evalstate HF Staff commited on about 9 hours ago

Commit

290548c

verified ·

1 Parent(s): d680a12

Refresh transformers dataset snapshot 20260518T120024Z

Browse files

Files changed (21) hide show

README.md +1 -1
comments.parquet +2 -2
events.parquet +2 -2
issue_comments.parquet +2 -2
issues.parquet +2 -2
links.parquet +2 -2
manifest.json +23 -23
new-contributors-report.json +622 -468
new-contributors-report.md +203 -155
new_contributors.parquet +2 -2
pr-scope-clusters.json +0 -0
pr_comments.parquet +2 -2
pr_diffs.parquet +2 -2
pr_files.parquet +2 -2
pull_requests.parquet +2 -2
review_comments.parquet +2 -2
reviews.parquet +2 -2
snapshots/20260518T120024Z/manifest.json +41 -0
snapshots/20260518T120024Z/pr-scope-clusters.json +0 -0
snapshots/latest.json +4 -4
state/watermark.json +4 -4

README.md CHANGED Viewed

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 Notes:
-- latest snapshot: `20260518T060213Z`
 - 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

 - eval set creation
 Notes:
+- latest snapshot: `20260518T120024Z`
 - 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 CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2e60f48d1b810dc94345cf3ab50ebcff3dff7be274a9e1dc06649b3fa2c86672
-size 2367721

 version https://git-lfs.github.com/spec/v1
+oid sha256:4f94b68fbe943c28e8a2c3079c9df66f044706acc5d134204f0ec987ba8f4815
+size 2372602

events.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:528697d7308baeab25943e8b3278dce2ff4540b5e8530216ad87825eb26e6a81
-size 736053

 version https://git-lfs.github.com/spec/v1
+oid sha256:f3bddfebe37906904fe427f9306b74155a12345dfa6153fb579a546c1192c5be
+size 737318

issue_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:764222326c8ced0af964639fbaa883baf19e1adbe5be865a7a4c620e5fe2713a
-size 758717

 version https://git-lfs.github.com/spec/v1
+oid sha256:e72c29c8e4643d0086d2665f99c0919ba206ae1fd8701feb3f1b47a824cd46c8
+size 758864

issues.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c32fe528b5342b0908e2a76a135bd9f4e0aeab33f4b5eaff8ee47fbeaa96d99c
-size 1009336

 version https://git-lfs.github.com/spec/v1
+oid sha256:e0e20790c796e5d572ed46fd2a3c4a386a1022bb790911b1cdc90838db0a5b47
+size 1008395

links.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:108caf0a959c7b100188f4aea4a51ce8c2e2887757e002cd62031dcb353fc00e
-size 43686

 version https://git-lfs.github.com/spec/v1
+oid sha256:bd1bd32c6e2a29da6e642cbfe7e8c825282a67d1efde9826394610ca55950f1f
+size 43859

manifest.json CHANGED Viewed

@@ -1,41 +1,41 @@
 {
   "artifacts": {
-    "archived_pr_scope_clusters_json": "snapshots/20260518T060213Z/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": 10859,
     "issues": 736,
-    "links": 3398,
-    "new_contributors": 350,
-    "pr_diffs": 2285,
-    "pr_files": 29567,
-    "pull_requests": 2285,
-    "review_comments": 14680,
-    "reviews": 8412,
-    "timeline_events": 45976
   },
-  "crawl_started_at": "2026-05-18T06:02:13Z",
   "delta_counts": {
-    "comments": 48,
-    "issue_stubs": 41,
-    "issues": 7,
-    "links": 62,
     "pr_diffs": 34,
-    "pr_files": 790,
     "pull_requests": 34,
-    "review_comments": 636,
-    "reviews": 287,
-    "timeline_events": 1384
   },
-  "extracted_at": "2026-05-18T06:02:13Z",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260518T060213Z",
   "watermark": {
-    "effective_since": "2026-05-18T00:00:27Z",
-    "next_since": "2026-05-18T06:02:13Z"
   }
 }

 {
   "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260518T120024Z/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": 10895,
     "issues": 736,
+    "links": 3413,
+    "new_contributors": 352,
+    "pr_diffs": 2292,
+    "pr_files": 29555,
+    "pull_requests": 2292,
+    "review_comments": 14711,
+    "reviews": 8431,
+    "timeline_events": 46104
   },
+  "crawl_started_at": "2026-05-18T12:00:24Z",
   "delta_counts": {
+    "comments": 36,
+    "issue_stubs": 38,
+    "issues": 4,
+    "links": 198,
     "pr_diffs": 34,
+    "pr_files": 436,
     "pull_requests": 34,
+    "review_comments": 167,
+    "reviews": 67,
+    "timeline_events": 1560
   },
+  "extracted_at": "2026-05-18T12:00:24Z",
   "repo": "huggingface/transformers",
+  "snapshot_id": "20260518T120024Z",
   "watermark": {
+    "effective_since": "2026-05-18T06:02:13Z",
+    "next_since": "2026-05-18T12:00:24Z"
   }
 }

