Refresh transformers dataset snapshot 20260615T180022Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260615T120125Z`
+- latest snapshot: `20260615T180022Z`
 - 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:e3bb23724a2f3a7b1cd2f21bd8b5b7ef05b853735cbe655a7fca607e03c95b5c
-size 2992613
+oid sha256:15b440a0a1d406af08886e44061333f3fa93730f74ede8ee9fac9938c6f50cfa
+size 3012314

events.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b40cfde7ccb5ee652c278a89d8a3d37814371bf012f970cd93a49fbe8006e3bc
-size 894432
+oid sha256:1fb02558a7f6a2e177cc643beac6a5daf2dd92bc3f92fc9b430f625fedf47551
+size 900497

issue_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:eacfb57031b509e38a5176f85d648ecbb9a70a990c23d2cfd3616992d63da597
-size 957812
+oid sha256:44a01278530ab69f3df5011e328d7bc4be92e89c32aeb21342ec654a0eb46303
+size 967948

issues.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3ee2cd2ef6924548b39d895917f84e16f4da5b6e7358267e5e62da09288500de
-size 1210071
+oid sha256:b9d991d4516264ba1df7dbee5512b27302828f61fa61518367042359bed4af3c
+size 1214035

links.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3970b6725fa088dd83b203b98c22bbd45b48d743960c463b4dd95977c4eb4549
-size 56978
+oid sha256:e968d607ac92d56165e05cb1af1df5cd7962dafe332f8fc45e773b45c7880377
+size 57292

manifest.json

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260615T120125Z/pr-scope-clusters.json",
+    "archived_pr_scope_clusters_json": "snapshots/20260615T180022Z/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": 13864,
-    "issues": 871,
-    "links": 4838,
-    "new_contributors": 345,
-    "pr_diffs": 2836,
-    "pr_files": 37223,
-    "pull_requests": 2836,
-    "review_comments": 16946,
-    "reviews": 9986,
-    "timeline_events": 55761
+    "comments": 13953,
+    "issues": 875,
+    "links": 4867,
+    "new_contributors": 348,
+    "pr_diffs": 2847,
+    "pr_files": 37272,
+    "pull_requests": 2847,
+    "review_comments": 17096,
+    "reviews": 10093,
+    "timeline_events": 56152
   },
-  "crawl_started_at": "2026-06-15T12:01:25Z",
+  "crawl_started_at": "2026-06-15T18:00:22Z",
   "delta_counts": {
-    "comments": 70,
-    "issue_stubs": 47,
-    "issues": 12,
-    "links": 36,
-    "pr_diffs": 35,
-    "pr_files": 721,
-    "pull_requests": 35,
-    "review_comments": 306,
-    "reviews": 175,
-    "timeline_events": 1128
+    "comments": 92,
+    "issue_stubs": 78,
+    "issues": 13,
+    "links": 99,
+    "pr_diffs": 65,
+    "pr_files": 601,
+    "pull_requests": 65,
+    "review_comments": 1079,
+    "reviews": 496,
+    "timeline_events": 2421
   },
-  "extracted_at": "2026-06-15T12:01:25Z",
+  "extracted_at": "2026-06-15T18:00:22Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260615T120125Z",
+  "snapshot_id": "20260615T180022Z",
   "watermark": {
-    "effective_since": "2026-06-15T06:00:48Z",
-    "next_since": "2026-06-15T12:01:25Z"
+    "effective_since": "2026-06-15T12:01:25Z",
+    "next_since": "2026-06-15T18:00:22Z"
   }
 }

