Refresh transformers dataset snapshot 20260520T120132Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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@@ -15625,12 +15577,12 @@
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@@ -21691,6 +21700,63 @@
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       "name": "Raghav Kaushik Ravi",
@@ -22320,6 +22386,63 @@
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@@ -23190,7 +23313,7 @@
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@@ -23222,7 +23345,7 @@
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             "url": "https://github.com/huggingface/transformers/pull/45734",
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@@ -23581,12 +23704,12 @@
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       "repo_first_seen_at": "2026-05-19T19:36:52Z",
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@@ -23621,7 +23744,7 @@
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             "url": "https://github.com/huggingface/transformers/pull/46083",
-            "state": "open",
+            "state": "closed",
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             "created_at": "2026-05-19T19:36:52Z"

new-contributors-report.md

@@ -1,29 +1,29 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260520T060132Z`
-- Generated: `2026-05-20T06:04:46Z`
+- Snapshot: `20260520T120132Z`
+- Generated: `2026-05-20T12:04:05Z`
 - Activity window: `60d`
-- Contributors: `354`
+- Contributors: `356`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 95 | 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` | 97 | 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` | 89 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 79 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 78 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 77 | 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` | 74 | 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` | 77 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 57 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 51 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 52 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 45 | 1 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 45 | 0 | strong | low | low | targets high-star repos |
-| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 44 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 35 | 1 | strong | moderate | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 31 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
-| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 30 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 28 | 0 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 30 | 0 | strong | low | low | targets high-star repos |
+| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 30 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 22 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -31,20 +31,20 @@
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | 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` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
+| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 16 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
-| `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 14 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 13 | 0 | mixed | moderate | low | — |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
+| `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 8 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
-| `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 7 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 6 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -124,7 +124,7 @@
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | FIRST_TIME_CONTRIBUTOR | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
+| `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; 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 |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -135,6 +135,7 @@
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3697d | `2025-08-10T08:43:09Z` | 25 | 0 | mixed | moderate | low | extremely high recent PR volume |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
+| `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 5 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
@@ -192,7 +193,6 @@
 | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; 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 |
 | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
-| `syncdoth` | [profile](https://github.com/syncdoth) | no | FIRST_TIME_CONTRIBUTOR | 2690d | `2026-03-21T06:05:36Z` | 1 | 1 | weak | 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 |
 | `ZSLsherly` | [profile](https://github.com/ZSLsherly) | no | FIRST_TIMER | 975d | `2026-04-15T03:09:38Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `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 |
@@ -216,7 +216,6 @@
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andreay99` | [profile](https://github.com/andreay99) | no | NONE | 1374d | `2026-05-09T02:34:44Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
-| `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -270,6 +269,7 @@
 | `IgnazioDS` | [profile](https://github.com/IgnazioDS) | no | NONE | 1078d | `2026-03-30T19:13:52Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `igordertigor` | [profile](https://github.com/igordertigor) | no | CONTRIBUTOR | 5665d | `2026-05-12T19:17:05Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 1 | 0 | strong | low | low | high recent PR volume |
+| `JAE0Y2N` | [profile](https://github.com/JAE0Y2N) | yes | NONE | 877d | `2026-05-20T11:02:07Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `jagwar` | [profile](https://github.com/jagwar) | no | MEMBER | 3691d | `2026-04-07T21:35:38Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Jess-Co-Del` | [profile](https://github.com/Jess-Co-Del) | no | FIRST_TIME_CONTRIBUTOR | 2201d | `2026-03-23T17:02:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -325,6 +325,7 @@
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
+| `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | yes | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -336,6 +337,7 @@
 | `SeaL773` | [profile](https://github.com/SeaL773) | no | FIRST_TIME_CONTRIBUTOR | 3075d | `2026-05-04T06:26:53Z` | 1 | 0 | mixed | moderate | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | FIRST_TIME_CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `shadeMe` | [profile](https://github.com/shadeMe) | yes | FIRST_TIME_CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | 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 |
@@ -351,7 +353,7 @@
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `w601sxs` | [profile](https://github.com/w601sxs) | no | FIRST_TIME_CONTRIBUTOR | 4837d | `2026-04-01T15:02:15Z` | 1 | 0 | mixed | low | low | — |
-| `xodn348` | [profile](https://github.com/xodn348) | no | FIRST_TIME_CONTRIBUTOR | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `xu-song` | [profile](https://github.com/xu-song) | no | CONTRIBUTOR | 3895d | `2026-04-01T14:50:33Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yacinemebarki` | [profile](https://github.com/yacinemebarki) | no | CONTRIBUTOR | 482d | `2026-03-30T21:18:47Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
@@ -372,11 +374,11 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-05-19T07:24:04Z`
+- repo last seen: `2026-05-20T09:37:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **95**
-- snapshot authored PRs/issues: **95 PRs / 0 issues**
+- repo primary artifacts: **97**
+- snapshot authored PRs/issues: **97 PRs / 0 issues**
 - snapshot discussion activity: **245 comments / 326 reviews / 502 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
@@ -385,9 +387,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46115: Add new cohere2_moe model](https://github.com/huggingface/transformers/pull/46115) — closed, merged
+- [PR #46110: [loading] Free up tensors faster inside ConversionOps](https://github.com/huggingface/transformers/pull/46110) — closed, merged
 - [PR #46067: [loading] Fix base_model_prefix issues in conversions](https://github.com/huggingface/transformers/pull/46067) — open
-- [PR #46066: Remove mask visualization tool from `masking_utils.py`](https://github.com/huggingface/transformers/pull/46066) — closed, merged
-- [PR #46049: Fix Gemma4 generation from inputs_embeds and per_layer_inputs](https://github.com/huggingface/transformers/pull/46049) — closed, merged
 
