Refresh transformers dataset snapshot 20260617T180027Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260617T180027Z`
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+      "fetch_error": null
+    },
     {
       "author_login": "Melnuno",
       "name": null,
@@ -20254,12 +20527,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 3559,
       "young_account": false,
       "follow_through_score": "weak",
@@ -20416,14 +20689,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANanoCode012",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANanoCode012",
       "repo_first_seen_at": "2026-06-13T06:09:47Z",
-      "repo_last_seen_at": "2026-06-17T10:15:52Z",
+      "repo_last_seen_at": "2026-06-17T13:31:40Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 2,
+      "repo_artifact_count": 6,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 1,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_review_count": 2,
+      "snapshot_review_comment_count": 2,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -20456,8 +20729,8 @@
             "number": 46619,
             "title": "fix: position ids does not exist in upstream rotary kernel",
             "url": "https://github.com/huggingface/transformers/pull/46619",
-            "state": "open",
-            "merged": false,
+            "state": "closed",
+            "merged": true,
             "draft": false,
             "created_at": "2026-06-13T06:09:47Z"
           }
@@ -22492,12 +22765,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1108,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,22 +1,22 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260617T120115Z`
-- Generated: `2026-06-17T12:03:59Z`
+- Snapshot: `20260617T180027Z`
+- Generated: `2026-06-17T18:03:43Z`
 - Activity window: `60d`
-- Contributors: `355`
+- Contributors: `358`
 
 ## 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` | 120 | 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` | 121 | 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 |
+| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 68 | 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 |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 66 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 50 | 2 | mixed | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 52 | 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 |
 | `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` | 43 | 1 | strong | low | low | targets high-star repos |
@@ -40,9 +40,9 @@
 | `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 |
 | `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 |
-| `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `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 |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -52,11 +52,11 @@
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
+| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 5 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
-| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 4 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -65,9 +65,9 @@
 | `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 |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 3 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `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 |
-| `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | FIRST_TIME_CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
+| `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `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 |
@@ -88,11 +88,13 @@
 | `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 |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
+| `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | FIRST_TIME_CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
+| `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
@@ -127,7 +129,7 @@
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
-| `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
 | `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 | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
@@ -138,6 +140,7 @@
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
 | `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 |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
 | `sirzechs66` | [profile](https://github.com/sirzechs66) | no | CONTRIBUTOR | 1246d | `2026-03-30T12:18:41Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -169,7 +172,6 @@
 | `ananyajoshi0203-cpu` | [profile](https://github.com/ananyajoshi0203-cpu) | no | FIRST_TIMER | 55d | `2026-06-02T22:09:56Z` | 1 | 1 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `AnkitAhlawat7742` | [profile](https://github.com/AnkitAhlawat7742) | no | CONTRIBUTOR | 432d | `2026-04-27T13:28:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | NONE | 904d | `2026-06-15T15:28:55Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `earino` | [profile](https://github.com/earino) | no | CONTRIBUTOR | 6609d | `2026-04-20T10:22:03Z` | 1 | 1 | strong | moderate | low | — |
@@ -186,13 +188,13 @@
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `sisaman` | [profile](https://github.com/sisaman) | yes | FIRST_TIME_CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `Tokarak` | [profile](https://github.com/Tokarak) | no | CONTRIBUTOR | 2200d | `2026-04-19T17:22:36Z` | 1 | 1 | weak | low | low | high open PR share |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
-| `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | yes | NONE | 611d | `2026-06-16T19:12:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -277,7 +279,7 @@
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | 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 |
-| `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | yes | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `kemuxiaozi000` | [profile](https://github.com/kemuxiaozi000) | no | FIRST_TIME_CONTRIBUTOR | 3406d | `2026-06-17T09:00:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | 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 |
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
@@ -293,11 +295,12 @@
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `mathceo` | [profile](https://github.com/mathceo) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-04-16T09:30:36Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `mbknust` | [profile](https://github.com/mbknust) | no | FIRST_TIME_CONTRIBUTOR | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | yes | FIRST_TIME_CONTRIBUTOR | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `mironable` | [profile](https://github.com/mironable) | yes | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -336,7 +339,7 @@
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
-| `shreyescodes` | [profile](https://github.com/shreyescodes) | yes | FIRST_TIME_CONTRIBUTOR | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `shreyescodes` | [profile](https://github.com/shreyescodes) | no | FIRST_TIME_CONTRIBUTOR | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
@@ -373,11 +376,11 @@
 - 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: `2026-06-17T09:57:11Z`
+- repo last seen: `2026-06-17T13:41:28Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **120**
-- snapshot authored PRs/issues: **120 PRs / 0 issues**
+- repo primary artifacts: **121**
+- snapshot authored PRs/issues: **121 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%**)
@@ -386,9 +389,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46721: ci: disable CircleCI by replacing config with no-op](https://github.com/huggingface/transformers/pull/46721) — closed, merged
 - [PR #46715: ci: grant pull-requests:write to the security gate caller](https://github.com/huggingface/transformers/pull/46715) — closed, merged
 - [PR #46678: Reduce per_page from 100 to 50 in GitHub API calls to avoid server errors](https://github.com/huggingface/transformers/pull/46678) — closed, merged
-- [PR #46668: ci: add merge_group trigger to pr-ci-caller.yml](https://github.com/huggingface/transformers/pull/46668) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -471,12 +474,12 @@ 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: `2026-06-17T11:22:16Z`
+- repo last seen: `2026-06-17T13:35:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **640 comments / 978 reviews / 2167 review comments**
+- snapshot discussion activity: **640 comments / 988 reviews / 2177 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`
@@ -488,18 +491,44 @@ Example artifacts:
 - [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`
+
+- profile: [github.com/ArthurZucker](https://github.com/ArthurZucker)
+- 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: `2026-06-17T15:12:15Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **71**
+- snapshot authored PRs/issues: **68 PRs / 3 issues**
+- snapshot discussion activity: **202 comments / 713 reviews / 1396 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
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [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 #46600: Add minimax m3vl](https://github.com/huggingface/transformers/pull/46600) — 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
+
 ### `stevhliu`
 
