Refresh transformers dataset snapshot 20260721T180022Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260721T120029Z`
+- latest snapshot: `20260721T180022Z`
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-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
+      "snapshot_review_count": 1,
+      "snapshot_review_comment_count": 1,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -24369,7 +24400,7 @@
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -24401,7 +24432,7 @@
             "number": 47434,
             "title": "fix: relax tokenizers upper bound to <0.24.0 (fixes #47429)",
             "url": "https://github.com/huggingface/transformers/pull/47434",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-20T17:07:52Z"

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260721T120029Z`
-- Generated: `2026-07-21T12:02:12Z`
+- Snapshot: `20260721T180022Z`
+- Generated: `2026-07-21T18:03:43Z`
 - Activity window: `60d`
 - Contributors: `357`
 
@@ -12,11 +12,11 @@
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2022-08-08T13:56:20Z` | 142 | 1 | 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` | 124 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 116 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 112 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 113 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 102 | 0 | 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` | 83 | 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` | 71 | 4 | 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` | 61 | 2 | mixed | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 62 | 2 | mixed | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 56 | 1 | strong | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 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` | 50 | 0 | strong | low | low | targets high-star repos |
@@ -28,7 +28,7 @@
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 5 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 34 | 0 | strong | low | low | targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 34 | 0 | n/a | n/a | n/a | summary unavailable |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 30 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 31 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 28 | 15 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -82,6 +82,7 @@
 | `Charuhasini30` | [profile](https://github.com/Charuhasini30) | no | FIRST_TIME_CONTRIBUTOR | 925d | `2026-06-22T06:53:20Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `lxcxjxhx` | [profile](https://github.com/lxcxjxhx) | no | FIRST_TIME_CONTRIBUTOR | 1034d | `2026-07-06T13:25:55Z` | 3 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | NONE | 328d | `2026-07-08T22:41:19Z` | 3 | 0 | mixed | moderate | low | young account; high recent PR volume |
@@ -103,6 +104,7 @@
 | `VectorPeak` | [profile](https://github.com/VectorPeak) | no | FIRST_TIME_CONTRIBUTOR | 2084d | `2026-07-03T09:46:12Z` | 2 | 3 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
 | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | 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 |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
+| `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 2 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | no | CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 2 | 1 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 2 | 1 | mixed | moderate | low | — |
 | `VIUK-XV` | [profile](https://github.com/VIUK-XV) | no | FIRST_TIME_CONTRIBUTOR | 386d | `2026-07-04T12:21:47Z` | 2 | 1 | weak | moderate | low | high open PR share |
@@ -123,8 +125,8 @@
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
 | `kkwjk2718` | [profile](https://github.com/kkwjk2718) | no | CONTRIBUTOR | 889d | `2026-07-08T05:08:24Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lcheng321` | [profile](https://github.com/lcheng321) | no | CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `lxcxjxhx` | [profile](https://github.com/lxcxjxhx) | no | FIRST_TIME_CONTRIBUTOR | 1034d | `2026-07-06T13:25:55Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `maslinedwin` | [profile](https://github.com/maslinedwin) | no | FIRST_TIME_CONTRIBUTOR | 886d | `2026-07-09T20:23:33Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `meatybobby` | [profile](https://github.com/meatybobby) | no | CONTRIBUTOR | 4220d | `2026-06-04T18:30:50Z` | 2 | 0 | weak | low | low | high open PR share |
 | `mishig25` | [profile](https://github.com/mishig25) | no | MEMBER | 4108d | `2026-07-06T07:52:12Z` | 2 | 0 | mixed | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
@@ -149,7 +151,6 @@
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `orbisai0security` | [profile](https://github.com/orbisai0security) | no | NONE | 242d | `2026-03-30T15:02:06Z` | 3 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share |
-| `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 |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
@@ -168,6 +169,7 @@
 | `xin3he` | [profile](https://github.com/xin3he) | no | CONTRIBUTOR | 1910d | `2026-01-27T13:07:03Z` | 1 | 5 | mixed | moderate | low | high recent PR volume |
 | `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `AliOsm` | [profile](https://github.com/AliOsm) | no | CONTRIBUTOR | 4434d | `2026-07-12T08:43:51Z` | 1 | 2 | strong | moderate | low | — |
+| `debasisdwivedy` | [profile](https://github.com/debasisdwivedy) | no | FIRST_TIME_CONTRIBUTOR | 3672d | `2025-08-05T14:43:37Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `gygdh-001` | [profile](https://github.com/gygdh-001) | no | FIRST_TIME_CONTRIBUTOR | 2868d | `2026-07-15T06:56:18Z` | 1 | 2 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `janbernloehr` | [profile](https://github.com/janbernloehr) | no | CONTRIBUTOR | 5413d | `2026-03-10T09:22:21Z` | 1 | 2 | strong | moderate | low | targets high-star repos |
@@ -178,7 +180,6 @@
 | `atharv1945` | [profile](https://github.com/atharv1945) | no | CONTRIBUTOR | 1082d | `2026-06-15T10:52:55Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `c1prk` | [profile](https://github.com/c1prk) | no | CONTRIBUTOR | 2143d | `2026-06-23T06:34:53Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `daviswer` | [profile](https://github.com/daviswer) | no | CONTRIBUTOR | 4261d | `2026-06-15T02:09:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `debasisdwivedy` | [profile](https://github.com/debasisdwivedy) | no | FIRST_TIME_CONTRIBUTOR | 3672d | `2026-07-14T15:29:30Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `evnsnclr` | [profile](https://github.com/evnsnclr) | no | NONE | 1082d | `2026-07-04T15:08:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Heatdh` | [profile](https://github.com/Heatdh) | no | FIRST_TIME_CONTRIBUTOR | 2060d | `2026-07-01T21:42:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `HenryVarro666` | [profile](https://github.com/HenryVarro666) | no | FIRST_TIME_CONTRIBUTOR | 2699d | `2026-07-14T23:55:23Z` | 1 | 1 | mixed | moderate | low | high open PR share |
