Refresh transformers dataset snapshot 20260522T180017Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260522T120016Z`
+- latest snapshot: `20260522T180017Z`
 - 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 sha256:9e958036297432c1d9aacec63e5d48d300a2495174c227c832b6008fb5498615
-size 2473780
+oid sha256:b0c879fae5f7dd37398f4341b28d28eb4e70324e3201de95548a57ed429e0efc
+size 2476720

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:355336db325a8cdfcd9d6477575af273fee94e1190a6c87c48c8f00a1e1946d6
-size 765419
+oid sha256:ae95500f97512d3534468cc659d599f27037044f24329dd52558c09ac9a35864
+size 768059

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d43c8d0aa572cae585842ae2dedb7a04430f6771a7bcfb51e445a61a9a4e3f3c
-size 798174
+oid sha256:b37fb7f8c988c0d2822e5557f85533457c7cca706d8c9230f3bb1cb6a3e4a04b
+size 798314

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2953058d035bd966df68963c26ef17aea0fbcde8d5f21152db665b4824c2fdea
-size 1042291
+oid sha256:4c52dbe493210e50e3408257e304baacb3e00731959da24a6b1a37dd73a3fbfc
+size 1042312

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fd917f15318de950d5b1b154671349391d2e4ec4c8eae7baca07cffa787cd141
-size 45835
+oid sha256:b97c61258da0c3fc24e80e01b276b9c0d8d7070408c28087ddc24f68f95c2100
+size 45855

