Refresh transformers dataset snapshot 20260622T180028Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260622T120018Z`
+- latest snapshot: `20260622T180028Z`
 - 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 sha256:237b217267ddb645050c85ae8daf1b74f0a26f2036bff02ebd353db2a5c92ca5
-size 3152989
+oid sha256:0165e81fe13f235f971a0a83c10f74a72c866da959b80784ba138480c7241fa2
+size 3165148

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:12afab14ec2599e8b0bf2cd3bad35f668c2d572e70af8b450a6efbcbbe15d2a5
-size 940614
+oid sha256:2152d7c8026eecd9a91d008182456da200ead85bd595f8e25cbec77703eb6bc1
+size 944495

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:361ef4220756d6f1cb4faa93a037fbbbf837030be105cc3cde5a19d5b777edd0
-size 999508
+oid sha256:0a2b16b550ee44f94d2ed89d1be91f1e4b1e4811d51c175cacdc67fd2b6ed50c
+size 1000807

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f3c6b807872658329cdc10724f0e4aad731e00b11af545c8036300dbcf9063af
-size 1265083
+oid sha256:fd0e974d05a13a2297b636ca9fa4ebb3f504ebf45a0e5680dbafd34283450cb3
+size 1268384

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:18a8915a26c9d6dc8b6e99d90fa1995804c801e40d11ec908abe0922a730176d
-size 60131
+oid sha256:f7f83c3e158ee6cc36d668e9e4f4899bccb2c4dbbbb6fc8294c7dfcb9598655d
+size 60181

