Refresh transformers dataset snapshot 20260619T180015Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260619T120025Z`
+- latest snapshot: `20260619T180015Z`
 - raw data only; no labels or moderation decisions
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       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAzeezIsh",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh",
       "repo_first_seen_at": "2026-06-04T16:46:37Z",
-      "repo_last_seen_at": "2026-06-19T04:38:48Z",
+      "repo_last_seen_at": "2026-06-19T17:47:18Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 14,
+      "repo_artifact_count": 16,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 3,
       "snapshot_review_count": 6,
       "snapshot_review_comment_count": 6,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -16350,8 +16350,8 @@
             "number": 46423,
             "title": "Add GB10/SM121 Hub-kernel path for Qwen3.6 Gated DeltaNet",
             "url": "https://github.com/huggingface/transformers/pull/46423",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-04T16:46:37Z"
           }
@@ -21711,7 +21711,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -22388,12 +22388,12 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASahith59",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59",
       "repo_first_seen_at": "2026-06-19T02:27:30Z",
-      "repo_last_seen_at": "2026-06-19T02:33:28Z",
+      "repo_last_seen_at": "2026-06-19T13:47:43Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 3,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 1,
+      "snapshot_comment_count": 2,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
@@ -24378,6 +24378,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "yyouretoast",
+      "name": "Yassin Yasser",
+      "profile_url": "https://github.com/yyouretoast",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayyouretoast",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayyouretoast",
+      "repo_first_seen_at": "2026-06-19T14:58:48Z",
+      "repo_last_seen_at": "2026-06-19T15:15:47Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "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": 1077,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "many recent closed-unmerged PRs",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 6,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.1667,
+        "closed_unmerged_pr_rate": 0.5,
+        "still_open_pr_rate": 0.3333,
+        "distinct_repos_with_authored_prs": 5,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46770,
+            "title": "docs: move SmolLM3 to Text models category in _toctree.yml",
+            "url": "https://github.com/huggingface/transformers/pull/46770",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-06-19T14:58:48Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "ZappD0S",
       "name": "Gianluca Zappavigna",