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260522T120016Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260522T180017Z/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": 11384,
+    "comments": 11407,
     "issues": 760,
-    "links": 3548,
-    "new_contributors": 363,
-    "pr_diffs": 2411,
-    "pr_files": 33083,
-    "pull_requests": 2411,
-    "review_comments": 15065,
-    "reviews": 8687,
-    "timeline_events": 47966
+    "links": 3550,
+    "new_contributors": 359,
+    "pr_diffs": 2414,
+    "pr_files": 33099,
+    "pull_requests": 2414,
+    "review_comments": 15068,
+    "reviews": 8690,
+    "timeline_events": 48001
   },
-  "crawl_started_at": "2026-05-22T12:00:16Z",
+  "crawl_started_at": "2026-05-22T18:00:17Z",
   "delta_counts": {
-    "comments": 39,
-    "issue_stubs": 31,
-    "issues": 12,
-    "links": 19,
-    "pr_diffs": 19,
-    "pr_files": 85,
-    "pull_requests": 19,
-    "review_comments": 63,
-    "reviews": 45,
-    "timeline_events": 445
+    "comments": 23,
+    "issue_stubs": 11,
+    "issues": 1,
+    "links": 8,
+    "pr_diffs": 10,
+    "pr_files": 95,
+    "pull_requests": 10,
+    "review_comments": 252,
+    "reviews": 113,
+    "timeline_events": 609
   },
-  "extracted_at": "2026-05-22T12:00:16Z",
+  "extracted_at": "2026-05-22T18:00:17Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260522T120016Z",
+  "snapshot_id": "20260522T180017Z",
   "watermark": {
-    "effective_since": "2026-05-22T06:00:21Z",
-    "next_since": "2026-05-22T12:00:16Z"
+    "effective_since": "2026-05-22T12:00:16Z",
+    "next_since": "2026-05-22T18:00:17Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260522T120016Z",
-  "generated_at": "2026-05-22T12:01:26Z",
+  "snapshot_id": "20260522T180017Z",
+  "generated_at": "2026-05-22T18:01:03Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 363,
-    "first_seen_in_snapshot": 2,
-    "known_via_prior_merged_pr": 153,
-    "previous_primary_author_count": 1194,
-    "selected_seen_in_previous_primary": 361,
-    "previous_report_contributor_count": 361,
-    "selected_overlap_previous_report": 361,
-    "selected_overlap_previous_report_rate": 0.9945,
-    "reused_previous_report_entries": 359,
-    "reused_known_merged_contributors": 152,
-    "live_fetches": 4,
+    "selected_contributors": 359,
+    "first_seen_in_snapshot": 0,
+    "known_via_prior_merged_pr": 152,
+    "previous_primary_author_count": 1204,
+    "selected_seen_in_previous_primary": 359,
+    "previous_report_contributor_count": 363,
+    "selected_overlap_previous_report": 359,
+    "selected_overlap_previous_report_rate": 1.0,
+    "reused_previous_report_entries": 356,
+    "reused_known_merged_contributors": 151,
+    "live_fetches": 3,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 3.479,
-    "enrichment_avg_seconds_per_author": 0.01,
+    "enrichment_elapsed_seconds": 0.622,
+    "enrichment_avg_seconds_per_author": 0.002,
     "enrichment_failures": 3
   },
   "contributors": [
@@ -215,83 +215,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "ydshieh",
-      "name": "Yih-Dar",
-      "profile_url": "https://github.com/ydshieh",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
-      "repo_first_seen_at": "2025-03-31T13:54:54Z",
-      "repo_last_seen_at": "2026-05-20T09:31:17Z",
-      "repo_primary_artifact_count": 79,
-      "repo_artifact_count": 546,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 79,
-      "snapshot_comment_count": 111,
-      "snapshot_review_count": 208,
-      "snapshot_review_comment_count": 148,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 4938,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 52,
-        "merged_pr_count": 40,
-        "closed_unmerged_pr_count": 4,
-        "open_pr_count": 8,
-        "merged_pr_rate": 0.7692,
-        "closed_unmerged_pr_rate": 0.0769,
-        "still_open_pr_rate": 0.1538,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46114,
-            "title": "[DON\"T MERGE] Forked pr to test migration - check OTEL",
-            "url": "https://github.com/huggingface/transformers/pull/46114",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-20T09:31:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46105,
-            "title": "Allow `ydshieh2` for now for testing migration",
-            "url": "https://github.com/huggingface/transformers/pull/46105",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-20T07:16:30Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45786,
-            "title": "Add `concurrency` to `PR CI` workflow file (`pr-ci-caller.yml`)",
-            "url": "https://github.com/huggingface/transformers/pull/45786",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-05T13:18:59Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "kaixuanliu",
       "name": "kaixuanliu",
@@ -299,14 +222,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu",
       "repo_first_seen_at": "2025-06-20T09:58:55Z",
-      "repo_last_seen_at": "2026-05-22T06:08:02Z",
-      "repo_primary_artifact_count": 82,
-      "repo_artifact_count": 289,
+      "repo_last_seen_at": "2026-05-22T14:42:58Z",
+      "repo_primary_artifact_count": 83,
+      "repo_artifact_count": 292,
       "snapshot_issue_count": 4,
-      "snapshot_pr_count": 78,
+      "snapshot_pr_count": 79,
       "snapshot_comment_count": 64,
-      "snapshot_review_count": 72,
-      "snapshot_review_comment_count": 71,
+      "snapshot_review_count": 73,
+      "snapshot_review_comment_count": 72,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -334,6 +257,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46162,
+            "title": "add XPU Expectations for florence2 and lfm2_vl model test",
+            "url": "https://github.com/huggingface/transformers/pull/46162",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-05-22T14:39:50Z"
+          },
           {
             "kind": "pull_request",
             "number": 46151,
@@ -353,16 +286,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-05-20T09:13:10Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46109,
-            "title": "add more generic support for distributed trainer tests",
-            "url": "https://github.com/huggingface/transformers/pull/46109",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-20T08:29:30Z"
           }
         ],
         "issues": [
@@ -400,6 +323,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "ydshieh",
+      "name": "Yih-Dar",
+      "profile_url": "https://github.com/ydshieh",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
+      "repo_first_seen_at": "2025-03-31T13:54:54Z",
+      "repo_last_seen_at": "2026-05-20T09:31:17Z",
+      "repo_primary_artifact_count": 79,
+      "repo_artifact_count": 546,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 79,
+      "snapshot_comment_count": 111,
+      "snapshot_review_count": 208,
+      "snapshot_review_comment_count": 148,
+      "repo_association": "MEMBER",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 4938,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 52,
+        "merged_pr_count": 40,
+        "closed_unmerged_pr_count": 4,
+        "open_pr_count": 8,
+        "merged_pr_rate": 0.7692,
+        "closed_unmerged_pr_rate": 0.0769,
+        "still_open_pr_rate": 0.1538,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46114,
+            "title": "[DON\"T MERGE] Forked pr to test migration - check OTEL",
+            "url": "https://github.com/huggingface/transformers/pull/46114",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-20T09:31:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46105,
+            "title": "Allow `ydshieh2` for now for testing migration",
+            "url": "https://github.com/huggingface/transformers/pull/46105",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-20T07:16:30Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45786,
+            "title": "Add `concurrency` to `PR CI` workflow file (`pr-ci-caller.yml`)",
+            "url": "https://github.com/huggingface/transformers/pull/45786",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-05T13:18:59Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "zucchini-nlp",
       "name": "Raushan Turganbay",
@@ -2088,12 +2088,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui",
       "repo_first_seen_at": "2026-01-08T18:13:10Z",
-      "repo_last_seen_at": "2026-05-22T11:13:04Z",
+      "repo_last_seen_at": "2026-05-22T15:21:07Z",
       "repo_primary_artifact_count": 17,
-      "repo_artifact_count": 91,
+      "repo_artifact_count": 92,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 17,
-      "snapshot_comment_count": 6,
+      "snapshot_comment_count": 7,
       "snapshot_review_count": 34,
       "snapshot_review_comment_count": 34,
       "repo_association": "MEMBER",
@@ -2133,7 +2133,7 @@
             "url": "https://github.com/huggingface/transformers/pull/46160",
             "state": "open",
             "merged": false,
-            "draft": false,
+            "draft": true,
             "created_at": "2026-05-22T11:13:04Z"
           },
           {
@@ -4850,6 +4850,85 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "guarin",
+      "name": null,
+      "profile_url": "https://github.com/guarin",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
+      "repo_first_seen_at": "2026-05-12T18:20:58Z",
+      "repo_last_seen_at": "2026-05-22T16:59:32Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 62,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 5,
+      "snapshot_review_count": 27,
+      "snapshot_review_comment_count": 27,
+      "repo_association": "MEMBER",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 2794,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
+      "public_orgs": [
+        "huggingface"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 21,
+        "merged_pr_count": 19,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.9048,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.0952,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46163,
+            "title": "Return logits from semantic segmentation post-process",
+            "url": "https://github.com/huggingface/transformers/pull/46163",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-05-22T16:59:01Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46137,
+            "title": "Update self-comment-ci",
+            "url": "https://github.com/huggingface/transformers/pull/46137",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-21T09:41:02Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45919,
+            "title": "Add Sapiens2 Model",
+            "url": "https://github.com/huggingface/transformers/pull/45919",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-12T18:20:58Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "joaquinhuigomez",
       "name": "Joaquin Hui",
@@ -5004,6 +5083,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Prachi-kushwaha",
+      "name": "Prachi Kushwaha",
+      "profile_url": "https://github.com/Prachi-kushwaha",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha",
+      "repo_first_seen_at": "2026-03-07T22:12:58Z",
+      "repo_last_seen_at": "2026-05-22T14:10:36Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 8,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 5,
+      "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": 1556,
+      "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": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46161,
+            "title": "Fix tokenizer subfolder fallback",
+            "url": "https://github.com/huggingface/transformers/pull/46161",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-05-22T14:10:36Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45837,
+            "title": "WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention",
+            "url": "https://github.com/huggingface/transformers/pull/45837",
+            "state": "closed",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-05-08T02:43:09Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45747,
+            "title": "Fix split batch size",