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260622T120018Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260622T180028Z/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": 14790,
-    "issues": 900,
-    "links": 5054,
-    "new_contributors": 352,
-    "pr_diffs": 2971,
-    "pr_files": 37969,
-    "pull_requests": 2971,
-    "review_comments": 17875,
-    "reviews": 10514,
-    "timeline_events": 58307
+    "comments": 14862,
+    "issues": 904,
+    "links": 5060,
+    "new_contributors": 348,
+    "pr_diffs": 2976,
+    "pr_files": 38023,
+    "pull_requests": 2976,
+    "review_comments": 18020,
+    "reviews": 10562,
+    "timeline_events": 58543
   },
-  "crawl_started_at": "2026-06-22T12:00:18Z",
+  "crawl_started_at": "2026-06-22T18:00:28Z",
   "delta_counts": {
-    "comments": 53,
-    "issue_stubs": 41,
-    "issues": 6,
-    "links": 53,
-    "pr_diffs": 35,
-    "pr_files": 715,
-    "pull_requests": 35,
-    "review_comments": 677,
-    "reviews": 341,
-    "timeline_events": 1236
+    "comments": 73,
+    "issue_stubs": 68,
+    "issues": 9,
+    "links": 93,
+    "pr_diffs": 59,
+    "pr_files": 908,
+    "pull_requests": 59,
+    "review_comments": 821,
+    "reviews": 384,
+    "timeline_events": 1719
   },
-  "extracted_at": "2026-06-22T12:00:18Z",
+  "extracted_at": "2026-06-22T18:00:28Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260622T120018Z",
+  "snapshot_id": "20260622T180028Z",
   "watermark": {
-    "effective_since": "2026-06-22T06:00:15Z",
-    "next_since": "2026-06-22T12:00:18Z"
+    "effective_since": "2026-06-22T12:00:18Z",
+    "next_since": "2026-06-22T18:00:28Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260622T120018Z",
-  "generated_at": "2026-06-22T12:02:27Z",
+  "snapshot_id": "20260622T180028Z",
+  "generated_at": "2026-06-22T18:03:44Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 352,
-    "first_seen_in_snapshot": 2,
-    "known_via_prior_merged_pr": 159,
-    "previous_primary_author_count": 1427,
-    "selected_seen_in_previous_primary": 350,
-    "previous_report_contributor_count": 353,
-    "selected_overlap_previous_report": 350,
-    "selected_overlap_previous_report_rate": 0.9943,
-    "reused_previous_report_entries": 347,
-    "reused_known_merged_contributors": 156,
-    "live_fetches": 5,
+    "selected_contributors": 348,
+    "first_seen_in_snapshot": 0,
+    "known_via_prior_merged_pr": 156,
+    "previous_primary_author_count": 1429,
+    "selected_seen_in_previous_primary": 348,
+    "previous_report_contributor_count": 352,
+    "selected_overlap_previous_report": 348,
+    "selected_overlap_previous_report_rate": 1.0,
+    "reused_previous_report_entries": 345,
+    "reused_known_merged_contributors": 153,
+    "live_fetches": 3,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 5.394,
-    "enrichment_avg_seconds_per_author": 0.015,
+    "enrichment_elapsed_seconds": 0.662,
+    "enrichment_avg_seconds_per_author": 0.002,
     "enrichment_failures": 3
   },
   "contributors": [
@@ -108,14 +108,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez",
       "repo_first_seen_at": "2025-03-19T10:58:02Z",
-      "repo_last_seen_at": "2026-06-22T10:25:03Z",
-      "repo_primary_artifact_count": 102,
-      "repo_artifact_count": 1248,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 102,
-      "snapshot_comment_count": 256,
-      "snapshot_review_count": 357,
-      "snapshot_review_comment_count": 533,
+      "repo_last_seen_at": "2026-06-22T16:39:35Z",
+      "repo_primary_artifact_count": 103,
+      "repo_artifact_count": 1269,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 103,
+      "snapshot_comment_count": 259,
+      "snapshot_review_count": 361,
+      "snapshot_review_comment_count": 546,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -145,6 +145,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46819,
+            "title": "Fix beam search for mamba models",
+            "url": "https://github.com/huggingface/transformers/pull/46819",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T15:31:24Z"
+          },
           {
             "kind": "pull_request",
             "number": 46229,
@@ -164,16 +174,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-05-25T09:36:29Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46193,
-            "title": "Update release tool",
-            "url": "https://github.com/huggingface/transformers/pull/46193",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-25T07:30:17Z"
           }
         ],
         "issues": []
@@ -407,13 +407,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp",
       "repo_first_seen_at": "2024-09-26T09:23:39Z",
-      "repo_last_seen_at": "2026-06-22T08:40:57Z",
+      "repo_last_seen_at": "2026-06-22T14:41:30Z",
       "repo_primary_artifact_count": 92,
-      "repo_artifact_count": 3966,
+      "repo_artifact_count": 3967,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 92,
       "snapshot_comment_count": 655,
-      "snapshot_review_count": 1014,
+      "snapshot_review_count": 1015,
       "snapshot_review_comment_count": 2205,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -695,14 +695,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu",
       "repo_first_seen_at": "2025-08-26T12:13:50Z",
-      "repo_last_seen_at": "2026-06-22T11:25:45Z",
+      "repo_last_seen_at": "2026-06-22T17:41:31Z",
       "repo_primary_artifact_count": 56,
-      "repo_artifact_count": 7100,
+      "repo_artifact_count": 7201,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 54,
-      "snapshot_comment_count": 699,
-      "snapshot_review_count": 1272,
-      "snapshot_review_comment_count": 5073,
+      "snapshot_comment_count": 706,
+      "snapshot_review_count": 1290,
+      "snapshot_review_comment_count": 5149,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -793,14 +793,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc",
       "repo_first_seen_at": "2024-09-02T13:41:47Z",
-      "repo_last_seen_at": "2026-06-19T16:26:37Z",
+      "repo_last_seen_at": "2026-06-22T17:02:43Z",
       "repo_primary_artifact_count": 52,
-      "repo_artifact_count": 1052,
+      "repo_artifact_count": 1057,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 50,
       "snapshot_comment_count": 190,
-      "snapshot_review_count": 340,
-      "snapshot_review_comment_count": 470,
+      "snapshot_review_count": 343,
+      "snapshot_review_comment_count": 472,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -893,13 +893,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1",
       "repo_first_seen_at": "2023-02-27T14:00:41Z",
-      "repo_last_seen_at": "2026-06-19T17:29:47Z",
+      "repo_last_seen_at": "2026-06-22T13:58:52Z",
       "repo_primary_artifact_count": 46,
-      "repo_artifact_count": 1301,
+      "repo_artifact_count": 1316,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 46,
-      "snapshot_comment_count": 798,
-      "snapshot_review_count": 291,
+      "snapshot_comment_count": 809,
+      "snapshot_review_count": 295,
       "snapshot_review_comment_count": 166,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -1148,11 +1148,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap",
       "repo_first_seen_at": "2024-10-21T07:08:47Z",
-      "repo_last_seen_at": "2026-06-19T11:24:42Z",
-      "repo_primary_artifact_count": 36,
-      "repo_artifact_count": 202,
+      "repo_last_seen_at": "2026-06-22T13:49:37Z",
+      "repo_primary_artifact_count": 37,
+      "repo_artifact_count": 203,
       "snapshot_issue_count": 0,
-      "snapshot_pr_count": 36,
+      "snapshot_pr_count": 37,
       "snapshot_comment_count": 66,
       "snapshot_review_count": 62,
       "snapshot_review_comment_count": 38,
@@ -1183,6 +1183,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46816,
+            "title": "blip 2 fix",
+            "url": "https://github.com/huggingface/transformers/pull/46816",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T13:49:37Z"
+          },
           {
             "kind": "pull_request",
             "number": 46667,
@@ -1202,16 +1212,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-06-15T09:59:44Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46411,
-            "title": "WIP add minimax_m2_7",
-            "url": "https://github.com/huggingface/transformers/pull/46411",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-04T10:37:39Z"
           }
         ],
         "issues": []
@@ -1354,8 +1354,8 @@
             "number": 46802,
             "title": "Fix flex_attention block mask creation when `get_seq_length` returns a tensor",
             "url": "https://github.com/huggingface/transformers/pull/46802",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-22T05:27:47Z"
           },
@@ -1766,14 +1766,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil",
       "repo_first_seen_at": "2025-07-04T08:41:29Z",
-      "repo_last_seen_at": "2026-06-22T11:27:46Z",
-      "repo_primary_artifact_count": 27,
-      "repo_artifact_count": 837,
+      "repo_last_seen_at": "2026-06-22T15:24:30Z",
+      "repo_primary_artifact_count": 28,
+      "repo_artifact_count": 854,
       "snapshot_issue_count": 4,
-      "snapshot_pr_count": 23,
-      "snapshot_comment_count": 72,
-      "snapshot_review_count": 386,
-      "snapshot_review_comment_count": 352,
+      "snapshot_pr_count": 24,
+      "snapshot_comment_count": 74,
+      "snapshot_review_count": 393,
+      "snapshot_review_comment_count": 359,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1804,6 +1804,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46818,
+            "title": "FP8: Honor the quant config's scale format and fix EP",
+            "url": "https://github.com/huggingface/transformers/pull/46818",
+            "state": "open",
+            "merged": false,
+            "draft": true,
+            "created_at": "2026-06-22T15:24:30Z"
+          },
           {
             "kind": "pull_request",
             "number": 46742,
@@ -1823,16 +1833,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-06-18T07:51:09Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46407,
-            "title": "Triton finegrained fp8/fp4",
-            "url": "https://github.com/huggingface/transformers/pull/46407",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-04T10:05:53Z"
           }
         ],
         "issues": [
@@ -1978,14 +1978,14 @@
       "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": "2026-06-22T08:38:17Z",
+      "repo_last_seen_at": "2026-06-22T16:59:51Z",
       "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 102,
+      "repo_artifact_count": 106,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 20,
       "snapshot_comment_count": 8,
-      "snapshot_review_count": 37,
-      "snapshot_review_comment_count": 37,
+      "snapshot_review_count": 39,
+      "snapshot_review_comment_count": 39,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -2021,8 +2021,8 @@
             "number": 46810,
             "title": "update kernels-community/aiter-rope version",
             "url": "https://github.com/huggingface/transformers/pull/46810",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-22T08:38:17Z"
           },
@@ -2058,12 +2058,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif",
       "repo_first_seen_at": "2025-09-08T13:05:54Z",
-      "repo_last_seen_at": "2026-06-17T17:38:12Z",
+      "repo_last_seen_at": "2026-06-22T14:25:56Z",
       "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 225,
+      "repo_artifact_count": 229,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 20,
-      "snapshot_comment_count": 49,
+      "snapshot_comment_count": 53,
       "snapshot_review_count": 79,
       "snapshot_review_comment_count": 77,
       "repo_association": "MEMBER",
@@ -2108,7 +2108,7 @@
             "number": 46595,
             "title": "[DiffusionGemma] Add DDIM and block refinement samplers",
             "url": "https://github.com/huggingface/transformers/pull/46595",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-12T11:37:09Z"
@@ -3078,6 +3078,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Sunt-ing",
+      "name": "Ting SUN",
+      "profile_url": "https://github.com/Sunt-ing",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing",
+      "repo_first_seen_at": "2026-06-18T09:58:22Z",
+      "repo_last_seen_at": "2026-06-22T14:16:50Z",
+      "repo_primary_artifact_count": 8,
+      "repo_artifact_count": 18,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 8,
+      "snapshot_comment_count": 4,
+      "snapshot_review_count": 3,
+      "snapshot_review_comment_count": 3,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 2841,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "high recent PR volume; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 52,
+        "merged_pr_count": 17,
+        "closed_unmerged_pr_count": 6,
+        "open_pr_count": 29,
+        "merged_pr_rate": 0.3269,
+        "closed_unmerged_pr_rate": 0.1154,
+        "still_open_pr_rate": 0.5577,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 4
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46817,
+            "title": "Don't pin the gated delta net norm to `cuda:0` with a hardcoded device",
+            "url": "https://github.com/huggingface/transformers/pull/46817",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-22T14:06:10Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46790,
+            "title": "Fix prompt lookup decoding crash when no EOS token is configured",
+            "url": "https://github.com/huggingface/transformers/pull/46790",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-21T04:42:31Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46782,
+            "title": "Fix left-padding token selection in `BioGptForSequenceClassification`",
+            "url": "https://github.com/huggingface/transformers/pull/46782",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-20T08:31:38Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Incheonkirin",
       "name": "Mingi Jeong",
@@ -3418,83 +3495,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Sunt-ing",
-      "name": "Ting SUN",
-      "profile_url": "https://github.com/Sunt-ing",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing",
-      "repo_first_seen_at": "2026-06-18T09:58:22Z",
-      "repo_last_seen_at": "2026-06-21T21:05:26Z",
-      "repo_primary_artifact_count": 7,