new-contributors-report.md

@@ -1,23 +1,23 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260619T120025Z`
-- Generated: `2026-06-19T12:02:12Z`
+- Snapshot: `20260619T180015Z`
+- Generated: `2026-06-19T18:02:28Z`
 - Activity window: `60d`
-- Contributors: `359`
+- Contributors: `360`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 124 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 126 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 102 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 95 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 91 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 96 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 92 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 69 | 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` | 67 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
-| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 49 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 44 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
@@ -38,10 +38,10 @@
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 15 | 1 | weak | moderate | low | high open PR share |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 11 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -66,6 +66,7 @@
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Sriniketh24` | [profile](https://github.com/Sriniketh24) | no | CONTRIBUTOR | 609d | `2026-05-18T14:39:34Z` | 4 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 4 | 0 | weak | moderate | medium | high recent PR volume; 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 |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `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 |
@@ -73,7 +74,6 @@
 | `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 |
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 3 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -225,7 +225,7 @@
 | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `bin123apple` | [profile](https://github.com/bin123apple) | no | NONE | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -366,6 +366,7 @@
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
+| `yyouretoast` | [profile](https://github.com/yyouretoast) | yes | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
@@ -377,11 +378,11 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-06-18T16:49:17Z`
+- repo last seen: `2026-06-19T14:57:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **124**
-- snapshot authored PRs/issues: **124 PRs / 0 issues**
+- repo primary artifacts: **126**
+- snapshot authored PRs/issues: **126 PRs / 0 issues**
 - snapshot discussion activity: **137 comments / 241 reviews / 165 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
@@ -390,9 +391,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46769: [CI] Fix artifact download path in self-comment-ci workflow](https://github.com/huggingface/transformers/pull/46769) — closed, merged
+- [PR #46768: Add use_temp_cache_if_readonly decorator to testing_utils](https://github.com/huggingface/transformers/pull/46768) — open
 - [PR #46750: ci: add comment explaining why secrets are not inherited in security gate](https://github.com/huggingface/transformers/pull/46750) — closed, merged
-- [PR #46747: [DON'T MERGE] check workflow](https://github.com/huggingface/transformers/pull/46747) — open
-- [PR #46746: ci: trigger PR CI on ci-* branches](https://github.com/huggingface/transformers/pull/46746) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -449,11 +450,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-06-18T16:45:22Z`
+- repo last seen: `2026-06-19T16:15:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **101**
-- snapshot authored PRs/issues: **95 PRs / 6 issues**
+- repo primary artifacts: **102**
+- snapshot authored PRs/issues: **96 PRs / 6 issues**
 - snapshot discussion activity: **183 comments / 215 reviews / 197 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
@@ -462,9 +463,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #46774: Insert a Grafana badge in the PR](https://github.com/huggingface/transformers/pull/46774) — open
 - [PR #46602: [CI] don't export OTELs within the tests](https://github.com/huggingface/transformers/pull/46602) — closed, merged
 - [PR #46601: [CI] capture checkers output in OTEL](https://github.com/huggingface/transformers/pull/46601) — closed, merged
-- [PR #46599: a11 for checkers](https://github.com/huggingface/transformers/pull/46599) — closed, merged
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -475,12 +476,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-19T10:06:36Z`
+- repo last seen: `2026-06-19T15:25:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **91**
-- snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **648 comments / 1005 reviews / 2196 review comments**
+- repo primary artifacts: **92**
+- snapshot authored PRs/issues: **92 PRs / 0 issues**
+- snapshot discussion activity: **653 comments / 1007 reviews / 2199 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -488,9 +489,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46767: fix another flaky test](https://github.com/huggingface/transformers/pull/46767) — open
 - [PR #46662: Smovlm: pad videos up to max frames](https://github.com/huggingface/transformers/pull/46662) — closed, merged
 - [PR #46654: DiffusionGemma: mask layout and CI](https://github.com/huggingface/transformers/pull/46654) — open
-- [PR #46625: Multi-gpu loading when the whole backbone is tied](https://github.com/huggingface/transformers/pull/46625) — closed, merged
 
 ### `ArthurZucker`
 
@@ -498,12 +499,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-06-18T15:22:48Z`
+- repo last seen: `2026-06-19T13:07:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **72**
 - snapshot authored PRs/issues: **69 PRs / 3 issues**
-- snapshot discussion activity: **202 comments / 722 reviews / 1433 review comments**
+- snapshot discussion activity: **203 comments / 723 reviews / 1433 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
@@ -513,7 +514,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46740: Allow metal-flash-sdpa for OpenAIPrivacyFilter on MPS](https://github.com/huggingface/transformers/pull/46740) — open
 - [PR #46722: Reflect baked post-processor in `add_bos_token`/`add_eos_token`](https://github.com/huggingface/transformers/pull/46722) — open
-- [PR #46719: fixes](https://github.com/huggingface/transformers/pull/46719) — open, draft
+- [PR #46719: fixes per head minimaxm3](https://github.com/huggingface/transformers/pull/46719) — closed, merged
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -549,12 +550,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-19T11:56:20Z`
+- repo last seen: `2026-06-19T17:54:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **682 comments / 1248 reviews / 4965 review comments**
+- snapshot discussion activity: **697 comments / 1264 reviews / 5040 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
@@ -562,8 +563,8 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — open
-- [PR #46751: [`CI`] Fix some failures introduced by myself :grimacing: ](https://github.com/huggingface/transformers/pull/46751) — open
+- [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — closed, merged
+- [PR #46751: [`CI`] Fix some failures introduced by myself :grimacing: ](https://github.com/huggingface/transformers/pull/46751) — closed, merged
 - [PR #46729: [`CB`] Add FA2 to the fast path](https://github.com/huggingface/transformers/pull/46729) — open
 - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
@@ -574,12 +575,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-18T17:18:10Z`
+- repo last seen: `2026-06-19T16:26:37Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **51**
-- snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **190 comments / 339 reviews / 469 review comments**
+- repo primary artifacts: **52**
+- snapshot authored PRs/issues: **50 PRs / 2 issues**
+- snapshot discussion activity: **190 comments / 340 reviews / 470 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`
@@ -587,9 +588,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46775: New SP support in Trainer](https://github.com/huggingface/transformers/pull/46775) — open
 - [PR #46541: fix-trainer-tests](https://github.com/huggingface/transformers/pull/46541) — closed, merged
 - [PR #46386: HF Buckets integration to Trainer](https://github.com/huggingface/transformers/pull/46386) — open
-- [PR #46342: Update compressed tensors minimum version](https://github.com/huggingface/transformers/pull/46342) — closed, merged
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
 