new-contributors-report.json CHANGED Viewed

@@ -1,26 +1,26 @@
 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260518T060213Z",
-  "generated_at": "2026-05-18T06:04:10Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
-    "selected_contributors": 350,
-    "first_seen_in_snapshot": 1,
-    "known_via_prior_merged_pr": 150,
-    "previous_primary_author_count": 1154,
-    "selected_seen_in_previous_primary": 349,
-    "previous_report_contributor_count": 352,
     "selected_overlap_previous_report": 349,
-    "selected_overlap_previous_report_rate": 0.9971,
     "reused_previous_report_entries": 347,
-    "reused_known_merged_contributors": 149,
-    "live_fetches": 3,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
-    "enrichment_elapsed_seconds": 4.388,
-    "enrichment_avg_seconds_per_author": 0.013,
     "enrichment_failures": 2
   },
   "contributors": [
@@ -222,13 +222,13 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
       "repo_first_seen_at": "2025-03-31T13:54:54Z",
-      "repo_last_seen_at": "2026-05-18T02:35:27Z",
       "repo_primary_artifact_count": 77,
-      "repo_artifact_count": 531,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 77,
       "snapshot_comment_count": 111,
-      "snapshot_review_count": 198,
       "snapshot_review_comment_count": 145,
       "repo_association": "MEMBER",
       "new_to_repo": false,
@@ -419,8 +419,8 @@
             "number": 45926,
             "title": "hyperclovax: add XPU Expectations for CI test",
             "url": "https://github.com/huggingface/transformers/pull/45926",
-            "state": "open",
-            "merged": false,
             "draft": false,
             "created_at": "2026-05-13T02:16:21Z"
           },
@@ -429,8 +429,8 @@
             "number": 45890,
             "title": "exaone4_5: add XPU expectations",
             "url": "https://github.com/huggingface/transformers/pull/45890",
-            "state": "open",
-            "merged": false,
             "draft": false,
             "created_at": "2026-05-11T09:16:12Z"
           },
@@ -439,8 +439,8 @@
             "number": 45858,
             "title": "hy_v3: add XPU expectations",
             "url": "https://github.com/huggingface/transformers/pull/45858",
-            "state": "open",
-            "merged": false,
             "draft": false,
             "created_at": "2026-05-09T05:45:40Z"
           }
@@ -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": "2026-05-18T05:57:22Z",
       "repo_primary_artifact_count": 60,
-      "repo_artifact_count": 2000,
       "snapshot_issue_count": 3,
       "snapshot_pr_count": 57,
-      "snapshot_comment_count": 174,
-      "snapshot_review_count": 589,
-      "snapshot_review_comment_count": 1177,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -595,14 +595,14 @@
       "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": "2026-05-18T04:42:52Z",
       "repo_primary_artifact_count": 52,
-      "repo_artifact_count": 456,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 50,
       "snapshot_comment_count": 27,
-      "snapshot_review_count": 137,
-      "snapshot_review_comment_count": 240,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -688,6 +688,85 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "SunMarc",
       "name": "Marc Sun",
@@ -695,14 +774,14 @@
       "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": "2026-04-29T13:52:57Z",
       "repo_primary_artifact_count": 45,
-      "repo_artifact_count": 914,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 43,
-      "snapshot_comment_count": 172,
-      "snapshot_review_count": 283,
-      "snapshot_review_comment_count": 414,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -795,14 +874,14 @@
       "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": "2026-05-15T18:05:43Z",
       "repo_primary_artifact_count": 44,
-      "repo_artifact_count": 5606,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 43,
-      "snapshot_comment_count": 534,
-      "snapshot_review_count": 946,
-      "snapshot_review_comment_count": 4082,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -876,85 +955,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Rocketknight1",
-      "name": "Matt",
-      "profile_url": "https://github.com/Rocketknight1",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1",
-      "repo_first_seen_at": "2023-02-27T14:00:41Z",
-      "repo_last_seen_at": "2026-05-15T16:24:43Z",
-      "repo_primary_artifact_count": 43,
-      "repo_artifact_count": 1034,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 43,
-      "snapshot_comment_count": 643,
-      "snapshot_review_count": 225,
-      "snapshot_review_comment_count": 123,
-      "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": 3961,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "targets high-star repos",
-      "public_orgs": [
-        "huggingface"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 17,
-        "merged_pr_count": 16,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.9412,
-        "closed_unmerged_pr_rate": 0.0588,
-        "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": 45942,
-            "title": "Revert 45777",
-            "url": "https://github.com/huggingface/transformers/pull/45942",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-13T12:25:57Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45916,
-            "title": "Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables",
-            "url": "https://github.com/huggingface/transformers/pull/45916",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-12T13:05:04Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45914,
-            "title": "Block image_start/end_token_id in generation test sampling",
-            "url": "https://github.com/huggingface/transformers/pull/45914",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-12T12:25:09Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "harshaljanjani",
       "name": "Harshal Janjani",
@@ -1070,12 +1070,12 @@
       "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": "2026-05-18T05:58:52Z",
       "repo_primary_artifact_count": 30,
-      "repo_artifact_count": 158,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 30,
-      "snapshot_comment_count": 48,
       "snapshot_review_count": 49,
       "snapshot_review_comment_count": 31,
       "repo_association": "MEMBER",
@@ -1404,6 +1404,83 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "qgallouedec",
       "name": "Quentin Gallou\u00e9dec",
@@ -1514,83 +1591,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "eustlb",
-      "name": null,
-      "profile_url": "https://github.com/eustlb",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb",
-      "repo_first_seen_at": "2025-01-20T12:27:19Z",
-      "repo_last_seen_at": "2026-05-14T09:23:52Z",
-      "repo_primary_artifact_count": 20,
-      "repo_artifact_count": 484,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 20,
-      "snapshot_comment_count": 35,
-      "snapshot_review_count": 147,
-      "snapshot_review_comment_count": 282,
-      "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": 1607,
-      "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": 11,
-        "merged_pr_count": 8,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.7273,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 0.2727,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45670,
-            "title": "[nit] glmasr should be in AutoModelForMultimodalLM",
-            "url": "https://github.com/huggingface/transformers/pull/45670",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-28T05:57:19Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45606,
-            "title": "[gemma4] infer from config instead of hardcoding",
-            "url": "https://github.com/huggingface/transformers/pull/45606",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-23T14:42:54Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45534,
-            "title": "\ud83d\udea8 [ALM] Add base model without head",
-            "url": "https://github.com/huggingface/transformers/pull/45534",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-04-20T15:09:17Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "tomaarsen",
       "name": "Tom Aarsen",
@@ -3402,7 +3402,7 @@
             "number": 45972,
             "title": "chore(ci): remove dead env vars from circleci-failure-summary-comment.yml",
             "url": "https://github.com/huggingface/transformers/pull/45972",
-            "state": "open",
             "merged": true,
             "draft": false,
             "created_at": "2026-05-14T07:15:15Z"
@@ -4452,51 +4452,128 @@
             "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
     },
@@ -4701,7 +4778,7 @@
             "number": 45997,
             "title": "cache: store StaticLayer.cumulative_length as a 0-dim scalar tensor",
             "url": "https://github.com/huggingface/transformers/pull/45997",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-15T21:06:56Z"
@@ -5000,14 +5077,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik",
       "repo_first_seen_at": "2021-08-30T15:40:15Z",
-      "repo_last_seen_at": "2026-04-27T08:33:33Z",
       "repo_primary_artifact_count": 8,
-      "repo_artifact_count": 94,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 6,
       "snapshot_comment_count": 15,
-      "snapshot_review_count": 29,
-      "snapshot_review_comment_count": 42,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -5106,12 +5183,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova",
       "repo_first_seen_at": "2026-01-17T10:42:01Z",
-      "repo_last_seen_at": "2026-04-28T08:55:44Z",
       "repo_primary_artifact_count": 8,
-      "repo_artifact_count": 49,
       "snapshot_issue_count": 3,
       "snapshot_pr_count": 5,
-      "snapshot_comment_count": 21,
       "snapshot_review_count": 12,
       "snapshot_review_comment_count": 8,
       "repo_association": "MEMBER",
@@ -5511,14 +5588,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan",
       "repo_first_seen_at": "2024-10-17T11:56:32Z",
-      "repo_last_seen_at": "2026-05-18T05:39:17Z",
       "repo_primary_artifact_count": 4,
-      "repo_artifact_count": 46,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 4,
       "snapshot_comment_count": 24,
-      "snapshot_review_count": 8,
-      "snapshot_review_comment_count": 10,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -6698,73 +6775,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "Chao1Han",
-      "name": "Chao Han",
-      "profile_url": "https://github.com/Chao1Han",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han",
-      "repo_first_seen_at": "2026-05-14T09:13:18Z",
-      "repo_last_seen_at": "2026-05-15T09:05:30Z",
-      "repo_primary_artifact_count": 2,
-      "repo_artifact_count": 2,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 2,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "NONE",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1422,
-      "young_account": false,
-      "follow_through_score": "mixed",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high open PR share",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 22,
-        "merged_pr_count": 8,
-        "closed_unmerged_pr_count": 2,
-        "open_pr_count": 12,
-        "merged_pr_rate": 0.3636,
-        "closed_unmerged_pr_rate": 0.0909,
-        "still_open_pr_rate": 0.5455,
-        "distinct_repos_with_authored_prs": 6,
-        "distinct_repos_with_open_prs": 5
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45989,
-            "title": "[Llama4] Adopt `@use_experts_implementation` standard interface",
-            "url": "https://github.com/huggingface/transformers/pull/45989",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-15T09:05:30Z"
-          },
-          {
-            "kind": "pull_request",
-            "number": 45976,
-            "title": "Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)",
-            "url": "https://github.com/huggingface/transformers/pull/45976",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-14T09:13:18Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "curnane-lab",
       "name": null,
@@ -7569,6 +7579,73 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "Jeevang1-epic",
       "name": null,
@@ -7616,7 +7693,7 @@
             "number": 46014,
             "title": "Fix cache collision 45632(NaNs in classification heads upon checkout + init)",
             "url": "https://github.com/huggingface/transformers/pull/46014",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-17T16:45:05Z"
@@ -8506,7 +8583,7 @@
             "number": 46005,
             "title": "fix: StaticLayer.get_seq_length() returns int not Tensor",
             "url": "https://github.com/huggingface/transformers/pull/46005",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-16T14:53:41Z"
@@ -9493,50 +9570,127 @@
       "follow_through_score": "mixed",
       "breadth_score": "high",
       "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; broad repo spread",
       "public_orgs": [],
       "activity": {
-        "visible_authored_pr_count": 25,
-        "merged_pr_count": 11,
-        "closed_unmerged_pr_count": 5,
-        "open_pr_count": 9,
-        "merged_pr_rate": 0.44,
-        "closed_unmerged_pr_rate": 0.2,
-        "still_open_pr_rate": 0.36,
-        "distinct_repos_with_authored_prs": 14,
-        "distinct_repos_with_open_prs": 8
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
-            "number": 45829,
-            "title": "fix(rf_detr): correct paper URL and stale checkpoint references",
-            "url": "https://github.com/huggingface/transformers/pull/45829",
             "state": "open",
             "merged": false,
             "draft": false,
-            "created_at": "2026-05-07T14:39:30Z"
           },
           {
             "kind": "pull_request",
-            "number": 44030,
-            "title": "refactor output tracing in `dpr`",
-            "url": "https://github.com/huggingface/transformers/pull/44030",
-            "state": "open",
-            "merged": false,
             "draft": false,
-            "created_at": "2026-02-16T03:44:19Z"
           },
           {
             "kind": "pull_request",
-            "number": 44029,
-            "title": "refactor output tracing in `rwkv`",
-            "url": "https://github.com/huggingface/transformers/pull/44029",
-            "state": "open",
-            "merged": false,
             "draft": false,
-            "created_at": "2026-02-16T03:37:13Z"
           }
         ],
         "issues": []
@@ -11286,7 +11440,7 @@
       "snapshot_comment_count": 3,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -11318,8 +11472,8 @@
             "number": 45813,
             "title": "fix: route Granite models to TokenizersBackend to preserve tokenizer.json pre-tokenizer",
             "url": "https://github.com/huggingface/transformers/pull/45813",
-            "state": "open",
-            "merged": false,
             "draft": false,
             "created_at": "2026-05-06T18:49:09Z"
           }
@@ -11340,7 +11494,7 @@
             "number": 45812,
             "title": "`AutoTokenizer` produces wrong token IDs for all Granite models (silent v4\u2192v5 regression)",
             "url": "https://github.com/huggingface/transformers/issues/45812",
-            "state": "open",
             "merged": null,
             "draft": null,
             "created_at": "2026-05-06T18:23:26Z"
@@ -14096,6 +14250,63 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "Abdeltoto",
       "name": "Abdel ATIA",
@@ -18042,63 +18253,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "irfaan101",
-      "name": "Irfaan Mansoori",
-      "profile_url": "https://github.com/irfaan101",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Airfaan101",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101",
-      "repo_first_seen_at": "2026-05-16T11:43:33Z",
-      "repo_last_seen_at": "2026-05-16T11:43:33Z",
-      "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": "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": 613,
-      "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": 9,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 3,
-        "open_pr_count": 5,
-        "merged_pr_rate": 0.1111,
-        "closed_unmerged_pr_rate": 0.3333,
-        "still_open_pr_rate": 0.5556,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46001,
-            "title": "docs: update models architecture count and sync ACL anthology URLs",
-            "url": "https://github.com/huggingface/transformers/pull/46001",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-16T11:43:33Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "jagwar",
       "name": "Guillaume Salou",
@@ -18783,6 +18937,63 @@
       },
       "fetch_error": null
     },
     {
       "author_login": "kuishou68",
       "name": "Cocoon-Break",
@@ -20977,7 +21188,7 @@
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -21009,7 +21220,7 @@
             "number": 46003,
             "title": "Fix DeepSeekV4 compressor padding masks",
             "url": "https://github.com/huggingface/transformers/pull/46003",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-16T12:05:08Z"
@@ -21196,63 +21407,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "RicardoLee510520",
-      "name": "Ricardo",
-      "profile_url": "https://github.com/RicardoLee510520",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARicardoLee510520",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARicardoLee510520",
-      "repo_first_seen_at": "2026-03-19T06:30:53Z",
-      "repo_last_seen_at": "2026-03-19T06:30:53Z",
-      "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_TIMER",
-      "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": 168,
-      "young_account": true,
-      "follow_through_score": "weak",
-      "breadth_score": "low",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "young account; many recent closed-unmerged PRs; targets high-star repos",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 0,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 1.0,
-        "still_open_pr_rate": 0.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 0
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44846,
-            "title": "[Docs] Update DeiT model card to new format",
-            "url": "https://github.com/huggingface/transformers/pull/44846",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-19T06:30:53Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "rmotgi1227",
       "name": null,
@@ -21669,7 +21823,7 @@
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -21701,7 +21855,7 @@
             "number": 46010,
             "title": "fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor",
             "url": "https://github.com/huggingface/transformers/pull/46010",
-            "state": "open",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-17T07:52:23Z"
@@ -22582,12 +22736,12 @@
       "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": 3050,
       "young_account": false,
       "follow_through_score": "weak",