-      "repo_artifact_count": 13,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 7,
-      "snapshot_comment_count": 4,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 1,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 2841,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "high recent PR volume; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 52,
-        "merged_pr_count": 17,
-        "closed_unmerged_pr_count": 6,
-        "open_pr_count": 29,
-        "merged_pr_rate": 0.3269,
-        "closed_unmerged_pr_rate": 0.1154,
-        "still_open_pr_rate": 0.5577,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 4
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46790,
-            "title": "Fix prompt lookup decoding crash when no EOS token is configured",
-            "url": "https://github.com/huggingface/transformers/pull/46790",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-21T04:42:31Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46782,
-            "title": "Fix left-padding token selection in `BioGptForSequenceClassification`",
-            "url": "https://github.com/huggingface/transformers/pull/46782",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-20T08:31:38Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46781,
-            "title": "Fix QuantizedCache crash on hybrid (SSM + attention) models",
-            "url": "https://github.com/huggingface/transformers/pull/46781",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-20T06:35:24Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "BenjaminBossan",
       "name": "Benjamin Bossan",
@@ -3581,14 +3581,14 @@
       "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": "2026-06-22T06:29:54Z",
+      "repo_last_seen_at": "2026-06-22T13:52:31Z",
       "repo_primary_artifact_count": 6,
-      "repo_artifact_count": 285,
+      "repo_artifact_count": 288,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 6,
-      "snapshot_comment_count": 32,
-      "snapshot_review_count": 107,
-      "snapshot_review_comment_count": 140,
+      "snapshot_comment_count": 33,
+      "snapshot_review_count": 108,
+      "snapshot_review_comment_count": 141,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -4369,7 +4369,7 @@
           {
             "kind": "pull_request",
             "number": 45638,
-            "title": "Add Multi-Token Prediction (MTP) support for Qwen3.5",
+            "title": "Add MTP training support for Qwen3.5",
             "url": "https://github.com/huggingface/transformers/pull/45638",
             "state": "open",
             "merged": false,
@@ -5292,12 +5292,12 @@
       "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": 925,
       "young_account": false,
       "follow_through_score": "weak",
@@ -5333,7 +5333,7 @@
             "number": 46812,
             "title": "[docs] Improve formatting of DiffusionGemma common caveats",
             "url": "https://github.com/huggingface/transformers/pull/46812",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-22T08:46:12Z"
@@ -5343,7 +5343,7 @@
             "number": 46803,
             "title": "Add CLIP refactor migration note for compatibility guidance",
             "url": "https://github.com/huggingface/transformers/pull/46803",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-22T07:12:47Z"
@@ -5508,18 +5508,18 @@
       "fetch_error": null
     },
     {
-      "author_login": "Vitaliy-Pikalo",
-      "name": "Vitaliy",
-      "profile_url": "https://github.com/Vitaliy-Pikalo",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVitaliy-Pikalo",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVitaliy-Pikalo",
-      "repo_first_seen_at": "2026-06-21T01:56:59Z",
-      "repo_last_seen_at": "2026-06-22T06:02:30Z",
+      "author_login": "Sahith59",
+      "name": null,
+      "profile_url": "https://github.com/Sahith59",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASahith59",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59",
+      "repo_first_seen_at": "2026-06-19T02:27:30Z",
+      "repo_last_seen_at": "2026-06-22T17:04:25Z",
       "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 4,
+      "repo_artifact_count": 6,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 3,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -5529,44 +5529,121 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 636,
+      "account_age_days": 1626,
       "young_account": false,
       "follow_through_score": "weak",
-      "breadth_score": "high",
-      "automation_risk_signal": "low",
-      "heuristic_note": "broad repo spread; high open PR share; targets high-star repos",
+      "breadth_score": "low",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 19,
+        "visible_authored_pr_count": 2,
         "merged_pr_count": 0,
         "closed_unmerged_pr_count": 1,
-        "open_pr_count": 18,
+        "open_pr_count": 1,
         "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0526,
-        "still_open_pr_rate": 0.9474,
-        "distinct_repos_with_authored_prs": 12,
-        "distinct_repos_with_open_prs": 11
+        "closed_unmerged_pr_rate": 0.5,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 1
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 46791,
-            "title": "fix(tokenization): guard against IndexError when apply_chat_template \u2026",
-            "url": "https://github.com/huggingface/transformers/pull/46791",
+            "number": 46820,
+            "title": "Migrate ALBERT task heads to self.loss_function and add ForMultipleChoiceLoss",
+            "url": "https://github.com/huggingface/transformers/pull/46820",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-06-21T08:20:03Z"
+            "created_at": "2026-06-22T17:04:25Z"
           },
           {
             "kind": "pull_request",
-            "number": 46789,
-            "title": "fix(tokenization): guard against IndexError when apply_chat_template \u2026",
-            "url": "https://github.com/huggingface/transformers/pull/46789",
+            "number": 46780,
+            "title": "[RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 \u2192 dtype)",
+            "url": "https://github.com/huggingface/transformers/pull/46780",
             "state": "open",
             "merged": false,
             "draft": false,
+            "created_at": "2026-06-20T04:06:27Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46761,
+            "title": "[Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided",
+            "url": "https://github.com/huggingface/transformers/pull/46761",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-19T02:33:28Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "Vitaliy-Pikalo",
+      "name": "Vitaliy",
+      "profile_url": "https://github.com/Vitaliy-Pikalo",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVitaliy-Pikalo",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVitaliy-Pikalo",
+      "repo_first_seen_at": "2026-06-21T01:56:59Z",
+      "repo_last_seen_at": "2026-06-22T06:02:30Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 1,
+      "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": 636,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "high",
+      "automation_risk_signal": "low",
+      "heuristic_note": "broad repo spread; high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 19,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 18,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0526,
+        "still_open_pr_rate": 0.9474,
+        "distinct_repos_with_authored_prs": 12,
+        "distinct_repos_with_open_prs": 11
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46791,
+            "title": "fix(tokenization): guard against IndexError when apply_chat_template \u2026",
+            "url": "https://github.com/huggingface/transformers/pull/46791",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-21T08:20:03Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46789,
+            "title": "fix(tokenization): guard against IndexError when apply_chat_template \u2026",
+            "url": "https://github.com/huggingface/transformers/pull/46789",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
             "created_at": "2026-06-21T03:55:59Z"
           },
           {
@@ -5574,7 +5651,7 @@
             "number": 46788,
             "title": "fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors",
             "url": "https://github.com/huggingface/transformers/pull/46788",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-21T01:56:59Z"
@@ -9063,7 +9140,7 @@
             "number": 46778,
             "title": "Raise clear ValueError for empty conversation in apply_chat_template",
             "url": "https://github.com/huggingface/transformers/pull/46778",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-19T19:34:56Z"
@@ -9284,73 +9361,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Sahith59",
-      "name": null,
-      "profile_url": "https://github.com/Sahith59",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASahith59",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59",
-      "repo_first_seen_at": "2026-06-19T02:27:30Z",
-      "repo_last_seen_at": "2026-06-20T04:06:27Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 5,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 3,
-      "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": 1626,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.5,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46780,
-            "title": "[RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 \u2192 dtype)",
-            "url": "https://github.com/huggingface/transformers/pull/46780",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-20T04:06:27Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46761,
-            "title": "[Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided",
-            "url": "https://github.com/huggingface/transformers/pull/46761",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-19T02:33:28Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "SindhuRaghuram97",
       "name": "Sindhu Raghuram Panyam",
@@ -9960,14 +9970,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam",
       "repo_first_seen_at": "2025-07-25T12:59:52Z",
-      "repo_last_seen_at": "2026-06-19T07:00:24Z",
+      "repo_last_seen_at": "2026-06-22T16:54:06Z",
       "repo_primary_artifact_count": 10,
-      "repo_artifact_count": 1286,
+      "repo_artifact_count": 1326,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 10,
       "snapshot_comment_count": 67,
-      "snapshot_review_count": 339,
-      "snapshot_review_comment_count": 870,
+      "snapshot_review_count": 341,
+      "snapshot_review_comment_count": 908,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -10171,316 +10181,130 @@
             "draft": false,
             "created_at": "2026-03-08T18:12:54Z"
           },
-          {
-            "kind": "pull_request",
-            "number": 43665,
-            "title": "fix",
-            "url": "https://github.com/huggingface/transformers/pull/43665",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-01-31T21:50:43Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "albertvillanova",
-      "name": "Albert Villanova del Moral",
-      "profile_url": "https://github.com/albertvillanova",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova",
-      "repo_first_seen_at": "2026-01-17T10:42:01Z",
-      "repo_last_seen_at": "2026-06-15T08:46:37Z",
-      "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 53,
-      "snapshot_issue_count": 3,
-      "snapshot_pr_count": 6,
-      "snapshot_comment_count": 24,
-      "snapshot_review_count": 12,
-      "snapshot_review_comment_count": 8,
-      "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": 4257,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "extremely high recent PR volume; targets high-star repos",
-      "public_orgs": [
-        "huggingface",
-        "aiinnova",
-        "bigscience-workshop"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 157,
-        "merged_pr_count": 143,
-        "closed_unmerged_pr_count": 10,
-        "open_pr_count": 4,
-        "merged_pr_rate": 0.9108,
-        "closed_unmerged_pr_rate": 0.0637,
-        "still_open_pr_rate": 0.0255,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46155,
-            "title": "Update dev version",
-            "url": "https://github.com/huggingface/transformers/pull/46155",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-22T08:47:17Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45164,
-            "title": "Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate",
-            "url": "https://github.com/huggingface/transformers/pull/45164",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-01T13:53:41Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45050,
-            "title": "Fix NaN weights on non-rank-0 FSDP processes",
-            "url": "https://github.com/huggingface/transformers/pull/45050",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-27T09:19:32Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45137,
-            "title": "IndexError: pop from an empty deque with DeepSpeed ZeRO3",
-            "url": "https://github.com/huggingface/transformers/issues/45137",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-03-31T07:38:10Z"
-          },
-          {
-            "kind": "issue",
-            "number": 44273,
-            "title": "Lazy loading is not working properly",
-            "url": "https://github.com/huggingface/transformers/issues/44273",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-02-25T06:23:02Z"
-          },
-          {
-            "kind": "issue",
-            "number": 43334,
-            "title": "Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'",
-            "url": "https://github.com/huggingface/transformers/issues/43334",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-01-17T10:42:01Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "LysandreJik",
-      "name": "Lysandre Debut",
-      "profile_url": "https://github.com/LysandreJik",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik",
-      "repo_first_seen_at": "2021-08-30T15:40:15Z",
-      "repo_last_seen_at": "2026-06-16T13:40:10Z",
-      "repo_primary_artifact_count": 8,
-      "repo_artifact_count": 117,
-      "snapshot_issue_count": 2,
-      "snapshot_pr_count": 6,
-      "snapshot_comment_count": 21,