@@ -599,12 +600,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-06-18T12:55:44Z`
+- repo last seen: `2026-06-19T17:29:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **793 comments / 261 reviews / 136 review comments**
+- snapshot discussion activity: **798 comments / 291 reviews / 166 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -766,12 +767,12 @@ Example artifacts:
 - 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: `2026-06-18T16:36:02Z`
+- repo last seen: `2026-06-19T15:03:45Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **27 PRs / 0 issues**
-- snapshot discussion activity: **46 comments / 188 reviews / 352 review comments**
+- snapshot discussion activity: **48 comments / 195 reviews / 359 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
@@ -779,7 +780,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — open
+- [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — closed, merged
 - [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
 - [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
 
@@ -826,7 +827,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46681: Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage](https://github.com/huggingface/transformers/pull/46681) — open
+- [PR #46681: Lazily build the default kernel mapping to decouple `kernels` from normal transformers usage](https://github.com/huggingface/transformers/pull/46681) — closed, merged
 - [PR #46096: Fix torchao behavior for xpu](https://github.com/huggingface/transformers/pull/46096) — closed, merged
 - [PR #46090: skip deepgemm test except cuda](https://github.com/huggingface/transformers/pull/46090) — closed, merged
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
@@ -865,12 +866,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-19T12:00:19Z`
+- repo last seen: `2026-06-19T14:19:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **23 PRs / 4 issues**
-- snapshot discussion activity: **72 comments / 363 reviews / 329 review comments**
+- snapshot discussion activity: **72 comments / 382 reviews / 348 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -904,7 +905,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46622: Fix Mistral models which contain both `tokenizer.json` and `tekken.json`](https://github.com/huggingface/transformers/pull/46622) — open
+- [PR #46622: Fix Mistral models which contain both `tokenizer.json` and `tekken.json`](https://github.com/huggingface/transformers/pull/46622) — closed
 - [PR #46605: Fix `peft` lower bound](https://github.com/huggingface/transformers/pull/46605) — closed, merged
 - [PR #46524: Fix InternVL models](https://github.com/huggingface/transformers/pull/46524) — closed, merged
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
@@ -1072,6 +1073,30 @@ Example artifacts:
 - [PR #46648: Fix typo in modeling_mobilebert.py: 'embedings' → 'embeddings'](https://github.com/huggingface/transformers/pull/46648) — closed
 - [PR #46647: Fix typo in modeling_rope_utils.py: 'funcitonality' → 'functionality'](https://github.com/huggingface/transformers/pull/46647) — closed
 
+### `molbap`
+
+- profile: [github.com/molbap](https://github.com/molbap)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
+- repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-06-19T16:54:56Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **12**
+- snapshot authored PRs/issues: **11 PRs / 1 issues**
+- snapshot discussion activity: **47 comments / 222 reviews / 634 review comments**
+- account age: **2914 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46776: Add LocateAnything](https://github.com/huggingface/transformers/pull/46776) — open
+- [PR #46771: [WIP] Support custom kernels for processing ops](https://github.com/huggingface/transformers/pull/46771) — open
+- [PR #46691: add conversion scripts for EUPE](https://github.com/huggingface/transformers/pull/46691) — closed, merged
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
 ### `he-yufeng`
 