 ### `tarekziade`
 
@@ -415,6 +417,29 @@ Example artifacts:
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
+### `ydshieh`
+
+- profile: [github.com/ydshieh](https://github.com/ydshieh)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
+- repo first seen: `2025-03-31T13:54:54Z`
+- repo last seen: `2026-05-20T09:31:17Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **79**
+- snapshot authored PRs/issues: **79 PRs / 0 issues**
+- snapshot discussion activity: **111 comments / 208 reviews / 148 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
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46114: [DON"T MERGE] Forked pr to test migration - check OTEL](https://github.com/huggingface/transformers/pull/46114) — open
+- [PR #46105: Allow `ydshieh2` for now for testing migration](https://github.com/huggingface/transformers/pull/46105) — closed, merged
+- [PR #45786: Add `concurrency` to `PR CI` workflow file (`pr-ci-caller.yml`)](https://github.com/huggingface/transformers/pull/45786) — closed, merged
+
 ### `zucchini-nlp`
 
 - profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
@@ -438,40 +463,17 @@ Example artifacts:
 - [PR #46046: Add the other processors to auto-mappings](https://github.com/huggingface/transformers/pull/46046) — open
 - [PR #45827: Delete dead code in qwen-vl series](https://github.com/huggingface/transformers/pull/45827) — open
 
-### `ydshieh`
-
-- profile: [github.com/ydshieh](https://github.com/ydshieh)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
-- repo first seen: `2025-03-31T13:54:54Z`
-- repo last seen: `2026-05-18T07:43:11Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **77**
-- snapshot authored PRs/issues: **77 PRs / 0 issues**
-- snapshot discussion activity: **111 comments / 208 reviews / 148 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
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45786: Add `concurrency` to `PR CI` workflow file (`pr-ci-caller.yml`)](https://github.com/huggingface/transformers/pull/45786) — closed, merged
-- [PR #45785: Fix CI: Allow more artifacts to be download in CI](https://github.com/huggingface/transformers/pull/45785) — closed, merged
-- [PR #45677: No serving in quality docker image](https://github.com/huggingface/transformers/pull/45677) — closed, merged
-
 ### `kaixuanliu`
 
 - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
 - 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: `2026-05-20T04:57:20Z`
+- repo last seen: `2026-05-20T09:13:10Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **78**
-- snapshot authored PRs/issues: **74 PRs / 4 issues**
+- repo primary artifacts: **81**
+- snapshot authored PRs/issues: **77 PRs / 4 issues**
 - snapshot discussion activity: **62 comments / 72 reviews / 71 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%**)
@@ -480,9 +482,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45926: hyperclovax: add XPU Expectations for CI test](https://github.com/huggingface/transformers/pull/45926) — closed, merged
-- [PR #45890: exaone4_5: add XPU expectations](https://github.com/huggingface/transformers/pull/45890) — closed, merged
-- [PR #45858: hy_v3: add XPU expectations](https://github.com/huggingface/transformers/pull/45858) — closed, merged
+- [PR #46111: Fix a regression in encoder-decoder generation cache initialization](https://github.com/huggingface/transformers/pull/46111) — open
+- [PR #46109: add more generic support for distributed trainer tests](https://github.com/huggingface/transformers/pull/46109) — open
+- [PR #46101: Qwen2 audio parallel](https://github.com/huggingface/transformers/pull/46101) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -493,12 +495,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-05-20T01:21:51Z`
+- repo last seen: `2026-05-20T09:24:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **60**
 - snapshot authored PRs/issues: **57 PRs / 3 issues**
-- snapshot discussion activity: **175 comments / 605 reviews / 1212 review comments**
+- snapshot discussion activity: **175 comments / 608 reviews / 1212 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
@@ -519,11 +521,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-05-20T05:20:05Z`
+- repo last seen: `2026-05-20T07:36:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **53**
-- snapshot authored PRs/issues: **51 PRs / 2 issues**
+- repo primary artifacts: **54**
+- snapshot authored PRs/issues: **52 PRs / 2 issues**
 - snapshot discussion activity: **29 comments / 142 reviews / 242 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%**)
@@ -532,9 +534,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46094: [docs] reasoning support for transformers serve](https://github.com/huggingface/transformers/pull/46094) — open
+- [PR #46106: [fix] toctree](https://github.com/huggingface/transformers/pull/46106) — open
+- [PR #46094: [docs] reasoning support for transformers serve](https://github.com/huggingface/transformers/pull/46094) — closed, merged
 - [PR #46019: [docs] tp for continuous batching](https://github.com/huggingface/transformers/pull/46019) — open
-- [PR #45949: [docs] new attention mask helpers](https://github.com/huggingface/transformers/pull/45949) — 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
 
@@ -544,12 +546,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-05-19T17:45:01Z`
+- repo last seen: `2026-05-20T07:42:57Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **551 comments / 984 reviews / 4215 review comments**
+- snapshot discussion activity: **551 comments / 988 reviews / 4219 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
@@ -568,12 +570,12 @@ 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: `2026-05-19T15:10:26Z`
+- repo last seen: `2026-05-20T11:46:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **653 comments / 232 reviews / 129 review comments**
+- snapshot discussion activity: **660 comments / 233 reviews / 129 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`
@@ -591,12 +593,12 @@ 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: `2026-05-20T05:52:34Z`
+- repo last seen: `2026-05-20T07:38:46Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **45**
-- snapshot authored PRs/issues: **43 PRs / 2 issues**
-- snapshot discussion activity: **179 comments / 299 reviews / 432 review comments**
+- repo primary artifacts: **46**
+- snapshot authored PRs/issues: **44 PRs / 2 issues**
+- snapshot discussion activity: **180 comments / 301 reviews / 433 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`
@@ -604,9 +606,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46108: Fix deepspeed docker](https://github.com/huggingface/transformers/pull/46108) — open
 - [PR #45691: [serve] cb error ](https://github.com/huggingface/transformers/pull/45691) — closed, merged
 - [PR #45690: [serve] Support for reasoning ](https://github.com/huggingface/transformers/pull/45690) — closed, merged
-- [PR #45640: [Trainer] default to FSDP2, simplify API around fsdp + fsdp_config](https://github.com/huggingface/transformers/pull/45640) — open
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
 
@@ -666,12 +668,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-05-20T02:57:32Z`
+- repo last seen: `2026-05-20T07:08:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **31**
 - snapshot authored PRs/issues: **31 PRs / 0 issues**
-- snapshot discussion activity: **50 comments / 49 reviews / 31 review comments**
+- snapshot discussion activity: **50 comments / 51 reviews / 33 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
@@ -683,18 +685,41 @@ Example artifacts:
 - [PR #45936: Fix models for which we don't have a dedicated tokenizer class, and the listed one is incorrect](https://github.com/huggingface/transformers/pull/45936) — open
 - [PR #45741: deepseek r1 distilled tokenizer fix for qwen2 mapping](https://github.com/huggingface/transformers/pull/45741) — closed, merged
 