new-contributors-report.json

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260615T120125Z",
-  "generated_at": "2026-06-15T12:03:22Z",
+  "snapshot_id": "20260615T180022Z",
+  "generated_at": "2026-06-15T18:04:11Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 345,
-    "first_seen_in_snapshot": 1,
+    "selected_contributors": 348,
+    "first_seen_in_snapshot": 2,
     "known_via_prior_merged_pr": 158,
-    "previous_primary_author_count": 1373,
-    "selected_seen_in_previous_primary": 344,
-    "previous_report_contributor_count": 347,
-    "selected_overlap_previous_report": 344,
-    "selected_overlap_previous_report_rate": 0.9971,
-    "reused_previous_report_entries": 341,
+    "previous_primary_author_count": 1378,
+    "selected_seen_in_previous_primary": 346,
+    "previous_report_contributor_count": 345,
+    "selected_overlap_previous_report": 345,
+    "selected_overlap_previous_report_rate": 0.9914,
+    "reused_previous_report_entries": 342,
     "reused_known_merged_contributors": 155,
-    "live_fetches": 4,
+    "live_fetches": 6,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 4.593,
-    "enrichment_avg_seconds_per_author": 0.013,
+    "enrichment_elapsed_seconds": 23.953,
+    "enrichment_avg_seconds_per_author": 0.069,
     "enrichment_failures": 3
   },
   "contributors": [
@@ -31,11 +31,11 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
       "repo_first_seen_at": "2025-02-05T12:51:57Z",
-      "repo_last_seen_at": "2026-06-15T10:03:42Z",
-      "repo_primary_artifact_count": 117,
-      "repo_artifact_count": 660,
+      "repo_last_seen_at": "2026-06-15T12:42:47Z",
+      "repo_primary_artifact_count": 118,
+      "repo_artifact_count": 661,
       "snapshot_issue_count": 0,
-      "snapshot_pr_count": 117,
+      "snapshot_pr_count": 118,
       "snapshot_comment_count": 137,
       "snapshot_review_count": 241,
       "snapshot_review_comment_count": 165,
@@ -66,13 +66,23 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46668,
+            "title": "ci: add merge_group trigger to pr-ci-caller.yml",
+            "url": "https://github.com/huggingface/transformers/pull/46668",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-15T12:42:47Z"
+          },
           {
             "kind": "pull_request",
             "number": 46659,
             "title": "ci: add NO_COLOR=1 to suppress ANSI color codes in CI output",
             "url": "https://github.com/huggingface/transformers/pull/46659",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-15T10:03:42Z"
           },
@@ -85,16 +95,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-15T07:43:13Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46609,
-            "title": "Disable PR CI workflow for PRs from forked repo. during the weekend",
-            "url": "https://github.com/huggingface/transformers/pull/46609",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-12T19:02:48Z"
           }
         ],
         "issues": []
@@ -407,14 +407,14 @@
       "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": "2026-06-15T11:37:02Z",
+      "repo_last_seen_at": "2026-06-15T15:16:37Z",
       "repo_primary_artifact_count": 91,
-      "repo_artifact_count": 3734,
+      "repo_artifact_count": 3803,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 91,
-      "snapshot_comment_count": 622,
-      "snapshot_review_count": 954,
-      "snapshot_review_comment_count": 2067,
+      "snapshot_comment_count": 626,
+      "snapshot_review_count": 970,
+      "snapshot_review_comment_count": 2116,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -487,14 +487,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
       "repo_first_seen_at": "2023-02-24T14:13:29Z",
-      "repo_last_seen_at": "2026-06-15T10:45:29Z",
+      "repo_last_seen_at": "2026-06-15T15:27:42Z",
       "repo_primary_artifact_count": 69,
-      "repo_artifact_count": 2358,
+      "repo_artifact_count": 2361,
       "snapshot_issue_count": 3,
       "snapshot_pr_count": 66,
       "snapshot_comment_count": 201,
-      "snapshot_review_count": 702,
-      "snapshot_review_comment_count": 1386,
+      "snapshot_review_count": 704,
+      "snapshot_review_comment_count": 1387,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -595,13 +595,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu",
       "repo_first_seen_at": "2024-02-08T22:19:09Z",
-      "repo_last_seen_at": "2026-06-12T16:19:22Z",
-      "repo_primary_artifact_count": 65,
-      "repo_artifact_count": 560,
+      "repo_last_seen_at": "2026-06-15T17:13:23Z",
+      "repo_primary_artifact_count": 66,
+      "repo_artifact_count": 563,
       "snapshot_issue_count": 2,
-      "snapshot_pr_count": 63,
-      "snapshot_comment_count": 37,
-      "snapshot_review_count": 168,
+      "snapshot_pr_count": 64,
+      "snapshot_comment_count": 38,
+      "snapshot_review_count": 169,
       "snapshot_review_comment_count": 290,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -634,33 +634,33 @@
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 46606,
-            "title": "[pr template] update",
-            "url": "https://github.com/huggingface/transformers/pull/46606",
+            "number": 46675,
+            "title": "[docs] keep generation tensors on cpu",
+            "url": "https://github.com/huggingface/transformers/pull/46675",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-06-12T15:53:28Z"
+            "created_at": "2026-06-15T17:13:23Z"
           },
           {
             "kind": "pull_request",
-            "number": 46528,
-            "title": "[docs] torchvision lanczos",
-            "url": "https://github.com/huggingface/transformers/pull/46528",
+            "number": 46606,
+            "title": "[pr template] update",
+            "url": "https://github.com/huggingface/transformers/pull/46606",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-06-09T16:43:53Z"
+            "created_at": "2026-06-12T15:53:28Z"
           },
           {
             "kind": "pull_request",
-            "number": 46507,
-            "title": "[docs] 4D attention masks",
-            "url": "https://github.com/huggingface/transformers/pull/46507",
+            "number": 46528,
+            "title": "[docs] torchvision lanczos",
+            "url": "https://github.com/huggingface/transformers/pull/46528",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-06-08T19:26:08Z"
+            "created_at": "2026-06-09T16:43:53Z"
           }
         ],
         "issues": [
@@ -695,14 +695,14 @@
       "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": "2026-06-12T16:19:46Z",
+      "repo_last_seen_at": "2026-06-15T17:41:30Z",
       "repo_primary_artifact_count": 51,
-      "repo_artifact_count": 1037,
+      "repo_artifact_count": 1042,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 49,
       "snapshot_comment_count": 189,
-      "snapshot_review_count": 333,
-      "snapshot_review_comment_count": 464,
+      "snapshot_review_count": 336,
+      "snapshot_review_comment_count": 466,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -795,14 +795,14 @@
       "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": "2026-06-12T16:59:08Z",
+      "repo_last_seen_at": "2026-06-15T17:43:48Z",
       "repo_primary_artifact_count": 51,
-      "repo_artifact_count": 6560,
+      "repo_artifact_count": 6637,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 49,
-      "snapshot_comment_count": 647,
-      "snapshot_review_count": 1156,
-      "snapshot_review_comment_count": 4706,
+      "snapshot_comment_count": 655,
+      "snapshot_review_count": 1184,
+      "snapshot_review_comment_count": 4747,
       "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": "2026-06-12T12:54:45Z",
+      "repo_last_seen_at": "2026-06-15T17:50:17Z",
       "repo_primary_artifact_count": 46,
-      "repo_artifact_count": 1214,
+      "repo_artifact_count": 1222,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 46,
-      "snapshot_comment_count": 773,
-      "snapshot_review_count": 259,
+      "snapshot_comment_count": 780,
+      "snapshot_review_count": 260,
       "snapshot_review_comment_count": 136,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -972,14 +972,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or",
       "repo_first_seen_at": "2025-09-11T21:27:59Z",
-      "repo_last_seen_at": "2026-06-15T10:41:08Z",
-      "repo_primary_artifact_count": 41,
-      "repo_artifact_count": 426,
+      "repo_last_seen_at": "2026-06-15T15:39:45Z",
+      "repo_primary_artifact_count": 42,
+      "repo_artifact_count": 430,
       "snapshot_issue_count": 1,
-      "snapshot_pr_count": 40,
+      "snapshot_pr_count": 41,
       "snapshot_comment_count": 53,
-      "snapshot_review_count": 162,
-      "snapshot_review_comment_count": 170,
+      "snapshot_review_count": 163,
+      "snapshot_review_comment_count": 172,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1007,13 +1007,23 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46673,
+            "title": "[Fix] Bug when loading audio data from an URI",
+            "url": "https://github.com/huggingface/transformers/pull/46673",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-15T15:39:45Z"
+          },
           {
             "kind": "pull_request",
             "number": 46660,
             "title": "[CB] Slice logits inside the model",
             "url": "https://github.com/huggingface/transformers/pull/46660",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-15T10:41:08Z"
           },
@@ -1026,16 +1036,6 @@
             "merged": true,
             "draft": false,
             "created_at": "2026-06-12T09:01:03Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46587,
-            "title": "[CB] Fix offloading",
-            "url": "https://github.com/huggingface/transformers/pull/46587",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-12T06:56:20Z"
           }
         ],
         "issues": [
@@ -1148,12 +1148,12 @@
       "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": "2026-06-15T10:28:53Z",
-      "repo_primary_artifact_count": 35,
-      "repo_artifact_count": 186,
+      "repo_last_seen_at": "2026-06-15T16:37:24Z",
+      "repo_primary_artifact_count": 36,
+      "repo_artifact_count": 189,
       "snapshot_issue_count": 0,
-      "snapshot_pr_count": 35,
-      "snapshot_comment_count": 58,
+      "snapshot_pr_count": 36,
+      "snapshot_comment_count": 60,