@@ -196,7 +197,7 @@
 | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `sohumt123` | [profile](https://github.com/sohumt123) | no | NONE | 451d | `2026-07-14T16:42:44Z` | 1 | 1 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
-| `Yigtwxx` | [profile](https://github.com/Yigtwxx) | no | FIRST_TIME_CONTRIBUTOR | 912d | `2026-07-18T08:03:46Z` | 1 | 1 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `Yigtwxx` | [profile](https://github.com/Yigtwxx) | no | CONTRIBUTOR | 912d | `2026-07-18T08:03:46Z` | 1 | 1 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `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 |
@@ -237,7 +238,6 @@
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `David-Wu1119` | [profile](https://github.com/David-Wu1119) | no | CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
-| `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | no | NONE | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `delock` | [profile](https://github.com/delock) | no | FIRST_TIME_CONTRIBUTOR | 3712d | `2026-07-15T09:02:42Z` | 1 | 0 | mixed | moderate | low | — |
@@ -257,7 +257,7 @@
 | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | NONE | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
-| `hai1222` | [profile](https://github.com/hai1222) | no | FIRST_TIMER | 4933d | `2026-07-20T03:59:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `hai1222` | [profile](https://github.com/hai1222) | no | CONTRIBUTOR | 4933d | `2026-07-20T03:59:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `hanu-14` | [profile](https://github.com/hanu-14) | no | NONE | 1756d | `2026-07-18T07:34:31Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `Haris-bin-shakeel` | [profile](https://github.com/Haris-bin-shakeel) | no | NONE | 589d | `2026-06-08T18:36:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -276,7 +276,6 @@
 | `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 |
 | `KKothuri` | [profile](https://github.com/KKothuri) | no | FIRST_TIME_CONTRIBUTOR | 3216d | `2026-07-14T08:59:57Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
-| `labAxiaoming` | [profile](https://github.com/labAxiaoming) | no | CONTRIBUTOR | 3144d | `2026-07-07T13:04:02Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `lakshmiprasanna07` | [profile](https://github.com/lakshmiprasanna07) | no | NONE | 1219d | `2026-07-03T19:17:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lefft` | [profile](https://github.com/lefft) | no | CONTRIBUTOR | 3998d | `2026-07-10T21:40:09Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -296,6 +295,7 @@
 | `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 |
 | `MuathJ` | [profile](https://github.com/MuathJ) | no | FIRST_TIME_CONTRIBUTOR | 2473d | `2026-07-15T01:43:37Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
+| `mukktinaadh` | [profile](https://github.com/mukktinaadh) | yes | FIRST_TIME_CONTRIBUTOR | 889d | `2026-07-21T17:52:52Z` | 1 | 0 | weak | high | medium | broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `muyihao` | [profile](https://github.com/muyihao) | no | FIRST_TIME_CONTRIBUTOR | 3023d | `2026-01-31T01:30:41Z` | 1 | 0 | mixed | 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 |
@@ -331,17 +331,17 @@
 | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `ShamSaleem` | [profile](https://github.com/ShamSaleem) | no | CONTRIBUTOR | 1520d | `2026-06-22T07:57:42Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Shanmuk4622` | [profile](https://github.com/Shanmuk4622) | no | NONE | 948d | `2026-05-28T06:31:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `ShareLer` | [profile](https://github.com/ShareLer) | no | FIRST_TIME_CONTRIBUTOR | 2684d | `2026-07-08T10:26:48Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `ShareLer` | [profile](https://github.com/ShareLer) | no | CONTRIBUTOR | 2684d | `2026-07-08T10:26:48Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `shark8pepper-eng` | [profile](https://github.com/shark8pepper-eng) | no | FIRST_TIMER | 0d | `2026-07-18T14:10:28Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; 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) | no | NONE | 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 |
-| `sj0618` | [profile](https://github.com/sj0618) | no | FIRST_TIME_CONTRIBUTOR | 1216d | `2026-07-17T16:38:14Z` | 1 | 0 | weak | moderate | low | high open PR share |
+| `sj0618` | [profile](https://github.com/sj0618) | no | CONTRIBUTOR | 1216d | `2026-07-17T16:38:14Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `smart8986` | [profile](https://github.com/smart8986) | no | CONTRIBUTOR | 2608d | `2026-07-13T03:38:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `snkii` | [profile](https://github.com/snkii) | no | CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Solaris-star` | [profile](https://github.com/Solaris-star) | no | FIRST_TIME_CONTRIBUTOR | 2216d | `2026-07-20T15:27:46Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
+| `Solaris-star` | [profile](https://github.com/Solaris-star) | no | NONE | 2216d | `2026-07-20T15:27:46Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `souvikDevloper` | [profile](https://github.com/souvikDevloper) | no | NONE | 1110d | `2026-07-12T05:49:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -365,7 +365,7 @@
 | `yuvrajnode` | [profile](https://github.com/yuvrajnode) | no | NONE | 1226d | `2026-07-20T18:39:45Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `yyouretoast` | [profile](https://github.com/yyouretoast) | no | CONTRIBUTOR | 1077d | `2026-06-19T14:58:48Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `zjin-lcf` | [profile](https://github.com/zjin-lcf) | no | FIRST_TIME_CONTRIBUTOR | 2454d | `2026-07-20T22:19:14Z` | 1 | 0 | weak | low | low | high open PR share |
-| `zsxh1990` | [profile](https://github.com/zsxh1990) | no | FIRST_TIME_CONTRIBUTOR | 48d | `2026-07-20T17:07:52Z` | 1 | 0 | mixed | very high | medium | very new account; extremely high recent PR volume; very broad repo spread |
+| `zsxh1990` | [profile](https://github.com/zsxh1990) | no | NONE | 48d | `2026-07-20T17:07:52Z` | 1 | 0 | mixed | very high | medium | very new account; extremely high recent PR volume; very broad repo spread |
 