 - profile: [github.com/stevhliu](https://github.com/stevhliu)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-16T20:02:38Z`
+- repo last seen: `2026-06-17T17:34:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **67 PRs / 2 issues**
-- snapshot discussion activity: **38 comments / 170 reviews / 290 review comments**
+- snapshot discussion activity: **38 comments / 171 reviews / 290 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -507,50 +536,24 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46698: [docs] clarify initialization module usage](https://github.com/huggingface/transformers/pull/46698) — open
+- [PR #46698: [docs] clarify initialization module usage](https://github.com/huggingface/transformers/pull/46698) — closed, merged
 - [PR #46677: [docs] require trust_remote_code for custom_generate](https://github.com/huggingface/transformers/pull/46677) — open
 - [PR #46676: [docs] compile level and batch/scheduling limits](https://github.com/huggingface/transformers/pull/46676) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
-### `ArthurZucker`
-
-- profile: [github.com/ArthurZucker](https://github.com/ArthurZucker)
-- 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: `2026-06-17T09:02:32Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **69**
-- snapshot authored PRs/issues: **66 PRs / 3 issues**
-- snapshot discussion activity: **201 comments / 706 reviews / 1388 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
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46600: Add minimax m3vl](https://github.com/huggingface/transformers/pull/46600) — closed, merged
-- [PR #46408: Remove unused shared_expert_combination_strategy from cohere2_moe](https://github.com/huggingface/transformers/pull/46408) — open
-- [PR #46404: Centralize multimodal token expansion via get_text_with_replacements](https://github.com/huggingface/transformers/pull/46404) — open
-- [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
-
 ### `vasqu`
 
 - profile: [github.com/vasqu](https://github.com/vasqu)
 - 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: `2026-06-17T11:42:06Z`
+- repo last seen: `2026-06-17T17:34:56Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **52**
-- snapshot authored PRs/issues: **50 PRs / 2 issues**
-- snapshot discussion activity: **664 comments / 1207 reviews / 4832 review comments**
+- repo primary artifacts: **54**
+- snapshot authored PRs/issues: **52 PRs / 2 issues**
+- snapshot discussion activity: **675 comments / 1232 reviews / 4879 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
@@ -558,9 +561,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46729: [`CB`] Add FA2 to the fast path](https://github.com/huggingface/transformers/pull/46729) — open
+- [PR #46720: [`Templates`] Update members](https://github.com/huggingface/transformers/pull/46720) — closed, merged
 - [PR #46695: [`Blip2`] Fix cross attention reshape](https://github.com/huggingface/transformers/pull/46695) — closed, merged
-- [PR #46608: Update post release](https://github.com/huggingface/transformers/pull/46608) — closed, merged
-- [PR #46575: [`Kernels`] Add new kernels to models: CE, Swiglu, Geglu(, Linear)](https://github.com/huggingface/transformers/pull/46575) — open, draft
 - [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
 