+            "url": "https://github.com/huggingface/transformers/pull/45747",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-02T19:06:12Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "rigen1048",
       "name": "Abdullah Fayez",
@@ -7602,75 +7758,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "guarin",
-      "name": null,
-      "profile_url": "https://github.com/guarin",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
-      "repo_first_seen_at": "2026-05-12T18:20:58Z",
-      "repo_last_seen_at": "2026-05-22T09:45:06Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 55,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 3,
-      "snapshot_review_count": 25,
-      "snapshot_review_comment_count": 25,
-      "repo_association": "MEMBER",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2794,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 21,
-        "merged_pr_count": 19,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.9048,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.0952,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46137,
-            "title": "Update self-comment-ci",
-            "url": "https://github.com/huggingface/transformers/pull/46137",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-21T09:41:02Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45919,
-            "title": "Add Sapiens2 Model",
-            "url": "https://github.com/huggingface/transformers/pull/45919",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-12T18:20:58Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "hf-dependantbot-rollout[bot]",
       "name": null,
@@ -7687,10 +7774,10 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
-      "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",
+      "report_reason": null,
       "enrichment_source": "live",
       "live_refetch_skipped": false,
       "account_age_days": null,
@@ -8943,77 +9030,10 @@
             "number": 45066,
             "title": "[PR] Unique Enhancement: Transformers Model Advisor & Legacy Cleanup",
             "url": "https://github.com/huggingface/transformers/pull/45066",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-27T17:04:14Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "poojansatani",
-      "name": null,
-      "profile_url": "https://github.com/poojansatani",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apoojansatani",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apoojansatani",
-      "repo_first_seen_at": "2026-05-16T15:35:41Z",
-      "repo_last_seen_at": "2026-05-19T03:31:27Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 2,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1048,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 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": 46040,
-            "title": "fix: prevent OOM/hang in smart_resize for large images",
-            "url": "https://github.com/huggingface/transformers/pull/46040",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-18T20:19:48Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46007,
-            "title": "docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels",
-            "url": "https://github.com/huggingface/transformers/pull/46007",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
-            "created_at": "2026-05-16T15:35:41Z"
+            "created_at": "2026-03-27T17:04:14Z"
           }
         ],
         "issues": []
@@ -9021,66 +9041,66 @@
       "fetch_error": null
     },
     {
-      "author_login": "Prachi-kushwaha",
-      "name": "Prachi Kushwaha",
-      "profile_url": "https://github.com/Prachi-kushwaha",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha",
-      "repo_first_seen_at": "2026-03-07T22:12:58Z",
-      "repo_last_seen_at": "2026-05-21T18:46:46Z",
+      "author_login": "poojansatani",
+      "name": null,
+      "profile_url": "https://github.com/poojansatani",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apoojansatani",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apoojansatani",
+      "repo_first_seen_at": "2026-05-16T15:35:41Z",
+      "repo_last_seen_at": "2026-05-19T03:31:27Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 7,
+      "repo_artifact_count": 4,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 5,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
+      "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": 1556,
+      "account_age_days": 1048,
       "young_account": false,
       "follow_through_score": "weak",
       "breadth_score": "low",
       "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 3,
+        "visible_authored_pr_count": 1,
         "merged_pr_count": 0,
         "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
+        "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": 2,
-        "distinct_repos_with_open_prs": 2
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 45837,
-            "title": "WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention",
-            "url": "https://github.com/huggingface/transformers/pull/45837",
+            "number": 46040,
+            "title": "fix: prevent OOM/hang in smart_resize for large images",
+            "url": "https://github.com/huggingface/transformers/pull/46040",
             "state": "closed",
             "merged": false,
-            "draft": true,
-            "created_at": "2026-05-08T02:43:09Z"
+            "draft": false,
+            "created_at": "2026-05-18T20:19:48Z"
           },
           {
             "kind": "pull_request",
-            "number": 45747,
-            "title": "Fix split batch size",
-            "url": "https://github.com/huggingface/transformers/pull/45747",
-            "state": "closed",
+            "number": 46007,
+            "title": "docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels",
+            "url": "https://github.com/huggingface/transformers/pull/46007",
+            "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-05-02T19:06:12Z"
+            "created_at": "2026-05-16T15:35:41Z"
           }
         ],
         "issues": []
@@ -10967,12 +10987,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron",
       "repo_first_seen_at": "2025-08-20T15:17:54Z",
-      "repo_last_seen_at": "2026-05-19T15:43:38Z",
+      "repo_last_seen_at": "2026-05-22T15:45:56Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 71,
+      "repo_artifact_count": 72,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 2,
-      "snapshot_comment_count": 8,
+      "snapshot_comment_count": 9,
       "snapshot_review_count": 30,
       "snapshot_review_comment_count": 30,
       "repo_association": "CONTRIBUTOR",
@@ -12538,76 +12558,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "BSchilperoort",
-      "name": "Bart Schilperoort",
-      "profile_url": "https://github.com/BSchilperoort",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABSchilperoort",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABSchilperoort",
-      "repo_first_seen_at": "2026-03-18T11:08:09Z",
-      "repo_last_seen_at": "2026-03-23T12:27:25Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 6,
-      "snapshot_issue_count": 1,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 4,
-      "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": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 4010,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [
-        "eWaterCycle"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 13,
-        "merged_pr_count": 11,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.8462,
-        "closed_unmerged_pr_rate": 0.0769,
-        "still_open_pr_rate": 0.0769,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44946,
-            "title": "Correct docstrings for `from_pretrained` (url input deprecated)",
-            "url": "https://github.com/huggingface/transformers/pull/44946",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-23T12:18:34Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 44821,
-            "title": "Unable to load `AutoImageProcessor` from URL",
-            "url": "https://github.com/huggingface/transformers/issues/44821",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-18T11:08:09Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Butanium",
       "name": "Cl\u00e9ment Dumas",
@@ -14054,12 +14004,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anunq",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anunq",
       "repo_first_seen_at": "2026-05-08T00:29:00Z",
-      "repo_last_seen_at": "2026-05-11T19:58:43Z",
+      "repo_last_seen_at": "2026-05-22T13:01:17Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 4,
+      "repo_artifact_count": 5,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 1,
       "snapshot_review_comment_count": 1,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -17227,12 +17177,12 @@
       "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": 1279,
       "young_account": false,
       "follow_through_score": "weak",
@@ -18414,63 +18364,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "hemantmm",
-      "name": "Hemant M Mehta",
-      "profile_url": "https://github.com/hemantmm",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahemantmm",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahemantmm",
-      "repo_first_seen_at": "2026-03-23T16:29:46Z",
-      "repo_last_seen_at": "2026-03-25T13:05:33Z",
-      "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": "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": 1646,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 9,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 5,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.1111,
-        "closed_unmerged_pr_rate": 0.5556,
-        "still_open_pr_rate": 0.3333,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44951,
-            "title": "feat: Add router_logits override to enable Routing Replay for MoE models",
-            "url": "https://github.com/huggingface/transformers/pull/44951",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-23T16:29:46Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "henloworldowo",
       "name": null,
@@ -18528,63 +18421,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "heycorgi",
-      "name": null,
-      "profile_url": "https://github.com/heycorgi",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aheycorgi",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aheycorgi",
-      "repo_first_seen_at": "2026-03-23T15:33:56Z",
-      "repo_last_seen_at": "2026-03-23T15:33:56Z",
-      "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": 1515,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "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": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 1.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44948,
-            "title": "Create aa.py",
-            "url": "https://github.com/huggingface/transformers/pull/44948",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-23T15:33:56Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "huzama",
       "name": "Huzama Ahmad",
@@ -19041,63 +18877,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Jess-Co-Del",
-      "name": "Jessica C. Delmoral",
-      "profile_url": "https://github.com/Jess-Co-Del",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJess-Co-Del",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJess-Co-Del",
-      "repo_first_seen_at": "2026-03-23T17:02:50Z",
-      "repo_last_seen_at": "2026-03-24T10:18:17Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "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": 2201,
-      "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": 44952,
-            "title": "Fix: Add correct return behaviour when output_hidden_states=True for CLIP and SIGLIP vision models",
-            "url": "https://github.com/huggingface/transformers/pull/44952",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-23T17:02:50Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "jIab-b",
       "name": null,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260522T120016Z`
-- Generated: `2026-05-22T12:01:26Z`
+- Snapshot: `20260522T180017Z`
+- Generated: `2026-05-22T18:01:03Z`
 - Activity window: `60d`
-- Contributors: `363`
+- Contributors: `359`
 