       "snapshot_review_count": 57,
       "snapshot_review_comment_count": 36,
       "repo_association": "MEMBER",
@@ -1183,6 +1183,16 @@
       },
       "examples": {
         "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46667,
+            "title": "mistral common backend fix",
+            "url": "https://github.com/huggingface/transformers/pull/46667",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-15T12:23:34Z"
+          },
           {
             "kind": "pull_request",
             "number": 46658,
@@ -1202,16 +1212,6 @@
             "merged": false,
             "draft": false,
             "created_at": "2026-06-04T10:37:39Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46409,
-            "title": "WIP: Add mimimax m2 7",
-            "url": "https://github.com/huggingface/transformers/pull/46409",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-04T10:15:26Z"
           }
         ],
         "issues": []
@@ -1885,14 +1885,14 @@
       "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": "2026-06-15T11:05:26Z",
+      "repo_last_seen_at": "2026-06-15T13:08:34Z",
       "repo_primary_artifact_count": 25,
-      "repo_artifact_count": 684,
+      "repo_artifact_count": 696,
       "snapshot_issue_count": 4,
       "snapshot_pr_count": 21,
       "snapshot_comment_count": 69,
-      "snapshot_review_count": 311,
-      "snapshot_review_comment_count": 279,
+      "snapshot_review_count": 317,
+      "snapshot_review_comment_count": 285,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -1940,7 +1940,7 @@
             "url": "https://github.com/huggingface/transformers/pull/46384",
             "state": "open",
             "merged": false,
-            "draft": true,
+            "draft": false,
             "created_at": "2026-06-03T14:14:32Z"
           },
           {
@@ -2086,14 +2086,14 @@
       "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": "2026-06-15T12:00:53Z",
+      "repo_last_seen_at": "2026-06-15T12:36:29Z",
       "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 212,
+      "repo_artifact_count": 220,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 20,
       "snapshot_comment_count": 46,
-      "snapshot_review_count": 74,
-      "snapshot_review_comment_count": 72,
+      "snapshot_review_count": 78,
+      "snapshot_review_comment_count": 76,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -2604,7 +2604,7 @@
             "number": 46649,
             "title": "Fix typo in input_outputs.py: 'ouputs' \u2192 'outputs'",
             "url": "https://github.com/huggingface/transformers/pull/46649",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-15T04:10:05Z"
@@ -2614,7 +2614,7 @@
             "number": 46648,
             "title": "Fix typo in modeling_mobilebert.py: 'embedings' \u2192 'embeddings'",
             "url": "https://github.com/huggingface/transformers/pull/46648",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-15T04:10:01Z"
@@ -2624,7 +2624,7 @@
             "number": 46647,
             "title": "Fix typo in modeling_rope_utils.py: 'funcitonality' \u2192 'functionality'",
             "url": "https://github.com/huggingface/transformers/pull/46647",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-15T04:09:59Z"
@@ -2951,14 +2951,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap",
       "repo_first_seen_at": "2024-06-13T14:13:17Z",
-      "repo_last_seen_at": "2026-06-15T07:05:04Z",
+      "repo_last_seen_at": "2026-06-15T15:58:47Z",
       "repo_primary_artifact_count": 9,
-      "repo_artifact_count": 865,
+      "repo_artifact_count": 867,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 8,
       "snapshot_comment_count": 45,
-      "snapshot_review_count": 216,
-      "snapshot_review_comment_count": 595,
+      "snapshot_review_count": 217,
+      "snapshot_review_comment_count": 596,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -3321,7 +3321,7 @@
             "number": 46616,
             "title": "Fix stale phonemizer_lang in Wav2Vec2PhonemeCTCTokenizer.phonemize",
             "url": "https://github.com/huggingface/transformers/pull/46616",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-13T00:24:42Z"
@@ -3430,6 +3430,85 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "guarin",
+      "name": null,
+      "profile_url": "https://github.com/guarin",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
+      "repo_first_seen_at": "2026-05-12T18:20:58Z",
+      "repo_last_seen_at": "2026-06-15T16:40:54Z",
+      "repo_primary_artifact_count": 6,
+      "repo_artifact_count": 256,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 6,
+      "snapshot_comment_count": 29,
+      "snapshot_review_count": 100,
+      "snapshot_review_comment_count": 121,
+      "repo_association": "MEMBER",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 2794,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
+      "public_orgs": [
+        "huggingface"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 21,
+        "merged_pr_count": 19,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.9048,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.0952,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46674,
+            "title": "Sapiens2: Remove modeling imports in image processing",
+            "url": "https://github.com/huggingface/transformers/pull/46674",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-15T16:11:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46438,
+            "title": "Speed up modular conversion by reusing process pool",
+            "url": "https://github.com/huggingface/transformers/pull/46438",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-05T08:57:52Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46344,
+            "title": "Fix flip_back graph break",
+            "url": "https://github.com/huggingface/transformers/pull/46344",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-02T13:24:38Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "kchpp940",
       "name": null,
@@ -3507,6 +3586,83 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "KirtiRamchandani",
+      "name": "Kirtikumar Anandrao Ramchandani",
+      "profile_url": "https://github.com/KirtiRamchandani",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKirtiRamchandani",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKirtiRamchandani",
+      "repo_first_seen_at": "2026-06-13T17:53:25Z",
+      "repo_last_seen_at": "2026-06-15T12:21:17Z",
+      "repo_primary_artifact_count": 6,
+      "repo_artifact_count": 10,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 6,
+      "snapshot_comment_count": 4,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
+      "account_age_days": 3143,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "very high",
+      "automation_risk_signal": "medium",
+      "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 146,
+        "merged_pr_count": 14,
+        "closed_unmerged_pr_count": 38,
+        "open_pr_count": 94,
+        "merged_pr_rate": 0.0959,
+        "closed_unmerged_pr_rate": 0.2603,
+        "still_open_pr_rate": 0.6438,
+        "distinct_repos_with_authored_prs": 34,
+        "distinct_repos_with_open_prs": 27
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46666,
+            "title": "fix(generation): honor cache_config.max_cache_len for static cache",
+            "url": "https://github.com/huggingface/transformers/pull/46666",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-15T12:21:17Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46639,
+            "title": "fix(generation): reorder all cache types during beam search",
+            "url": "https://github.com/huggingface/transformers/pull/46639",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-14T04:56:32Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46638,
+            "title": "fix(wav2vec2_phoneme): restore phonemizer language after switching back",
+            "url": "https://github.com/huggingface/transformers/pull/46638",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-14T04:56:00Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "XciD",
       "name": "Adrien",
@@ -3926,196 +4082,40 @@
       "fetch_error": null
     },
     {
-      "author_login": "guarin",
-      "name": null,
-      "profile_url": "https://github.com/guarin",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin",
-      "repo_first_seen_at": "2026-05-12T18:20:58Z",
-      "repo_last_seen_at": "2026-06-11T14:14:49Z",
+      "author_login": "leaderofARS",
+      "name": "ARS",
+      "profile_url": "https://github.com/leaderofARS",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS",
+      "repo_first_seen_at": "2025-12-04T12:38:46Z",
+      "repo_last_seen_at": "2026-06-13T10:44:49Z",
       "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 253,
+      "repo_artifact_count": 9,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 5,
-      "snapshot_comment_count": 29,
-      "snapshot_review_count": 99,
-      "snapshot_review_comment_count": 120,
-      "repo_association": "MEMBER",
+      "snapshot_comment_count": 4,
+      "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,
+      "known_via_prior_merged_pr": false,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 2794,
+      "account_age_days": 660,
       "young_account": false,
       "follow_through_score": "strong",
-      "breadth_score": "low",
+      "breadth_score": "moderate",
       "automation_risk_signal": "low",
       "heuristic_note": "\u2014",
-      "public_orgs": [
-        "huggingface"
-      ],
+      "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 21,
-        "merged_pr_count": 19,
+        "visible_authored_pr_count": 19,
+        "merged_pr_count": 18,
         "closed_unmerged_pr_count": 0,
-        "open_pr_count": 2,
-        "merged_pr_rate": 0.9048,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.0952,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46438,
-            "title": "Speed up modular conversion by reusing process pool",
-            "url": "https://github.com/huggingface/transformers/pull/46438",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-05T08:57:52Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46344,
-            "title": "Fix flip_back graph break",
-            "url": "https://github.com/huggingface/transformers/pull/46344",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-06-02T13:24:38Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46163,