@@ -595,12 +598,12 @@ 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: `2026-06-17T11:57:10Z`
+- repo last seen: `2026-06-17T12:05:21Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **790 comments / 261 reviews / 136 review comments**
+- snapshot discussion activity: **792 comments / 261 reviews / 136 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -633,7 +636,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — open
 - [PR #46680: [Fix] Serve drops some attributes at serialization](https://github.com/huggingface/transformers/pull/46680) — closed, merged
-- [PR #46673: [Fix] Bug when loading audio data from an URI](https://github.com/huggingface/transformers/pull/46673) — open
+- [PR #46673: [Fix] Bug when loading audio data from an URI](https://github.com/huggingface/transformers/pull/46673) — closed
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `sywangyi`
@@ -666,12 +669,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-06-17T10:47:41Z`
+- repo last seen: `2026-06-17T15:15:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **36**
 - snapshot authored PRs/issues: **36 PRs / 0 issues**
-- snapshot discussion activity: **63 comments / 58 reviews / 36 review comments**
+- snapshot discussion activity: **64 comments / 60 reviews / 37 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
@@ -702,7 +705,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — open
+- [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — closed, merged
 - [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — closed, merged
 - [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
 - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
@@ -762,12 +765,12 @@ 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: `2026-06-17T09:04:21Z`
+- repo last seen: `2026-06-17T15:32:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **27 PRs / 0 issues**
-- snapshot discussion activity: **45 comments / 180 reviews / 344 review comments**
+- snapshot discussion activity: **45 comments / 181 reviews / 345 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
@@ -775,7 +778,7 @@ 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, draft
+- [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — open
 - [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
 
@@ -886,12 +889,12 @@ 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: `2026-06-17T11:14:11Z`
+- repo last seen: `2026-06-17T15:41:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **69 comments / 340 reviews / 307 review comments**
+- snapshot discussion activity: **69 comments / 349 reviews / 316 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`
@@ -912,12 +915,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-06-17T09:46:36Z`
+- repo last seen: `2026-06-17T17:38:12Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **47 comments / 79 reviews / 77 review comments**
+- snapshot discussion activity: **49 comments / 79 reviews / 77 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -958,12 +961,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
 - repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-06-04T16:07:43Z`
+- repo last seen: `2026-06-17T17:24:34Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **19 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 37 reviews / 37 review comments**
+- snapshot discussion activity: **8 comments / 37 reviews / 37 review comments**
 - account age: **1414 days**
 - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
 - public orgs: `huggingface`, `bitsandbytes-foundation`
@@ -971,7 +974,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — open
+- [PR #46268: Add some AITER kernel routing for ROCm](https://github.com/huggingface/transformers/pull/46268) — closed, merged
 - [PR #46213: [AMD CI] revert AMD mi325 hf-workflows ref from SHA back to @main](https://github.com/huggingface/transformers/pull/46213) — closed, merged
 - [PR #46160: [ROCm] Fix gpt_oss test suite: AITER attention fallback, SonicMoE guard, and distributed test fixes](https://github.com/huggingface/transformers/pull/46160) — open
 
@@ -1114,6 +1117,29 @@ Example artifacts:
 - [PR #46683: Document/type torch.Tensor EvalPrediction fields under batch_eval_metrics (#46656)](https://github.com/huggingface/transformers/pull/46683) — closed
 - [PR #46589: fix(serve): don't classify Gemma 4 closed prefilled thinking block as reasoning](https://github.com/huggingface/transformers/pull/46589) — closed
 