-      "snapshot_review_count": 36,
-      "snapshot_review_comment_count": 52,
-      "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": 3177,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [
-        "conda-forge",
-        "huggingface",
-        "ProjectBlackFalcon",
-        "PyTorch-Community-Voices",
-        "PyTorch-GitHub-Badge-Ecosystem-Day",
-        "Hugging-Face-Supporter",
-        "Hugging-Face-Helping-Hand"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 7,
-        "merged_pr_count": 5,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.7143,
-        "closed_unmerged_pr_rate": 0.1429,
-        "still_open_pr_rate": 0.1429,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45604,
-            "title": "Agent first cli with skill",
-            "url": "https://github.com/huggingface/transformers/pull/45604",
-            "state": "open",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-04-23T13:24:28Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45218,
-            "title": "Proposal: Agent-first CLI",
-            "url": "https://github.com/huggingface/transformers/pull/45218",
-            "state": "open",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-04-03T13:31:08Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 44758,
-            "title": "Propagate the model loading from transformers serve to chat",
-            "url": "https://github.com/huggingface/transformers/pull/44758",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-03-16T15:02:15Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 43489,
-            "title": "Transformers' version 5 is out!",
-            "url": "https://github.com/huggingface/transformers/issues/43489",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-01-26T10:26:52Z"
-          },
-          {
-            "kind": "issue",
-            "number": 40822,
-            "title": "Welcome v5",
-            "url": "https://github.com/huggingface/transformers/issues/40822",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2025-09-11T14:49:29Z"
+          {
+            "kind": "pull_request",
+            "number": 43665,
+            "title": "fix",
+            "url": "https://github.com/huggingface/transformers/pull/43665",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-01-31T21:50:43Z"
           }
-        ]
+        ],
+        "issues": []
       },
       "fetch_error": null
     },
     {
-      "author_login": "RyanMullins",
-      "name": "Ryan Mullins",
-      "profile_url": "https://github.com/RyanMullins",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins",
-      "repo_first_seen_at": "2025-03-12T07:35:51Z",
-      "repo_last_seen_at": "2026-04-23T14:11:12Z",
-      "repo_primary_artifact_count": 6,
-      "repo_artifact_count": 12,
-      "snapshot_issue_count": 0,
+      "author_login": "albertvillanova",
+      "name": "Albert Villanova del Moral",
+      "profile_url": "https://github.com/albertvillanova",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova",
+      "repo_first_seen_at": "2026-01-17T10:42:01Z",
+      "repo_last_seen_at": "2026-06-15T08:46:37Z",
+      "repo_primary_artifact_count": 9,
+      "repo_artifact_count": 53,
+      "snapshot_issue_count": 3,
       "snapshot_pr_count": 6,
-      "snapshot_comment_count": 5,
-      "snapshot_review_count": 1,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
+      "snapshot_comment_count": 24,
+      "snapshot_review_count": 12,
+      "snapshot_review_comment_count": 8,
+      "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": 5413,
+      "account_age_days": 4257,
       "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "low",
+      "follow_through_score": "strong",
+      "breadth_score": "moderate",
       "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
+      "heuristic_note": "extremely high recent PR volume; targets high-star repos",
       "public_orgs": [
-        "google-deepmind",
-        "PAIR-code"
+        "huggingface",
+        "aiinnova",
+        "bigscience-workshop"
       ],
       "activity": {
-        "visible_authored_pr_count": 4,
-        "merged_pr_count": 2,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.5,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.5,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
+        "visible_authored_pr_count": 157,
+        "merged_pr_count": 143,
+        "closed_unmerged_pr_count": 10,
+        "open_pr_count": 4,
+        "merged_pr_rate": 0.9108,
+        "closed_unmerged_pr_rate": 0.0637,
+        "still_open_pr_rate": 0.0255,
+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 2
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 45605,
-            "title": "Processing Utils: continue when content is a string",
-            "url": "https://github.com/huggingface/transformers/pull/45605",
+            "number": 46155,
+            "title": "Update dev version",
+            "url": "https://github.com/huggingface/transformers/pull/46155",
             "state": "closed",
-            "merged": true,
+            "merged": false,
             "draft": false,
-            "created_at": "2026-04-23T14:11:12Z"
+            "created_at": "2026-05-22T08:47:17Z"
           },
           {
             "kind": "pull_request",
-            "number": 45328,
-            "title": "Update Gemma4 weight conversion script",
-            "url": "https://github.com/huggingface/transformers/pull/45328",
+            "number": 45164,
+            "title": "Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate",
+            "url": "https://github.com/huggingface/transformers/pull/45164",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-04-08T20:43:42Z"
+            "created_at": "2026-04-01T13:53:41Z"
           },
           {
             "kind": "pull_request",
-            "number": 45192,
-            "title": "casually dropping the most capable open weights on the planet",
-            "url": "https://github.com/huggingface/transformers/pull/45192",
+            "number": 45050,
+            "title": "Fix NaN weights on non-rank-0 FSDP processes",
+            "url": "https://github.com/huggingface/transformers/pull/45050",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-04-02T14:35:18Z"
+            "created_at": "2026-03-27T09:19:32Z"
           }
         ],
-        "issues": []
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 45137,
+            "title": "IndexError: pop from an empty deque with DeepSpeed ZeRO3",
+            "url": "https://github.com/huggingface/transformers/issues/45137",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-03-31T07:38:10Z"
+          },
+          {
+            "kind": "issue",
+            "number": 44273,
+            "title": "Lazy loading is not working properly",
+            "url": "https://github.com/huggingface/transformers/issues/44273",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-02-25T06:23:02Z"
+          },
+          {
+            "kind": "issue",
+            "number": 43334,
+            "title": "Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'",
+            "url": "https://github.com/huggingface/transformers/issues/43334",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-01-17T10:42:01Z"
+          }
+        ]
       },
       "fetch_error": null
     },
@@ -11440,83 +11264,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "vkuzo",
-      "name": "Vasiliy Kuznetsov",
-      "profile_url": "https://github.com/vkuzo",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo",
-      "repo_first_seen_at": "2026-01-28T15:04:44Z",
-      "repo_last_seen_at": "2026-04-23T15:41:04Z",
-      "repo_primary_artifact_count": 3,
-      "repo_artifact_count": 4,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 3,
-      "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": true,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 5127,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 95,
-        "merged_pr_count": 78,
-        "closed_unmerged_pr_count": 9,
-        "open_pr_count": 8,
-        "merged_pr_rate": 0.8211,
-        "closed_unmerged_pr_rate": 0.0947,
-        "still_open_pr_rate": 0.0842,
-        "distinct_repos_with_authored_prs": 8,
-        "distinct_repos_with_open_prs": 4
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45609,
-            "title": "make it possible to ser/deser HF MoE models with torchao",
-            "url": "https://github.com/huggingface/transformers/pull/45609",
-            "state": "open",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-04-23T15:41:04Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45573,
-            "title": "fix transformers + torchao nvfp4 serialization",
-            "url": "https://github.com/huggingface/transformers/pull/45573",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-22T10:50:42Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 43561,
-            "title": "remove torchao.autoquant from transformers",
-            "url": "https://github.com/huggingface/transformers/pull/43561",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-01-28T15:04:44Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "oliverholworthy",
       "name": "Oliver Holworthy",
@@ -11843,7 +11590,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -11875,7 +11622,7 @@
             "number": 46787,
             "title": "[Feature] Add HumanV model architecture",
             "url": "https://github.com/huggingface/transformers/pull/46787",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-21T00:22:57Z"
@@ -13861,12 +13608,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASainava",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASainava",
       "repo_first_seen_at": "2026-06-09T09:43:45Z",
-      "repo_last_seen_at": "2026-06-19T17:54:49Z",
+      "repo_last_seen_at": "2026-06-22T15:18:40Z",
       "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 5,
+      "repo_artifact_count": 7,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 3,
+      "snapshot_comment_count": 5,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -13981,7 +13728,7 @@
             "number": 46752,
             "title": "`apply_chat_template` crashes with `IndexError` when passed an empty list",
             "url": "https://github.com/huggingface/transformers/issues/46752",
-            "state": "open",
+            "state": "closed",
             "merged": null,
             "draft": null,
             "created_at": "2026-06-18T18:50:23Z"
@@ -14371,7 +14118,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -14403,7 +14150,7 @@
             "number": 46757,
             "title": "Fix q_offset tensor causing wrong flex attention mask shape",
             "url": "https://github.com/huggingface/transformers/pull/46757",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-18T22:40:41Z"
@@ -15916,7 +15663,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -15950,7 +15697,7 @@
             "number": 46794,
             "title": "fix: prevent IndexError in apply_chat_template with empty conversation list",
             "url": "https://github.com/huggingface/transformers/pull/46794",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-21T13:10:48Z"
@@ -16520,7 +16267,7 @@
             "number": 46777,
             "title": "Refine imports in timesformer __init__.py",
             "url": "https://github.com/huggingface/transformers/pull/46777",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-19T19:17:29Z"
@@ -18095,7 +17842,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -18127,7 +17874,7 @@
             "number": 46793,
             "title": "fix(tokenization): prevent IndexError in apply_chat_template on empty conversation list",
             "url": "https://github.com/huggingface/transformers/pull/46793",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-21T11:56:27Z"
@@ -18323,7 +18070,7 @@
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -18355,7 +18102,7 @@
             "number": 46632,
             "title": "Fix silent weight re-initialization for custom PreTrainedModel subclasses",
             "url": "https://github.com/huggingface/transformers/pull/46632",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-13T20:30:21Z"
@@ -19798,63 +19545,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "mathceo",
-      "name": "omar",
-      "profile_url": "https://github.com/mathceo",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amathceo",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amathceo",
-      "repo_first_seen_at": "2026-04-16T09:30:36Z",
-      "repo_last_seen_at": "2026-04-23T17:16:52Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 6,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "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": 1911,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 2,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45607,
-            "title": "Add regression test for Gemma4 audio relative positional range",
-            "url": "https://github.com/huggingface/transformers/pull/45607",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-23T15:10:59Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "mbknust",
       "name": "Maksymilian B. Knust",
@@ -19927,7 +19617,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -19959,7 +19649,7 @@
             "number": 46783,
             "title": "Fix typo in MiniMax M3 VL documentation",
             "url": "https://github.com/huggingface/transformers/pull/46783",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-20T09:05:19Z"
@@ -21595,7 +21285,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -21627,7 +21317,7 @@
             "number": 46779,
             "title": "feat(examples): add minimal Tensor Parallelism training example with \u2026",
             "url": "https://github.com/huggingface/transformers/pull/46779",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-20T02:29:20Z"
@@ -22279,13 +21969,13 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "repo_association": "CONTRIBUTOR",
+      "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": 1520,
       "young_account": false,
       "follow_through_score": "weak",
@@ -22311,8 +22001,8 @@
             "number": 46807,
             "title": "Fix broken internal links in model documentation",
             "url": "https://github.com/huggingface/transformers/pull/46807",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-22T07:57:42Z"
           }