-            "title": "Return logits from semantic segmentation post-process",
-            "url": "https://github.com/huggingface/transformers/pull/46163",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-22T16:59:01Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "KirtiRamchandani",
-      "name": "Kirtikumar Anandrao Ramchandani",
-      "profile_url": "https://github.com/KirtiRamchandani",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKirtiRamchandani",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKirtiRamchandani",
-      "repo_first_seen_at": "2026-06-13T17:53:25Z",
-      "repo_last_seen_at": "2026-06-15T10:43:38Z",
-      "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 9,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 5,
-      "snapshot_comment_count": 4,
-      "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": 3143,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 146,
-        "merged_pr_count": 14,
-        "closed_unmerged_pr_count": 38,
-        "open_pr_count": 94,
-        "merged_pr_rate": 0.0959,
-        "closed_unmerged_pr_rate": 0.2603,
-        "still_open_pr_rate": 0.6438,
-        "distinct_repos_with_authored_prs": 34,
-        "distinct_repos_with_open_prs": 27
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46639,
-            "title": "fix(generation): reorder all cache types during beam search",
-            "url": "https://github.com/huggingface/transformers/pull/46639",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-14T04:56:32Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46638,
-            "title": "fix(wav2vec2_phoneme): restore phonemizer language after switching back",
-            "url": "https://github.com/huggingface/transformers/pull/46638",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-14T04:56:00Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 46628,
-            "title": "Restore RNG state before fetching resumed training batches",
-            "url": "https://github.com/huggingface/transformers/pull/46628",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-06-13T17:56:29Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "leaderofARS",
-      "name": "ARS",
-      "profile_url": "https://github.com/leaderofARS",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS",
-      "repo_first_seen_at": "2025-12-04T12:38:46Z",
-      "repo_last_seen_at": "2026-06-13T10:44:49Z",
-      "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 9,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 5,
-      "snapshot_comment_count": 4,
-      "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": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 660,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 19,
-        "merged_pr_count": 18,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.9474,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.9474,
         "closed_unmerged_pr_rate": 0.0,
         "still_open_pr_rate": 0.0526,
         "distinct_repos_with_authored_prs": 5,
@@ -4235,6 +4235,94 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Incheonkirin",
+      "name": "Mingi Jeong",
+      "profile_url": "https://github.com/Incheonkirin",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin",
+      "repo_first_seen_at": "2026-06-09T11:35:01Z",
+      "repo_last_seen_at": "2026-06-15T13:16:49Z",
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 9,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 4,
+      "snapshot_comment_count": 4,
+      "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": 2854,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 10,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 8,
+        "merged_pr_rate": 0.1,
+        "closed_unmerged_pr_rate": 0.1,
+        "still_open_pr_rate": 0.8,
+        "distinct_repos_with_authored_prs": 9,
+        "distinct_repos_with_open_prs": 7
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46670,
+            "title": "[Continuous Batching] Snapshot generation outputs without mutating request state",
+            "url": "https://github.com/huggingface/transformers/pull/46670",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-15T13:16:49Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46643,
+            "title": "Respect min_tokens_to_keep in TopHLogitsWarper",
+            "url": "https://github.com/huggingface/transformers/pull/46643",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-14T15:04:43Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46624,
+            "title": "Fix dynamic RoPE not resetting inv_freq when layer_type is None",
+            "url": "https://github.com/huggingface/transformers/pull/46624",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-13T16:20:52Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 46519,
+            "title": "StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens",
+            "url": "https://github.com/huggingface/transformers/issues/46519",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-06-09T11:35:01Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "curnane-lab",
       "name": null,
@@ -4890,109 +4978,11 @@
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee",
       "repo_first_seen_at": "2026-04-13T08:59:27Z",
       "repo_last_seen_at": "2026-05-27T10:52:07Z",
-      "repo_primary_artifact_count": 5,
-      "repo_artifact_count": 29,
-      "snapshot_issue_count": 2,
-      "snapshot_pr_count": 3,
-      "snapshot_comment_count": 24,
-      "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": 1453,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 7,
-        "merged_pr_count": 3,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.4286,
-        "closed_unmerged_pr_rate": 0.4286,
-        "still_open_pr_rate": 0.1429,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45860,
-            "title": "fix(text-generation): use token-level slicing for return_full_text=Fa\u2026",
-            "url": "https://github.com/huggingface/transformers/pull/45860",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-09T06:09:44Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45808,
-            "title": "\ud83d\udea8 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion",
-            "url": "https://github.com/huggingface/transformers/pull/45808",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-06T15:57:21Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45601,
-            "title": "fix: compute auxiliary losses when denoising is disabled in D-FINE",
-            "url": "https://github.com/huggingface/transformers/pull/45601",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-23T09:56:08Z"
-          }
-        ],
-        "issues": [
-          {
-            "kind": "issue",
-            "number": 45987,
-            "title": "[Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract",
-            "url": "https://github.com/huggingface/transformers/issues/45987",
-            "state": "open",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-05-15T07:09:04Z"
-          },
-          {
-            "kind": "issue",
-            "number": 45803,
-            "title": "[Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors",
-            "url": "https://github.com/huggingface/transformers/issues/45803",
-            "state": "closed",
-            "merged": null,
-            "draft": null,
-            "created_at": "2026-05-06T11:01:42Z"
-          }
-        ]
-      },
-      "fetch_error": null
-    },
-    {
-      "author_login": "Incheonkirin",
-      "name": "Mingi Jeong",
-      "profile_url": "https://github.com/Incheonkirin",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin",
-      "repo_first_seen_at": "2026-06-09T11:35:01Z",
-      "repo_last_seen_at": "2026-06-14T15:05:26Z",
-      "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 8,
-      "snapshot_issue_count": 1,
+      "repo_primary_artifact_count": 5,
+      "repo_artifact_count": 29,
+      "snapshot_issue_count": 2,
       "snapshot_pr_count": 3,
-      "snapshot_comment_count": 4,
+      "snapshot_comment_count": 24,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "CONTRIBUTOR",
@@ -5002,67 +4992,77 @@
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
-      "account_age_days": 2854,
+      "account_age_days": 1453,
       "young_account": false,
-      "follow_through_score": "weak",
+      "follow_through_score": "mixed",
       "breadth_score": "moderate",
       "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share; targets high-star repos",
+      "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 10,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 8,
-        "merged_pr_rate": 0.1,
-        "closed_unmerged_pr_rate": 0.1,
-        "still_open_pr_rate": 0.8,
-        "distinct_repos_with_authored_prs": 9,
-        "distinct_repos_with_open_prs": 7
+        "visible_authored_pr_count": 7,
+        "merged_pr_count": 3,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.4286,
+        "closed_unmerged_pr_rate": 0.4286,
+        "still_open_pr_rate": 0.1429,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 1
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 46643,
-            "title": "Respect min_tokens_to_keep in TopHLogitsWarper",
-            "url": "https://github.com/huggingface/transformers/pull/46643",
-            "state": "open",
-            "merged": false,
+            "number": 45860,
+            "title": "fix(text-generation): use token-level slicing for return_full_text=Fa\u2026",
+            "url": "https://github.com/huggingface/transformers/pull/45860",
+            "state": "closed",
+            "merged": true,
             "draft": false,
-            "created_at": "2026-06-14T15:04:43Z"
+            "created_at": "2026-05-09T06:09:44Z"
           },
           {
             "kind": "pull_request",
-            "number": 46624,
-            "title": "Fix dynamic RoPE not resetting inv_freq when layer_type is None",
-            "url": "https://github.com/huggingface/transformers/pull/46624",
-            "state": "open",
-            "merged": false,
+            "number": 45808,
+            "title": "\ud83d\udea8 [Fuyu] Remove FuyuBatchFeature subclass, use BatchFeature with skip_tensor_conversion",
+            "url": "https://github.com/huggingface/transformers/pull/45808",