 {
   "schema_version": "1.0",
   "repo": "huggingface/transformers",
+  "snapshot_id": "20260518T120024Z",
+  "generated_at": "2026-05-18T12:02:34Z",
   "window_days": 60,
   "max_authors": 0,
   "instrumentation": {
+    "selected_contributors": 352,
+    "first_seen_in_snapshot": 2,
+    "known_via_prior_merged_pr": 152,
+    "previous_primary_author_count": 1157,
+    "selected_seen_in_previous_primary": 350,
+    "previous_report_contributor_count": 350,
     "selected_overlap_previous_report": 349,
+    "selected_overlap_previous_report_rate": 0.9915,
     "reused_previous_report_entries": 347,
+    "reused_known_merged_contributors": 150,
+    "live_fetches": 5,
     "window_anchor": "run_time",
     "window_anchor_cacheable": false,
+    "enrichment_elapsed_seconds": 8.628,
+    "enrichment_avg_seconds_per_author": 0.025,
     "enrichment_failures": 2
   },
   "contributors": [
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh",
       "repo_first_seen_at": "2025-03-31T13:54:54Z",
+      "repo_last_seen_at": "2026-05-18T07:43:11Z",
       "repo_primary_artifact_count": 77,
+      "repo_artifact_count": 534,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 77,
       "snapshot_comment_count": 111,
+      "snapshot_review_count": 201,
       "snapshot_review_comment_count": 145,
       "repo_association": "MEMBER",
       "new_to_repo": false,
             "number": 45926,
             "title": "hyperclovax: add XPU Expectations for CI test",
             "url": "https://github.com/huggingface/transformers/pull/45926",
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-13T02:16:21Z"
           },
             "number": 45890,
             "title": "exaone4_5: add XPU expectations",
             "url": "https://github.com/huggingface/transformers/pull/45890",
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-11T09:16:12Z"
           },
             "number": 45858,
             "title": "hy_v3: add XPU expectations",
             "url": "https://github.com/huggingface/transformers/pull/45858",
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-09T05:45:40Z"
           }
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker",
       "repo_first_seen_at": "2023-02-24T14:13:29Z",
+      "repo_last_seen_at": "2026-05-18T07:12:37Z",
       "repo_primary_artifact_count": 60,
+      "repo_artifact_count": 2014,
       "snapshot_issue_count": 3,
       "snapshot_pr_count": 57,
+      "snapshot_comment_count": 175,
+      "snapshot_review_count": 591,
+      "snapshot_review_comment_count": 1188,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "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": "2026-05-18T07:34:10Z",
       "repo_primary_artifact_count": 52,
+      "repo_artifact_count": 458,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 50,
       "snapshot_comment_count": 27,
+      "snapshot_review_count": 138,
+      "snapshot_review_comment_count": 241,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       },
       "fetch_error": null
     },
+    {
+      "author_login": "Rocketknight1",
+      "name": "Matt",
+      "profile_url": "https://github.com/Rocketknight1",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1",
+      "repo_first_seen_at": "2023-02-27T14:00:41Z",
+      "repo_last_seen_at": "2026-05-18T11:54:19Z",
+      "repo_primary_artifact_count": 44,
+      "repo_artifact_count": 1035,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 44,
+      "snapshot_comment_count": 643,
+      "snapshot_review_count": 225,
+      "snapshot_review_comment_count": 123,
+      "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": 3961,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "targets high-star repos",
+      "public_orgs": [
+        "huggingface"
+      ],
+      "activity": {
+        "visible_authored_pr_count": 17,
+        "merged_pr_count": 16,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 0,
+        "merged_pr_rate": 0.9412,
+        "closed_unmerged_pr_rate": 0.0588,
+        "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": 46030,
+            "title": "Init the actual tensor, not a copy",
+            "url": "https://github.com/huggingface/transformers/pull/46030",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-18T11:54:19Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45942,
+            "title": "Revert 45777",
+            "url": "https://github.com/huggingface/transformers/pull/45942",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-13T12:25:57Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45916,
+            "title": "Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables",
+            "url": "https://github.com/huggingface/transformers/pull/45916",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-12T13:05:04Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "SunMarc",
       "name": "Marc Sun",
       "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": "2026-05-18T08:15:34Z",
       "repo_primary_artifact_count": 45,
+      "repo_artifact_count": 921,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 43,
+      "snapshot_comment_count": 173,
+      "snapshot_review_count": 286,
+      "snapshot_review_comment_count": 417,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "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": "2026-05-18T08:50:11Z",
       "repo_primary_artifact_count": 44,
+      "repo_artifact_count": 5614,
       "snapshot_issue_count": 1,
       "snapshot_pr_count": 43,
+      "snapshot_comment_count": 536,
+      "snapshot_review_count": 950,
+      "snapshot_review_comment_count": 4084,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       },
       "fetch_error": null
     },
     {
       "author_login": "harshaljanjani",
       "name": "Harshal Janjani",
       "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": "2026-05-18T06:41:55Z",
       "repo_primary_artifact_count": 30,
+      "repo_artifact_count": 160,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 30,
+      "snapshot_comment_count": 50,
       "snapshot_review_count": 49,
       "snapshot_review_comment_count": 31,
       "repo_association": "MEMBER",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "eustlb",
+      "name": null,
+      "profile_url": "https://github.com/eustlb",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb",
+      "repo_first_seen_at": "2025-01-20T12:27:19Z",
+      "repo_last_seen_at": "2026-05-18T10:51:57Z",
+      "repo_primary_artifact_count": 21,
+      "repo_artifact_count": 491,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 21,
+      "snapshot_comment_count": 35,
+      "snapshot_review_count": 150,
+      "snapshot_review_comment_count": 285,
+      "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": 1607,
+      "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": 11,
+        "merged_pr_count": 8,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.7273,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 0.2727,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46029,
+            "title": "[MultimodalLM] add language_model to the get/set_input_embeddings logic",
+            "url": "https://github.com/huggingface/transformers/pull/46029",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-18T10:43:36Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45670,
+            "title": "[nit] glmasr should be in AutoModelForMultimodalLM",
+            "url": "https://github.com/huggingface/transformers/pull/45670",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-28T05:57:19Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 45606,
+            "title": "[gemma4] infer from config instead of hardcoding",
+            "url": "https://github.com/huggingface/transformers/pull/45606",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-04-23T14:42:54Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "qgallouedec",
       "name": "Quentin Gallou\u00e9dec",
       },
       "fetch_error": null
     },
     {
       "author_login": "tomaarsen",
       "name": "Tom Aarsen",
             "number": 45972,
             "title": "chore(ci): remove dead env vars from circleci-failure-summary-comment.yml",
             "url": "https://github.com/huggingface/transformers/pull/45972",
+            "state": "closed",
             "merged": true,
             "draft": false,
             "created_at": "2026-05-14T07:15:15Z"
             "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": "Chao1Han",
+      "name": "Chao Han",
+      "profile_url": "https://github.com/Chao1Han",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han",
+      "repo_first_seen_at": "2026-05-14T09:13:18Z",
+      "repo_last_seen_at": "2026-05-18T08:19:07Z",
+      "repo_primary_artifact_count": 3,
+      "repo_artifact_count": 4,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 3,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "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": 1422,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 22,
+        "merged_pr_count": 8,
+        "closed_unmerged_pr_count": 2,
+        "open_pr_count": 12,
+        "merged_pr_rate": 0.3636,
+        "closed_unmerged_pr_rate": 0.0909,
+        "still_open_pr_rate": 0.5455,
+        "distinct_repos_with_authored_prs": 6,
+        "distinct_repos_with_open_prs": 5
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46024,
+            "title": "fix(llama4): align MoE interface for EP/TP compatibility",
+            "url": "https://github.com/huggingface/transformers/pull/46024",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-18T08:00:06Z"
           },
           {
             "kind": "pull_request",
+            "number": 45989,
+            "title": "[Llama4] Adopt `@use_experts_implementation` standard interface",
+            "url": "https://github.com/huggingface/transformers/pull/45989",
             "state": "closed",
+            "merged": false,
             "draft": false,
+            "created_at": "2026-05-15T09:05:30Z"
           },
           {
             "kind": "pull_request",
+            "number": 45976,
+            "title": "Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)",
+            "url": "https://github.com/huggingface/transformers/pull/45976",
             "state": "closed",
+            "merged": false,
             "draft": false,
+            "created_at": "2026-05-14T09:13:18Z"
           }
         ],
+        "issues": []
       },
       "fetch_error": null
     },
             "number": 45997,
             "title": "cache: store StaticLayer.cumulative_length as a 0-dim scalar tensor",
             "url": "https://github.com/huggingface/transformers/pull/45997",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-15T21:06:56Z"
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik",