+### `nightcityblade`
+
+- profile: [github.com/nightcityblade](https://github.com/nightcityblade)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
+- repo first seen: `2026-02-18T23:07:23Z`
+- repo last seen: `2026-06-17T15:14:36Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 PRs / 0 issues**
+- snapshot discussion activity: **14 comments / 0 reviews / 0 review comments**
+- account age: **97 days**
+- recent public PR activity: **307 PRs** (102 merged / 92 closed-unmerged / 113 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **37%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
+
+Example artifacts:
+- [PR #46725: Fix Swin2SR padding for aligned images](https://github.com/huggingface/transformers/pull/46725) — open
+- [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)
@@ -1161,29 +1187,6 @@ Example artifacts:
 - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
 - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
 
-### `nightcityblade`
-
-- profile: [github.com/nightcityblade](https://github.com/nightcityblade)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade)
-- repo first seen: `2026-02-18T23:07:23Z`
-- repo last seen: `2026-06-12T03:22:35Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **9 PRs / 0 issues**
-- snapshot discussion activity: **13 comments / 0 reviews / 0 review comments**
-- account age: **97 days**
-- recent public PR activity: **307 PRs** (102 merged / 92 closed-unmerged / 113 open; merged rate **33%**, closed-unmerged rate **30%**, open rate **37%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
-- heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
-
-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
-- [PR #46450: docs: clarify distributed launch for semantic segmentation](https://github.com/huggingface/transformers/pull/46450) — closed
-
 ### `zhang-prog`
 
 - profile: [github.com/zhang-prog](https://github.com/zhang-prog)
@@ -1395,6 +1398,31 @@ Example artifacts:
 - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
 - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
 
+### `Incheonkirin`
+
+- profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
+- repo first seen: `2026-06-09T11:35:01Z`
+- repo last seen: `2026-06-17T17:58:09Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **5 PRs / 2 issues**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- account age: **2854 days**
+- recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46734: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/46734) — open
+- [PR #46670: [Continuous Batching] Snapshot generation outputs without mutating request state](https://github.com/huggingface/transformers/pull/46670) — closed, merged
+- [PR #46643: Respect min_tokens_to_keep in TopHLogitsWarper](https://github.com/huggingface/transformers/pull/46643) — open
+- [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
+- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
+
 ### `CharlieKerfoot`
 
 - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
@@ -1438,7 +1466,7 @@ Example artifacts:
 - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
 
 Example artifacts:
-- [PR #46564: Bump the actions group with 4 updates](https://github.com/huggingface/transformers/pull/46564) — open
+- [PR #46564: Bump the actions group across 1 directory with 4 updates](https://github.com/huggingface/transformers/pull/46564) — open
 - [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — closed, merged
 - [PR #46264: Bump the actions group across 1 directory with 20 updates](https://github.com/huggingface/transformers/pull/46264) — closed
 
@@ -1488,30 +1516,6 @@ Example artifacts:
 - [PR #46537: Fix/peft flattening typo](https://github.com/huggingface/transformers/pull/46537) — closed
 - [PR #46453: fix(integrations): correct typo in ClearMLCallback config overrides variable.](https://github.com/huggingface/transformers/pull/46453) — open
 
-### `Incheonkirin`
-
-- profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
-- repo first seen: `2026-06-09T11:35:01Z`
-- repo last seen: `2026-06-17T08:33:40Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **2854 days**
-- recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46670: [Continuous Batching] Snapshot generation outputs without mutating request state](https://github.com/huggingface/transformers/pull/46670) — closed, merged
-- [PR #46643: Respect min_tokens_to_keep in TopHLogitsWarper](https://github.com/huggingface/transformers/pull/46643) — open
-- [PR #46624: Fix dynamic RoPE not resetting inv_freq when layer_type is None](https://github.com/huggingface/transformers/pull/46624) — closed, merged
-- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
-
 ### `curnane-lab`
 
 - profile: [github.com/curnane-lab](https://github.com/curnane-lab)
@@ -1702,11 +1706,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
 - repo first seen: `2026-04-25T02:09:42Z`
-- repo last seen: `2026-06-11T21:57:52Z`
+- repo last seen: `2026-06-17T14:51:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **3 PRs / 3 issues**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **3 PRs / 4 issues**
 - snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
 - account age: **479 days**
 - recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
@@ -1718,9 +1722,9 @@ Example artifacts:
 - [PR #46514: Honor a concrete dtype in AutoModel for composite checkpoints](https://github.com/huggingface/transformers/pull/46514) — closed, merged
 - [PR #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
 - [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
+- [Issue #46723: Several models hardcode `torch.float64` in their forward pass, crashing on MPS (Apple Silicon)](https://github.com/huggingface/transformers/issues/46723) — open
 - [Issue #46512: from_config(dtype=...) builds weights in the requested dtype but leaves model.config.dtype stale](https://github.com/huggingface/transformers/issues/46512) — open
 - [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — closed
-- [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
 