+            "state": "closed",
+            "merged": true,
             "draft": false,
-            "created_at": "2026-06-13T16:20:52Z"
+            "created_at": "2026-05-06T15:57:21Z"
           },
           {
             "kind": "pull_request",
-            "number": 46530,
-            "title": "Fix stop string matching for byte-fragment tokens",
-            "url": "https://github.com/huggingface/transformers/pull/46530",
+            "number": 45601,
+            "title": "fix: compute auxiliary losses when denoising is disabled in D-FINE",
+            "url": "https://github.com/huggingface/transformers/pull/45601",
             "state": "closed",
             "merged": true,
             "draft": false,
-            "created_at": "2026-06-09T17:32:09Z"
+            "created_at": "2026-04-23T09:56:08Z"
           }
         ],
         "issues": [
           {
             "kind": "issue",
-            "number": 46519,
-            "title": "StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens",
-            "url": "https://github.com/huggingface/transformers/issues/46519",
+            "number": 45987,
+            "title": "[Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract",
+            "url": "https://github.com/huggingface/transformers/issues/45987",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-05-15T07:09:04Z"
+          },
+          {
+            "kind": "issue",
+            "number": 45803,
+            "title": "[Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors",
+            "url": "https://github.com/huggingface/transformers/issues/45803",
             "state": "closed",
             "merged": null,
             "draft": null,
-            "created_at": "2026-06-09T11:35:01Z"
+            "created_at": "2026-05-06T11:01:42Z"
           }
         ]
       },
@@ -5806,14 +5806,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo",
       "repo_first_seen_at": "2026-03-13T14:45:22Z",
-      "repo_last_seen_at": "2026-06-15T11:34:49Z",
+      "repo_last_seen_at": "2026-06-15T18:03:22Z",
       "repo_primary_artifact_count": 16,
-      "repo_artifact_count": 63,
+      "repo_artifact_count": 73,
       "snapshot_issue_count": 10,
       "snapshot_pr_count": 6,
       "snapshot_comment_count": 19,
-      "snapshot_review_count": 14,
-      "snapshot_review_comment_count": 14,
+      "snapshot_review_count": 19,
+      "snapshot_review_comment_count": 19,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -5846,8 +5846,8 @@
             "number": 46590,
             "title": "feat(generation): allow user to keep input tensors on cpu",
             "url": "https://github.com/huggingface/transformers/pull/46590",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-12T07:25:21Z"
           },
@@ -8986,7 +8986,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -9018,7 +9018,7 @@
             "number": 46509,
             "title": "Add support for Nemotron Omni",
             "url": "https://github.com/huggingface/transformers/pull/46509",
-            "state": "closed",
+            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-08T20:33:15Z"
@@ -10003,14 +10003,14 @@
       "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": "2026-06-15T08:43:47Z",
+      "repo_last_seen_at": "2026-06-15T17:23:29Z",
       "repo_primary_artifact_count": 10,
-      "repo_artifact_count": 1195,
+      "repo_artifact_count": 1213,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 10,
       "snapshot_comment_count": 67,
-      "snapshot_review_count": 301,
-      "snapshot_review_comment_count": 817,
+      "snapshot_review_count": 310,
+      "snapshot_review_comment_count": 826,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -12639,6 +12639,74 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "atharv1945",
+      "name": "AtharvAgarwal",
+      "profile_url": "https://github.com/atharv1945",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aatharv1945",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aatharv1945",
+      "repo_first_seen_at": "2026-06-15T10:52:55Z",
+      "repo_last_seen_at": "2026-06-15T13:13:23Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 5,
+      "snapshot_issue_count": 1,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 3,
+      "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": false,
+      "report_reason": null,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 1082,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 0,
+        "merged_pr_rate": 1.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 0
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46669,
+            "title": "Fix AttributeError in auto_factory when model_class lacks config_class",
+            "url": "https://github.com/huggingface/transformers/pull/46669",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-15T13:13:23Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 46661,
+            "title": "AutoModel.from_pretrained raises AttributeError: model_class has no attribute 'config_class' for remote-code models",
+            "url": "https://github.com/huggingface/transformers/issues/46661",
+            "state": "closed",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-06-15T10:52:55Z"
+          }
+        ]
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "davevanveen",
       "name": "Dave Van Veen",
@@ -14163,13 +14231,13 @@
       "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": "NONE",
+      "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": 1585,
       "young_account": false,
       "follow_through_score": "weak",
@@ -14195,7 +14263,7 @@
             "number": 46663,
             "title": "fix(t5): use \"decoder's \" prefix in error messages when called on decoder stack",
             "url": "https://github.com/huggingface/transformers/pull/46663",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-15T11:44:11Z"
@@ -15292,6 +15360,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "arnavkewalram",
+      "name": null,
+      "profile_url": "https://github.com/arnavkewalram",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aarnavkewalram",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarnavkewalram",
+      "repo_first_seen_at": "2026-06-15T15:28:55Z",
+      "repo_last_seen_at": "2026-06-15T17:06:46Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 3,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 2,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 904,
+      "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; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 4,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.5,
+        "still_open_pr_rate": 0.5,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46672,
+            "title": "fix: reorder cache for all cache key names during beam search",
+            "url": "https://github.com/huggingface/transformers/pull/46672",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-15T15:28:55Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "arnavnaik22",
       "name": "Arnav Devdatt Naik",
@@ -15413,12 +15538,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aash01825",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aash01825",
       "repo_first_seen_at": "2026-06-13T15:51:08Z",
-      "repo_last_seen_at": "2026-06-13T15:51:08Z",
+      "repo_last_seen_at": "2026-06-15T13:02:06Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -15921,6 +16046,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "botbikamordehai2-sketch",
+      "name": "MORDEHAI BOTBIKA",
+      "profile_url": "https://github.com/botbikamordehai2-sketch",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abotbikamordehai2-sketch",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abotbikamordehai2-sketch",
+      "repo_first_seen_at": "2026-06-15T15:18:04Z",
+      "repo_last_seen_at": "2026-06-15T15:18:04Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 1,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 51,
+      "young_account": true,
+      "follow_through_score": "weak",
+      "breadth_score": "very high",
+      "automation_risk_signal": "high",
+      "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 192,
+        "merged_pr_count": 7,
+        "closed_unmerged_pr_count": 75,
+        "open_pr_count": 110,
+        "merged_pr_rate": 0.0365,
+        "closed_unmerged_pr_rate": 0.3906,
+        "still_open_pr_rate": 0.5729,
+        "distinct_repos_with_authored_prs": 126,
+        "distinct_repos_with_open_prs": 85
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46671,
+            "title": "fix: define TransformersCompletionCreateParamsStreaming inside conditional to avoid NameError when serve is unavailable (closes #46657)",
+            "url": "https://github.com/huggingface/transformers/pull/46671",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-15T15:18:04Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "butterwecksolutions",
       "name": "Christian Butterweck",
@@ -16278,7 +16460,7 @@
       "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,
@@ -16310,7 +16492,7 @@
             "number": 46615,
             "title": "Fix beam search cache reorder for non-standard caches",
             "url": "https://github.com/huggingface/transformers/pull/46615",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-12T22:51:55Z"
@@ -16335,7 +16517,7 @@
       "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,
@@ -16369,7 +16551,7 @@
             "number": 46641,
             "title": "Add a comma",
             "url": "https://github.com/huggingface/transformers/pull/46641",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-14T07:17:29Z"
@@ -21378,7 +21560,7 @@
       "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,
@@ -21410,7 +21592,7 @@
             "number": 46610,
             "title": "Add test for additionalProperties=False in recursive_parse",
             "url": "https://github.com/huggingface/transformers/pull/46610",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-06-12T19:13:53Z"
@@ -21834,7 +22016,7 @@
       "snapshot_comment_count": 0,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -21866,8 +22048,8 @@
             "number": 46621,
             "title": "docs(zh): add Chinese translation of kernels.md",
             "url": "https://github.com/huggingface/transformers/pull/46621",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-13T11:44:09Z"
           }