 ## Contributors
 
@@ -375,12 +375,12 @@
 - 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: `2022-08-08T13:56:20Z`
-- repo last seen: `2026-07-20T09:37:40Z`
+- repo last seen: `2026-07-21T12:52:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **143**
 - snapshot authored PRs/issues: **142 PRs / 1 issues**
-- snapshot discussion activity: **148 comments / 281 reviews / 187 review comments**
+- snapshot discussion activity: **148 comments / 282 reviews / 187 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -448,11 +448,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-21T08:33:52Z`
+- repo last seen: `2026-07-21T14:57:24Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **116**
-- snapshot authored PRs/issues: **112 PRs / 4 issues**
+- repo primary artifacts: **117**
+- snapshot authored PRs/issues: **113 PRs / 4 issues**
 - snapshot discussion activity: **97 comments / 116 reviews / 115 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
@@ -461,9 +461,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47457: [Auto-Fix] Fix failing tests for inkling](https://github.com/huggingface/transformers/pull/47457) — open, draft
 - [PR #47449: fix failed test cases for qwen3_omni_moe model](https://github.com/huggingface/transformers/pull/47449) — open
 - [PR #47423: Fix multi-device mxfp4 dequantization race in `_convert_moe_packed_tensors`](https://github.com/huggingface/transformers/pull/47423) — open
-- [PR #47356: Fix model tests for tipsv2](https://github.com/huggingface/transformers/pull/47356) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -474,12 +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: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-21T11:59:54Z`
+- repo last seen: `2026-07-21T15:48:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **102**
 - snapshot authored PRs/issues: **102 PRs / 0 issues**
-- snapshot discussion activity: **732 comments / 1173 reviews / 2481 review comments**
+- snapshot discussion activity: **733 comments / 1175 reviews / 2512 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`
@@ -548,12 +548,12 @@ 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: `2026-07-20T19:03:38Z`
+- repo last seen: `2026-07-21T17:36:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **63**
-- snapshot authored PRs/issues: **61 PRs / 2 issues**
-- snapshot discussion activity: **827 comments / 1573 reviews / 6302 review comments**
+- repo primary artifacts: **64**
+- snapshot authored PRs/issues: **62 PRs / 2 issues**
+- snapshot discussion activity: **830 comments / 1588 reviews / 6345 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
@@ -561,9 +561,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47454: Add Harry to slow CI](https://github.com/huggingface/transformers/pull/47454) — closed, merged
 - [PR #47438: [`DSA`] Less materialized masks](https://github.com/huggingface/transformers/pull/47438) — open, draft
 - [PR #47366: Update dev version on main](https://github.com/huggingface/transformers/pull/47366) — closed, merged
-- [PR #47344: [`FP8`] Bump kernels version](https://github.com/huggingface/transformers/pull/47344) — closed, merged
 - [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
 