new-contributors-report.md

@@ -1,16 +1,16 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260622T120018Z`
-- Generated: `2026-06-22T12:02:27Z`
+- Snapshot: `20260622T180028Z`
+- Generated: `2026-06-22T18:03:44Z`
 - Activity window: `60d`
-- Contributors: `352`
+- Contributors: `348`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 127 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 103 | 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` | 97 | 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` | 97 | 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` | 92 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -21,14 +21,14 @@
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 44 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
-| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 36 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 28 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 28 | 0 | strong | low | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 27 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 23 | 4 | strong | low | low | — |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 24 | 4 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 20 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -44,11 +44,11 @@
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 8 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 7 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 6 | 0 | strong | low | low | — |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -71,10 +71,11 @@
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `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 |
-| `Charuhasini30` | [profile](https://github.com/Charuhasini30) | yes | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
+| `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
@@ -125,7 +126,6 @@
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
-| `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
@@ -138,8 +138,6 @@
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
-| `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -151,12 +149,11 @@
 | `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 |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 3 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
-| `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
-| `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | FIRST_TIME_CONTRIBUTOR | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -193,7 +190,7 @@
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
-| `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | FIRST_TIME_CONTRIBUTOR | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -220,7 +217,7 @@
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `BB0813` | [profile](https://github.com/BB0813) | no | FIRST_TIME_CONTRIBUTOR | 943d | `2026-06-21T13:10:48Z` | 1 | 0 | mixed | high | low | broad repo spread |
+| `BB0813` | [profile](https://github.com/BB0813) | no | NONE | 943d | `2026-06-21T13:10:48Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `bin123apple` | [profile](https://github.com/bin123apple) | no | NONE | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -258,11 +255,11 @@
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `Haris-bin-shakeel` | [profile](https://github.com/Haris-bin-shakeel) | no | NONE | 589d | `2026-06-08T18:36:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | FIRST_TIME_CONTRIBUTOR | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | no | NONE | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; 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 |
 | `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 |
 | `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 |
-| `iamsharduld` | [profile](https://github.com/iamsharduld) | no | FIRST_TIME_CONTRIBUTOR | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
+| `iamsharduld` | [profile](https://github.com/iamsharduld) | no | NONE | 4324d | `2026-06-13T10:20:36Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `jacopopper` | [profile](https://github.com/jacopopper) | no | NONE | 1686d | `2026-05-31T20:04:47Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -288,9 +285,8 @@
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
-| `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mbknust` | [profile](https://github.com/mbknust) | no | FIRST_TIME_CONTRIBUTOR | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `meghana243` | [profile](https://github.com/meghana243) | no | FIRST_TIME_CONTRIBUTOR | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `meghana243` | [profile](https://github.com/meghana243) | no | NONE | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -319,7 +315,7 @@
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
-| `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | FIRST_TIME_CONTRIBUTOR | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -331,7 +327,7 @@
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ShamSaleem` | [profile](https://github.com/ShamSaleem) | yes | FIRST_TIME_CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `ShamSaleem` | [profile](https://github.com/ShamSaleem) | no | CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
@@ -393,12 +389,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-06-22T10:25:03Z`
+- repo last seen: `2026-06-22T16:39:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **102**
-- snapshot authored PRs/issues: **102 PRs / 0 issues**
-- snapshot discussion activity: **256 comments / 357 reviews / 533 review comments**
+- repo primary artifacts: **103**
+- snapshot authored PRs/issues: **103 PRs / 0 issues**
+- snapshot discussion activity: **259 comments / 361 reviews / 546 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -406,9 +402,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46819: Fix beam search for mamba models](https://github.com/huggingface/transformers/pull/46819) — open
 - [PR #46229: [generate] Add proper MTP support](https://github.com/huggingface/transformers/pull/46229) — open
 - [PR #46197: Fix loading with only 1 device or distributed config](https://github.com/huggingface/transformers/pull/46197) — closed, merged
-- [PR #46193: Update release tool](https://github.com/huggingface/transformers/pull/46193) — closed, merged
 