 - profile: [github.com/he-yufeng](https://github.com/he-yufeng)
@@ -1141,30 +1166,6 @@ Example artifacts:
 - [PR #46578: Fix Wav2Vec2 word delimiter special token handling](https://github.com/huggingface/transformers/pull/46578) — open
 - [PR #46466: Fix generate masks for unknown layer types](https://github.com/huggingface/transformers/pull/46466) — closed
 
-### `molbap`
-
-- profile: [github.com/molbap](https://github.com/molbap)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
-- repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-16T20:12:50Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **9 PRs / 1 issues**
-- snapshot discussion activity: **47 comments / 222 reviews / 634 review comments**
-- account age: **2914 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46691: add conversion scripts for EUPE](https://github.com/huggingface/transformers/pull/46691) — closed, merged
-- [PR #46607: Update bug report list](https://github.com/huggingface/transformers/pull/46607) — open
-- [PR #46422: put output_hidden_states into filter_output_hidden_states](https://github.com/huggingface/transformers/pull/46422) — closed, merged
-- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
-
 ### `AmineDiro`
 
 - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
@@ -1312,12 +1313,12 @@ 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: `2026-06-18T11:23:41Z`
+- repo last seen: `2026-06-19T13:33:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **33 comments / 12 reviews / 15 review comments**
+- snapshot discussion activity: **34 comments / 13 reviews / 15 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`
@@ -1335,12 +1336,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-19T10:17:27Z`
+- repo last seen: `2026-06-19T12:26:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **32 comments / 105 reviews / 133 review comments**
+- snapshot discussion activity: **32 comments / 106 reviews / 136 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1724,6 +1725,29 @@ Example artifacts:
 - [PR #46176: [Gemma4] Replace one-hot matmul with F.embedding in position embeddings](https://github.com/huggingface/transformers/pull/46176) — closed, merged
 - [PR #46044: Fix remaining RAG doc examples that crash on current transformers](https://github.com/huggingface/transformers/pull/46044) — closed, merged
 
+### `Sunt-ing`
+
+- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
+- repo first seen: `2026-06-18T09:58:22Z`
+- repo last seen: `2026-06-19T16:00:42Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
+- account age: **2841 days**
+- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46773: Fix padding mask skipped for batch size 1 in linear-attention models](https://github.com/huggingface/transformers/pull/46773) — open
+- [PR #46748: Fix offloaded cache device mismatch on hybrid models](https://github.com/huggingface/transformers/pull/46748) — open
+- [PR #46743: Fall back to the for-loop grouped_mm on CPU](https://github.com/huggingface/transformers/pull/46743) — closed, merged
+
 ### `TheShreyanshiDwivedi`
 
 - profile: [github.com/TheShreyanshiDwivedi](https://github.com/TheShreyanshiDwivedi)
@@ -1891,29 +1915,6 @@ Example artifacts:
 - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
 - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
 
-### `Sunt-ing`
-
-- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
-- repo first seen: `2026-06-18T09:58:22Z`
-- repo last seen: `2026-06-19T01:14:22Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
-- account age: **2841 days**
-- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46748: Fix offloaded cache device mismatch on hybrid models](https://github.com/huggingface/transformers/pull/46748) — open
-- [PR #46743: Fall back to the for-loop grouped_mm on CPU](https://github.com/huggingface/transformers/pull/46743) — closed, merged
-- [PR #46741: Fix Mamba2 mixer chunked-prefill / speculative decoding for Zamba2 and Nemotron-H](https://github.com/huggingface/transformers/pull/46741) — open
-
 ### `winglian`
 