@@ -597,12 +597,12 @@ 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: `2026-07-10T15:08:37Z`
+- repo last seen: `2026-07-21T15:39:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **53**
 - snapshot authored PRs/issues: **51 PRs / 2 issues**
-- snapshot discussion activity: **197 comments / 371 reviews / 492 review comments**
+- snapshot discussion activity: **200 comments / 380 reviews / 495 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`
@@ -622,12 +622,12 @@ 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: `2026-07-20T19:13:12Z`
+- repo last seen: `2026-07-21T16:44:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **50 PRs / 0 issues**
-- snapshot discussion activity: **935 comments / 366 reviews / 239 review comments**
+- snapshot discussion activity: **943 comments / 396 reviews / 268 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`
@@ -742,12 +742,12 @@ 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: `2026-07-21T11:39:04Z`
+- repo last seen: `2026-07-21T14:07:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **36 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 579 reviews / 530 review comments**
+- snapshot discussion activity: **88 comments / 581 reviews / 532 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`
@@ -783,7 +783,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47014: 🚨 Enable SDPA (and other attention backends) for T5 and propagate to the T5 family](https://github.com/huggingface/transformers/pull/47014) — open
 - [PR #46974: Fix typo in `MusicgenForCausalLM.generate()`](https://github.com/huggingface/transformers/pull/46974) — closed, merged
-- [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
+- [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — closed, merged
 - [Issue #47312: Incompatible with kernels 0.16](https://github.com/huggingface/transformers/issues/47312) — open
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
@@ -794,12 +794,12 @@ 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: `2026-07-20T15:40:04Z`
+- repo last seen: `2026-07-21T12:50:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **34 PRs / 0 issues**
-- snapshot discussion activity: **57 comments / 216 reviews / 371 review comments**
+- snapshot discussion activity: **59 comments / 218 reviews / 372 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
@@ -807,7 +807,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #47432: [fix] inkling: mps + cuda mel spec extraction](https://github.com/huggingface/transformers/pull/47432) — open, draft
+- [PR #47432: [fix] inkling: mps + cuda mel spec extraction](https://github.com/huggingface/transformers/pull/47432) — open
 - [PR #47146: [fix] update integration test values](https://github.com/huggingface/transformers/pull/47146) — closed, merged
 - [PR #47144: revert #47121](https://github.com/huggingface/transformers/pull/47144) — closed, merged
 