       "repo_first_seen_at": "2021-08-30T15:40:15Z",
+      "repo_last_seen_at": "2026-05-18T07:40:37Z",
       "repo_primary_artifact_count": 8,
+      "repo_artifact_count": 103,
       "snapshot_issue_count": 2,
       "snapshot_pr_count": 6,
       "snapshot_comment_count": 15,
+      "snapshot_review_count": 30,
+      "snapshot_review_comment_count": 50,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova",
       "repo_first_seen_at": "2026-01-17T10:42:01Z",
+      "repo_last_seen_at": "2026-05-18T08:17:45Z",
       "repo_primary_artifact_count": 8,
+      "repo_artifact_count": 50,
       "snapshot_issue_count": 3,
       "snapshot_pr_count": 5,
+      "snapshot_comment_count": 22,
       "snapshot_review_count": 12,
       "snapshot_review_comment_count": 8,
       "repo_association": "MEMBER",
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan",
       "repo_first_seen_at": "2024-10-17T11:56:32Z",
+      "repo_last_seen_at": "2026-05-18T09:06:13Z",
       "repo_primary_artifact_count": 4,
+      "repo_artifact_count": 49,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 4,
       "snapshot_comment_count": 24,
+      "snapshot_review_count": 9,
+      "snapshot_review_comment_count": 12,
       "repo_association": "MEMBER",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       },
       "fetch_error": null
     },
     {
       "author_login": "curnane-lab",
       "name": null,
       },
       "fetch_error": null
     },
+    {
+      "author_login": "irfaan101",
+      "name": "Irfaan Mansoori",
+      "profile_url": "https://github.com/irfaan101",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Airfaan101",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101",
+      "repo_first_seen_at": "2026-05-16T11:43:33Z",
+      "repo_last_seen_at": "2026-05-18T08:59:56Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 2,
+      "snapshot_comment_count": 0,
+      "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": 613,
+      "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": 9,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 5,
+        "merged_pr_rate": 0.1111,
+        "closed_unmerged_pr_rate": 0.3333,
+        "still_open_pr_rate": 0.5556,
+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46027,
+            "title": "docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs",
+            "url": "https://github.com/huggingface/transformers/pull/46027",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-18T08:59:56Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 46001,
+            "title": "docs: update models architecture count and sync ACL anthology URLs",
+            "url": "https://github.com/huggingface/transformers/pull/46001",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-16T11:43:33Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Jeevang1-epic",
       "name": null,
             "number": 46014,
             "title": "Fix cache collision 45632(NaNs in classification heads upon checkout + init)",
             "url": "https://github.com/huggingface/transformers/pull/46014",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-17T16:45:05Z"
             "number": 46005,
             "title": "fix: StaticLayer.get_seq_length() returns int not Tensor",
             "url": "https://github.com/huggingface/transformers/pull/46005",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-16T14:53:41Z"
       "follow_through_score": "mixed",
       "breadth_score": "high",
       "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume; broad repo spread",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 25,
+        "merged_pr_count": 11,
+        "closed_unmerged_pr_count": 5,
+        "open_pr_count": 9,
+        "merged_pr_rate": 0.44,
+        "closed_unmerged_pr_rate": 0.2,
+        "still_open_pr_rate": 0.36,
+        "distinct_repos_with_authored_prs": 14,
+        "distinct_repos_with_open_prs": 8
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45829,
+            "title": "fix(rf_detr): correct paper URL and stale checkpoint references",
+            "url": "https://github.com/huggingface/transformers/pull/45829",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-07T14:39:30Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44030,
+            "title": "refactor output tracing in `dpr`",
+            "url": "https://github.com/huggingface/transformers/pull/44030",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-02-16T03:44:19Z"
+          },
+          {
+            "kind": "pull_request",
+            "number": 44029,
+            "title": "refactor output tracing in `rwkv`",
+            "url": "https://github.com/huggingface/transformers/pull/44029",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-02-16T03:37:13Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
+    {
+      "author_login": "YangKai0616",
+      "name": null,
+      "profile_url": "https://github.com/YangKai0616",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616",
+      "repo_first_seen_at": "2025-12-24T11:54:53Z",
+      "repo_last_seen_at": "2026-05-18T10:38:02Z",
+      "repo_primary_artifact_count": 11,
+      "repo_artifact_count": 66,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 11,
+      "snapshot_comment_count": 9,
+      "snapshot_review_count": 23,
+      "snapshot_review_comment_count": 23,
+      "repo_association": "CONTRIBUTOR",
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
+      "known_via_prior_merged_pr": true,
+      "report_reason": null,
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 1497,
+      "young_account": false,
+      "follow_through_score": "mixed",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "\u2014",
       "public_orgs": [],
       "activity": {
+        "visible_authored_pr_count": 17,
+        "merged_pr_count": 8,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 6,
+        "merged_pr_rate": 0.4706,
+        "closed_unmerged_pr_rate": 0.1765,
+        "still_open_pr_rate": 0.3529,
+        "distinct_repos_with_authored_prs": 7,
+        "distinct_repos_with_open_prs": 3
       },
       "examples": {
         "pull_requests": [
           {
             "kind": "pull_request",
+            "number": 46028,
+            "title": "Support FA2 flash_attn_with_kvcache for XPU continuous batching",
+            "url": "https://github.com/huggingface/transformers/pull/46028",
             "state": "open",
             "merged": false,
             "draft": false,
+            "created_at": "2026-05-18T10:38:02Z"
           },
           {
             "kind": "pull_request",
+            "number": 44540,
+            "title": "Fix UnboundLocalError for tp_plan_alt when tp_plan is empty",
+            "url": "https://github.com/huggingface/transformers/pull/44540",
+            "state": "closed",
+            "merged": true,
             "draft": false,
+            "created_at": "2026-03-09T09:37:36Z"
           },
           {
             "kind": "pull_request",
+            "number": 44536,
+            "title": "Supplement skip logic for XPU in the CPU-only tp tests",
+            "url": "https://github.com/huggingface/transformers/pull/44536",
+            "state": "closed",
+            "merged": true,
             "draft": false,
+            "created_at": "2026-03-09T08:09:41Z"
           }
         ],
         "issues": []
       "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,
             "number": 45813,
             "title": "fix: route Granite models to TokenizersBackend to preserve tokenizer.json pre-tokenizer",
             "url": "https://github.com/huggingface/transformers/pull/45813",
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-05-06T18:49:09Z"
           }
             "number": 45812,
             "title": "`AutoTokenizer` produces wrong token IDs for all Granite models (silent v4\u2192v5 regression)",
             "url": "https://github.com/huggingface/transformers/issues/45812",
+            "state": "closed",
             "merged": null,
             "draft": null,
             "created_at": "2026-05-06T18:23:26Z"
       },
       "fetch_error": null
     },
+    {
+      "author_login": "abcd1927",
+      "name": "yifei wu",
+      "profile_url": "https://github.com/abcd1927",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcd1927",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcd1927",
+      "repo_first_seen_at": "2026-05-18T08:06:44Z",
+      "repo_last_seen_at": "2026-05-18T08:06:44Z",
+      "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": "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": 2561,
+      "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": 46025,
+            "title": "Add hrm text",
+            "url": "https://github.com/huggingface/transformers/pull/46025",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-05-18T08:06:44Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Abdeltoto",
       "name": "Abdel ATIA",
       },
       "fetch_error": null
     },
     {
       "author_login": "jagwar",
       "name": "Guillaume Salou",
       },
       "fetch_error": null
     },
+    {
+      "author_login": "kfojcik-intel",
+      "name": "Katarzyna Fojcik",
+      "profile_url": "https://github.com/kfojcik-intel",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akfojcik-intel",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akfojcik-intel",
+      "repo_first_seen_at": "2026-05-18T08:12:12Z",
+      "repo_last_seen_at": "2026-05-18T08:12:12Z",
+      "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": 1976,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46026,
+            "title": "fix: add pickle support to _LazyConfigMapping for spawn multiprocessing",
+            "url": "https://github.com/huggingface/transformers/pull/46026",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-18T08:12:12Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "kuishou68",
       "name": "Cocoon-Break",
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
             "number": 46003,
             "title": "Fix DeepSeekV4 compressor padding masks",
             "url": "https://github.com/huggingface/transformers/pull/46003",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-16T12:05:08Z"
       },
       "fetch_error": null
     },
     {
       "author_login": "rmotgi1227",
       "name": null,
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
             "number": 46010,
             "title": "fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor",
             "url": "https://github.com/huggingface/transformers/pull/46010",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-05-17T07:52:23Z"
       "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": 3050,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md CHANGED Viewed