 ### `Abineshabee`
 
@@ -1753,12 +1757,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aldkhang1201)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aldkhang1201)
 - repo first seen: `2026-06-12T19:30:35Z`
-- repo last seen: `2026-06-16T17:24:09Z`
+- repo last seen: `2026-06-17T12:32:15Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **1377 days**
 - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
@@ -1766,7 +1770,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46618: Fix dynamic module symlinked cache on trust_remote_code models](https://github.com/huggingface/transformers/pull/46618) — open
+- [PR #46618: Fix dynamic module symlinked cache on trust_remote_code models](https://github.com/huggingface/transformers/pull/46618) — closed, merged
 - [PR #46613: Fix dynamic module symlinked cache on trust_remote_code models](https://github.com/huggingface/transformers/pull/46613) — closed
 - [PR #46611: Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)](https://github.com/huggingface/transformers/pull/46611) — closed
 - [Issue #46617: FileNotFoundError when loading a trust_remote_code model from cache](https://github.com/huggingface/transformers/issues/46617) — open
@@ -1989,12 +1993,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-06-14T09:58:27Z`
+- repo last seen: `2026-06-17T16:15:51Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 88 reviews / 107 review comments**
+- snapshot discussion activity: **8 comments / 88 reviews / 107 review comments**
 - account age: **3079 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
@@ -2072,7 +2076,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — open
+- [PR #46523: feat: bump safetensors to `0.8.0`](https://github.com/huggingface/transformers/pull/46523) — closed, merged
 - [PR #46239: fix: cache warmup `RuntimeError` on mps](https://github.com/huggingface/transformers/pull/46239) — closed, merged
 - [PR #45439: feat: bump min safetensors version to `0.8.0-rc.0`](https://github.com/huggingface/transformers/pull/45439) — closed
 
@@ -2241,6 +2245,30 @@ Example artifacts:
 - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
 - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
 
+### `arnavkewalram`
+
+- profile: [github.com/arnavkewalram](https://github.com/arnavkewalram)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aarnavkewalram)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarnavkewalram)
+- repo first seen: `2026-06-15T15:28:55Z`
+- repo last seen: `2026-06-17T17:37:25Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **904 days**
+- recent public PR activity: **4 PRs** (0 merged / 2 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46732: fix(aria): use math.ceil in get_number_of_image_patches to match actual patch count](https://github.com/huggingface/transformers/pull/46732) — open
+- [PR #46672: fix: reorder cache for all cache key names during beam search](https://github.com/huggingface/transformers/pull/46672) — closed
+- [Issue #46728: Aria: get_number_of_image_patches returns wrong count with max_image_size=980 when best resolution has odd 490 multiples](https://github.com/huggingface/transformers/issues/46728) — open
+- [Issue #46697: Swin2SR image processor over-pads images when dimensions are already divisible by size_divisor](https://github.com/huggingface/transformers/issues/46697) — open
+
 ### `ishan-1010`
 
 - profile: [github.com/ishan-1010](https://github.com/ishan-1010)
@@ -2340,12 +2368,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apcuenca)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apcuenca)
 - repo first seen: `2024-04-23T13:23:10Z`
-- repo last seen: `2026-06-04T08:10:18Z`
+- repo last seen: `2026-06-17T13:50:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **7 comments / 24 reviews / 37 review comments**
+- snapshot discussion activity: **7 comments / 25 reviews / 38 review comments**
 - account age: **5316 days**
 - recent public PR activity: **31 PRs** (20 merged / 3 closed-unmerged / 8 open; merged rate **65%**, closed-unmerged rate **10%**, open rate **26%**)
 - public orgs: `huggingface`
@@ -2357,6 +2385,28 @@ Example artifacts:
 - [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
 - [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
 