@@ -841,11 +841,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
 - repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-07-21T09:08:54Z`
+- repo last seen: `2026-07-21T16:17:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **32**
-- snapshot authored PRs/issues: **30 PRs / 2 issues**
+- repo primary artifacts: **33**
+- snapshot authored PRs/issues: **31 PRs / 2 issues**
 - snapshot discussion activity: **34 comments / 69 reviews / 40 review comments**
 - account age: **3592 days**
 - recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
@@ -854,9 +854,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47451: Use metadata instead of string matching to pad `value_states` in MLA models](https://github.com/huggingface/transformers/pull/47451) — open
+- [PR #47460: Move MLA expansion into the attention interface](https://github.com/huggingface/transformers/pull/47460) — open
+- [PR #47451: Move `value` padding into the attention interfaces that need it](https://github.com/huggingface/transformers/pull/47451) — open
 - [PR #47435: Fix yarn `mscale_all_dim` for DeepSeek v2 and Mistral 4](https://github.com/huggingface/transformers/pull/47435) — closed, merged
-- [PR #47384: Use new `per_layer_config` for Gemma 4 so that heterogeneous attention config is explicit](https://github.com/huggingface/transformers/pull/47384) — open
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
@@ -902,7 +902,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47379: Warn when `group_by_length` is silently ignored for iterable datasets](https://github.com/huggingface/transformers/pull/47379) — open
+- [PR #47379: Warn when `group_by_length` is silently ignored for iterable datasets](https://github.com/huggingface/transformers/pull/47379) — closed, merged
 - [PR #46855: Fix loss and epoch accounting for native (accelerate) SP backend](https://github.com/huggingface/transformers/pull/46855) — closed, merged
 - [PR #46827: Avoid NumPy 2.0 `__array__` copy-keyword deprecation in `create_mm_token_type_ids`](https://github.com/huggingface/transformers/pull/46827) — closed, merged
 - [Issue #47254: `CheckpointError` with PEFT + DeepSpeed ZeRO-3 + gradient checkpointing](https://github.com/huggingface/transformers/issues/47254) — open
@@ -1078,12 +1078,12 @@ 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: `2026-07-21T11:56:22Z`
+- repo last seen: `2026-07-21T17:45:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **92 comments / 442 reviews / 1193 review comments**
+- snapshot discussion activity: **93 comments / 444 reviews / 1213 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`
@@ -1101,12 +1101,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-21T08:55:12Z`
+- repo last seen: `2026-07-21T16:29:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **14 PRs / 1 issues**
-- snapshot discussion activity: **55 comments / 264 reviews / 745 review comments**
+- snapshot discussion activity: **57 comments / 284 reviews / 769 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
@@ -1632,7 +1632,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46933: [Gemma4] Fix dtype casting for quantized vision/audio embedders](https://github.com/huggingface/transformers/pull/46933) — closed, merged
 - [PR #46898: Fix Florence2 training-loss double-shift (same pattern as Moonshine #…](https://github.com/huggingface/transformers/pull/46898) — closed, merged
-- [PR #46895: Fix CohereASR training-loss double-shift (same as Moonshine fix #46784)](https://github.com/huggingface/transformers/pull/46895) — open
+- [PR #46895: Fix CohereASR training-loss double-shift (same as Moonshine fix #46784)](https://github.com/huggingface/transformers/pull/46895) — closed, merged
 - [Issue #47317: PPFormulaNet training-loss bug](https://github.com/huggingface/transformers/issues/47317) — open
 - [Issue #46932: [Gemma4] Fix dtype casting for quantized vision/audio embedders (same as #46904)](https://github.com/huggingface/transformers/issues/46932) — closed
 - [Issue #46897: Florence2 training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46897) — closed
@@ -1971,12 +1971,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhishekkapoorx)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhishekkapoorx)
 - repo first seen: `2026-07-04T09:19:12Z`
-- repo last seen: `2026-07-12T12:03:33Z`
+- repo last seen: `2026-07-21T12:18:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
 - account age: **1898 days**
 - recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -2103,6 +2103,29 @@ Example artifacts:
 - [PR #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — closed
 - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
 
+### `lxcxjxhx`
+
+- profile: [github.com/lxcxjxhx](https://github.com/lxcxjxhx)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alxcxjxhx)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alxcxjxhx)
+- repo first seen: `2026-07-06T13:25:55Z`
+- repo last seen: `2026-07-21T14:36:48Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- account age: **1034 days**
+- recent public PR activity: **28 PRs** (1 merged / 7 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **71%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47456: fix: allow tokenizers 0.23.1 to unblock security fix](https://github.com/huggingface/transformers/pull/47456) — open
+- [PR #47446: fix: correct typos in comments](https://github.com/huggingface/transformers/pull/47446) — closed
+- [PR #47109: Fix undefined variable references in torchao quantization docs](https://github.com/huggingface/transformers/pull/47109) — closed
+
 ### `praful-srinivasan-027`
 
 - profile: [github.com/praful-srinivasan-027](https://github.com/praful-srinivasan-027)
@@ -2599,6 +2622,29 @@ Example artifacts:
 - [PR #46277: 🚨 Fix float16 overflow in Gemma4 vision pooler](https://github.com/huggingface/transformers/pull/46277) — closed, merged
 - [Issue #46650: `save_pretrained` corrupts keys (`encoder.encoder.*`) for trust_remote_code / from_config models via non-idempotent reverse rename](https://github.com/huggingface/transformers/issues/46650) — closed
 