 ## Summary
 
@@ -11,8 +11,8 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 97 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 79 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 79 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 78 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 78 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 52 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -65,8 +65,10 @@
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 3 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 3 | 0 | strong | low | low | — |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Lidang-Jiang` | [profile](https://github.com/Lidang-Jiang) | no | CONTRIBUTOR | 1230d | `2026-03-27T02:44:21Z` | 3 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
@@ -101,8 +103,7 @@
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 2 | 0 | strong | low | low | — |
-| `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | yes | NONE | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
+| `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | NONE | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -122,7 +123,6 @@
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 160d | `2026-03-30T15:02:06Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 2 | 0 | mixed | low | low | — |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -170,7 +170,6 @@
 | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `BSchilperoort` | [profile](https://github.com/BSchilperoort) | no | NONE | 4010d | `2026-03-18T11:08:09Z` | 1 | 1 | strong | low | low | — |
 | `Butanium` | [profile](https://github.com/Butanium) | no | CONTRIBUTOR | 2396d | `2026-03-25T01:39:23Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
 | `caiovicentino` | [profile](https://github.com/caiovicentino) | no | NONE | 470d | `2026-04-03T01:52:14Z` | 1 | 1 | weak | low | low | — |
 | `cjkindel` | [profile](https://github.com/cjkindel) | no | NONE | 4189d | `2026-03-24T21:01:11Z` | 1 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
@@ -246,7 +245,7 @@
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
-| `DiwanshuG` | [profile](https://github.com/DiwanshuG) | yes | FIRST_TIME_CONTRIBUTOR | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | FIRST_TIME_CONTRIBUTOR | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
 | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
@@ -267,9 +266,7 @@
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 | `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `heycorgi` | [profile](https://github.com/heycorgi) | no | NONE | 1515d | `2026-03-23T15:33:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Hyungkeun-Park-Nota` | [profile](https://github.com/Hyungkeun-Park-Nota) | no | CONTRIBUTOR | 421d | `2026-03-25T01:19:59Z` | 1 | 0 | mixed | low | low | — |
 | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -278,7 +275,6 @@
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | no | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -424,6 +420,32 @@ Example artifacts:
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
+### `kaixuanliu`
+
+- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
+- repo first seen: `2025-06-20T09:58:55Z`
+- repo last seen: `2026-05-22T14:42:58Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **83**
+- snapshot authored PRs/issues: **79 PRs / 4 issues**
+- snapshot discussion activity: **64 comments / 73 reviews / 72 review comments**
+- account age: **3934 days**
+- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46162: add XPU Expectations for florence2 and lfm2_vl model test](https://github.com/huggingface/transformers/pull/46162) — open, draft
+- [PR #46151: Add Expectations for pipeline token classification tests](https://github.com/huggingface/transformers/pull/46151) — open
+- [PR #46111: Fix a regression in encoder-decoder generation cache initialization](https://github.com/huggingface/transformers/pull/46111) — open
+- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
+- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
+- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
+
 ### `ydshieh`
 
 - profile: [github.com/ydshieh](https://github.com/ydshieh)
@@ -447,32 +469,6 @@ Example artifacts:
 - [PR #46105: Allow `ydshieh2` for now for testing migration](https://github.com/huggingface/transformers/pull/46105) — closed, merged
 - [PR #45786: Add `concurrency` to `PR CI` workflow file (`pr-ci-caller.yml`)](https://github.com/huggingface/transformers/pull/45786) — closed, merged
 
-### `kaixuanliu`
-
-- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
-- repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-05-22T06:08:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **82**
-- snapshot authored PRs/issues: **78 PRs / 4 issues**
-- snapshot discussion activity: **64 comments / 72 reviews / 71 review comments**
-- account age: **3934 days**
-- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46151: Add Expectations for pipeline token classification tests](https://github.com/huggingface/transformers/pull/46151) — open
-- [PR #46111: Fix a regression in encoder-decoder generation cache initialization](https://github.com/huggingface/transformers/pull/46111) — open
-- [PR #46109: add more generic support for distributed trainer tests](https://github.com/huggingface/transformers/pull/46109) — open
-- [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
-- [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
-- [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
-
 ### `zucchini-nlp`
 
 - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
@@ -920,12 +916,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
 - repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-05-22T11:13:04Z`
+- repo last seen: `2026-05-22T15:21:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **17 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
+- snapshot discussion activity: **7 comments / 34 reviews / 34 review comments**
 - account age: **1414 days**
 - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
 - public orgs: `huggingface`, `bitsandbytes-foundation`
@@ -933,7 +929,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46160: [ROCm] Use AITER as Triton backend for hub attention kernels with no ROCm build ](https://github.com/huggingface/transformers/pull/46160) — open
+- [PR #46160: [ROCm] Use AITER as Triton backend for hub attention kernels with no ROCm build ](https://github.com/huggingface/transformers/pull/46160) — open, draft
 - [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — closed, merged
 - [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
 
@@ -1708,6 +1704,29 @@ Example artifacts:
 - [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
 
+### `guarin`
+
+- profile: [github.com/guarin](https://github.com/guarin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
+- repo first seen: `2026-05-12T18:20:58Z`
+- repo last seen: `2026-05-22T16:59:32Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 27 reviews / 27 review comments**
+- account age: **2794 days**
+- recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open, draft
+- [PR #46137: Update self-comment-ci](https://github.com/huggingface/transformers/pull/46137) — closed, merged
+- [PR #45919: Add Sapiens2 Model](https://github.com/huggingface/transformers/pull/45919) — open
+
 ### `joaquinhuigomez`
 
 - profile: [github.com/joaquinhuigomez](https://github.com/joaquinhuigomez)
@@ -1754,6 +1773,29 @@ Example artifacts:
 - [PR #45043: [Bugfix] Use sys.modules.get() to avoid KeyError in modeling_utils](https://github.com/huggingface/transformers/pull/45043) — closed
 - [PR #45039: [Bugfix] Propagate interpolate_pos_encoding through Pixio model](https://github.com/huggingface/transformers/pull/45039) — closed
 
+### `Prachi-kushwaha`
+
+- profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
+- repo first seen: `2026-03-07T22:12:58Z`
+- repo last seen: `2026-05-22T14:10:36Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **1556 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 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 #46161: Fix tokenizer subfolder fallback](https://github.com/huggingface/transformers/pull/46161) — open, draft
+- [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
+- [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
+
 ### `rigen1048`
 
 - profile: [github.com/rigen1048](https://github.com/rigen1048)
@@ -2531,28 +2573,6 @@ Example artifacts:
 - [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — closed
 - [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — closed
 
-### `guarin`
-
-- profile: [github.com/guarin](https://github.com/guarin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
-- repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-05-22T09:45:06Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 25 reviews / 25 review comments**
-- account age: **2794 days**
-- recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46137: Update self-comment-ci](https://github.com/huggingface/transformers/pull/46137) — closed, merged
-- [PR #45919: Add Sapiens2 Model](https://github.com/huggingface/transformers/pull/45919) — open
-
 ### `hf-dependantbot-rollout[bot]`
 