+### `remi-or`
+
+- profile: [github.com/remi-or](https://github.com/remi-or)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
+- repo first seen: `2026-01-13T09:15:18Z`
+- repo last seen: `2026-05-20T11:59:09Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **30**
+- snapshot authored PRs/issues: **30 PRs / 0 issues**
+- snapshot discussion activity: **44 comments / 136 reviews / 148 review comments**
+- account age: **1813 days**
+- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46116: [Fix] Stranded params](https://github.com/huggingface/transformers/pull/46116) — open
+- [PR #46103: [Fix] Remove calls to unsupported functions in TP](https://github.com/huggingface/transformers/pull/46103) — closed, merged
+- [PR #46070: [CB] [Major] Rework manager to have clearer control flow + handle TP](https://github.com/huggingface/transformers/pull/46070) — open
+
 ### `yonigozlan`
 
 - profile: [github.com/yonigozlan](https://github.com/yonigozlan)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
-- repo first seen: `2025-10-03T15:26:01Z`
+- repo first seen: `2025-04-02T00:38:09Z`
 - repo last seen: `2026-05-19T16:50:39Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **62 comments / 194 reviews / 380 review comments**
+- snapshot discussion activity: **62 comments / 198 reviews / 384 review comments**
 - account age: **1978 days**
 - recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
 - public orgs: `huggingface`
@@ -706,41 +731,18 @@ Example artifacts:
 - [PR #45996: [Weight converter] Account for base model prefix in scoped weight conversion](https://github.com/huggingface/transformers/pull/45996) — open
 - [PR #45922: 🚨Fix memory leaks caused by lru decorators in vision models](https://github.com/huggingface/transformers/pull/45922) — closed, merged
 
-### `remi-or`
-
-- profile: [github.com/remi-or](https://github.com/remi-or)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
-- repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-05-19T07:56:46Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **28**
-- snapshot authored PRs/issues: **28 PRs / 0 issues**
-- snapshot discussion activity: **44 comments / 135 reviews / 147 review comments**
-- account age: **1813 days**
-- recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46070: [CB] [Major] Rework manager to have clearer control flow + handle TP](https://github.com/huggingface/transformers/pull/46070) — open
-- [PR #46065: Restore test utils fix](https://github.com/huggingface/transformers/pull/46065) — open
-- [PR #45984: [CB] Remove OpenTelemetry](https://github.com/huggingface/transformers/pull/45984) — closed, merged
-
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-05-20T04:48:23Z`
+- repo last seen: `2026-05-20T06:07:01Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **29**
 - snapshot authored PRs/issues: **25 PRs / 4 issues**
-- snapshot discussion activity: **46 comments / 35 reviews / 35 review comments**
+- snapshot discussion activity: **46 comments / 36 reviews / 36 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
@@ -748,7 +750,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #46096: Fix torchao behavior for xpu](https://github.com/huggingface/transformers/pull/46096) — open
+- [PR #46096: Fix torchao behavior for xpu](https://github.com/huggingface/transformers/pull/46096) — closed, merged
 - [PR #46090: skip deepgemm test except cuda](https://github.com/huggingface/transformers/pull/46090) — open
 - [PR #46089: Test](https://github.com/huggingface/transformers/pull/46089) — closed, draft
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
@@ -761,12 +763,12 @@ 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: `2026-05-19T10:36:16Z`
+- repo last seen: `2026-05-20T10:16:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **22**
 - snapshot authored PRs/issues: **22 PRs / 0 issues**
-- snapshot discussion activity: **38 comments / 152 reviews / 287 review comments**
+- snapshot discussion activity: **38 comments / 154 reviews / 289 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
@@ -774,7 +776,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46074: [ALM] flaky alm tests](https://github.com/huggingface/transformers/pull/46074) — open
+- [PR #46074: [ALM] flaky alm tests](https://github.com/huggingface/transformers/pull/46074) — closed, merged
 - [PR #46029: [MultimodalLM] add language_model to the get/set_input_embeddings logic](https://github.com/huggingface/transformers/pull/46029) — closed, merged
 - [PR #45670: [nit] glmasr should be in AutoModelForMultimodalLM](https://github.com/huggingface/transformers/pull/45670) — open
 