+### `DavidJohnQuinlan`
+
+- profile: [github.com/DavidJohnQuinlan](https://github.com/DavidJohnQuinlan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADavidJohnQuinlan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADavidJohnQuinlan)
+- repo first seen: `2026-07-09T14:26:35Z`
+- repo last seen: `2026-07-21T16:09:00Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **2501 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #47459: Fix GPT-2 c_proj depth scaling initialization](https://github.com/huggingface/transformers/pull/47459) — open
+- [PR #47212: docs: update quantized cache hqq/quanto examples and documentation](https://github.com/huggingface/transformers/pull/47212) — open
+- [Issue #47458: [Bug] GPT2 c_proj weights incorrectly initialised](https://github.com/huggingface/transformers/issues/47458) — open
+
 ### `Partha-Shankar`
 
 - profile: [github.com/Partha-Shankar](https://github.com/Partha-Shankar)
@@ -3042,6 +3088,28 @@ Example artifacts:
 - [PR #47106: docs: fix LED config max_decoder_position_embeddings default (16384 -> 1024)](https://github.com/huggingface/transformers/pull/47106) — closed
 - [PR #46939: docs(conditional_detr): fix num_queries default in docstring (100 -> 300)](https://github.com/huggingface/transformers/pull/46939) — closed, merged
 
+### `labAxiaoming`
+
+- profile: [github.com/labAxiaoming](https://github.com/labAxiaoming)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AlabAxiaoming)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AlabAxiaoming)
+- repo first seen: `2026-07-07T13:04:02Z`
+- repo last seen: `2026-07-21T12:07:18Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **3144 days**
+- recent public PR activity: **8 PRs** (1 merged / 1 closed-unmerged / 6 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **75%**)
+- 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 #47453: Speed up image preprocessing for vision-language models](https://github.com/huggingface/transformers/pull/47453) — open
+- [PR #47141: Fix GLM video frame padding for temporal patches](https://github.com/huggingface/transformers/pull/47141) — closed, merged
+
 ### `lcheng321`
 
 - profile: [github.com/lcheng321](https://github.com/lcheng321)
@@ -3064,28 +3132,6 @@ Example artifacts:
 - [PR #47083: Fix CANINE fp16 dtype mismatch in attention mask causing ONNX export failure](https://github.com/huggingface/transformers/pull/47083) — closed, merged
 - [PR #47026: Fix xLSTM train mode crash when return_last_states=False](https://github.com/huggingface/transformers/pull/47026) — closed
 
-### `lxcxjxhx`
-
-- profile: [github.com/lxcxjxhx](https://github.com/lxcxjxhx)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alxcxjxhx)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alxcxjxhx)
-- repo first seen: `2026-07-06T13:25:55Z`
-- repo last seen: `2026-07-21T04:32:47Z`
-- 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: **1034 days**
-- recent public PR activity: **28 PRs** (1 merged / 7 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **71%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #47446: fix: correct typos in comments](https://github.com/huggingface/transformers/pull/47446) — open
-- [PR #47109: Fix undefined variable references in torchao quantization docs](https://github.com/huggingface/transformers/pull/47109) — closed
-
 ### `maslinedwin`
 
 - profile: [github.com/maslinedwin](https://github.com/maslinedwin)
@@ -3634,29 +3680,6 @@ Example artifacts:
 - [PR #45717: fix: the serving api endpoints in server in server.py](https://github.com/huggingface/transformers/pull/45717) — closed
 - [PR #45121: fix: remove unsafe exec() in serve.py](https://github.com/huggingface/transformers/pull/45121) — closed
 
-### `Prachi-kushwaha`
-
-- profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
-- repo first seen: `2026-03-07T22:12:58Z`
-- repo last seen: `2026-06-24T18:19:40Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
-- account age: **1556 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 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 #46161: Fix tokenizer subfolder fallback](https://github.com/huggingface/transformers/pull/46161) — open
-- [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
-
 ### `J3r3myPerera`
 
 - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
@@ -4060,6 +4083,29 @@ Example artifacts:
 - [Issue #47273: Cohere ASR chunk reassembly can crash on empty chunks and accept inconsistent metadata](https://github.com/huggingface/transformers/issues/47273) — open
 - [Issue #47272: Avoid repeated Cohere ASR encoder projection during cached generation](https://github.com/huggingface/transformers/issues/47272) — open
 