+### `Abhijeet1815`
+
+- profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbhijeet1815)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbhijeet1815)
+- repo first seen: `2026-06-16T19:12:22Z`
+- repo last seen: `2026-06-17T17:18:07Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **611 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46730: Fix hardcoded torch.float64 crashing on MPS (#46723)](https://github.com/huggingface/transformers/pull/46730) — open
+- [PR #46709: Fix #40032: Add padding strategy to DataCollatorForLanguageModeling](https://github.com/huggingface/transformers/pull/46709) — closed
+
 ### `Ace3Z`
 
 - profile: [github.com/Ace3Z](https://github.com/Ace3Z)
@@ -2495,12 +2545,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
 - repo first seen: `2026-05-20T19:46:05Z`
-- repo last seen: `2026-06-03T12:11:35Z`
+- repo last seen: `2026-06-17T12:28:49Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 5 reviews / 5 review comments**
+- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
 - account age: **2606 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
@@ -2751,7 +2801,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46690: Laguna: support per-element output gating](https://github.com/huggingface/transformers/pull/46690) — open
+- [PR #46690: Laguna: support per-element output gating](https://github.com/huggingface/transformers/pull/46690) — closed, merged
 - [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
 
 ### `jonghwanhyeon`
@@ -3114,7 +3164,7 @@ Example artifacts:
 - repo first seen: `2026-06-08T10:08:10Z`
 - repo last seen: `2026-06-17T04:42:25Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -3125,7 +3175,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — open
+- [PR #46708: Fix: reject Hub kernel repo patterns in attn_implementation loaded from config](https://github.com/huggingface/transformers/pull/46708) — closed
 - [PR #46494: [Security] Fix incomplete setattr filtering in ImageProcessor and FeatureExtractor](https://github.com/huggingface/transformers/pull/46494) — closed
 
 ### `tengomucho`
@@ -3224,12 +3274,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-16T16:45:33Z`
+- repo last seen: `2026-06-17T12:22:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 332 reviews / 848 review comments**
+- snapshot discussion activity: **67 comments / 333 reviews / 848 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -3361,6 +3411,32 @@ Example artifacts:
 - [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
 - [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
 
+### `KoichiYasuoka`
+
+- profile: [github.com/KoichiYasuoka](https://github.com/KoichiYasuoka)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
+- repo first seen: `2026-01-21T06:14:39Z`
+- repo last seen: `2026-06-17T15:12:28Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **5 PRs / 4 issues**
+- snapshot discussion activity: **19 comments / 1 reviews / 1 review comments**
+- account age: **3900 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 #46724: [DiffusionGemma] return_dict_in_generate=False for image-text-to-text…](https://github.com/huggingface/transformers/pull/46724) — open
+- [PR #45311: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/pull/45311) — closed
+- [PR #45236: resize_token_embeddings does not resize lm_head](https://github.com/huggingface/transformers/pull/45236) — closed
+- [Issue #46701: [DiffusionGemmaGenerationOutput] image-text-to-text pipeline does not work](https://github.com/huggingface/transformers/issues/46701) — open
+- [Issue #45335: [t5gemma] resize_token_embeddings does not effect to decoder.embed_tokens](https://github.com/huggingface/transformers/issues/45335) — closed
+- [Issue #45292: resize_token_embeddings does not effect to output_embeddings](https://github.com/huggingface/transformers/issues/45292) — closed
+
 ### `lashahub`
 
 - profile: [github.com/lashahub](https://github.com/lashahub)
@@ -4071,28 +4147,6 @@ Example artifacts:
 - [PR #45935: Security: Add TRUST_REMOTE_CODE guard to nanochat checkpoint conversion](https://github.com/huggingface/transformers/pull/45935) — closed
 - [Issue #45915: 🚨 Security Analysis: 1. An attacker identifies the insecure-deserialization vulne](https://github.com/huggingface/transformers/issues/45915) — closed
 
-### `arnavkewalram`
-
-- profile: [github.com/arnavkewalram](https://github.com/arnavkewalram)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aarnavkewalram)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarnavkewalram)
-- repo first seen: `2026-06-15T15:28:55Z`
-- repo last seen: `2026-06-16T19:21:58Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **904 days**
-- recent public PR activity: **4 PRs** (0 merged / 2 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46672: fix: reorder cache for all cache key names during beam search](https://github.com/huggingface/transformers/pull/46672) — closed
-- [Issue #46697: Swin2SR image processor over-pads images when dimensions are already divisible by size_divisor](https://github.com/huggingface/transformers/issues/46697) — open
-
 ### `atharv1945`
 