@@ -862,12 +864,12 @@ 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: `2026-05-20T01:16:38Z`
+- repo last seen: `2026-05-20T08:44:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **19**
 - snapshot authored PRs/issues: **17 PRs / 2 issues**
-- snapshot discussion activity: **24 comments / 55 reviews / 27 review comments**
+- snapshot discussion activity: **25 comments / 55 reviews / 27 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%**)
 - public orgs: `huggingface`, `vllm-project`
@@ -905,6 +907,29 @@ Example artifacts:
 - [PR #45970: chore: update build-ci-docker-images.yml](https://github.com/huggingface/transformers/pull/45970) — closed
 - [PR #45969: chore: update assign-reviewers.yml](https://github.com/huggingface/transformers/pull/45969) — closed
 
+### `3outeille`
+
+- profile: [github.com/3outeille](https://github.com/3outeille)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
+- repo first seen: `2025-11-26T16:58:10Z`
+- repo last seen: `2026-05-20T08:01:13Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **16 PRs / 0 issues**
+- snapshot discussion activity: **27 comments / 89 reviews / 95 review comments**
+- account age: **2625 days**
+- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46104: add inference mode for TP](https://github.com/huggingface/transformers/pull/46104) — open
+- [PR #46102: clean + fix fsdp tied weights](https://github.com/huggingface/transformers/pull/46102) — open
+- [PR #46099: Sequence Parallel injection as a class](https://github.com/huggingface/transformers/pull/46099) — open
+
 ### `Abdennacer-Badaoui`
 
 - profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
@@ -974,29 +999,6 @@ Example artifacts:
 - [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
 - [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
 
-### `3outeille`
-
-- profile: [github.com/3outeille](https://github.com/3outeille)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille)
-- repo first seen: `2025-11-26T16:58:10Z`
-- repo last seen: `2026-05-20T05:57:58Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **14**
-- snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **27 comments / 85 reviews / 90 review comments**
-- account age: **2625 days**
-- recent public PR activity: **9 PRs** (4 merged / 0 closed-unmerged / 5 open; merged rate **44%**, closed-unmerged rate **0%**, open rate **56%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46099: Sequence Parallel injection as a class](https://github.com/huggingface/transformers/pull/46099) — open
-- [PR #45409: from_pretrained orchestration + distributed save/load](https://github.com/huggingface/transformers/pull/45409) — closed, merged
-- [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
-
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1049,12 +1051,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-05-19T09:25:05Z`
+- repo last seen: `2026-05-20T07:07:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 23 reviews / 23 review comments**
+- snapshot discussion activity: **10 comments / 26 reviews / 26 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -1062,7 +1064,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46073: [CTRL] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46073) — open
+- [PR #46073: [CTRL] Support attn_implementation="sdpa" dispatch](https://github.com/huggingface/transformers/pull/46073) — open
 - [PR #46069: [ShieldGemma2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46069) — open
 - [PR #46028: Support FA2 flash_attn_with_kvcache for XPU continuous batching](https://github.com/huggingface/transformers/pull/46028) — open
 
@@ -1114,6 +1116,29 @@ Example artifacts:
 - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
 - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
 
+### `AmineDiro`
+
+- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
+- repo first seen: `2026-04-14T15:35:56Z`
+- repo last seen: `2026-05-20T09:27:15Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **8 PRs / 0 issues**
+- snapshot discussion activity: **16 comments / 10 reviews / 10 review comments**
+- account age: **3865 days**
+- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+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) — open
+- [PR #45662: Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast](https://github.com/huggingface/transformers/pull/45662) — open
+
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1206,29 +1231,6 @@ Example artifacts:
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 - [PR #45562: Updated the image cache for Paddle models according to the latest API](https://github.com/huggingface/transformers/pull/45562) — closed, merged
 
-### `AmineDiro`
-
-- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
-- repo first seen: `2026-04-14T15:35:56Z`
-- repo last seen: `2026-05-15T16:24:43Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **16 comments / 10 reviews / 10 review comments**
-- account age: **3865 days**
-- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — open
-- [PR #45662: Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast](https://github.com/huggingface/transformers/pull/45662) — open
-- [PR #45649: Fix OOM regression for FSDP2 + cpu_ram_efficient_loading on large models](https://github.com/huggingface/transformers/pull/45649) — open
-
 ### `hkc5`
 