+### `debasisdwivedy`
+
+- profile: [github.com/debasisdwivedy](https://github.com/debasisdwivedy)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adebasisdwivedy)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adebasisdwivedy)
+- repo first seen: `2025-08-05T14:43:37Z`
+- repo last seen: `2026-07-21T17:23:25Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
+- account age: **3672 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 #47322: adding amd quark config class changes](https://github.com/huggingface/transformers/pull/47322) — open
+- [Issue #47321: AMD quark class not updated](https://github.com/huggingface/transformers/issues/47321) — open
+- [Issue #39921: [Gemma3N] Not able to add new special tokens to model/tokenizer due to projection error](https://github.com/huggingface/transformers/issues/39921) — open
+
 ### `gygdh-001`
 
 - profile: [github.com/gygdh-001](https://github.com/gygdh-001)
@@ -4284,28 +4330,6 @@ Example artifacts:
 - [PR #47179: Add Granite-swa and Granitemoe-swa model support](https://github.com/huggingface/transformers/pull/47179) — open
 - [Issue #46645: Add SWA+sink option to Granite models](https://github.com/huggingface/transformers/issues/46645) — open
 
-### `debasisdwivedy`
-
-- profile: [github.com/debasisdwivedy](https://github.com/debasisdwivedy)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adebasisdwivedy)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adebasisdwivedy)
-- repo first seen: `2026-07-14T15:29:30Z`
-- repo last seen: `2026-07-14T15:39:02Z`
-- 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**
-- account age: **3672 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 #47322: adding amd quark config class changes](https://github.com/huggingface/transformers/pull/47322) — open
-- [Issue #47321: AMD quark class not updated](https://github.com/huggingface/transformers/issues/47321) — open
-
 ### `evnsnclr`
 
 - profile: [github.com/evnsnclr](https://github.com/evnsnclr)
@@ -4686,12 +4710,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYigtwxx)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYigtwxx)
 - repo first seen: `2026-07-18T08:03:46Z`
-- repo last seen: `2026-07-20T18:28:46Z`
+- repo last seen: `2026-07-21T14:33:17Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
 - account age: **912 days**
 - recent public PR activity: **43 PRs** (13 merged / 4 closed-unmerged / 26 open; merged rate **30%**, closed-unmerged rate **9%**, open rate **60%**)
 - public orgs: none visible
@@ -4699,8 +4723,8 @@ Example artifacts:
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47395: Fix double-shifted training loss in GitForCausalLM](https://github.com/huggingface/transformers/pull/47395) — open
-- [Issue #47394: GitForCausalLM double-shifts the training loss and leaks targets across batch rows (regression from #35875)](https://github.com/huggingface/transformers/issues/47394) — open
+- [PR #47395: Fix double-shifted training loss in GitForCausalLM](https://github.com/huggingface/transformers/pull/47395) — closed, merged
+- [Issue #47394: GitForCausalLM double-shifts the training loss and leaks targets across batch rows (regression from #35875)](https://github.com/huggingface/transformers/issues/47394) — closed
 
 ### `abderahmane-ai`
 
@@ -5542,27 +5566,6 @@ Example artifacts:
 Example artifacts:
 - [PR #47238: Fix half-precision torch.compile crash in DETR-family sine position embeddings](https://github.com/huggingface/transformers/pull/47238) — closed, merged
 
-### `DavidJohnQuinlan`
-
-- profile: [github.com/DavidJohnQuinlan](https://github.com/DavidJohnQuinlan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADavidJohnQuinlan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADavidJohnQuinlan)
-- repo first seen: `2026-07-09T14:26:35Z`
-- repo last seen: `2026-07-10T12:23:29Z`
-- 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**
-- account age: **2501 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #47212: docs: update quantized cache hqq/quanto examples and documentation](https://github.com/huggingface/transformers/pull/47212) — open
-
 ### `davidnichols-ops`
 
 - profile: [github.com/davidnichols-ops](https://github.com/davidnichols-ops)
@@ -5970,7 +5973,7 @@ Example artifacts:
 - repo first seen: `2026-07-20T03:59:48Z`
 - repo last seen: `2026-07-20T03:59:48Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIMER**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5981,7 +5984,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47420: fix: remove unreachable return in special token builder](https://github.com/huggingface/transformers/pull/47420) — open
+- [PR #47420: fix: remove unreachable return in special token builder](https://github.com/huggingface/transformers/pull/47420) — closed, merged
 