 - profile: [github.com/hf-dependantbot-rollout[bot]](https://github.com/hf-dependantbot-rollout[bot])
@@ -2560,7 +2580,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-dependantbot-rollout%5Bbot%5D)
 - repo first seen: `2026-05-22T09:25:47Z`
 - repo last seen: `2026-05-22T10:13:42Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -2994,28 +3014,6 @@ Example artifacts:
 - [PR #46040: fix: prevent OOM/hang in smart_resize for large images](https://github.com/huggingface/transformers/pull/46040) — closed
 - [PR #46007: docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels](https://github.com/huggingface/transformers/pull/46007) — open
 
-### `Prachi-kushwaha`
-
-- profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
-- repo first seen: `2026-03-07T22:12:58Z`
-- repo last seen: `2026-05-21T18:46:46Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **1556 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 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 #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
-- [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
-
 ### `rasmi`
 
 - profile: [github.com/rasmi](https://github.com/rasmi)
@@ -3590,12 +3588,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
 - repo first seen: `2025-08-20T15:17:54Z`
-- repo last seen: `2026-05-19T15:43:38Z`
+- repo last seen: `2026-05-22T15:45:56Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **8 comments / 30 reviews / 30 review comments**
+- snapshot discussion activity: **9 comments / 30 reviews / 30 review comments**
 - account age: **3447 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: `ai-rush-2019`, `bcaitech1`, `ml-zip`
@@ -4076,28 +4074,6 @@ Example artifacts:
 - [PR #45935: Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion](https://github.com/huggingface/transformers/pull/45935) — closed
 - [Issue #45915: 🚨 Security Analysis: 1. An attacker identifies the insecure-deserialization vulne](https://github.com/huggingface/transformers/issues/45915) — closed
 
-### `BSchilperoort`
-
-- profile: [github.com/BSchilperoort](https://github.com/BSchilperoort)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABSchilperoort)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABSchilperoort)
-- repo first seen: `2026-03-18T11:08:09Z`
-- repo last seen: `2026-03-23T12:27:25Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **4010 days**
-- recent public PR activity: **13 PRs** (11 merged / 1 closed-unmerged / 1 open; merged rate **85%**, closed-unmerged rate **8%**, open rate **8%**)
-- public orgs: `eWaterCycle`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #44946: Correct docstrings for `from_pretrained` (url input deprecated)](https://github.com/huggingface/transformers/pull/44946) — closed, merged
-- [Issue #44821: Unable to load `AutoImageProcessor` from URL](https://github.com/huggingface/transformers/issues/44821) — closed
-
 ### `Butanium`
 
 - profile: [github.com/Butanium](https://github.com/Butanium)
@@ -4566,12 +4542,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anunq)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anunq)
 - repo first seen: `2026-05-08T00:29:00Z`
-- repo last seen: `2026-05-11T19:58:43Z`
+- repo last seen: `2026-05-22T13:01:17Z`
 - 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 / 1 reviews / 1 review comments**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
 - account age: **2694 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
@@ -5709,7 +5685,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADiwanshuG)
 - repo first seen: `2026-05-22T10:39:02Z`
 - repo last seen: `2026-05-22T10:39:02Z`
-- 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**
@@ -6143,27 +6119,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45101: Adding support for Nandi Models](https://github.com/huggingface/transformers/pull/45101) — open
 
-### `hemantmm`
-
-- profile: [github.com/hemantmm](https://github.com/hemantmm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahemantmm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahemantmm)
-- repo first seen: `2026-03-23T16:29:46Z`
-- repo last seen: `2026-03-25T13:05:33Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1646 days**
-- recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #44951: feat: Add router_logits override to enable Routing Replay for MoE models](https://github.com/huggingface/transformers/pull/44951) — closed
-
 ### `henloworldowo`
 
 - profile: [github.com/henloworldowo](https://github.com/henloworldowo)
@@ -6185,27 +6140,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45772: test pull request](https://github.com/huggingface/transformers/pull/45772) — closed
 
-### `heycorgi`
-
-- profile: [github.com/heycorgi](https://github.com/heycorgi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aheycorgi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aheycorgi)
-- repo first seen: `2026-03-23T15:33:56Z`
-- repo last seen: `2026-03-23T15:33:56Z`
-- 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: **1515 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44948: Create aa.py](https://github.com/huggingface/transformers/pull/44948) — closed
-
 ### `huzama`
 
 - profile: [github.com/huzama](https://github.com/huzama)
@@ -6374,27 +6308,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45302: fix(security): prevent untrusted users from triggering TRL CI dispatch](https://github.com/huggingface/transformers/pull/45302) — closed, merged
 
-### `Jess-Co-Del`
-
-- profile: [github.com/Jess-Co-Del](https://github.com/Jess-Co-Del)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJess-Co-Del)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJess-Co-Del)
-- repo first seen: `2026-03-23T17:02:50Z`
-- repo last seen: `2026-03-24T10:18:17Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2201 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 #44952: Fix: Add correct return behaviour when output_hidden_states=True for CLIP and SIGLIP vision models](https://github.com/huggingface/transformers/pull/44952) — open
-
 ### `jIab-b`
 
 - profile: [github.com/jIab-b](https://github.com/jIab-b)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:50935884aead19409477427f80429e47f98fc2e84490d6ede7ab074303c6f33d
-size 64284
+oid sha256:ef00afb4263b68d1df9940451adbc13b12c730c417e873200d781be36e90de12
+size 63756