 - profile: [github.com/hkc5](https://github.com/hkc5)
@@ -1445,12 +1447,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asirzechs66)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asirzechs66)
 - repo first seen: `2026-03-30T12:18:41Z`
-- repo last seen: `2026-05-20T05:25:04Z`
+- repo last seen: `2026-05-20T11:48:44Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **12 comments / 1 reviews / 1 review comments**
 - account age: **1246 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
@@ -2308,12 +2310,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acurnane-lab)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acurnane-lab)
 - repo first seen: `2026-04-24T15:14:11Z`
-- repo last seen: `2026-04-28T01:49:02Z`
+- repo last seen: `2026-05-20T09:10:32Z`
 - 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**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **248 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -2814,12 +2816,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatdou)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatdou)
 - repo first seen: `2026-03-26T23:00:35Z`
-- repo last seen: `2026-05-19T23:00:37Z`
+- repo last seen: `2026-05-20T11:40:13Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1502 days**
 - recent public PR activity: **6 PRs** (0 merged / 3 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
 - public orgs: none visible
@@ -3036,7 +3038,7 @@ Example artifacts:
 - repo first seen: `2026-05-12T21:21:10Z`
 - repo last seen: `2026-05-19T17:59:32Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
@@ -3047,7 +3049,7 @@ Example artifacts:
 - heuristic read: **young account; targets high-star repos**
 
 Example artifacts:
-- [PR #46081: fix(cache): StaticLayer.get_seq_length() should return int not Tensor](https://github.com/huggingface/transformers/pull/46081) — open
+- [PR #46081: fix(cache): StaticLayer.get_seq_length() should return int not Tensor](https://github.com/huggingface/transformers/pull/46081) — closed
 - [PR #45924: Fix AutoTokenizer using wrong tokenizer class for olmo2, granite, granitemoehybrid, hyperclovax, and ernie models](https://github.com/huggingface/transformers/pull/45924) — closed
 
 ### `saiganesh47`
@@ -3256,12 +3258,12 @@ 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: `2026-05-19T06:50:14Z`
+- repo last seen: `2026-05-20T07:34:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **64 comments / 271 reviews / 749 review comments**
+- snapshot discussion activity: **64 comments / 273 reviews / 751 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`
@@ -3273,6 +3275,29 @@ Example artifacts:
 - [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
 - [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
 
+### `ydshieh2`
+
+- profile: [github.com/ydshieh2](https://github.com/ydshieh2)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh2)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh2)
+- repo first seen: `2025-06-12T08:51:40Z`
+- repo last seen: `2026-05-20T06:27:36Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **596 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 #46100: [DO NOT merge!] test migration](https://github.com/huggingface/transformers/pull/46100) — open
+- [PR #44529: test merge queue 1](https://github.com/huggingface/transformers/pull/44529) — closed, merged
+- [PR #43665: fix](https://github.com/huggingface/transformers/pull/43665) — open
+
 ### `CodersAcademy006`
 
 - profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
@@ -4550,28 +4575,6 @@ Example artifacts:
 - [PR #45105: Fix @auto_docstring crash with from __future__ import annotations in _process_kwargs_parameters](https://github.com/huggingface/transformers/pull/45105) — open
 - [Issue #45103: [auto_docstring] _process_kwargs_parameters crashes with AttributeError when   module uses from __future__ import annotations](https://github.com/huggingface/transformers/issues/45103) — open
 
-### `syncdoth`
-
-- profile: [github.com/syncdoth](https://github.com/syncdoth)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asyncdoth)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asyncdoth)
-- repo first seen: `2026-03-21T06:05:36Z`
-- repo last seen: `2026-03-21T06:07:35Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **2690 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 #44907: Remove unnecessary expand_as in get_placeholder_mask across VLMs](https://github.com/huggingface/transformers/pull/44907) — open
-- [Issue #44906: Remove unnecessary `expand_as` in `get_placeholder_mask` across VLMs](https://github.com/huggingface/transformers/issues/44906) — open
-
 ### `Tokarak`
 
 - profile: [github.com/Tokarak](https://github.com/Tokarak)
@@ -5057,27 +5060,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45321: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/transformers/pull/45321) — open
 
-### `anshuS1310`
-
-- profile: [github.com/anshuS1310](https://github.com/anshuS1310)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AanshuS1310)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AanshuS1310)
-- repo first seen: `2026-03-21T09:59:07Z`
-- repo last seen: `2026-05-07T09:55:56Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **149 days**
-- recent public PR activity: **3 PRs** (2 merged / 0 closed-unmerged / 1 open; merged rate **67%**, closed-unmerged rate **0%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **young account; no visible non-self stars**
-
-Example artifacts:
-- [PR #44909: Fix: Update optimization.py](https://github.com/huggingface/transformers/pull/44909) — closed, merged
-
 ### `ansley`
 