 ### `Hannan-Komari`
 
@@ -6325,12 +6328,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKKothuri)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKKothuri)
 - repo first seen: `2026-07-14T08:59:57Z`
-- repo last seen: `2026-07-20T17:13:44Z`
+- repo last seen: `2026-07-21T17:56:26Z`
 - 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: **3216 days**
 - recent public PR activity: **11 PRs** (4 merged / 1 closed-unmerged / 6 open; merged rate **36%**, closed-unmerged rate **9%**, open rate **55%**)
 - public orgs: `ACM-NITW`
@@ -6361,27 +6364,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46596: Fix docstring formatting issues causing Sphinx autodoc warnings](https://github.com/huggingface/transformers/pull/46596) — closed, merged
 
-### `labAxiaoming`
-
-- profile: [github.com/labAxiaoming](https://github.com/labAxiaoming)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AlabAxiaoming)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AlabAxiaoming)
-- repo first seen: `2026-07-07T13:04:02Z`
-- repo last seen: `2026-07-16T14:47:32Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **3144 days**
-- recent public PR activity: **8 PRs** (1 merged / 1 closed-unmerged / 6 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **75%**)
-- 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 #47141: Fix GLM video frame padding for temporal patches](https://github.com/huggingface/transformers/pull/47141) — closed, merged
-
 ### `lakshmiprasanna07`
 
 - profile: [github.com/lakshmiprasanna07](https://github.com/lakshmiprasanna07)
@@ -6506,7 +6488,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46935: Fix `TrackioCallback` fails to log evaluation metrics after training ends](https://github.com/huggingface/transformers/pull/46935) — open
+- [PR #46935: Fix `TrackioCallback` fails to log evaluation metrics after training ends](https://github.com/huggingface/transformers/pull/46935) — closed, merged
 
 ### `LiangSu8899`
 
@@ -6781,6 +6763,27 @@ Example artifacts:
 Example artifacts:
 - [PR #47329: Add LocalMode to `awesome-transformers.md`](https://github.com/huggingface/transformers/pull/47329) — open
 
+### `mukktinaadh`
+
+- profile: [github.com/mukktinaadh](https://github.com/mukktinaadh)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amukktinaadh)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amukktinaadh)
+- repo first seen: `2026-07-21T17:52:52Z`
+- repo last seen: `2026-07-21T17:52:52Z`
+- 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: **889 days**
+- recent public PR activity: **22 PRs** (0 merged / 9 closed-unmerged / 13 open; merged rate **0%**, closed-unmerged rate **41%**, open rate **59%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47461: Fix stale phonemizer_lang in Wav2Vec2PhonemeCTCTokenizer](https://github.com/huggingface/transformers/pull/47461) — open
+
 ### `MushiSenpai`
 
 - profile: [github.com/MushiSenpai](https://github.com/MushiSenpai)
@@ -7524,7 +7527,7 @@ Example artifacts:
 - repo first seen: `2026-07-08T10:26:48Z`
 - repo last seen: `2026-07-21T08:00:52Z`
 - 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: **4 comments / 13 reviews / 13 review comments**
@@ -7535,7 +7538,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47170: Optimize flash attention max seqlen computation in vision attention](https://github.com/huggingface/transformers/pull/47170) — open
+- [PR #47170: Optimize flash attention max seqlen computation in vision attention](https://github.com/huggingface/transformers/pull/47170) — closed, merged
 
 ### `shark8pepper-eng`
 
@@ -7629,7 +7632,7 @@ Example artifacts:
 - repo first seen: `2026-07-17T16:38:14Z`
 - repo last seen: `2026-07-17T16:38:14Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7640,7 +7643,7 @@ Example artifacts:
 - heuristic read: **high open PR share**
 
 Example artifacts:
-- [PR #47385: BLT: vectorize patch length processing](https://github.com/huggingface/transformers/pull/47385) — open
+- [PR #47385: BLT: vectorize patch length processing](https://github.com/huggingface/transformers/pull/47385) — closed, merged
 
 ### `skshmjn`
 
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 Example artifacts:
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+- [PR #47431: fix: allow tokenizers 0.23.1 by relaxing upper bound](https://github.com/huggingface/transformers/pull/47431) — closed
 
 ### `someaka`
 
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 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
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 Example artifacts:
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+- [PR #47434: fix: relax tokenizers upper bound to <0.24.0 (fixes #47429)](https://github.com/huggingface/transformers/pull/47434) — closed

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