new-contributors-report.md

@@ -1,27 +1,27 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260615T120125Z`
-- Generated: `2026-06-15T12:03:22Z`
+- Snapshot: `20260615T180022Z`
+- Generated: `2026-06-15T18:04:11Z`
 - Activity window: `60d`
-- Contributors: `345`
+- 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` | 117 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 118 | 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 |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 96 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 95 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 91 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 66 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 63 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 64 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 49 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 49 | 2 | mixed | low | low | targets high-star repos |
 | `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` | 40 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 41 | 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` | 35 | 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` | 36 | 0 | mixed | low | low | no visible non-self stars; 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 |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 26 | 0 | strong | low | low | targets high-star repos |
@@ -48,16 +48,17 @@
 | `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 |
 | `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 | — |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `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 |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 5 | 0 | strong | low | low | — |
-| `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | FIRST_TIME_CONTRIBUTOR | 3143d | `2026-06-13T17:53:25Z` | 5 | 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 |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
 | `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 |
+| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -67,7 +68,6 @@
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 3 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | FIRST_TIME_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 |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | FIRST_TIME_CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -119,7 +119,7 @@
 | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | moderate | low | — |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `meatybobby` | [profile](https://github.com/meatybobby) | no | NONE | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
+| `meatybobby` | [profile](https://github.com/meatybobby) | no | FIRST_TIME_CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mulkymalikuldhrs` | [profile](https://github.com/mulkymalikuldhrs) | no | NONE | 416d | `2026-06-10T22:54:43Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -168,6 +168,7 @@
 | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `davevanveen` | [profile](https://github.com/davevanveen) | no | FIRST_TIME_CONTRIBUTOR | 3357d | `2026-04-17T20:59:54Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
@@ -191,7 +192,7 @@
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `adhavan18` | [profile](https://github.com/adhavan18) | yes | FIRST_TIME_CONTRIBUTOR | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; 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 |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -211,6 +212,7 @@
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `arnavkewalram` | [profile](https://github.com/arnavkewalram) | yes | FIRST_TIME_CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -222,14 +224,15 @@
 | `bin123apple` | [profile](https://github.com/bin123apple) | no | FIRST_TIME_CONTRIBUTOR | 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 |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
+| `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | yes | FIRST_TIME_CONTRIBUTOR | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cheparity` | [profile](https://github.com/cheparity) | no | FIRST_TIME_CONTRIBUTOR | 1517d | `2026-06-03T05:18:26Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Chinmay1220` | [profile](https://github.com/Chinmay1220) | no | FIRST_TIME_CONTRIBUTOR | 999d | `2026-06-11T16:14:03Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `chirag-gupta-07` | [profile](https://github.com/chirag-gupta-07) | no | FIRST_TIMER | 276d | `2026-05-11T05:43:53Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
-| `cjc0013` | [profile](https://github.com/cjc0013) | no | FIRST_TIME_CONTRIBUTOR | 209d | `2026-06-12T22:51:55Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `clyang82` | [profile](https://github.com/clyang82) | no | FIRST_TIME_CONTRIBUTOR | 4401d | `2026-06-14T07:17:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `cjc0013` | [profile](https://github.com/cjc0013) | no | NONE | 209d | `2026-06-12T22:51:55Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `clyang82` | [profile](https://github.com/clyang82) | no | NONE | 4401d | `2026-06-14T07:17:29Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `csantosbh` | [profile](https://github.com/csantosbh) | no | CONTRIBUTOR | 5103d | `2026-06-04T14:07:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -317,7 +320,7 @@
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
-| `savirpatil` | [profile](https://github.com/savirpatil) | no | FIRST_TIME_CONTRIBUTOR | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
+| `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | NONE | 172d | `2026-04-20T05:44:53Z` | 1 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `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 |
@@ -325,7 +328,7 @@
 | `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 |
 | `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 | FIRST_TIME_CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
+| `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 |
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
@@ -363,11 +366,11 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-06-15T10:03:42Z`
+- repo last seen: `2026-06-15T12:42:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **117**
-- snapshot authored PRs/issues: **117 PRs / 0 issues**
+- repo primary artifacts: **118**
+- snapshot authored PRs/issues: **118 PRs / 0 issues**
 - snapshot discussion activity: **137 comments / 241 reviews / 165 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
@@ -376,9 +379,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46659: ci: add NO_COLOR=1 to suppress ANSI color codes in CI output](https://github.com/huggingface/transformers/pull/46659) — open
+- [PR #46668: ci: add merge_group trigger to pr-ci-caller.yml](https://github.com/huggingface/transformers/pull/46668) — closed, merged
+- [PR #46659: ci: add NO_COLOR=1 to suppress ANSI color codes in CI output](https://github.com/huggingface/transformers/pull/46659) — closed, merged
 - [PR #46652: Revert "Disable PR CI workflow for PRs from forked repo. during the weekend"](https://github.com/huggingface/transformers/pull/46652) — closed, merged
-- [PR #46609: Disable PR CI workflow for PRs from forked repo. during the weekend](https://github.com/huggingface/transformers/pull/46609) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -461,12 +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: `2026-06-15T11:37:02Z`
+- repo last seen: `2026-06-15T15:16:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **622 comments / 954 reviews / 2067 review comments**
+- snapshot discussion activity: **626 comments / 970 reviews / 2116 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`
@@ -484,12 +487,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-06-15T10:45:29Z`
+- repo last seen: `2026-06-15T15:27:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **66 PRs / 3 issues**
-- snapshot discussion activity: **201 comments / 702 reviews / 1386 review comments**
+- snapshot discussion activity: **201 comments / 704 reviews / 1387 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -510,12 +513,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-12T16:19:22Z`
+- repo last seen: `2026-06-15T17:13:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **65**
-- snapshot authored PRs/issues: **63 PRs / 2 issues**
-- snapshot discussion activity: **37 comments / 168 reviews / 290 review comments**
+- repo primary artifacts: **66**
+- snapshot authored PRs/issues: **64 PRs / 2 issues**
+- snapshot discussion activity: **38 comments / 169 reviews / 290 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -523,9 +526,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46606: [pr template] update](https://github.com/huggingface/transformers/pull/46606) — open
+- [PR #46675: [docs] keep generation tensors on cpu](https://github.com/huggingface/transformers/pull/46675) — open
+- [PR #46606: [pr template] update](https://github.com/huggingface/transformers/pull/46606) — closed, merged
 - [PR #46528: [docs] torchvision lanczos](https://github.com/huggingface/transformers/pull/46528) — closed, merged
-- [PR #46507: [docs] 4D attention masks](https://github.com/huggingface/transformers/pull/46507) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
@@ -535,12 +538,12 @@ 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: `2026-06-12T16:19:46Z`
+- repo last seen: `2026-06-15T17:41:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **189 comments / 333 reviews / 464 review comments**
+- snapshot discussion activity: **189 comments / 336 reviews / 466 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`
@@ -560,12 +563,12 @@ 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: `2026-06-12T16:59:08Z`
+- repo last seen: `2026-06-15T17:43:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **647 comments / 1156 reviews / 4706 review comments**
+- snapshot discussion activity: **655 comments / 1184 reviews / 4747 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
@@ -585,12 +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: `2026-06-12T12:54:45Z`
+- repo last seen: `2026-06-15T17:50:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **773 comments / 259 reviews / 136 review comments**
+- snapshot discussion activity: **780 comments / 260 reviews / 136 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`
@@ -608,12 +611,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-06-15T10:41:08Z`
+- repo last seen: `2026-06-15T15:39:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **41**
-- snapshot authored PRs/issues: **40 PRs / 1 issues**
-- snapshot discussion activity: **53 comments / 162 reviews / 170 review comments**
+- repo primary artifacts: **42**
+- snapshot authored PRs/issues: **41 PRs / 1 issues**
+- snapshot discussion activity: **53 comments / 163 reviews / 172 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -621,9 +624,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46660: [CB] Slice logits inside the model](https://github.com/huggingface/transformers/pull/46660) — open
+- [PR #46673: [Fix] Bug when loading audio data from an URI](https://github.com/huggingface/transformers/pull/46673) — open
+- [PR #46660: [CB] Slice logits inside the model](https://github.com/huggingface/transformers/pull/46660) — closed, merged
 - [PR #46593: [CB] Fix seqlens and use TypedDict](https://github.com/huggingface/transformers/pull/46593) — closed, merged
-- [PR #46587: [CB] Fix offloading](https://github.com/huggingface/transformers/pull/46587) — open
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `sywangyi`
@@ -656,12 +659,12 @@ 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: `2026-06-15T10:28:53Z`
+- repo last seen: `2026-06-15T16:37:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **35**
-- snapshot authored PRs/issues: **35 PRs / 0 issues**
-- snapshot discussion activity: **58 comments / 57 reviews / 36 review comments**
+- repo primary artifacts: **36**
+- snapshot authored PRs/issues: **36 PRs / 0 issues**
+- snapshot discussion activity: **60 comments / 57 reviews / 36 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%**)
 - public orgs: none visible
@@ -669,9 +672,9 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [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
-- [PR #46409: WIP: Add mimimax m2 7](https://github.com/huggingface/transformers/pull/46409) — closed
 
 ### `harshaljanjani`
 
@@ -852,12 +855,12 @@ 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: `2026-06-15T11:05:26Z`
+- repo last seen: `2026-06-15T13:08:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **69 comments / 311 reviews / 279 review comments**
+- snapshot discussion activity: **69 comments / 317 reviews / 285 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`
@@ -866,7 +869,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — closed, merged
-- [PR #46384: DSv4 static cache](https://github.com/huggingface/transformers/pull/46384) — open, draft
+- [PR #46384: DSv4 static cache](https://github.com/huggingface/transformers/pull/46384) — open
 - [PR #46378: Fix dsv4 dequant + tp/ep](https://github.com/huggingface/transformers/pull/46378) — 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
@@ -902,12 +905,12 @@ 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: `2026-06-15T12:00:53Z`
+- repo last seen: `2026-06-15T12:36:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **46 comments / 74 reviews / 72 review comments**
+- snapshot discussion activity: **46 comments / 78 reviews / 76 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
@@ -1054,9 +1057,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
 
 Example artifacts:
-- [PR #46649: Fix typo in input_outputs.py: 'ouputs' → 'outputs'](https://github.com/huggingface/transformers/pull/46649) — open
-- [PR #46648: Fix typo in modeling_mobilebert.py: 'embedings' → 'embeddings'](https://github.com/huggingface/transformers/pull/46648) — open
-- [PR #46647: Fix typo in modeling_rope_utils.py: 'funcitonality' → 'functionality'](https://github.com/huggingface/transformers/pull/46647) — open
+- [PR #46649: Fix typo in input_outputs.py: 'ouputs' → 'outputs'](https://github.com/huggingface/transformers/pull/46649) — closed
+- [PR #46648: Fix typo in modeling_mobilebert.py: 'embedings' → 'embeddings'](https://github.com/huggingface/transformers/pull/46648) — closed
+- [PR #46647: Fix typo in modeling_rope_utils.py: 'funcitonality' → 'functionality'](https://github.com/huggingface/transformers/pull/46647) — closed
 
 ### `he-yufeng`
 
@@ -1156,12 +1159,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-15T07:05:04Z`
+- repo last seen: `2026-06-15T15:58:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **45 comments / 216 reviews / 595 review comments**
+- snapshot discussion activity: **45 comments / 217 reviews / 596 review comments**
 - account age: **2914 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -1263,7 +1266,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46616: Fix stale phonemizer_lang in Wav2Vec2PhonemeCTCTokenizer.phonemize](https://github.com/huggingface/transformers/pull/46616) — open
+- [PR #46616: Fix stale phonemizer_lang in Wav2Vec2PhonemeCTCTokenizer.phonemize](https://github.com/huggingface/transformers/pull/46616) — closed
 - [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
 
@@ -1290,6 +1293,29 @@ Example artifacts:
 - [PR #45682: FIX Restore LoRA hotswapping functionality](https://github.com/huggingface/transformers/pull/45682) — open
 - [PR #45679: TST Run fast PEFT tests in normal CI](https://github.com/huggingface/transformers/pull/45679) — open
 
+### `guarin`
+
+- profile: [github.com/guarin](https://github.com/guarin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
+- repo first seen: `2026-05-12T18:20:58Z`
+- repo last seen: `2026-06-15T16:40:54Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **29 comments / 100 reviews / 121 review comments**
+- account age: **2794 days**
+- recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — open
+- [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
+- [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
+
 ### `kchpp940`
 
