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41441,
-          "right_pr_number": 45952,
-          "similarity": 0.583,
-          "content_similarity": 0.435,
-          "size_similarity": 0.857,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/hf_argparser.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 43469,
-          "right_pr_number": 45952,
-          "similarity": 0.343,
-          "content_similarity": 0.301,
-          "size_similarity": 0.3,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.75,
-          "shared_filenames": [
-            "src/transformers/hf_argparser.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43997-3",
       "pr_numbers": [
@@ -2018,7 +1962,7 @@
         45077
       ],
       "representative_pr_number": 45077,
-      "average_similarity": 0.524,
+      "average_similarity": 0.523,
       "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
       "shared_filenames": [
         ".github/workflows/build-ci-docker-images.yml",
@@ -2039,7 +1983,7 @@
           "left_pr_number": 42975,
           "right_pr_number": 45077,
           "similarity": 0.677,
-          "content_similarity": 0.62,
+          "content_similarity": 0.619,
           "size_similarity": 0.731,
           "breadth_similarity": 0.833,
           "concentration_similarity": 1.0,
@@ -2063,7 +2007,7 @@
         {
           "left_pr_number": 42976,
           "right_pr_number": 45077,
-          "similarity": 0.487,
+          "similarity": 0.486,
           "content_similarity": 0.514,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
@@ -2083,8 +2027,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 42976,
-          "similarity": 0.408,
-          "content_similarity": 0.403,
+          "similarity": 0.407,
+          "content_similarity": 0.402,
           "size_similarity": 0.101,
           "breadth_similarity": 0.606,
           "concentration_similarity": 1.0,
@@ -2104,78 +2048,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-34667-3",
-      "pr_numbers": [
-        34667,
-        39683,
-        44872
-      ],
-      "representative_pr_number": 34667,
-      "average_similarity": 0.464,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
-      "shared_filenames": [
-        "src/transformers/generation/utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/generation",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 34667,
-          "right_pr_number": 39683,
-          "similarity": 0.529,
-          "content_similarity": 0.439,
-          "size_similarity": 0.478,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 34667,
-          "right_pr_number": 44872,
-          "similarity": 0.439,
-          "content_similarity": 0.355,
-          "size_similarity": 0.273,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 39683,
-          "right_pr_number": 44872,
-          "similarity": 0.424,
-          "content_similarity": 0.363,
-          "size_similarity": 0.13,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-41097-3",
       "pr_numbers": [
@@ -2198,7 +2070,7 @@
           "left_pr_number": 41097,
           "right_pr_number": 43549,
           "similarity": 0.548,
-          "content_similarity": 0.44,
+          "content_similarity": 0.439,
           "size_similarity": 0.6,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2213,7 +2085,7 @@
         {
           "left_pr_number": 43549,
           "right_pr_number": 44547,
-          "similarity": 0.437,
+          "similarity": 0.436,
           "content_similarity": 0.352,
           "size_similarity": 0.267,
           "breadth_similarity": 1.0,
@@ -2511,7 +2383,7 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.388,
+          "similarity": 0.387,
           "content_similarity": 0.343,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
@@ -2565,7 +2437,7 @@
           "left_pr_number": 44615,
           "right_pr_number": 45524,
           "similarity": 0.42,
-          "content_similarity": 0.337,
+          "content_similarity": 0.336,
           "size_similarity": 0.229,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2581,7 +2453,7 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.408,
+          "similarity": 0.407,
           "content_similarity": 0.336,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
@@ -2622,7 +2494,7 @@
         45931
       ],
       "representative_pr_number": 45931,
-      "average_similarity": 0.393,
+      "average_similarity": 0.394,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cache_utils.py`, `tests/utils/test_cache_utils.py`, `src/transformers/generation/utils.py`; representative PR #45931.",
       "shared_filenames": [
         "src/transformers/cache_utils.py",
@@ -2662,7 +2534,7 @@
           "left_pr_number": 35381,
           "right_pr_number": 45931,
           "similarity": 0.378,
-          "content_similarity": 0.193,
+          "content_similarity": 0.192,
           "size_similarity": 0.947,
           "breadth_similarity": 0.592,
           "concentration_similarity": 0.843,
@@ -2679,7 +2551,7 @@
           "left_pr_number": 35381,
           "right_pr_number": 42655,
           "similarity": 0.304,
-          "content_similarity": 0.137,
+          "content_similarity": 0.138,
           "size_similarity": 0.769,
           "breadth_similarity": 0.45,
           "concentration_similarity": 0.941,
@@ -2694,6 +2566,72 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-33686-3",
+      "pr_numbers": [
+        33686,
+        44407,
+        44550
+      ],
+      "representative_pr_number": 44550,
+      "average_similarity": 0.37,
+      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs",
+        "docs/source/en/model_doc"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44550,
+          "similarity": 0.393,
+          "content_similarity": 0.132,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 44407,
+          "right_pr_number": 44550,
+          "similarity": 0.363,
+          "content_similarity": 0.1,
+          "size_similarity": 0.957,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44407,
+          "similarity": 0.353,
+          "content_similarity": 0.084,
+          "size_similarity": 0.957,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44889-3",
       "pr_numbers": [
@@ -2717,8 +2655,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.4,
-          "content_similarity": 0.158,
+          "similarity": 0.399,
+          "content_similarity": 0.157,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -2735,8 +2673,8 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 45917,
-          "similarity": 0.355,
-          "content_similarity": 0.109,
+          "similarity": 0.354,