 - profile: [github.com/winglian](https://github.com/winglian)
@@ -2014,12 +2015,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
 - repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-06-15T18:03:22Z`
+- repo last seen: `2026-06-19T13:21:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **6 PRs / 10 issues**
-- snapshot discussion activity: **19 comments / 19 reviews / 19 review comments**
+- snapshot discussion activity: **19 comments / 20 reviews / 20 review comments**
 - account age: **5087 days**
 - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
 - public orgs: none visible
@@ -2028,7 +2029,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
-- [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — open
+- [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
 - [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
 - [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
 - [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — open
@@ -3251,12 +3252,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayuvrajsharma9981)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuvrajsharma9981)
 - repo first seen: `2026-05-21T22:27:49Z`
-- repo last seen: `2026-06-18T23:06:56Z`
+- repo last seen: `2026-06-19T16:42:08Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **3814 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
@@ -3296,12 +3297,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
 - repo first seen: `2025-12-02T16:00:11Z`
-- repo last seen: `2026-06-19T11:36:58Z`
+- repo last seen: `2026-06-19T15:19:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **26**
 - snapshot authored PRs/issues: **19 PRs / 7 issues**
-- snapshot discussion activity: **61 comments / 157 reviews / 153 review comments**
+- snapshot discussion activity: **63 comments / 157 reviews / 153 review comments**
 - account age: **3012 days**
 - recent public PR activity: **52 PRs** (50 merged / 0 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **0%**, open rate **4%**)
 - public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
@@ -4555,12 +4556,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASainava)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASainava)
 - repo first seen: `2026-06-09T09:43:45Z`
-- repo last seen: `2026-06-19T08:40:29Z`
+- repo last seen: `2026-06-19T17:54:49Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **865 days**
 - recent public PR activity: **10 PRs** (5 merged / 2 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **20%**, open rate **30%**)
 - public orgs: none visible
@@ -4577,12 +4578,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
 - repo first seen: `2026-06-18T18:50:23Z`
-- repo last seen: `2026-06-18T19:06:50Z`
+- repo last seen: `2026-06-19T16:18:33Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **702 days**
 - recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
 - public orgs: none visible
@@ -5294,12 +5295,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAzeezIsh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAzeezIsh)
 - repo first seen: `2026-06-04T16:46:37Z`
-- repo last seen: `2026-06-19T04:38:48Z`
+- repo last seen: `2026-06-19T17:47:18Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
 - account age: **1650 days**
 - recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
 - public orgs: none visible
@@ -5307,7 +5308,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars**
 
 Example artifacts:
-- [PR #46423: Add GB10/SM121 Hub-kernel path for Qwen3.6 Gated DeltaNet](https://github.com/huggingface/transformers/pull/46423) — open
+- [PR #46423: Add GB10/SM121 Hub-kernel path for Qwen3.6 Gated DeltaNet](https://github.com/huggingface/transformers/pull/46423) — closed, merged
 
 ### `Beichen-Ma`
 
@@ -7520,12 +7521,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASahith59)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59)
 - repo first seen: `2026-06-19T02:27:30Z`
-- repo last seen: `2026-06-19T02:33:28Z`
+- repo last seen: `2026-06-19T13:47:43Z`
 - 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**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1626 days**
 - recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
@@ -8249,6 +8250,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46487: Fix dtype mismatch in NemotronH/Zamba2 Mamba2 CUDA-kernel path (`out_proj`)](https://github.com/huggingface/transformers/pull/46487) — closed, merged
 
+### `yyouretoast`
+
+- profile: [github.com/yyouretoast](https://github.com/yyouretoast)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayyouretoast)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayyouretoast)
+- repo first seen: `2026-06-19T14:58:48Z`
+- repo last seen: `2026-06-19T15:15:47Z`
+- first seen in snapshot: **yes**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1077 days**
+- recent public PR activity: **6 PRs** (1 merged / 3 closed-unmerged / 2 open; merged rate **17%**, closed-unmerged rate **50%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs**
+
+Example artifacts:
+- [PR #46770: docs: move SmolLM3 to Text models category in _toctree.yml](https://github.com/huggingface/transformers/pull/46770) — closed, merged
+
 ### `ZappD0S`
 
 - profile: [github.com/ZappD0S](https://github.com/ZappD0S)

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