 - profile: [github.com/kchpp940](https://github.com/kchpp940)
@@ -1313,6 +1339,29 @@ Example artifacts:
 - [PR #45503: .4021378118068288:aafb9167aaa6b321205f754209b0cbcb_69e2f25642c82e665fe0407f.69e2f43542c82e665fe04083.69e2f435d18af355a624eac1:Trae CN.T(2026/4/18 11:02:13)](https://github.com/huggingface/transformers/pull/45503) — closed
 - [PR #45502: .4021378118068288:4da7ed27ccaa5f974fe4a552e2b67bb6_69e2eea842c82e665fe04002.69e2eec142c82e665fe04006.69e2eec18b8bd167e2faa241:Trae CN.T(2026/4/18 10:38:57)](https://github.com/huggingface/transformers/pull/45502) — closed
 
+### `KirtiRamchandani`
+
+- profile: [github.com/KirtiRamchandani](https://github.com/KirtiRamchandani)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKirtiRamchandani)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKirtiRamchandani)
+- repo first seen: `2026-06-13T17:53:25Z`
+- repo last seen: `2026-06-15T12:21:17Z`
+- first seen in snapshot: **no**
+- repo association: **NONE**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **3143 days**
+- recent public PR activity: **146 PRs** (14 merged / 38 closed-unmerged / 94 open; merged rate **10%**, closed-unmerged rate **26%**, open rate **64%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46666: fix(generation): honor cache_config.max_cache_len for static cache](https://github.com/huggingface/transformers/pull/46666) — closed
+- [PR #46639: fix(generation): reorder all cache types during beam search](https://github.com/huggingface/transformers/pull/46639) — closed
+- [PR #46638: fix(wav2vec2_phoneme): restore phonemizer language after switching back](https://github.com/huggingface/transformers/pull/46638) — closed
+
 ### `XciD`
 
 - profile: [github.com/XciD](https://github.com/XciD)
@@ -1432,52 +1481,6 @@ Example artifacts:
 - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
 - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
 
-### `guarin`
-
-- profile: [github.com/guarin](https://github.com/guarin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
-- repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-11T14:14:49Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **29 comments / 99 reviews / 120 review comments**
-- account age: **2794 days**
-- recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
-- [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
-- [PR #46163: Return logits from semantic segmentation post-process](https://github.com/huggingface/transformers/pull/46163) — open
-
-### `KirtiRamchandani`
-
-- profile: [github.com/KirtiRamchandani](https://github.com/KirtiRamchandani)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKirtiRamchandani)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKirtiRamchandani)
-- repo first seen: `2026-06-13T17:53:25Z`
-- repo last seen: `2026-06-15T10:43:38Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **3143 days**
-- recent public PR activity: **146 PRs** (14 merged / 38 closed-unmerged / 94 open; merged rate **10%**, closed-unmerged rate **26%**, open rate **64%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46639: fix(generation): reorder all cache types during beam search](https://github.com/huggingface/transformers/pull/46639) — open
-- [PR #46638: fix(wav2vec2_phoneme): restore phonemizer language after switching back](https://github.com/huggingface/transformers/pull/46638) — open
-- [PR #46628: Restore RNG state before fetching resumed training batches](https://github.com/huggingface/transformers/pull/46628) — open
-
 ### `leaderofARS`
 
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
@@ -1524,6 +1527,30 @@ Example artifacts:
 - [PR #45506: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45506) — closed, merged
 - [PR #45500: Add full GGUF loading support for GPT‑OSS (fixes #43366, supersedes #43757) latest](https://github.com/huggingface/transformers/pull/45500) — closed, draft
 
+### `Incheonkirin`
+
+- profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
+- repo first seen: `2026-06-09T11:35:01Z`
+- repo last seen: `2026-06-15T13:16:49Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **4 PRs / 1 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **2854 days**
+- recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46670: [Continuous Batching] Snapshot generation outputs without mutating request state](https://github.com/huggingface/transformers/pull/46670) — open
+- [PR #46643: Respect min_tokens_to_keep in TopHLogitsWarper](https://github.com/huggingface/transformers/pull/46643) — open
+- [PR #46624: Fix dynamic RoPE not resetting inv_freq when layer_type is None](https://github.com/huggingface/transformers/pull/46624) — closed, merged
+- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
+
 ### `curnane-lab`
 
 - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
@@ -1736,30 +1763,6 @@ Example artifacts:
 - [Issue #45987: [Bug] StaticCache.get_seq_length() returns shape-(1,) Tensor despite -> int contract](https://github.com/huggingface/transformers/issues/45987) — open
 - [Issue #45803: [Bug] Bare `except:` in FuyuBatchFeature.convert_to_tensors() swallows KeyboardInterrupt and hides real errors](https://github.com/huggingface/transformers/issues/45803) — closed
 
-### `Incheonkirin`
-
-- profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
-- repo first seen: `2026-06-09T11:35:01Z`
-- repo last seen: `2026-06-14T15:05:26Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **2854 days**
-- recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46643: Respect min_tokens_to_keep in TopHLogitsWarper](https://github.com/huggingface/transformers/pull/46643) — open
-- [PR #46624: Fix dynamic RoPE not resetting inv_freq when layer_type is None](https://github.com/huggingface/transformers/pull/46624) — open
-- [PR #46530: Fix stop string matching for byte-fragment tokens](https://github.com/huggingface/transformers/pull/46530) — closed, merged
-- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
-
 ### `ldkhang1201`
 
 - profile: [github.com/ldkhang1201](https://github.com/ldkhang1201)
@@ -1976,12 +1979,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
 - repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-06-15T11:34:49Z`
+- repo last seen: `2026-06-15T18:03:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **6 PRs / 10 issues**
-- snapshot discussion activity: **19 comments / 14 reviews / 14 review comments**
+- snapshot discussion activity: **19 comments / 19 reviews / 19 review comments**
 - account age: **5087 days**
 - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
 - public orgs: none visible
@@ -1989,7 +1992,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — open
+- [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
 - [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — open
 - [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
 - [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
@@ -2935,7 +2938,7 @@ Example artifacts:
 - repo first seen: `2026-06-04T18:30:50Z`
 - repo last seen: `2026-06-08T20:33:15Z`
 - first seen in snapshot: **no**
-- repo association: **NONE**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -2946,7 +2949,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #46509: Add support for Nemotron Omni](https://github.com/huggingface/transformers/pull/46509) — closed
+- [PR #46509: Add support for Nemotron Omni](https://github.com/huggingface/transformers/pull/46509) — open
 - [PR #46425: Add support for RADIO models](https://github.com/huggingface/transformers/pull/46425) — closed
 
 ### `moonbogi`
@@ -3265,12 +3268,12 @@ 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: `2026-06-15T08:43:47Z`
+- repo last seen: `2026-06-15T17:23:29Z`
 - 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 / 301 reviews / 817 review comments**
+- snapshot discussion activity: **67 comments / 310 reviews / 826 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`
@@ -4039,6 +4042,28 @@ Example artifacts:
 - [PR #45935: Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion](https://github.com/huggingface/transformers/pull/45935) — closed
 - [Issue #45915: 🚨 Security Analysis: 1. An attacker identifies the insecure-deserialization vulne](https://github.com/huggingface/transformers/issues/45915) — closed
 
+### `atharv1945`
+
+- profile: [github.com/atharv1945](https://github.com/atharv1945)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aatharv1945)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aatharv1945)
+- repo first seen: `2026-06-15T10:52:55Z`
+- repo last seen: `2026-06-15T13:13:23Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **1082 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46669: Fix AttributeError in auto_factory when model_class lacks config_class](https://github.com/huggingface/transformers/pull/46669) — closed, merged
+- [Issue #46661: AutoModel.from_pretrained raises AttributeError: model_class has no attribute 'config_class' for remote-code models](https://github.com/huggingface/transformers/issues/46661) — closed
+
 ### `davevanveen`
 