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260518T060213Z`
-- Generated: `2026-05-18T06:04:10Z`
 - Activity window: `60d`
-- Contributors: `350`
 ## Summary
@@ -16,16 +16,16 @@
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 50 | 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` | 43 | 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` | 43 | 1 | mixed | low | low | targets high-star repos |
-| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 43 | 0 | strong | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 29 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 26 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
@@ -61,6 +61,7 @@
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `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 |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 3 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -88,7 +89,6 @@
 | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Chao1Han` | [profile](https://github.com/Chao1Han) | no | NONE | 1422d | `2026-05-14T09:13:18Z` | 2 | 0 | mixed | moderate | low | high open PR share |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -101,6 +101,7 @@
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -130,6 +131,7 @@
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 5 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
@@ -153,7 +155,7 @@
 | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
-| `kndtran` | [profile](https://github.com/kndtran) | no | FIRST_TIME_CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
 | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -194,6 +196,7 @@
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
 | `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 |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
@@ -263,7 +266,6 @@
 | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
-| `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -276,6 +278,7 @@
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -314,11 +317,10 @@
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
-| `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | FIRST_TIME_CONTRIBUTOR | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -326,7 +328,7 @@
 | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | FIRST_TIME_CONTRIBUTOR | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 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 |
@@ -342,7 +344,7 @@
 | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 1 | 0 | mixed | low | low | — |
 | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `trducng` | [profile](https://github.com/trducng) | yes | FIRST_TIME_CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -417,12 +419,12 @@ Example artifacts:
 - 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: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-05-18T02:35:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **77**
 - snapshot authored PRs/issues: **77 PRs / 0 issues**
-- snapshot discussion activity: **111 comments / 198 reviews / 145 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%**)
 - public orgs: none visible
@@ -476,9 +478,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
-- [PR #45926: hyperclovax: add XPU Expectations for CI test](https://github.com/huggingface/transformers/pull/45926) — open
-- [PR #45890: exaone4_5: add XPU expectations](https://github.com/huggingface/transformers/pull/45890) — open
-- [PR #45858: hy_v3: add XPU expectations](https://github.com/huggingface/transformers/pull/45858) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -489,12 +491,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-18T05:57:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **57 PRs / 3 issues**
-- snapshot discussion activity: **174 comments / 589 reviews / 1177 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -515,12 +517,12 @@ 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: `2026-05-18T04:42:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **27 comments / 137 reviews / 240 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`
@@ -534,18 +536,41 @@ Example artifacts:
 - [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
 ### `SunMarc`
 - profile: [github.com/SunMarc](https://github.com/SunMarc)
 - 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: `2026-04-29T13:52:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **43 PRs / 2 issues**
-- snapshot discussion activity: **172 comments / 283 reviews / 414 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`
@@ -565,12 +590,12 @@ 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: `2026-05-15T18:05:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **534 comments / 946 reviews / 4082 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
@@ -583,29 +608,6 @@ Example artifacts:
 - [PR #45725: [`OAI Privacy Filter`] Add integration test](https://github.com/huggingface/transformers/pull/45725) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
-### `Rocketknight1`
-- profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
-- repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-05-15T16:24:43Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **43**
-- snapshot authored PRs/issues: **43 PRs / 0 issues**
-- snapshot discussion activity: **643 comments / 225 reviews / 123 review comments**
-- account age: **3961 days**
-- recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-Example artifacts:
-- [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
-- [PR #45916: Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables](https://github.com/huggingface/transformers/pull/45916) — open
-- [PR #45914: Block image_start/end_token_id in generation test sampling](https://github.com/huggingface/transformers/pull/45914) — closed, merged
 ### `harshaljanjani`
 - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
@@ -638,12 +640,12 @@ 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: `2026-05-18T05:58:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **48 comments / 49 reviews / 31 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
@@ -727,6 +729,29 @@ Example artifacts:
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 ### `qgallouedec`
 - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
@@ -753,29 +778,6 @@ Example artifacts:
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
 - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
-### `eustlb`
-- profile: [github.com/eustlb](https://github.com/eustlb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
-- repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-05-14T09:23:52Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **20**
-- snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **35 comments / 147 reviews / 282 review comments**
-- account age: **1607 days**
-- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-Example artifacts:
-- [PR #45670: [nit] glmasr should be in AutoModelForMultimodalLM](https://github.com/huggingface/transformers/pull/45670) — open
-- [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
-- [PR #45534: 🚨 [ALM] Add base model without head](https://github.com/huggingface/transformers/pull/45534) — open
 ### `tomaarsen`
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -1291,7 +1293,7 @@ Example artifacts:
 Example artifacts:
 - [PR #45973: chore(ci): replace hardcoded maintainer allowlists with team membership check](https://github.com/huggingface/transformers/pull/45973) — closed, draft
-- [PR #45972: chore(ci): remove dead env vars from circleci-failure-summary-comment.yml](https://github.com/huggingface/transformers/pull/45972) — open, merged
 - [PR #45964: fix(ci): set persist-credentials: false on actions/checkout and close remaining template injection findings](https://github.com/huggingface/transformers/pull/45964) — closed, merged
 ### `jamesbraza`
@@ -1599,6 +1601,29 @@ 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
 ### `Cursx`
 - profile: [github.com/Cursx](https://github.com/Cursx)
@@ -1664,7 +1689,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 Example artifacts:
-- [PR #45997: cache: store StaticLayer.cumulative_length as a 0-dim scalar tensor](https://github.com/huggingface/transformers/pull/45997) — open
 - [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — closed, merged
 - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
@@ -1746,12 +1771,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
 - repo first seen: `2021-08-30T15:40:15Z`
-- repo last seen: `2026-04-27T08:33:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **15 comments / 29 reviews / 42 review comments**
 - account age: **3177 days**
 - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
 - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
@@ -1771,12 +1796,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
 - repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-04-28T08:55:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **5 PRs / 3 issues**
-- snapshot discussion activity: **21 comments / 12 reviews / 8 review comments**
 - account age: **4257 days**
 - recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
 - public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
@@ -1872,12 +1897,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-05-18T05:39:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **24 comments / 8 reviews / 10 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -2229,28 +2254,6 @@ Example artifacts:
 - [PR #45982: no empty label when Grounding Dino detects nothing](https://github.com/huggingface/transformers/pull/45982) — open
 - [PR #45980: tokenizer: decoding an empty batch returns an empty list](https://github.com/huggingface/transformers/pull/45980) — closed
-### `Chao1Han`
-- profile: [github.com/Chao1Han](https://github.com/Chao1Han)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
-- repo first seen: `2026-05-14T09:13:18Z`
-- repo last seen: `2026-05-15T09:05:30Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **1422 days**
-- recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share**
-Example artifacts:
-- [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
-- [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
 ### `curnane-lab`
 - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
@@ -2515,6 +2518,28 @@ Example artifacts:
 - [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
 - [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
 ### `Jeevang1-epic`
 - profile: [github.com/Jeevang1-epic](https://github.com/Jeevang1-epic)
@@ -2534,7 +2559,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46014: Fix cache collision 45632(NaNs in classification heads upon checkout + init)](https://github.com/huggingface/transformers/pull/46014) — open
 - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — closed, merged
 ### `jonghwanhyeon`
@@ -2821,7 +2846,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46006: fix: owned_by field in GET /v1/models returns list instead of string](https://github.com/huggingface/transformers/pull/46006) — open
-- [PR #46005: fix: StaticLayer.get_seq_length() returns int not Tensor](https://github.com/huggingface/transformers/pull/46005) — open
 ### `onwp`
@@ -3155,6 +3180,29 @@ Example artifacts:
 - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
 - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