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260522T120016Z",
-  "generated_at": "2026-05-22T12:01:22Z",
-  "cluster_count": 55,
+  "snapshot_id": "20260522T180017Z",
+  "generated_at": "2026-05-22T18:01:02Z",
+  "cluster_count": 56,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
@@ -50,7 +50,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 45067,
           "similarity": 0.622,
-          "content_similarity": 0.461,
+          "content_similarity": 0.46,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -114,7 +114,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44123,
           "similarity": 0.503,
-          "content_similarity": 0.408,
+          "content_similarity": 0.407,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -145,7 +145,7 @@
         {
           "left_pr_number": 44123,
           "right_pr_number": 45067,
-          "similarity": 0.48,
+          "similarity": 0.479,
           "content_similarity": 0.373,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
@@ -274,7 +274,7 @@
           "left_pr_number": 43636,
           "right_pr_number": 45994,
           "similarity": 0.446,
-          "content_similarity": 0.287,
+          "content_similarity": 0.286,
           "size_similarity": 0.636,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -354,7 +354,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45055,
           "similarity": 0.441,
-          "content_similarity": 0.256,
+          "content_similarity": 0.255,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -497,7 +497,7 @@
         {
           "left_pr_number": 45055,
           "right_pr_number": 45994,
-          "similarity": 0.404,
+          "similarity": 0.403,
           "content_similarity": 0.27,
           "size_similarity": 0.429,
           "breadth_similarity": 1.0,
@@ -626,7 +626,7 @@
           "left_pr_number": 45055,
           "right_pr_number": 45273,
           "similarity": 0.388,
-          "content_similarity": 0.197,
+          "content_similarity": 0.196,
           "size_similarity": 0.667,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -658,7 +658,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 45055,
           "similarity": 0.384,
-          "content_similarity": 0.227,
+          "content_similarity": 0.226,
           "size_similarity": 0.5,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -673,7 +673,7 @@
         {
           "left_pr_number": 45055,
           "right_pr_number": 45067,
-          "similarity": 0.382,
+          "similarity": 0.381,
           "content_similarity": 0.305,
           "size_similarity": 0.12,
           "breadth_similarity": 1.0,
@@ -866,7 +866,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45273,
           "similarity": 0.335,
-          "content_similarity": 0.241,
+          "content_similarity": 0.24,
           "size_similarity": 0.111,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -882,7 +882,7 @@
           "left_pr_number": 44123,
           "right_pr_number": 45273,
           "similarity": 0.324,
-          "content_similarity": 0.241,
+          "content_similarity": 0.24,
           "size_similarity": 0.036,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1033,7 +1033,7 @@
           "left_pr_number": 45294,
           "right_pr_number": 45883,
           "similarity": 0.558,
-          "content_similarity": 0.486,
+          "content_similarity": 0.485,
           "size_similarity": 0.933,
           "breadth_similarity": 0.325,
           "concentration_similarity": 0.908,
@@ -1070,7 +1070,7 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45817,
-          "similarity": 0.534,
+          "similarity": 0.533,
           "content_similarity": 0.582,
           "size_similarity": 0.252,
           "breadth_similarity": 0.55,
@@ -1217,8 +1217,8 @@
         {
           "left_pr_number": 45438,
           "right_pr_number": 45606,
-          "similarity": 0.348,
-          "content_similarity": 0.33,
+          "similarity": 0.347,
+          "content_similarity": 0.329,
           "size_similarity": 0.126,
           "breadth_similarity": 0.55,
           "concentration_similarity": 0.858,
@@ -1260,7 +1260,7 @@
           "left_pr_number": 45294,
           "right_pr_number": 46079,
           "similarity": 0.208,
-          "content_similarity": 0.136,
+          "content_similarity": 0.135,
           "size_similarity": 0.133,
           "breadth_similarity": 0.45,
           "concentration_similarity": 0.971,
@@ -1380,7 +1380,7 @@
         {
           "left_pr_number": 45996,
           "right_pr_number": 46067,
-          "similarity": 0.853,
+          "similarity": 0.852,
           "content_similarity": 0.853,
           "size_similarity": 0.808,
           "breadth_similarity": 0.9,
@@ -1441,7 +1441,7 @@
           "left_pr_number": 45635,
           "right_pr_number": 46067,
           "similarity": 0.623,
-          "content_similarity": 0.524,
+          "content_similarity": 0.523,
           "size_similarity": 0.884,
           "breadth_similarity": 0.8,
           "concentration_similarity": 0.874,
@@ -1460,7 +1460,7 @@
           "left_pr_number": 44974,
           "right_pr_number": 46067,
           "similarity": 0.595,
-          "content_similarity": 0.528,
+          "content_similarity": 0.527,
           "size_similarity": 0.522,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.945,
@@ -1480,7 +1480,7 @@
           "left_pr_number": 44974,
           "right_pr_number": 45996,
           "similarity": 0.586,
-          "content_similarity": 0.56,
+          "content_similarity": 0.559,
           "size_similarity": 0.422,
           "breadth_similarity": 0.9,
           "concentration_similarity": 0.829,
@@ -1535,7 +1535,7 @@
           "left_pr_number": 45421,
           "right_pr_number": 45996,
           "similarity": 0.323,
-          "content_similarity": 0.196,
+          "content_similarity": 0.195,
           "size_similarity": 0.573,
           "breadth_similarity": 0.583,
           "concentration_similarity": 0.828,
@@ -1609,7 +1609,7 @@
           "left_pr_number": 39683,
           "right_pr_number": 45985,
           "similarity": 0.603,
-          "content_similarity": 0.508,
+          "content_similarity": 0.507,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1626,7 +1626,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 39683,
           "similarity": 0.53,
-          "content_similarity": 0.441,
+          "content_similarity": 0.44,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1660,7 +1660,7 @@
           "left_pr_number": 34667,
           "right_pr_number": 46111,
           "similarity": 0.48,
-          "content_similarity": 0.374,
+          "content_similarity": 0.373,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1919,6 +1919,123 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-41097-4",
+      "pr_numbers": [
+        41097,
+        43549,
+        44547,
+        46013
+      ],
+      "representative_pr_number": 43549,
+      "average_similarity": 0.538,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
+      "shared_filenames": [
+        "src/transformers/modeling_flash_attention_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43549,
+          "right_pr_number": 46013,
+          "similarity": 0.885,
+          "content_similarity": 0.993,
+          "size_similarity": 0.267,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 41097,
+          "right_pr_number": 43549,
+          "similarity": 0.549,
+          "content_similarity": 0.442,
+          "size_similarity": 0.6,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44547,
+          "right_pr_number": 46013,
+          "similarity": 0.516,
+          "content_similarity": 0.308,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 41097,
+          "right_pr_number": 46013,
+          "similarity": 0.444,
+          "content_similarity": 0.386,
+          "size_similarity": 0.16,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43549,
+          "right_pr_number": 44547,
+          "similarity": 0.437,
+          "content_similarity": 0.353,
+          "size_similarity": 0.267,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 41097,
+          "right_pr_number": 44547,
+          "similarity": 0.396,
+          "content_similarity": 0.317,
+          "size_similarity": 0.16,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/modeling_flash_attention_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43488-4",
       "pr_numbers": [
@@ -2043,123 +2160,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-41097-4",
-      "pr_numbers": [
-        41097,
-        43549,
-        44547,
-        46013
-      ],
-      "representative_pr_number": 43549,
-      "average_similarity": 0.534,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
-      "shared_filenames": [
-        "src/transformers/modeling_flash_attention_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 43549,
-          "right_pr_number": 46013,
-          "similarity": 0.885,
-          "content_similarity": 0.993,
-          "size_similarity": 0.267,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41097,
-          "right_pr_number": 43549,
-          "similarity": 0.546,
-          "content_similarity": 0.437,
-          "size_similarity": 0.6,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44547,
-          "right_pr_number": 46013,
-          "similarity": 0.508,
-          "content_similarity": 0.297,
-          "size_similarity": 1.0,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41097,
-          "right_pr_number": 46013,
-          "similarity": 0.441,
-          "content_similarity": 0.381,
-          "size_similarity": 0.16,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 43549,
-          "right_pr_number": 44547,
-          "similarity": 0.429,
-          "content_similarity": 0.341,
-          "size_similarity": 0.267,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 41097,
-          "right_pr_number": 44547,
-          "similarity": 0.392,
-          "content_similarity": 0.312,
-          "size_similarity": 0.16,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/modeling_flash_attention_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45548-4",
       "pr_numbers": [
@@ -2169,7 +2169,7 @@
         46116
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.418,
+      "average_similarity": 0.417,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -2183,7 +2183,7 @@
           "left_pr_number": 45649,
           "right_pr_number": 45655,
           "similarity": 0.494,
-          "content_similarity": 0.325,
+          "content_similarity": 0.324,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2230,7 +2230,7 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 46116,
-          "similarity": 0.414,
+          "similarity": 0.413,
           "content_similarity": 0.307,
           "size_similarity": 0.489,
           "breadth_similarity": 0.75,
@@ -2277,130 +2277,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-44385-4",
-      "pr_numbers": [
-        44385,
-        44615,
-        45524,
-        46125
-      ],
-      "representative_pr_number": 44615,
-      "average_similarity": 0.404,
-      "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
-      "shared_filenames": [
-        "src/transformers/utils/import_utils.py"
-      ],
-      "shared_directories": [
-        "src/transformers/utils",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 44615,
-          "right_pr_number": 46125,