 ### `tarekziade`
 
@@ -468,12 +464,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-22T08:40:57Z`
+- repo last seen: `2026-06-22T14:41:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **92**
 - snapshot authored PRs/issues: **92 PRs / 0 issues**
-- snapshot discussion activity: **655 comments / 1014 reviews / 2205 review comments**
+- snapshot discussion activity: **655 comments / 1015 reviews / 2205 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -542,12 +538,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-22T11:25:45Z`
+- repo last seen: `2026-06-22T17:41:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **699 comments / 1272 reviews / 5073 review comments**
+- snapshot discussion activity: **706 comments / 1290 reviews / 5149 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -567,12 +563,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-19T16:26:37Z`
+- repo last seen: `2026-06-22T17:02:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **190 comments / 340 reviews / 470 review comments**
+- snapshot discussion activity: **190 comments / 343 reviews / 472 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -592,12 +588,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-06-19T17:29:47Z`
+- repo last seen: `2026-06-22T13:58:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **798 comments / 291 reviews / 166 review comments**
+- snapshot discussion activity: **809 comments / 295 reviews / 166 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -663,11 +659,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-06-19T11:24:42Z`
+- repo last seen: `2026-06-22T13:49:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **36**
-- snapshot authored PRs/issues: **36 PRs / 0 issues**
+- repo primary artifacts: **37**
+- snapshot authored PRs/issues: **37 PRs / 0 issues**
 - snapshot discussion activity: **66 comments / 62 reviews / 38 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
@@ -676,9 +672,9 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #46816: blip 2 fix](https://github.com/huggingface/transformers/pull/46816) — open
 - [PR #46667: mistral common backend fix](https://github.com/huggingface/transformers/pull/46667) — closed, merged
 - [PR #46658: wip step 3 7 flash](https://github.com/huggingface/transformers/pull/46658) — open
-- [PR #46411: WIP add minimax_m2_7](https://github.com/huggingface/transformers/pull/46411) — closed
 
 ### `yonigozlan`
 
@@ -723,7 +719,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46808: Fix BitNet packed-weight unpacking dtype (`F.linear` dtype mismatch)](https://github.com/huggingface/transformers/pull/46808) — open
-- [PR #46802: Fix flex_attention block mask creation when `get_seq_length` returns a tensor](https://github.com/huggingface/transformers/pull/46802) — open
+- [PR #46802: Fix flex_attention block mask creation when `get_seq_length` returns a tensor](https://github.com/huggingface/transformers/pull/46802) — closed, merged
 - [PR #46681: Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage](https://github.com/huggingface/transformers/pull/46681) — closed, merged
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
@@ -832,12 +828,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-22T11:27:46Z`
+- repo last seen: `2026-06-22T15:24:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **27**
-- snapshot authored PRs/issues: **23 PRs / 4 issues**
-- snapshot discussion activity: **72 comments / 386 reviews / 352 review comments**
+- repo primary artifacts: **28**
+- snapshot authored PRs/issues: **24 PRs / 4 issues**
+- snapshot discussion activity: **74 comments / 393 reviews / 359 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -845,9 +841,9 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
+- [PR #46818: FP8: Honor the quant config's scale format and fix EP](https://github.com/huggingface/transformers/pull/46818) — open, draft
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
 - [PR #46738: 🚨 Modeling changes for export, compile, and hybrid-attention standardization](https://github.com/huggingface/transformers/pull/46738) — open
-- [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
@@ -883,12 +879,12 @@ 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: `2026-06-22T08:38:17Z`
+- repo last seen: `2026-06-22T16:59:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 37 reviews / 37 review comments**
+- snapshot discussion activity: **8 comments / 39 reviews / 39 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`
@@ -896,7 +892,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — open
+- [PR #46810: update kernels-community/aiter-rope version](https://github.com/huggingface/transformers/pull/46810) — closed, merged
 - [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
 - [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 
@@ -906,12 +902,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-17T17:38:12Z`
+- repo last seen: `2026-06-22T14:25:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **49 comments / 79 reviews / 77 review comments**
+- snapshot discussion activity: **53 comments / 79 reviews / 77 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -920,7 +916,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46642: [DiffusionGemma] Return router logits and load balancing loss](https://github.com/huggingface/transformers/pull/46642) — open
-- [PR #46595: [DiffusionGemma] Add DDIM and block refinement samplers](https://github.com/huggingface/transformers/pull/46595) — open
+- [PR #46595: [DiffusionGemma] Add DDIM and block refinement samplers](https://github.com/huggingface/transformers/pull/46595) — closed
 - [PR #46572: [DiffusionGemma] Support gradient checkpointing](https://github.com/huggingface/transformers/pull/46572) — open
 
 ### `YangKai0616`
@@ -1201,6 +1197,29 @@ Example artifacts:
 - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 
+### `Sunt-ing`
+
+- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
+- repo first seen: `2026-06-18T09:58:22Z`
+- repo last seen: `2026-06-22T14:16:50Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **8 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
+- account age: **2841 days**
+- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46817: Don't pin the gated delta net norm to `cuda:0` with a hardcoded device](https://github.com/huggingface/transformers/pull/46817) — open
+- [PR #46790: Fix prompt lookup decoding crash when no EOS token is configured](https://github.com/huggingface/transformers/pull/46790) — closed, merged
+- [PR #46782: Fix left-padding token selection in `BioGptForSequenceClassification`](https://github.com/huggingface/transformers/pull/46782) — closed, merged
+
 ### `Incheonkirin`
 
 - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
@@ -1296,29 +1315,6 @@ Example artifacts:
 - [PR #46580: Fix DeepSeek-Coder v1 / DeepSeek-LLM v1 loading as wrong tokenizer class (#46489)](https://github.com/huggingface/transformers/pull/46580) — open
 - [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
 
-### `Sunt-ing`
-
-- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
-- repo first seen: `2026-06-18T09:58:22Z`
-- repo last seen: `2026-06-21T21:05:26Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
-- account age: **2841 days**
-- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46790: Fix prompt lookup decoding crash when no EOS token is configured](https://github.com/huggingface/transformers/pull/46790) — open
-- [PR #46782: Fix left-padding token selection in `BioGptForSequenceClassification`](https://github.com/huggingface/transformers/pull/46782) — open
-- [PR #46781: Fix QuantizedCache crash on hybrid (SSM + attention) models](https://github.com/huggingface/transformers/pull/46781) — open
-
 ### `BenjaminBossan`
 
 - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
@@ -1348,12 +1344,12 @@ Example artifacts:
 - 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: `2026-06-22T06:29:54Z`
+- repo last seen: `2026-06-22T13:52:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **32 comments / 107 reviews / 140 review comments**
+- snapshot discussion activity: **33 comments / 108 reviews / 141 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`
@@ -1574,7 +1570,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46433: feat(qwen3.5+trainer): MTP training loss plumbing aligned with #46229](https://github.com/huggingface/transformers/pull/46433) — closed
 - [PR #46428: Pr 46229](https://github.com/huggingface/transformers/pull/46428) — closed
-- [PR #45638: Add Multi-Token Prediction (MTP) support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
+- [PR #45638: Add MTP training support for Qwen3.5](https://github.com/huggingface/transformers/pull/45638) — open
 