 ### `CodersAcademy006`
 - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
@@ -3686,7 +3734,7 @@ Example artifacts:
 - repo first seen: `2026-05-06T18:23:26Z`
 - repo last seen: `2026-05-18T03:17:42Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
@@ -3697,9 +3745,9 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #45813: fix: route Granite models to TokenizersBackend to preserve tokenizer.json pre-tokenizer](https://github.com/huggingface/transformers/pull/45813) — open
 - [Issue #45920: AutoTokenizer produces wrong token IDs for OLMo2, HyperClovaX, DeepSeek-R1-Distill-Llama, Yi, and others (v5 regression)](https://github.com/huggingface/transformers/issues/45920) — open
-- [Issue #45812: `AutoTokenizer` produces wrong token IDs for all Granite models (silent v4→v5 regression)](https://github.com/huggingface/transformers/issues/45812) — open
 ### `m-matthias`
@@ -4582,6 +4630,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open
 ### `Abdeltoto`
 - profile: [github.com/Abdeltoto](https://github.com/Abdeltoto)
@@ -6032,27 +6101,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
-### `irfaan101`
-- profile: [github.com/irfaan101](https://github.com/irfaan101)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Airfaan101)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101)
-- repo first seen: `2026-05-16T11:43:33Z`
-- repo last seen: `2026-05-16T11:43:33Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **613 days**
-- recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
-- 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 #46001: docs: update models architecture count and sync ACL anthology URLs](https://github.com/huggingface/transformers/pull/46001) — closed, merged
 ### `jagwar`
 - profile: [github.com/jagwar](https://github.com/jagwar)
@@ -6305,6 +6353,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45472: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45472) — closed
 ### `kuishou68`
 - profile: [github.com/kuishou68](https://github.com/kuishou68)
@@ -7111,7 +7180,7 @@ Example artifacts:
 - repo first seen: `2026-05-16T09:13:29Z`
 - repo last seen: `2026-05-16T12:05:08Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7122,7 +7191,7 @@ Example artifacts:
 - heuristic read: **young account; high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46003: Fix DeepSeekV4 compressor padding masks](https://github.com/huggingface/transformers/pull/46003) — open
 ### `ranjithchinnanan`
@@ -7187,27 +7256,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45833: Add Qwen3.5 support for token classification](https://github.com/huggingface/transformers/pull/45833) — closed, merged
-### `RicardoLee510520`
-- profile: [github.com/RicardoLee510520](https://github.com/RicardoLee510520)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARicardoLee510520)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARicardoLee510520)
-- repo first seen: `2026-03-19T06:30:53Z`
-- repo last seen: `2026-03-19T06:30:53Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **168 days**
-- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
-Example artifacts:
-- [PR #44846: [Docs] Update DeiT model card to new format](https://github.com/huggingface/transformers/pull/44846) — closed
 ### `rmotgi1227`
 - profile: [github.com/rmotgi1227](https://github.com/rmotgi1227)
@@ -7363,7 +7411,7 @@ Example artifacts:
 - repo first seen: `2026-05-17T07:52:23Z`
 - repo last seen: `2026-05-17T16:48:00Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7374,7 +7422,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46010: fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor](https://github.com/huggingface/transformers/pull/46010) — open
 ### `sachinkumarsingh092`
@@ -7698,7 +7746,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atrducng)
 - repo first seen: `2026-05-18T04:44:13Z`
 - repo last seen: `2026-05-18T04:44:13Z`
-- first seen in snapshot: **yes**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260518T120024Z`
+- Generated: `2026-05-18T12:02:34Z`
 - Activity window: `60d`
+- Contributors: `352`
 ## Summary
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 74 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 50 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 44 | 0 | strong | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 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` | 43 | 1 | mixed | low | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 30 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 29 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 26 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 21 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-12-16T08:22:52Z` | 17 | 1 | strong | moderate | low | targets high-star repos |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 4 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `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 |
 | `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 |
+| `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `Cursx` | [profile](https://github.com/Cursx) | no | NONE | 3073d | `2026-03-31T01:44:52Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 3 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `asuryateja` | [profile](https://github.com/asuryateja) | no | CONTRIBUTOR | 1716d | `2026-03-26T21:05:17Z` | 2 | 0 | mixed | moderate | low | high open PR share |
 | `Brianzhengca` | [profile](https://github.com/Brianzhengca) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-04-11T21:41:32Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `catwell` | [profile](https://github.com/catwell) | no | FIRST_TIME_CONTRIBUTOR | 5907d | `2026-05-14T17:00:06Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `dagecko` | [profile](https://github.com/dagecko) | no | FIRST_TIME_CONTRIBUTOR | 4479d | `2026-03-26T06:19:29Z` | 2 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `DatLe203` | [profile](https://github.com/DatLe203) | no | NONE | 766d | `2026-04-07T14:30:38Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `guoyangzhen` | [profile](https://github.com/guoyangzhen) | no | NONE | 2589d | `2026-03-20T13:03:54Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
+| `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kallewoof` | [profile](https://github.com/kallewoof) | no | CONTRIBUTOR | 5838d | `2026-03-24T23:50:07Z` | 2 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 11 | 0 | mixed | moderate | low | — |
 | `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 5 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
+| `kndtran` | [profile](https://github.com/kndtran) | no | CONTRIBUTOR | 3650d | `2026-05-06T18:23:26Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
 | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `aarushisingh04` | [profile](https://github.com/aarushisingh04) | no | CONTRIBUTOR | 1351d | `2026-03-27T18:26:03Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share |
+| `abcd1927` | [profile](https://github.com/abcd1927) | yes | 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 |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | yes | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `pratapyash` | [profile](https://github.com/pratapyash) | no | NONE | 3227d | `2026-04-24T07:14:52Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
+| `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 1 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `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 |
 | `sachinkumarsingh092` | [profile](https://github.com/sachinkumarsingh092) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-03-30T18:54:37Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sahildando` | [profile](https://github.com/sahildando) | no | NONE | 1241d | `2026-04-07T21:12:29Z` | 1 | 0 | mixed | high | medium | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `SAY-5` | [profile](https://github.com/SAY-5) | no | FIRST_TIME_CONTRIBUTOR | 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 |
 | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 1 | 0 | mixed | low | low | — |
 | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
+| `trducng` | [profile](https://github.com/trducng) | no | FIRST_TIME_CONTRIBUTOR | 3050d | `2026-05-18T04:44:13Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 - 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: `2025-03-31T13:54:54Z`
+- repo last seen: `2026-05-18T07:43:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **77**
 - snapshot authored PRs/issues: **77 PRs / 0 issues**
+- snapshot discussion activity: **111 comments / 201 reviews / 145 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%**)
 - public orgs: none visible
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #45926: hyperclovax: add XPU Expectations for CI test](https://github.com/huggingface/transformers/pull/45926) — closed, merged
+- [PR #45890: exaone4_5: add XPU expectations](https://github.com/huggingface/transformers/pull/45890) — closed, merged
+- [PR #45858: hy_v3: add XPU expectations](https://github.com/huggingface/transformers/pull/45858) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
+- repo last seen: `2026-05-18T07:12:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **57 PRs / 3 issues**
+- snapshot discussion activity: **175 comments / 591 reviews / 1188 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
 - 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: `2026-05-18T07:34:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **52**
 - snapshot authored PRs/issues: **50 PRs / 2 issues**
+- snapshot discussion activity: **27 comments / 138 reviews / 241 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`
 - [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
+### `Rocketknight1`
+- profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
+- repo first seen: `2023-02-27T14:00:41Z`
+- repo last seen: `2026-05-18T11:54:19Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **44**
+- snapshot authored PRs/issues: **44 PRs / 0 issues**
+- snapshot discussion activity: **643 comments / 225 reviews / 123 review comments**
+- account age: **3961 days**
+- recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+Example artifacts:
+- [PR #46030: Init the actual tensor, not a copy](https://github.com/huggingface/transformers/pull/46030) — open
+- [PR #45942: Revert 45777](https://github.com/huggingface/transformers/pull/45942) — closed, merged
+- [PR #45916: Fix TAPAS tokenizer crash on pandas 3.x string-dtype tables](https://github.com/huggingface/transformers/pull/45916) — open
 ### `SunMarc`
 - profile: [github.com/SunMarc](https://github.com/SunMarc)
 - 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: `2026-05-18T08:15:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **43 PRs / 2 issues**
+- snapshot discussion activity: **173 comments / 286 reviews / 417 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`
 - 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: `2026-05-18T08:50:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
+- snapshot discussion activity: **536 comments / 950 reviews / 4084 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
 - [PR #45725: [`OAI Privacy Filter`] Add integration test](https://github.com/huggingface/transformers/pull/45725) — closed, merged
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 ### `harshaljanjani`
 - profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
 - 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: `2026-05-18T06:41:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
+- snapshot discussion activity: **50 comments / 49 reviews / 31 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
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
+### `eustlb`
+- profile: [github.com/eustlb](https://github.com/eustlb)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
+- repo first seen: `2025-01-20T12:27:19Z`
+- repo last seen: `2026-05-18T10:51:57Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **21**
+- snapshot authored PRs/issues: **21 PRs / 0 issues**
+- snapshot discussion activity: **35 comments / 150 reviews / 285 review comments**
+- account age: **1607 days**
+- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+Example artifacts:
+- [PR #46029: [MultimodalLM] add language_model to the get/set_input_embeddings logic](https://github.com/huggingface/transformers/pull/46029) — open
+- [PR #45670: [nit] glmasr should be in AutoModelForMultimodalLM](https://github.com/huggingface/transformers/pull/45670) — open
+- [PR #45606: [gemma4] infer from config instead of hardcoding](https://github.com/huggingface/transformers/pull/45606) — open
 ### `qgallouedec`
 - profile: [github.com/qgallouedec](https://github.com/qgallouedec)
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
 - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
 ### `tomaarsen`
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
 Example artifacts:
 - [PR #45973: chore(ci): replace hardcoded maintainer allowlists with team membership check](https://github.com/huggingface/transformers/pull/45973) — closed, draft
+- [PR #45972: chore(ci): remove dead env vars from circleci-failure-summary-comment.yml](https://github.com/huggingface/transformers/pull/45972) — closed, merged
 - [PR #45964: fix(ci): set persist-credentials: false on actions/checkout and close remaining template injection findings](https://github.com/huggingface/transformers/pull/45964) — closed, merged
 ### `jamesbraza`
 - [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
+### `Chao1Han`
+- profile: [github.com/Chao1Han](https://github.com/Chao1Han)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AChao1Han)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AChao1Han)
+- repo first seen: `2026-05-14T09:13:18Z`
+- repo last seen: `2026-05-18T08:19:07Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1422 days**
+- recent public PR activity: **22 PRs** (8 merged / 2 closed-unmerged / 12 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+Example artifacts:
+- [PR #46024: fix(llama4): align MoE interface for EP/TP compatibility](https://github.com/huggingface/transformers/pull/46024) — open
+- [PR #45989: [Llama4] Adopt `@use_experts_implementation` standard interface](https://github.com/huggingface/transformers/pull/45989) — closed
+- [PR #45976: Fix `MoeTensorParalellExperts` crash for Llama4 pre-weighted MoE experts (EP support)](https://github.com/huggingface/transformers/pull/45976) — closed
 ### `Cursx`
 - profile: [github.com/Cursx](https://github.com/Cursx)
 - heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
 Example artifacts:
+- [PR #45997: cache: store StaticLayer.cumulative_length as a 0-dim scalar tensor](https://github.com/huggingface/transformers/pull/45997) — closed
 - [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — closed, merged
 - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
 - repo first seen: `2021-08-30T15:40:15Z`
+- repo last seen: `2026-05-18T07:40:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
+- snapshot discussion activity: **15 comments / 30 reviews / 50 review comments**
 - account age: **3177 days**
 - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
 - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
 - repo first seen: `2026-01-17T10:42:01Z`
+- repo last seen: `2026-05-18T08:17:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **5 PRs / 3 issues**
+- snapshot discussion activity: **22 comments / 12 reviews / 8 review comments**
 - account age: **4257 days**
 - recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
 - public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
+- repo last seen: `2026-05-18T09:06:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **24 comments / 9 reviews / 12 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
 - [PR #45982: no empty label when Grounding Dino detects nothing](https://github.com/huggingface/transformers/pull/45982) — open
 - [PR #45980: tokenizer: decoding an empty batch returns an empty list](https://github.com/huggingface/transformers/pull/45980) — closed
 ### `curnane-lab`
 - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
 - [PR #45379: fix(config): add deepstack_visual_indexes to Qwen3_5MoeVisionConfig](https://github.com/huggingface/transformers/pull/45379) — open
 - [PR #45378: fix(mistral): guard ReasoningEffort import for older mistral_common versions](https://github.com/huggingface/transformers/pull/45378) — open
+### `irfaan101`
+- profile: [github.com/irfaan101](https://github.com/irfaan101)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Airfaan101)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Airfaan101)
+- repo first seen: `2026-05-16T11:43:33Z`
+- repo last seen: `2026-05-18T08:59:56Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **613 days**
+- recent public PR activity: **9 PRs** (1 merged / 3 closed-unmerged / 5 open; merged rate **11%**, closed-unmerged rate **33%**, open rate **56%**)
+- 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 #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — open
+- [PR #46001: docs: update models architecture count and sync ACL anthology URLs](https://github.com/huggingface/transformers/pull/46001) — closed, merged
 ### `Jeevang1-epic`
 - profile: [github.com/Jeevang1-epic](https://github.com/Jeevang1-epic)
 - heuristic read: **young account; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46014: Fix cache collision 45632(NaNs in classification heads upon checkout + init)](https://github.com/huggingface/transformers/pull/46014) — closed
 - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — closed, merged
 ### `jonghwanhyeon`
 Example artifacts:
 - [PR #46006: fix: owned_by field in GET /v1/models returns list instead of string](https://github.com/huggingface/transformers/pull/46006) — open
+- [PR #46005: fix: StaticLayer.get_seq_length() returns int not Tensor](https://github.com/huggingface/transformers/pull/46005) — closed
 ### `onwp`
 - [PR #44030: refactor output tracing in `dpr`](https://github.com/huggingface/transformers/pull/44030) — open
 - [PR #44029: refactor output tracing in `rwkv`](https://github.com/huggingface/transformers/pull/44029) — open
+### `YangKai0616`
+- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
+- repo first seen: `2025-12-24T11:54:53Z`
+- repo last seen: `2026-05-18T10:38:02Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **11 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
+- account age: **1497 days**
+- recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+Example artifacts:
+- [PR #46028: Support FA2 flash_attn_with_kvcache for XPU continuous batching](https://github.com/huggingface/transformers/pull/46028) — open
+- [PR #44540: Fix UnboundLocalError for tp_plan_alt when tp_plan is empty](https://github.com/huggingface/transformers/pull/44540) — closed, merged
+- [PR #44536: Supplement skip logic for XPU in the CPU-only tp tests](https://github.com/huggingface/transformers/pull/44536) — closed, merged
 ### `CodersAcademy006`
 - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
 - repo first seen: `2026-05-06T18:23:26Z`
 - repo last seen: `2026-05-18T03:17:42Z`
 - first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #45813: fix: route Granite models to TokenizersBackend to preserve tokenizer.json pre-tokenizer](https://github.com/huggingface/transformers/pull/45813) — closed, merged
 - [Issue #45920: AutoTokenizer produces wrong token IDs for OLMo2, HyperClovaX, DeepSeek-R1-Distill-Llama, Yi, and others (v5 regression)](https://github.com/huggingface/transformers/issues/45920) — open
+- [Issue #45812: `AutoTokenizer` produces wrong token IDs for all Granite models (silent v4→v5 regression)](https://github.com/huggingface/transformers/issues/45812) — closed
 ### `m-matthias`
 Example artifacts:
 - [PR #45067: feat: trainer resume_from_checkpoint support hub downloads (#43375)](https://github.com/huggingface/transformers/pull/45067) — open
+### `abcd1927`
+- profile: [github.com/abcd1927](https://github.com/abcd1927)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcd1927)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcd1927)
+- repo first seen: `2026-05-18T08:06:44Z`
+- repo last seen: `2026-05-18T08:06:44Z`
+- first seen in snapshot: **yes**
+- 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**
+- account age: **2561 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 #46025: Add hrm text](https://github.com/huggingface/transformers/pull/46025) — closed, merged
 ### `Abdeltoto`
 - profile: [github.com/Abdeltoto](https://github.com/Abdeltoto)
 Example artifacts:
 - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
 ### `jagwar`
 - profile: [github.com/jagwar](https://github.com/jagwar)
 Example artifacts:
 - [PR #45472: fix(testing_utils): guard get_device_capability with torch.cuda.is_available()](https://github.com/huggingface/transformers/pull/45472) — closed
+### `kfojcik-intel`
+- profile: [github.com/kfojcik-intel](https://github.com/kfojcik-intel)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akfojcik-intel)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akfojcik-intel)
+- repo first seen: `2026-05-18T08:12:12Z`
+- repo last seen: `2026-05-18T08:12:12Z`
+- 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: **1976 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #46026: fix: add pickle support to _LazyConfigMapping for spawn multiprocessing](https://github.com/huggingface/transformers/pull/46026) — open
 ### `kuishou68`
 - profile: [github.com/kuishou68](https://github.com/kuishou68)
 - repo first seen: `2026-05-16T09:13:29Z`
 - repo last seen: `2026-05-16T12:05:08Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - heuristic read: **young account; high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46003: Fix DeepSeekV4 compressor padding masks](https://github.com/huggingface/transformers/pull/46003) — closed
 ### `ranjithchinnanan`
 Example artifacts:
 - [PR #45833: Add Qwen3.5 support for token classification](https://github.com/huggingface/transformers/pull/45833) — closed, merged
 ### `rmotgi1227`
 - profile: [github.com/rmotgi1227](https://github.com/rmotgi1227)
 - repo first seen: `2026-05-17T07:52:23Z`
 - repo last seen: `2026-05-17T16:48:00Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46010: fix(cache): StaticCache.get_seq_length() now returns int instead of Tensor](https://github.com/huggingface/transformers/pull/46010) — closed
 ### `sachinkumarsingh092`
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atrducng)
 - repo first seen: `2026-05-18T04:44:13Z`
 - repo last seen: `2026-05-18T04:44:13Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6bc173cfcb1484f824310e533e55309bba9e0b0ad4431b2c20a5c37d8152e39d
-size 62506