-          "similarity": 0.549,
-          "content_similarity": 0.557,
-          "size_similarity": 0.057,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44615,
-          "right_pr_number": 45524,
-          "similarity": 0.421,
-          "content_similarity": 0.339,
-          "size_similarity": 0.229,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44385,
-          "right_pr_number": 44615,
-          "similarity": 0.398,
-          "content_similarity": 0.323,
-          "size_similarity": 0.371,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44385,
-          "right_pr_number": 45524,
-          "similarity": 0.381,
-          "content_similarity": 0.246,
-          "size_similarity": 0.615,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45524,
-          "right_pr_number": 46125,
-          "similarity": 0.364,
-          "content_similarity": 0.252,
-          "size_similarity": 0.25,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44385,
-          "right_pr_number": 46125,
-          "similarity": 0.308,
-          "content_similarity": 0.241,
-          "size_similarity": 0.154,
-          "breadth_similarity": 0.667,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/utils",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46104-4",
       "pr_numbers": [
@@ -2531,7 +2407,7 @@
         46106
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.356,
+      "average_similarity": 0.357,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2544,7 +2420,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.387,
+          "similarity": 0.388,
           "content_similarity": 0.125,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -2561,7 +2437,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.359,
-          "content_similarity": 0.093,
+          "content_similarity": 0.094,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2576,7 +2452,7 @@
           "left_pr_number": 44550,
           "right_pr_number": 46106,
           "similarity": 0.357,
-          "content_similarity": 0.149,
+          "content_similarity": 0.15,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2591,7 +2467,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44407,
           "similarity": 0.35,
-          "content_similarity": 0.08,
+          "content_similarity": 0.081,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2605,7 +2481,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 46106,
-          "similarity": 0.342,
+          "similarity": 0.343,
           "content_similarity": 0.129,
           "size_similarity": 0.682,
           "breadth_similarity": 1.0,
@@ -2620,8 +2496,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 46106,
-          "similarity": 0.342,
-          "content_similarity": 0.135,
+          "similarity": 0.343,
+          "content_similarity": 0.136,
           "size_similarity": 0.652,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2714,6 +2590,90 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45863-3",
+      "pr_numbers": [
+        45863,
+        46125,
+        46152
+      ],
+      "representative_pr_number": 46125,
+      "average_similarity": 0.575,
+      "summary": "3 open PRs share weighted file overlap around `tests/utils/test_import_utils.py`, `src/transformers/utils/import_utils.py`; representative PR #46125.",
+      "shared_filenames": [
+        "tests/utils/test_import_utils.py",
+        "src/transformers/utils/import_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/utils",
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45863,
+          "right_pr_number": 46125,
+          "similarity": 0.615,
+          "content_similarity": 0.656,
+          "size_similarity": 0.362,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.692,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py",
+            "tests/utils/test_import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 46125,
+          "right_pr_number": 46152,
+          "similarity": 0.593,
+          "content_similarity": 0.676,
+          "size_similarity": 0.128,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 0.682,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py",
+            "tests/utils/test_import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 45863,
+          "right_pr_number": 46152,
+          "similarity": 0.517,
+          "content_similarity": 0.449,
+          "size_similarity": 0.353,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.989,
+          "shared_filenames": [
+            "src/transformers/utils/import_utils.py",
+            "tests/utils/test_import_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44015-3",
       "pr_numbers": [
@@ -2995,7 +2955,7 @@
           "left_pr_number": 42976,
           "right_pr_number": 45077,
           "similarity": 0.486,
-          "content_similarity": 0.514,
+          "content_similarity": 0.513,
           "size_similarity": 0.074,
           "breadth_similarity": 0.659,
           "concentration_similarity": 1.0,
@@ -3335,83 +3295,73 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45060-3",
+      "cluster_id": "pr-scope-44385-3",
       "pr_numbers": [
-        45060,
-        45863,
-        46152
+        44385,
+        44615,
+        45524
       ],
-      "representative_pr_number": 46152,
-      "average_similarity": 0.414,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`, `tests/utils/test_import_utils.py`; representative PR #46152.",
+      "representative_pr_number": 44615,
+      "average_similarity": 0.399,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
-        "src/transformers/utils/import_utils.py",
-        "tests/utils/test_import_utils.py"
+        "src/transformers/utils/import_utils.py"
       ],
       "shared_directories": [
         "src/transformers/utils",
-        "tests/utils",
         "src/transformers",
-        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 45863,
-          "right_pr_number": 46152,
-          "similarity": 0.531,
-          "content_similarity": 0.469,
-          "size_similarity": 0.353,
+          "left_pr_number": 44615,
+          "right_pr_number": 45524,
+          "similarity": 0.416,
+          "content_similarity": 0.331,
+          "size_similarity": 0.229,
           "breadth_similarity": 1.0,
-          "concentration_similarity": 0.989,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/utils/import_utils.py",
-            "tests/utils/test_import_utils.py"
+            "src/transformers/utils/import_utils.py"
           ],
           "shared_directories": [
             "src/transformers/utils",
             "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 45060,
-          "right_pr_number": 46152,
-          "similarity": 0.39,
-          "content_similarity": 0.261,
-          "size_similarity": 0.429,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.857,
+          "left_pr_number": 44385,
+          "right_pr_number": 44615,
+          "similarity": 0.402,
+          "content_similarity": 0.328,
+          "size_similarity": 0.371,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
             "src/transformers/utils/import_utils.py"
           ],
           "shared_directories": [
             "src/transformers/utils",
             "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src"
           ]
         },
         {
-          "left_pr_number": 45060,
-          "right_pr_number": 45863,
-          "similarity": 0.321,
-          "content_similarity": 0.079,
-          "size_similarity": 0.825,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.847,
+          "left_pr_number": 44385,
+          "right_pr_number": 45524,
+          "similarity": 0.378,
+          "content_similarity": 0.241,
+          "size_similarity": 0.615,
+          "breadth_similarity": 0.667,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
             "src/transformers/utils/import_utils.py"
           ],
           "shared_directories": [
             "src/transformers/utils",
             "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src"
           ]
         }
       ]
@@ -3458,7 +3408,7 @@
           "left_pr_number": 44981,
           "right_pr_number": 45917,
           "similarity": 0.354,
-          "content_similarity": 0.109,
+          "content_similarity": 0.108,
           "size_similarity": 0.87,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.959,
@@ -3474,7 +3424,7 @@
           "left_pr_number": 44889,
           "right_pr_number": 45917,
           "similarity": 0.331,
-          "content_similarity": 0.081,
+          "content_similarity": 0.08,
           "size_similarity": 0.879,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.852,
@@ -4035,7 +3985,7 @@
           "left_pr_number": 43747,
           "right_pr_number": 45480,
           "similarity": 0.682,
-          "content_similarity": 0.636,
+          "content_similarity": 0.635,
           "size_similarity": 0.664,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.751,
@@ -4524,7 +4474,7 @@
           "left_pr_number": 45056,
           "right_pr_number": 45128,
           "similarity": 0.499,
-          "content_similarity": 0.392,
+          "content_similarity": 0.393,
           "size_similarity": 0.669,
           "breadth_similarity": 0.875,
           "concentration_similarity": 0.724,
@@ -4563,7 +4513,7 @@
           "left_pr_number": 45293,
           "right_pr_number": 45317,
           "similarity": 0.494,
-          "content_similarity": 0.335,
+          "content_similarity": 0.334,
           "size_similarity": 0.741,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.972,
@@ -4807,6 +4757,43 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45835-2",
+      "pr_numbers": [
+        45835,
+        46135
+      ],
+      "representative_pr_number": 45835,
+      "average_similarity": 0.464,
+      "summary": "2 open PRs share weighted file overlap around `tests/models/kosmos2_5/test_modeling_kosmos2_5.py`; representative PR #45835.",
+      "shared_filenames": [
+        "tests/models/kosmos2_5/test_modeling_kosmos2_5.py"
+      ],
+      "shared_directories": [
+        "tests/models/kosmos2_5",
+        "tests/models",
+        "tests"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 45835,
+          "right_pr_number": 46135,
+          "similarity": 0.464,
+          "content_similarity": 0.485,
+          "size_similarity": 0.308,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.571,
+          "shared_filenames": [
+            "tests/models/kosmos2_5/test_modeling_kosmos2_5.py"
+          ],
+          "shared_directories": [
+            "tests/models/kosmos2_5",
+            "tests/models",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-41356-2",
       "pr_numbers": [
@@ -5029,7 +5016,7 @@
         45552
       ],
       "representative_pr_number": 44642,
-      "average_similarity": 0.354,
+      "average_similarity": 0.355,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
       "shared_filenames": [
         "src/transformers/utils/auto_docstring.py"
@@ -5043,8 +5030,8 @@
         {
           "left_pr_number": 44642,
           "right_pr_number": 45552,
-          "similarity": 0.354,
-          "content_similarity": 0.256,
+          "similarity": 0.355,
+          "content_similarity": 0.257,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0989fc548e32a930b8bff69a36d4c95ba81a5617fc3ee73bf0840cebbf97feda
-size 1660873
+oid sha256:71f73435407b5cb0e4d95209abe23467bf52e8d8ae18a258aa2438bd631c22a1
+size 1663591