+          "content_similarity": 0.108,
           "size_similarity": 0.87,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.959,
@@ -3265,6 +3203,41 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-41441-2",
+      "pr_numbers": [
+        41441,
+        43469
+      ],
+      "representative_pr_number": 41441,
+      "average_similarity": 0.67,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
+      "shared_filenames": [
+        "src/transformers/hf_argparser.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 41441,
+          "right_pr_number": 43469,
+          "similarity": 0.67,
+          "content_similarity": 0.757,
+          "size_similarity": 0.35,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.75,
+          "shared_filenames": [
+            "src/transformers/hf_argparser.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43779-2",
       "pr_numbers": [
@@ -3309,7 +3282,7 @@
         45627
       ],
       "representative_pr_number": 42668,
-      "average_similarity": 0.663,
+      "average_similarity": 0.662,
       "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
       "shared_filenames": [
         "tests/models/auto/test_processor_auto.py",
@@ -3326,8 +3299,8 @@
         {
           "left_pr_number": 42668,
           "right_pr_number": 45627,
-          "similarity": 0.663,
-          "content_similarity": 0.808,
+          "similarity": 0.662,
+          "content_similarity": 0.807,
           "size_similarity": 0.189,
           "breadth_similarity": 0.216,
           "concentration_similarity": 0.952,
@@ -3369,7 +3342,7 @@
           "left_pr_number": 45974,
           "right_pr_number": 45975,
           "similarity": 0.597,
-          "content_similarity": 0.544,
+          "content_similarity": 0.543,
           "size_similarity": 0.451,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.975,
@@ -3393,7 +3366,7 @@
         44116
       ],
       "representative_pr_number": 44101,
-      "average_similarity": 0.554,
+      "average_similarity": 0.553,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
       "shared_filenames": [
         "src/transformers/models/flaubert/modeling_flaubert.py"
@@ -3408,7 +3381,7 @@
         {
           "left_pr_number": 44101,
           "right_pr_number": 44116,
-          "similarity": 0.554,
+          "similarity": 0.553,
           "content_similarity": 0.615,
           "size_similarity": 0.319,
           "breadth_similarity": 0.5,
@@ -3467,7 +3440,7 @@
         43649
       ],
       "representative_pr_number": 43532,
-      "average_similarity": 0.514,
+      "average_similarity": 0.513,
       "summary": "2 open PRs share weighted file overlap around `.github/workflows/self-comment-ci.yml`, `utils/notification_service.py`, `.github/workflows/self-scheduled.yml`; representative PR #43532.",
       "shared_filenames": [
         ".github/workflows/self-comment-ci.yml",
@@ -3487,7 +3460,7 @@
         {
           "left_pr_number": 43532,
           "right_pr_number": 43649,
-          "similarity": 0.514,
+          "similarity": 0.513,
           "content_similarity": 0.46,
           "size_similarity": 0.395,
           "breadth_similarity": 0.875,
@@ -3509,47 +3482,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-45293-2",
-      "pr_numbers": [
-        45293,
-        45317
-      ],
-      "representative_pr_number": 45293,
-      "average_similarity": 0.509,
-      "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
-      "shared_filenames": [
-        "tests/models/auto/test_tokenization_auto.py"
-      ],
-      "shared_directories": [
-        "tests/models/auto",
-        "tests/models",
-        "src/transformers",
-        "tests",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 45293,
-          "right_pr_number": 45317,
-          "similarity": 0.509,
-          "content_similarity": 0.355,
-          "size_similarity": 0.741,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.972,
-          "shared_filenames": [
-            "tests/models/auto/test_tokenization_auto.py"
-          ],
-          "shared_directories": [
-            "tests/models/auto",
-            "src/transformers",
-            "tests/models",
-            "src",
-            "tests"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-44114-2",
       "pr_numbers": [
@@ -3615,6 +3547,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45293-2",
+      "pr_numbers": [
+        45293,
+        45317
+      ],
+      "representative_pr_number": 45293,
+      "average_similarity": 0.508,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`; representative PR #45293.",
+      "shared_filenames": [
+        "tests/models/auto/test_tokenization_auto.py"
+      ],
+      "shared_directories": [
+        "tests/models/auto",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45293,
+          "right_pr_number": 45317,
+          "similarity": 0.508,
+          "content_similarity": 0.355,
+          "size_similarity": 0.741,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.972,
+          "shared_filenames": [
+            "tests/models/auto/test_tokenization_auto.py"
+          ],
+          "shared_directories": [
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45056-2",
       "pr_numbers": [
@@ -3637,7 +3610,7 @@
           "left_pr_number": 45056,
           "right_pr_number": 45128,
           "similarity": 0.498,
-          "content_similarity": 0.392,
+          "content_similarity": 0.391,
           "size_similarity": 0.669,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -3862,7 +3835,7 @@
           "left_pr_number": 45202,
           "right_pr_number": 45883,
           "similarity": 0.437,
-          "content_similarity": 0.405,
+          "content_similarity": 0.404,
           "size_similarity": 0.027,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3904,7 +3877,7 @@
           "left_pr_number": 42112,
           "right_pr_number": 45413,
           "similarity": 0.422,
-          "content_similarity": 0.463,
+          "content_similarity": 0.464,
           "size_similarity": 0.017,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.981,
@@ -3947,7 +3920,7 @@
           "left_pr_number": 45634,
           "right_pr_number": 45880,
           "similarity": 0.418,
-          "content_similarity": 0.456,
+          "content_similarity": 0.455,
           "size_similarity": 0.121,
           "breadth_similarity": 0.365,
           "concentration_similarity": 0.887,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f92942a4fb90ea69e78c26c4ffe717a45879fbc6d95428e39eea9fc5222e15ba
-size 1569168
+oid sha256:bda411a0a3fedae795ac2041e74e944d207d3b96d2fc9526d36cdc894f36ca0e
+size 1572499