 version https://git-lfs.github.com/spec/v1
+oid sha256:9ec0beeb9490ce5f818827869c23f30bad30090485dda407cb7939e1acf47afd
+size 62652

pr-scope-clusters.json CHANGED Viewed

The diff for this file is too large to render. See raw diff

pr_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4c3b20cf7b2d512843fe718dd9b1253fd3957d4a8d1775e5b6c54d80775b8567
-size 1598638

 version https://git-lfs.github.com/spec/v1
+oid sha256:dbc5253fca0adaa934f9ca09877a8f19d1ae360490069ca08fe210611d43bb30
+size 1603421

pr_diffs.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:199b83911ea91f00d95117626758d67b5c0eeab03de3c964a86b8f4989542740
-size 47310096

 version https://git-lfs.github.com/spec/v1
+oid sha256:101d7733dacd9cdb3bbf127049aa7aaeed321a147cc74e1d05f9856fd32ebd36
+size 54332466

pr_files.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ed9c897ea5cd50a3ee6115c92a36a157bd919d3c450eeb7563c0e2bffed48c78
-size 40182888

 version https://git-lfs.github.com/spec/v1
+oid sha256:41755872d69c0b3251c293759a36630d45f9c6bb5bc915eb3977eb2005b9c0bd
+size 40236560

pull_requests.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b85d2f617e6fd5ecd91ca6e27e67c488df18b420454de92a3540e8132c5b6d98
-size 1888604

 version https://git-lfs.github.com/spec/v1
+oid sha256:fdf39189473764fa81f6f1bfa2fc889136337d53e8bc78a02dab5873e6dcfef2
+size 1895246

review_comments.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5b3fb97b979e733b64586ec0531163b89b8a4bb489c5989347b4b7d05bc0454b
-size 2501015

 version https://git-lfs.github.com/spec/v1
+oid sha256:bf07afeffb196d08cf093e17c5b70a4715e441b727fb01d1d6c4f9e77316f83c
+size 2507051

reviews.parquet CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b36cfb7a92ca10bc1e200318364c3cc3e339fa2a1177a43ad21d245bd2bc787b
-size 773135

 version https://git-lfs.github.com/spec/v1
+oid sha256:3e21ac119b2e9f90bac3da039913e71e8df38f5033b85d5e33ababf4aebee7f4
+size 774731

snapshots/20260518T120024Z/manifest.json ADDED Viewed

	@@ -0,0 +1,41 @@

+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260518T120024Z/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": 10895,
+    "issues": 736,
+    "links": 3413,
+    "new_contributors": 352,
+    "pr_diffs": 2292,
+    "pr_files": 29555,
+    "pull_requests": 2292,
+    "review_comments": 14711,
+    "reviews": 8431,
+    "timeline_events": 46104
+  },
+  "crawl_started_at": "2026-05-18T12:00:24Z",
+  "delta_counts": {
+    "comments": 36,
+    "issue_stubs": 38,
+    "issues": 4,
+    "links": 198,
+    "pr_diffs": 34,
+    "pr_files": 436,
+    "pull_requests": 34,
+    "review_comments": 167,
+    "reviews": 67,
+    "timeline_events": 1560
+  },
+  "extracted_at": "2026-05-18T12:00:24Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260518T120024Z",
+  "watermark": {
+    "effective_since": "2026-05-18T06:02:13Z",
+    "next_since": "2026-05-18T12:00:24Z"
+  }
+}

snapshots/20260518T120024Z/pr-scope-clusters.json ADDED Viewed

The diff for this file is too large to render. See raw diff

snapshots/latest.json CHANGED Viewed

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260518T060213Z/manifest.json",
-  "latest_snapshot_id": "20260518T060213Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-18T06:02:13Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260518T060213Z"
 }

 {
+  "archived_manifest_path": "snapshots/20260518T120024Z/manifest.json",
+  "latest_snapshot_id": "20260518T120024Z",
   "manifest_path": "manifest.json",
+  "next_since": "2026-05-18T12:00:24Z",
   "repo": "huggingface/transformers",
+  "snapshot_dir": "snapshots/20260518T120024Z"
 }

state/watermark.json CHANGED Viewed

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-18T00:00:27Z",
-  "last_successful_snapshot_id": "20260518T060213Z",
-  "next_since": "2026-05-18T06:02:13Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-18T06:02:13Z"
 }

 {
+  "effective_since": "2026-05-18T06:02:13Z",
+  "last_successful_snapshot_id": "20260518T120024Z",
+  "next_since": "2026-05-18T12:00:24Z",
   "repo": "huggingface/transformers",
+  "updated_at": "2026-05-18T12:00:24Z"
 }