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1869ab57a3302c18bca1d07d1112f9f87233e72eab97ddbdd4b89fe9f18fd7ad
-size 47270223
+oid sha256:6d68b1304de7fcc3a9c8848943883b43db1f6909aea498ecad5c98905d6ded64
+size 47297776

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dd5bd830d45bf44472201cfb25d04da82c7b56b96e4afcac4ec8b023c77fa827
-size 48769937
+oid sha256:f07099fe23b714390171dc15ff5666c39e1a66e4cc199aa1bf088ee77b78d574
+size 48784102

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:76ed5b555b8b87bab0ea5c3bc982e15470027ac9d322ae10d3e3dac0bd087e07
-size 1977584
+oid sha256:755f75909742ff58ef6f53a197a08b49ef666079a1d637588d95450fc3e0a9c3
+size 1982038

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:abb990acd79d5a1b38d480f8cc75696e56bd52d7dcbcee881474e4edafb834b6
-size 2574736
+oid sha256:cf1254f89d9ddce239e82b1ab815375d3ff7668e8e354501eb76a0cbf56b1549
+size 2576336

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:867df24aaa80c046e7b9dd1a70df6d4ccc197ae49bbf4cd22ca0f47ae11ea6db
-size 798982
+oid sha256:56138bde1b2d2eb5e84e75e58fd934dab80a09c56d208a399dd92adbfb7c9378
+size 799353

snapshots/20260522T180017Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260522T180017Z/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": 11407,
+    "issues": 760,
+    "links": 3550,
+    "new_contributors": 359,
+    "pr_diffs": 2414,
+    "pr_files": 33099,
+    "pull_requests": 2414,
+    "review_comments": 15068,
+    "reviews": 8690,
+    "timeline_events": 48001
+  },
+  "crawl_started_at": "2026-05-22T18:00:17Z",
+  "delta_counts": {
+    "comments": 23,
+    "issue_stubs": 11,
+    "issues": 1,
+    "links": 8,
+    "pr_diffs": 10,
+    "pr_files": 95,
+    "pull_requests": 10,
+    "review_comments": 252,
+    "reviews": 113,
+    "timeline_events": 609
+  },
+  "extracted_at": "2026-05-22T18:00:17Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260522T180017Z",
+  "watermark": {
+    "effective_since": "2026-05-22T12:00:16Z",
+    "next_since": "2026-05-22T18:00:17Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260522T120016Z/manifest.json",
-  "latest_snapshot_id": "20260522T120016Z",
+  "archived_manifest_path": "snapshots/20260522T180017Z/manifest.json",
+  "latest_snapshot_id": "20260522T180017Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-22T12:00:16Z",
+  "next_since": "2026-05-22T18:00:17Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260522T120016Z"
+  "snapshot_dir": "snapshots/20260522T180017Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-22T06:00:21Z",
-  "last_successful_snapshot_id": "20260522T120016Z",
-  "next_since": "2026-05-22T12:00:16Z",
+  "effective_since": "2026-05-22T12:00:16Z",
+  "last_successful_snapshot_id": "20260522T180017Z",
+  "next_since": "2026-05-22T18:00:17Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-22T12:00:16Z"
+  "updated_at": "2026-05-22T18:00:17Z"
 }