 - profile: [github.com/atharv1945](https://github.com/atharv1945)
@@ -4445,6 +4499,28 @@ Example artifacts:
 - [PR #46174: fix(mps): build_2d_sinusoidal_position_embedding crashes on Apple Silicon due to float64 on MPS device](https://github.com/huggingface/transformers/pull/46174) — open
 - [Issue #46159: [RT-DETRv2] MPS crash: build_2d_sinusoidal_position_embedding hardcodes torch.float64, breaking Apple Silicon / MPS inference](https://github.com/huggingface/transformers/issues/46159) — open
 
+### `sisaman`
+
+- profile: [github.com/sisaman](https://github.com/sisaman)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asisaman)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asisaman)
+- repo first seen: `2026-06-17T15:54:08Z`
+- repo last seen: `2026-06-17T16:07:08Z`
+- first seen in snapshot: **yes**
+- 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**
+- account age: **4905 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46727: Improve AutoImageProcessor error for unavailable backends](https://github.com/huggingface/transformers/pull/46727) — open
+- [Issue #46726: AutoProcessor reports “Unrecognized image processor” when required vision backend is missing](https://github.com/huggingface/transformers/issues/46726) — open
+
 ### `Tokarak`
 
 - profile: [github.com/Tokarak](https://github.com/Tokarak)
@@ -4572,27 +4648,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45558: feat(trainer): log individual losses from loss_dict](https://github.com/huggingface/transformers/pull/45558) — closed
 
-### `Abhijeet1815`
-
-- profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbhijeet1815)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbhijeet1815)
-- repo first seen: `2026-06-16T19:12:22Z`
-- repo last seen: `2026-06-17T06:45:42Z`
-- first seen in snapshot: **yes**
-- 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**
-- account age: **611 days**
-- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46709: Fix #40032: Add padding strategy to DataCollatorForLanguageModeling](https://github.com/huggingface/transformers/pull/46709) — closed
-
 ### `abhiprd200`
 
 - profile: [github.com/abhiprd200](https://github.com/abhiprd200)
@@ -6364,7 +6419,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akemuxiaozi000)
 - repo first seen: `2026-06-17T09:00:56Z`
 - repo last seen: `2026-06-17T09:00:56Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6693,6 +6748,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46526: Enable using different MoE implementations in GraniteMoE](https://github.com/huggingface/transformers/pull/46526) — open
 
+### `MelkiZedekICT`
+
+- profile: [github.com/MelkiZedekICT](https://github.com/MelkiZedekICT)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMelkiZedekICT)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMelkiZedekICT)
+- repo first seen: `2026-06-17T17:52:55Z`
+- repo last seen: `2026-06-17T17:52:55Z`
+- 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: **515 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 #46733: fix: update validation logic for fast image processor registration](https://github.com/huggingface/transformers/pull/46733) — open
+
 ### `Melnuno`
 
 - profile: [github.com/Melnuno](https://github.com/Melnuno)
@@ -6784,7 +6860,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amironable)
 - repo first seen: `2026-06-15T12:56:34Z`
 - repo last seen: `2026-06-17T11:53:08Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6846,12 +6922,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANanoCode012)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANanoCode012)
 - repo first seen: `2026-06-13T06:09:47Z`
-- repo last seen: `2026-06-17T10:15:52Z`
+- repo last seen: `2026-06-17T13:31:40Z`
 - first seen in snapshot: **no**
 - 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**
+- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
 - account age: **4220 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
@@ -6859,7 +6935,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars**
 
 Example artifacts:
-- [PR #46619: fix: position ids does not exist in upstream rotary kernel](https://github.com/huggingface/transformers/pull/46619) — open
+- [PR #46619: fix: position ids does not exist in upstream rotary kernel](https://github.com/huggingface/transformers/pull/46619) — closed, merged
 
 ### `ndvbd`
 
@@ -7603,7 +7679,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashreyescodes)
 - repo first seen: `2026-06-17T07:30:01Z`
 - repo last seen: `2026-06-17T10:47:38Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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