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:de28302bed196d449d5f5fe9b9c5789859b277b60b72a74806a3fae0040f5707
-size 44712130
+oid sha256:400fa6fdb84766fbf2c8dcbff26102c4ec87084c38a37bb571561fb2412ab745
+size 44725278

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8461ec9ad9b2fd86ca1d058d40e64b14d10fae4df4602352984753ec8205548f
-size 39731012
+oid sha256:c33ac6b2ad3549201c25330ec343975a4f64f0b3db5ba6aa8958c40a886adc0f
+size 39763276

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c629e377406d205d9624324676082850a465f641e2799af15c0b456bbf772744
-size 1857717
+oid sha256:bc6096b24a1d61353a65f761f5163be1865a5fb56e09a0d022408a03c8009616
+size 1862361

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9af415637c55cf95ea2270024bd6565d5ab99d37ab8092f1e1cae6d60d95a08e
-size 2478715
+oid sha256:19d54d98b4ad3e70371ec03f1da3eabd2549955484d40142a3e8677856c43333
+size 2479722

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a8ecd6c968ede34a1e6fc10c3de7aa52858caf71c199b54356798966448d3b17
-size 763410
+oid sha256:927e82338ec24f0c1587b550455354b9929bd01015e3d35eb46601dcd1a76e1a
+size 763949

snapshots/20260514T180038Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260514T180038Z/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": 10696,
+    "issues": 726,
+    "links": 3349,
+    "new_contributors": 354,
+    "pr_diffs": 2253,
+    "pr_files": 29166,
+    "pull_requests": 2253,
+    "review_comments": 14569,
+    "reviews": 8350,
+    "timeline_events": 45357
+  },
+  "crawl_started_at": "2026-05-14T18:00:38Z",
+  "delta_counts": {
+    "comments": 20,
+    "issue_stubs": 22,
+    "issues": 0,
+    "links": 22,
+    "pr_diffs": 22,
+    "pr_files": 406,
+    "pull_requests": 22,
+    "review_comments": 153,
+    "reviews": 66,
+    "timeline_events": 590
+  },
+  "extracted_at": "2026-05-14T18:00:38Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260514T180038Z",
+  "watermark": {
+    "effective_since": "2026-05-14T12:00:30Z",
+    "next_since": "2026-05-14T18:00:38Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260514T120030Z/manifest.json",
-  "latest_snapshot_id": "20260514T120030Z",
+  "archived_manifest_path": "snapshots/20260514T180038Z/manifest.json",
+  "latest_snapshot_id": "20260514T180038Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-14T12:00:30Z",
+  "next_since": "2026-05-14T18:00:38Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260514T120030Z"
+  "snapshot_dir": "snapshots/20260514T180038Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-14T06:00:44Z",
-  "last_successful_snapshot_id": "20260514T120030Z",
-  "next_since": "2026-05-14T12:00:30Z",
+  "effective_since": "2026-05-14T12:00:30Z",
+  "last_successful_snapshot_id": "20260514T180038Z",
+  "next_since": "2026-05-14T18:00:38Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-14T12:00:30Z"
+  "updated_at": "2026-05-14T18:00:38Z"
 }