 - profile: [github.com/davevanveen](https://github.com/davevanveen)
@@ -4546,8 +4571,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadhavan18)
 - repo first seen: `2026-06-15T11:44:11Z`
 - repo last seen: `2026-06-15T11:44:11Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -4558,7 +4583,7 @@ Example artifacts:
 - heuristic read: **broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46663: fix(t5): use "decoder's " prefix in error messages when called on decoder stack](https://github.com/huggingface/transformers/pull/46663) — open
+- [PR #46663: fix(t5): use "decoder's " prefix in error messages when called on decoder stack](https://github.com/huggingface/transformers/pull/46663) — closed
 
 ### `Aditya-ad48`
 
@@ -4959,6 +4984,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46353: [Mistral] Raise ValueError when continue_final_message=True with mist…](https://github.com/huggingface/transformers/pull/46353) — closed
 
+### `arnavkewalram`
+
+- profile: [github.com/arnavkewalram](https://github.com/arnavkewalram)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aarnavkewalram)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarnavkewalram)
+- repo first seen: `2026-06-15T15:28:55Z`
+- repo last seen: `2026-06-15T17:06:46Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **904 days**
+- recent public PR activity: **4 PRs** (0 merged / 2 closed-unmerged / 2 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; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46672: fix: reorder cache for all cache key names during beam search](https://github.com/huggingface/transformers/pull/46672) — open
+
 ### `arnavnaik22`
 
 - profile: [github.com/arnavnaik22](https://github.com/arnavnaik22)
@@ -5007,12 +5053,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aash01825)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aash01825)
 - repo first seen: `2026-06-13T15:51:08Z`
-- repo last seen: `2026-06-13T15:51:08Z`
+- repo last seen: `2026-06-15T13:02:06Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **930 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -5190,6 +5236,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45999: fix(cli): make requests import optional in chat.py](https://github.com/huggingface/transformers/pull/45999) — open
 
+### `botbikamordehai2-sketch`
+
+- profile: [github.com/botbikamordehai2-sketch](https://github.com/botbikamordehai2-sketch)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abotbikamordehai2-sketch)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abotbikamordehai2-sketch)
+- repo first seen: `2026-06-15T15:18:04Z`
+- repo last seen: `2026-06-15T15:18:04Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **51 days**
+- recent public PR activity: **192 PRs** (7 merged / 75 closed-unmerged / 110 open; merged rate **4%**, closed-unmerged rate **39%**, open rate **57%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #46671: fix: define TransformersCompletionCreateParamsStreaming inside conditional to avoid NameError when serve is unavailable (closes #46657)](https://github.com/huggingface/transformers/pull/46671) — open
+
 ### `butterwecksolutions`
 
 - profile: [github.com/butterwecksolutions](https://github.com/butterwecksolutions)
@@ -5324,7 +5391,7 @@ Example artifacts:
 - repo first seen: `2026-06-12T22:51:55Z`
 - repo last seen: `2026-06-12T22:51:55Z`
 - 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**
@@ -5335,7 +5402,7 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46615: Fix beam search cache reorder for non-standard caches](https://github.com/huggingface/transformers/pull/46615) — open
+- [PR #46615: Fix beam search cache reorder for non-standard caches](https://github.com/huggingface/transformers/pull/46615) — closed
 
 ### `clyang82`
 
@@ -5345,7 +5412,7 @@ Example artifacts:
 - repo first seen: `2026-06-14T07:17:29Z`
 - repo last seen: `2026-06-14T07:17:29Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5356,7 +5423,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46641: Add a comma](https://github.com/huggingface/transformers/pull/46641) — open
+- [PR #46641: Add a comma](https://github.com/huggingface/transformers/pull/46641) — closed
 
 ### `csantosbh`
 
@@ -7193,7 +7260,7 @@ Example artifacts:
 - repo first seen: `2026-06-12T19:13:53Z`
 - repo last seen: `2026-06-12T19:13:53Z`
 - 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**
@@ -7204,7 +7271,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars**
 
 Example artifacts:
-- [PR #46610: Add test for additionalProperties=False in recursive_parse](https://github.com/huggingface/transformers/pull/46610) — open
+- [PR #46610: Add test for additionalProperties=False in recursive_parse](https://github.com/huggingface/transformers/pull/46610) — closed
 
 ### `SAY-5`
 
@@ -7361,7 +7428,7 @@ Example artifacts:
 - repo first seen: `2026-06-13T11:44:09Z`
 - repo last seen: `2026-06-13T11:44:09Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- 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**
@@ -7372,7 +7439,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars**
 
 Example artifacts:
-- [PR #46621: docs(zh): add Chinese translation of kernels.md](https://github.com/huggingface/transformers/pull/46621) — open
+- [PR #46621: docs(zh): add Chinese translation of kernels.md](https://github.com/huggingface/transformers/pull/46621) — closed, merged
 
 ### `Shylin26`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f99580af096f1b0a1dcb10977b38efcff6d31d28d0c86878070114c13d1724f9
-size 62592
+oid sha256:7a2948490d7a3583cac7189d7a483dda60c19cacc2083a5fd7bc0e4f620c974b
+size 62970

pr_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:98339d8d73ba6887a218e26d89a4895b80418595a28d0574abaa7e75a5669ec8
-size 2008232
+oid sha256:36e0ebb80a01834c12f037195125f78eff202278bfef49b8a44b014f906af9c9
+size 2019408

pr_diffs.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:75b7b914dba5bf190ce3a1673d654b3a4718f895deab38c1aa8b35bf0b507216
-size 63995744
+oid sha256:f96ef9083cb269a6fade7507ad1b1ed7356f3865843dfb7b8185e4a98af80543
+size 64057466

pr_files.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b49f9d86236435bbaacfb4683b7b19e89a223225d73b8f7fc723c2b9f8065973
-size 53395463
+oid sha256:16c878e07bd82739316d9343bcf5ddb5812fd2448c4d8d9c13b87e287e660ee0
+size 53501055

pull_requests.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6b4e2d571c679d43ab476573540ef085d61eaabbcc8a472de493f73919fdf389
-size 2403903
+oid sha256:f78950b03bd01d7fcceee9ad3c663584313fb59610b71c44a70d3856d28b2232
+size 2412265

review_comments.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7d2680543332d0fe3476d566aed48b952f0ed2231ebf321aa32d6e0067805f4d
-size 2931407
+oid sha256:369871f91b0c742f5fc672311d8c15364dc7038b846778c33876bfef5e2c2788
+size 2955080

reviews.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:018231e23a91e91484dfb06d5d5e647a3dfcd7cae0ee7d1b9d3c16103e2441bb
-size 923789
+oid sha256:b6f43bdfb88859ca9a94191c3d33c2c3607ae3d0c23f5ddf73ff26f013da8fd3
+size 930374

snapshots/20260615T180022Z/manifest.json

@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260615T180022Z/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": 13953,
+    "issues": 875,
+    "links": 4867,
+    "new_contributors": 348,
+    "pr_diffs": 2847,
+    "pr_files": 37272,
+    "pull_requests": 2847,
+    "review_comments": 17096,
+    "reviews": 10093,
+    "timeline_events": 56152
+  },
+  "crawl_started_at": "2026-06-15T18:00:22Z",
+  "delta_counts": {
+    "comments": 92,
+    "issue_stubs": 78,
+    "issues": 13,
+    "links": 99,
+    "pr_diffs": 65,
+    "pr_files": 601,
+    "pull_requests": 65,
+    "review_comments": 1079,
+    "reviews": 496,
+    "timeline_events": 2421
+  },
+  "extracted_at": "2026-06-15T18:00:22Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260615T180022Z",
+  "watermark": {
+    "effective_since": "2026-06-15T12:01:25Z",
+    "next_since": "2026-06-15T18:00:22Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260615T120125Z/manifest.json",
-  "latest_snapshot_id": "20260615T120125Z",
+  "archived_manifest_path": "snapshots/20260615T180022Z/manifest.json",
+  "latest_snapshot_id": "20260615T180022Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-06-15T12:01:25Z",
+  "next_since": "2026-06-15T18:00:22Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260615T120125Z"
+  "snapshot_dir": "snapshots/20260615T180022Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-06-15T06:00:48Z",
-  "last_successful_snapshot_id": "20260615T120125Z",
-  "next_since": "2026-06-15T12:01:25Z",
+  "effective_since": "2026-06-15T12:01:25Z",
+  "last_successful_snapshot_id": "20260615T180022Z",
+  "next_since": "2026-06-15T18:00:22Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-06-15T12:01:25Z"
+  "updated_at": "2026-06-15T18:00:22Z"
 }