 - profile: [github.com/ansley](https://github.com/ansley)
@@ -5126,12 +5108,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArjunSrivastava1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArjunSrivastava1)
 - repo first seen: `2026-05-07T18:36:08Z`
-- repo last seen: `2026-05-19T05:35:31Z`
+- repo last seen: `2026-05-20T09:45:17Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **23 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **28 comments / 0 reviews / 0 review comments**
 - account age: **430 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
@@ -5799,12 +5781,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agarybadwal)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agarybadwal)
 - repo first seen: `2026-04-21T04:38:14Z`
-- repo last seen: `2026-05-11T07:33:12Z`
+- repo last seen: `2026-05-20T06:47:10Z`
 - 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: **5 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
 - account age: **1178 days**
 - recent public PR activity: **3 PRs** (1 merged / 1 closed-unmerged / 1 open; merged rate **33%**, closed-unmerged rate **33%**, open rate **33%**)
 - public orgs: none visible
@@ -6192,6 +6174,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45875: fix](https://github.com/huggingface/transformers/pull/45875) — closed
 
+### `JAE0Y2N`
+
+- profile: [github.com/JAE0Y2N](https://github.com/JAE0Y2N)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJAE0Y2N)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJAE0Y2N)
+- repo first seen: `2026-05-20T11:02:07Z`
+- repo last seen: `2026-05-20T11:02:07Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **877 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
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #46118: Defensive: validate tar members in parakeet NeMo conversion (CWE-22 / Zip Slip)](https://github.com/huggingface/transformers/pull/46118) — closed
+
 ### `jagwar`
 
 - profile: [github.com/jagwar](https://github.com/jagwar)
@@ -7347,6 +7350,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45748: Optimize Qwen3 RoPE: precompute cos/sin cache for static rope_type](https://github.com/huggingface/transformers/pull/45748) — closed, draft
 
+### `rohanbalsaraf`
+
+- profile: [github.com/rohanbalsaraf](https://github.com/rohanbalsaraf)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arohanbalsaraf)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arohanbalsaraf)
+- repo first seen: `2026-05-20T11:01:54Z`
+- repo last seen: `2026-05-20T11:01:54Z`
+- 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: **1145 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 #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — open
+
 ### `rraghavkaushik`
 
 - profile: [github.com/rraghavkaushik](https://github.com/rraghavkaushik)
@@ -7578,6 +7602,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46080: Fix wrong variable in check_model_type isinstance check](https://github.com/huggingface/transformers/pull/46080) — open
 
+### `shadeMe`
+
+- profile: [github.com/shadeMe](https://github.com/shadeMe)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AshadeMe)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AshadeMe)
+- repo first seen: `2026-05-20T09:24:48Z`
+- repo last seen: `2026-05-20T09:24:48Z`
+- 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: **5922 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 #46112: feat: Add support for JetBrains' `Mellum` v2 code generation model](https://github.com/huggingface/transformers/pull/46112) — open
+
 ### `shhKnight30`
 
 - profile: [github.com/shhKnight30](https://github.com/shhKnight30)
@@ -7901,7 +7946,7 @@ Example artifacts:
 - repo first seen: `2026-05-01T07:27:40Z`
 - repo last seen: `2026-05-01T07:27:40Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7912,7 +7957,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45734: fix(quantizers): make user-supplied skip_modules additive with auto-detected defaults](https://github.com/huggingface/transformers/pull/45734) — open
+- [PR #45734: fix(quantizers): make user-supplied skip_modules additive with auto-detected defaults](https://github.com/huggingface/transformers/pull/45734) — closed
 
 ### `xu-song`
 
@@ -8046,12 +8091,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZappD0S)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZappD0S)
 - repo first seen: `2026-05-19T19:36:52Z`
-- repo last seen: `2026-05-19T19:36:52Z`
+- repo last seen: `2026-05-20T11:03:02Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIMER**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **4066 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
@@ -8059,7 +8104,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46083: Add on_exception callback to mark MLflow runs as FAILED on error](https://github.com/huggingface/transformers/pull/46083) — open
+- [PR #46083: Add on_exception callback to mark MLflow runs as FAILED on error](https://github.com/huggingface/transformers/pull/46083) — closed
 