 ### `Dev-X25874`
 
@@ -1840,7 +1836,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharuhasini30)
 - repo first seen: `2026-06-22T06:53:20Z`
 - repo last seen: `2026-06-22T09:03:28Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
@@ -1853,8 +1849,8 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46813: [docs] Fix grammar in BLIP visual question answering example](https://github.com/huggingface/transformers/pull/46813) — open
-- [PR #46812: [docs] Improve formatting of DiffusionGemma common caveats](https://github.com/huggingface/transformers/pull/46812) — open
-- [PR #46803: Add CLIP refactor migration note for compatibility guidance](https://github.com/huggingface/transformers/pull/46803) — open
+- [PR #46812: [docs] Improve formatting of DiffusionGemma common caveats](https://github.com/huggingface/transformers/pull/46812) — closed
+- [PR #46803: Add CLIP refactor migration note for compatibility guidance](https://github.com/huggingface/transformers/pull/46803) — closed
 
 ### `Dovis01`
 
@@ -1902,6 +1898,29 @@ Example artifacts:
 - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
 - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
 
+### `Sahith59`
+
+- profile: [github.com/Sahith59](https://github.com/Sahith59)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASahith59)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59)
+- repo first seen: `2026-06-19T02:27:30Z`
+- repo last seen: `2026-06-22T17:04:25Z`
+- 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: **3 comments / 0 reviews / 0 review comments**
+- account age: **1626 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46820: Migrate ALBERT task heads to self.loss_function and add ForMultipleChoiceLoss](https://github.com/huggingface/transformers/pull/46820) — open
+- [PR #46780: [RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 → dtype)](https://github.com/huggingface/transformers/pull/46780) — open
+- [PR #46761: [Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided](https://github.com/huggingface/transformers/pull/46761) — open
+
 ### `Vitaliy-Pikalo`
 
 - profile: [github.com/Vitaliy-Pikalo](https://github.com/Vitaliy-Pikalo)
@@ -1910,7 +1929,7 @@ Example artifacts:
 - repo first seen: `2026-06-21T01:56:59Z`
 - repo last seen: `2026-06-22T06:02:30Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -1921,9 +1940,9 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46791: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46791) — open
-- [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — open
-- [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — open
+- [PR #46791: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46791) — closed
+- [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
+- [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — closed
 
 ### `harshaljanjani`
 
@@ -2989,7 +3008,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46778: Raise clear ValueError for empty conversation in apply_chat_template](https://github.com/huggingface/transformers/pull/46778) — open
+- [PR #46778: Raise clear ValueError for empty conversation in apply_chat_template](https://github.com/huggingface/transformers/pull/46778) — closed
 - [PR #46592: Fix regression in ProcessorMixin._load_tokenizer_from_pretrained for tokenizers at root](https://github.com/huggingface/transformers/pull/46592) — closed, merged
 
 ### `ranjithchinnanan`
@@ -3058,28 +3077,6 @@ Example artifacts:
 - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
 - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
 
-### `Sahith59`
-
-- profile: [github.com/Sahith59](https://github.com/Sahith59)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASahith59)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59)
-- repo first seen: `2026-06-19T02:27:30Z`
-- repo last seen: `2026-06-20T04:06:27Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **1626 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46780: [RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 → dtype)](https://github.com/huggingface/transformers/pull/46780) — open
-- [PR #46761: [Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided](https://github.com/huggingface/transformers/pull/46761) — open
-
 ### `SindhuRaghuram97`
 
 - profile: [github.com/SindhuRaghuram97](https://github.com/SindhuRaghuram97)
@@ -3268,12 +3265,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-19T07:00:24Z`
+- repo last seen: `2026-06-22T16:54:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 339 reviews / 870 review comments**
+- snapshot discussion activity: **67 comments / 341 reviews / 908 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -3357,54 +3354,6 @@ Example artifacts:
 - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
 - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
 
-### `LysandreJik`
-
-- profile: [github.com/LysandreJik](https://github.com/LysandreJik)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
-- repo first seen: `2021-08-30T15:40:15Z`
-- repo last seen: `2026-06-16T13:40:10Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **21 comments / 36 reviews / 52 review comments**
-- account age: **3177 days**
-- recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
-- public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45604: Agent first cli with skill](https://github.com/huggingface/transformers/pull/45604) — open, draft
-- [PR #45218: Proposal: Agent-first CLI](https://github.com/huggingface/transformers/pull/45218) — open, draft
-- [PR #44758: Propagate the model loading from transformers serve to chat](https://github.com/huggingface/transformers/pull/44758) — closed, merged
-- [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
-- [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
-
-### `RyanMullins`
-
-- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
-- repo first seen: `2025-03-12T07:35:51Z`
-- repo last seen: `2026-04-23T14:11:12Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
-- account age: **5413 days**
-- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: `google-deepmind`, `PAIR-code`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45605: Processing Utils: continue when content is a string](https://github.com/huggingface/transformers/pull/45605) — closed, merged
-- [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
-- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
-
 ### `KoichiYasuoka`
 
 - profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
@@ -3668,29 +3617,6 @@ Example artifacts:
 - [PR #39770: [Bugfix] Fix `AutoModel.from_pretrained(..., quantization_config=None)` regression](https://github.com/huggingface/transformers/pull/39770) — closed
 - [PR #39740: [Tests] [Bugfix] Make weights tied for `dynamic_tied_weights` test](https://github.com/huggingface/transformers/pull/39740) — closed
 
-### `vkuzo`
-
-- profile: [github.com/vkuzo](https://github.com/vkuzo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo)
-- repo first seen: `2026-01-28T15:04:44Z`
-- repo last seen: `2026-04-23T15:41:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5127 days**
-- recent public PR activity: **95 PRs** (78 merged / 9 closed-unmerged / 8 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **8%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45609: make it possible to ser/deser HF MoE models with torchao](https://github.com/huggingface/transformers/pull/45609) — open, draft
-- [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — closed, merged
-- [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
-
 ### `oliverholworthy`
 
 - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
@@ -3791,7 +3717,7 @@ Example artifacts:
 - repo first seen: `2025-12-21T23:21:38Z`
 - repo last seen: `2026-06-21T00:22:57Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -3802,7 +3728,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46787: [Feature] Add HumanV model architecture](https://github.com/huggingface/transformers/pull/46787) — open
+- [PR #46787: [Feature] Add HumanV model architecture](https://github.com/huggingface/transformers/pull/46787) — closed
 - [PR #42982: Add HumanV: decoder-only causal LM](https://github.com/huggingface/transformers/pull/42982) — closed
 
 ### `jonghwanhyeon`
@@ -4432,12 +4358,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASainava)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASainava)
 - repo first seen: `2026-06-09T09:43:45Z`
-- repo last seen: `2026-06-19T17:54:49Z`
+- repo last seen: `2026-06-22T15:18:40Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **865 days**
 - recent public PR activity: **10 PRs** (5 merged / 2 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **20%**, open rate **30%**)
 - public orgs: none visible
@@ -4468,7 +4394,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46753: fix: raise `ValueError` for empty conversation in `apply_chat_template`](https://github.com/huggingface/transformers/pull/46753) — open
-- [Issue #46752: `apply_chat_template` crashes with `IndexError` when passed an empty list](https://github.com/huggingface/transformers/issues/46752) — open
+- [Issue #46752: `apply_chat_template` crashes with `IndexError` when passed an empty list](https://github.com/huggingface/transformers/issues/46752) — closed
 
 ### `shubhammr21`
 
@@ -4606,7 +4532,7 @@ Example artifacts:
 - repo first seen: `2026-06-18T22:40:41Z`
 - repo last seen: `2026-06-18T22:40:41Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4617,7 +4543,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46757: Fix q_offset tensor causing wrong flex attention mask shape](https://github.com/huggingface/transformers/pull/46757) — open
+- [PR #46757: Fix q_offset tensor causing wrong flex attention mask shape](https://github.com/huggingface/transformers/pull/46757) — closed
 
 ### `abhiprd200`
 
@@ -5173,7 +5099,7 @@ Example artifacts:
 - repo first seen: `2026-06-21T13:10:48Z`
 - repo last seen: `2026-06-21T13:10:48Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5184,7 +5110,7 @@ Example artifacts:
 - heuristic read: **broad repo spread**
 
 Example artifacts:
-- [PR #46794: fix: prevent IndexError in apply_chat_template with empty conversation list](https://github.com/huggingface/transformers/pull/46794) — open
+- [PR #46794: fix: prevent IndexError in apply_chat_template with empty conversation list](https://github.com/huggingface/transformers/pull/46794) — closed
 
 ### `belamaran96-coder`
 
@@ -5394,7 +5320,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46777: Refine imports in timesformer __init__.py](https://github.com/huggingface/transformers/pull/46777) — open
+- [PR #46777: Refine imports in timesformer __init__.py](https://github.com/huggingface/transformers/pull/46777) — closed
 
 ### `cheparity`
 
@@ -5971,7 +5897,7 @@ Example artifacts:
 - repo first seen: `2026-06-21T11:56:27Z`
 - repo last seen: `2026-06-21T11:56:27Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5982,7 +5908,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46793: fix(tokenization): prevent IndexError in apply_chat_template on empty conversation list](https://github.com/huggingface/transformers/pull/46793) — open
+- [PR #46793: fix(tokenization): prevent IndexError in apply_chat_template on empty conversation list](https://github.com/huggingface/transformers/pull/46793) — closed
 
 ### `henloworldowo`
 
@@ -6055,7 +5981,7 @@ Example artifacts:
 - repo first seen: `2026-06-13T10:20:36Z`
 - repo last seen: `2026-06-13T20:30:21Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -6066,7 +5992,7 @@ Example artifacts:
 - heuristic read: **broad repo spread**
 
 Example artifacts:
-- [PR #46632: Fix silent weight re-initialization for custom PreTrainedModel subclasses](https://github.com/huggingface/transformers/pull/46632) — open
+- [PR #46632: Fix silent weight re-initialization for custom PreTrainedModel subclasses](https://github.com/huggingface/transformers/pull/46632) — closed
 
 ### `igordertigor`
 
@@ -6593,27 +6519,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45886: Fix/pe audio video bugs](https://github.com/huggingface/transformers/pull/45886) — closed, merged
 
-### `mathceo`
-
-- profile: [github.com/mathceo](https://github.com/mathceo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amathceo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amathceo)
-- repo first seen: `2026-04-16T09:30:36Z`
-- repo last seen: `2026-04-23T17:16:52Z`
-- 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: **5 comments / 0 reviews / 0 review comments**
-- account age: **1911 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45607: Add regression test for Gemma4 audio relative positional range](https://github.com/huggingface/transformers/pull/45607) — open
-
 ### `mbknust`
 
 - profile: [github.com/mbknust](https://github.com/mbknust)
@@ -6643,7 +6548,7 @@ Example artifacts:
 - repo first seen: `2026-06-20T09:05:19Z`
 - repo last seen: `2026-06-20T09:05:19Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -6654,7 +6559,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46783: Fix typo in MiniMax M3 VL documentation](https://github.com/huggingface/transformers/pull/46783) — open
+- [PR #46783: Fix typo in MiniMax M3 VL documentation](https://github.com/huggingface/transformers/pull/46783) — closed
 
 ### `MelkiZedekICT`
 
@@ -7252,7 +7157,7 @@ Example artifacts:
 - repo first seen: `2026-06-20T02:29:20Z`
 - repo last seen: `2026-06-20T02:29:20Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7263,7 +7168,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46779: feat(examples): add minimal Tensor Parallelism training example with …](https://github.com/huggingface/transformers/pull/46779) — open
+- [PR #46779: feat(examples): add minimal Tensor Parallelism training example with …](https://github.com/huggingface/transformers/pull/46779) — closed
 
 ### `RobTand`
 
@@ -7503,8 +7408,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShamSaleem)
 - repo first seen: `2026-06-22T07:57:42Z`
 - repo last seen: `2026-06-22T07:57:42Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7515,7 +7420,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46807: Fix broken internal links in model documentation](https://github.com/huggingface/transformers/pull/46807) — open
+- [PR #46807: Fix broken internal links in model documentation](https://github.com/huggingface/transformers/pull/46807) — closed, merged
 
 ### `Shanmuk4622`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5e9cba814209c1699652127f7c557a719437336e2de57077cd2104f2fb60bd6b
-size 63667
+oid sha256:b216f821c71514c61cf6cfb9a3c39152571c04280812f0addd9de34bef83e306
+size 63007

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1cce83ce5db7e73ca152c279947b9684a0de56c22c4eb7ce3b32c7c8416bed40
-size 2123672
+oid sha256:bbde24a6bfea39583aebc7a5b16ce1c0d6af98c4feeb8199b02e6c39d8077117
+size 2135576

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b9084bb7a693c1c8b27a070c627603aab6199f30ef7d7a553fa6cb27d1a7265d
-size 64703142
+oid sha256:fa8cde820d486fa86865ccffb3e7a69b09c5a42707b98ba640507d7e526420e1
+size 64813913

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8b17b50f3f4c2565cbc35b315f3e1c02a90c653111dcf850848c2ed858105392
-size 54269986
+oid sha256:2da9e5b1c86d20302838b7e49c171038a95b2eddd7ea296465a2ca8278654a2c
+size 54330598

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:02358631217da5bb1378f9dba667ca7da090efbe83b8e7170df891f93579f8d8
-size 2537910
+oid sha256:f6c960632052e145b8d2c5473bce9cf3e24748c4151f37fac997573cbbaf9bc9
+size 2545162

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0ceaef3d1feb1324c25024b7d1dc925e58ce70b9a064e0648c963d12720b221d
-size 3070054
+oid sha256:7676b93f33ec2bc7495594ed1d97e285711dd9b79295d879941383921b8dc849
+size 3089548

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4919a29365d4f7679e80520c8ffd6736dbb6e2c68aa8e5c752fde81dfebaf4c1
-size 965831
+oid sha256:f31b3d6b635da8db6a422fe9299c843a10ab9c5cb166596d08dd5554792e9f4b
+size 971604

snapshots/20260622T180028Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260622T180028Z/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": 14862,
+    "issues": 904,
+    "links": 5060,
+    "new_contributors": 348,
+    "pr_diffs": 2976,
+    "pr_files": 38023,
+    "pull_requests": 2976,
+    "review_comments": 18020,
+    "reviews": 10562,
+    "timeline_events": 58543
+  },
+  "crawl_started_at": "2026-06-22T18:00:28Z",
+  "delta_counts": {
+    "comments": 73,
+    "issue_stubs": 68,
+    "issues": 9,
+    "links": 93,
+    "pr_diffs": 59,
+    "pr_files": 908,
+    "pull_requests": 59,
+    "review_comments": 821,
+    "reviews": 384,
+    "timeline_events": 1719
+  },
+  "extracted_at": "2026-06-22T18:00:28Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260622T180028Z",
+  "watermark": {
+    "effective_since": "2026-06-22T12:00:18Z",
+    "next_since": "2026-06-22T18:00:28Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260622T120018Z/manifest.json",
-  "latest_snapshot_id": "20260622T120018Z",
+  "archived_manifest_path": "snapshots/20260622T180028Z/manifest.json",
+  "latest_snapshot_id": "20260622T180028Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-22T12:00:18Z",
+  "next_since": "2026-06-22T18:00:28Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260622T120018Z"
+  "snapshot_dir": "snapshots/20260622T180028Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-22T06:00:15Z",
-  "last_successful_snapshot_id": "20260622T120018Z",
-  "next_since": "2026-06-22T12:00:18Z",
+  "effective_since": "2026-06-22T12:00:18Z",
+  "last_successful_snapshot_id": "20260622T180028Z",
+  "next_since": "2026-06-22T18:00:28Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-22T12:00:18Z"
+  "updated_at": "2026-06-22T18:00:28Z"
 }