 ### `zendy199x`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0a329de163e8f6d9d4a5410b7bb586e13dc0683eef335a01ebf407002ac79742
-size 63003
+oid sha256:b6ca27a4a9844837813169530dd2df1c92e40bc611886be8cc11fa0d4c719661
+size 63413

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260520T060132Z",
-  "generated_at": "2026-05-20T06:04:45Z",
-  "cluster_count": 55,
+  "snapshot_id": "20260520T120132Z",
+  "generated_at": "2026-05-20T12:03:51Z",
+  "cluster_count": 53,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
@@ -20,7 +20,7 @@
         45994
       ],
       "representative_pr_number": 45067,
-      "average_similarity": 0.419,
+      "average_similarity": 0.425,
       "summary": "11 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #45067.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -49,8 +49,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.617,
-          "content_similarity": 0.453,
+          "similarity": 0.62,
+          "content_similarity": 0.457,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -65,8 +65,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 43663,
-          "similarity": 0.538,
-          "content_similarity": 0.4,
+          "similarity": 0.546,
+          "content_similarity": 0.411,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -81,8 +81,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 45067,
-          "similarity": 0.514,
-          "content_similarity": 0.366,
+          "similarity": 0.518,
+          "content_similarity": 0.371,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -97,8 +97,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44123,
-          "similarity": 0.498,
-          "content_similarity": 0.399,
+          "similarity": 0.506,
+          "content_similarity": 0.411,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -113,8 +113,8 @@
         {
           "left_pr_number": 44660,
           "right_pr_number": 45994,
-          "similarity": 0.49,
-          "content_similarity": 0.302,
+          "similarity": 0.497,
+          "content_similarity": 0.313,
           "size_similarity": 0.857,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -129,8 +129,8 @@
         {
           "left_pr_number": 44257,
           "right_pr_number": 44660,
-          "similarity": 0.485,
-          "content_similarity": 0.265,
+          "similarity": 0.492,
+          "content_similarity": 0.274,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -145,8 +145,8 @@
         {
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@@ -3260,7 +3468,7 @@
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@@ -3279,8 +3487,8 @@
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       "summary": "2 open PRs share weighted file overlap around `docs/source/en/gguf.md`, `src/transformers/integrations/gguf_dequant.py`, `src/transformers/quantizers/__init__.py`; representative PR #44794.",
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       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/cli/serving/model_manager.py`, `src/transformers/cli/serve.py`; representative PR #45974.",
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
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+        ".github/workflows/self-comment-ci.yml",
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+        ".github/workflows/self-scheduled.yml",
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+    "pr_diffs": 2380,
+    "pr_files": 32957,
+    "pull_requests": 2380,
+    "review_comments": 15040,
+    "reviews": 8660,
+    "timeline_events": 47397
+  },
+  "crawl_started_at": "2026-05-20T12:01:32Z",
+  "delta_counts": {
+    "comments": 62,
+    "issue_stubs": 56,
+    "issues": 11,
+    "links": 69,
+    "pr_diffs": 45,
+    "pr_files": 359,
+    "pull_requests": 45,
+    "review_comments": 566,
+    "reviews": 241,
+    "timeline_events": 1095
+  },
+  "extracted_at": "2026-05-20T12:01:32Z",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260520T120132Z",
+  "watermark": {
+    "effective_since": "2026-05-20T06:01:32Z",
+    "next_since": "2026-05-20T12:01:32Z"
+  }
+}

snapshots/latest.json

@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260520T060132Z/manifest.json",
-  "latest_snapshot_id": "20260520T060132Z",
+  "archived_manifest_path": "snapshots/20260520T120132Z/manifest.json",
+  "latest_snapshot_id": "20260520T120132Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-05-20T06:01:32Z",
+  "next_since": "2026-05-20T12:01:32Z",
   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260520T060132Z"
+  "snapshot_dir": "snapshots/20260520T120132Z"
 }

state/watermark.json

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-20T00:01:34Z",
-  "last_successful_snapshot_id": "20260520T060132Z",
-  "next_since": "2026-05-20T06:01:32Z",
+  "effective_since": "2026-05-20T06:01:32Z",
+  "last_successful_snapshot_id": "20260520T120132Z",
+  "next_since": "2026-05-20T12:01:32Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-20T06:01:32Z"
+  "updated_at": "2026-05-20T12:01:32Z"
 }