Refresh transformers dataset snapshot 20260703T180022Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260703T120023Z`
+- latest snapshot: `20260703T180022Z`
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260703T120023Z`
-- Generated: `2026-07-03T12:01:52Z`
+- Snapshot: `20260703T180022Z`
+- Generated: `2026-07-03T18:01:58Z`
 - Activity window: `60d`
 - Contributors: `346`
 
@@ -9,14 +9,14 @@
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 133 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 134 | 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` | 112 | 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` | 101 | 6 | 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` | 101 | 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` | 100 | 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` | 73 | 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` | 70 | 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` | 56 | 2 | mixed | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 58 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 47 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 45 | 1 | strong | low | low | targets high-star repos |
@@ -37,8 +37,8 @@
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 16 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 15 | 0 | n/a | n/a | n/a | summary unavailable |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 15 | 0 | weak | moderate | medium | high recent PR volume; 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 |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
@@ -67,7 +67,7 @@
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 4 | 0 | strong | low | low | targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 4 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | FIRST_TIME_CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
+| `muhamedfazalps` | [profile](https://github.com/muhamedfazalps) | no | CONTRIBUTOR | 1469d | `2026-06-23T06:57:49Z` | 4 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -76,6 +76,7 @@
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 3 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
+| `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
 | `boringcrypto` | [profile](https://github.com/boringcrypto) | no | CONTRIBUTOR | 5420d | `2026-06-23T10:53:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `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 |
@@ -103,7 +104,6 @@
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
-| `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 1 | mixed | low | low | — |
 | `Abhijeet1815` | [profile](https://github.com/Abhijeet1815) | no | FIRST_TIME_CONTRIBUTOR | 611d | `2026-06-16T19:12:22Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | FIRST_TIME_CONTRIBUTOR | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -173,7 +173,7 @@
 | `anxovatomica` | [profile](https://github.com/anxovatomica) | no | NONE | 3464d | `2026-05-12T13:01:28Z` | 1 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `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 |
-| `dvdimitrov13` | [profile](https://github.com/dvdimitrov13) | no | FIRST_TIME_CONTRIBUTOR | 2296d | `2026-04-24T14:56:28Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `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 |
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
@@ -189,7 +189,7 @@
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
-| `VectorPeak` | [profile](https://github.com/VectorPeak) | yes | FIRST_TIME_CONTRIBUTOR | 2084d | `2026-07-03T09:46:12Z` | 1 | 1 | mixed | very high | medium | high recent PR volume; very broad repo spread; targets high-star repos |
+| `VectorPeak` | [profile](https://github.com/VectorPeak) | no | FIRST_TIME_CONTRIBUTOR | 2084d | `2026-07-03T09:46:12Z` | 1 | 1 | mixed | very high | medium | high recent PR volume; very broad repo spread; 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 |
 | `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -289,7 +289,7 @@
 | `meghana243` | [profile](https://github.com/meghana243) | no | NONE | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `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 |
@@ -364,12 +364,12 @@
 - 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: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-07-03T11:43:56Z`
+- repo last seen: `2026-07-03T15:26:07Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **133**
-- snapshot authored PRs/issues: **133 PRs / 0 issues**
-- snapshot discussion activity: **137 comments / 265 reviews / 181 review comments**
+- repo primary artifacts: **134**
+- snapshot authored PRs/issues: **134 PRs / 0 issues**
+- snapshot discussion activity: **138 comments / 266 reviews / 181 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
@@ -377,9 +377,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47040: dont merge Trigger no script](https://github.com/huggingface/transformers/pull/47040) — open
+- [PR #47043: Fix CI read-only cache failures by patching cached_files in conftest](https://github.com/huggingface/transformers/pull/47043) — open
+- [PR #47040: Update workflow callers to use `transformers-ci`](https://github.com/huggingface/transformers/pull/47040) — closed, merged
 - [PR #47022: Check cancel](https://github.com/huggingface/transformers/pull/47022) — closed, draft
-- [PR #47005: Add tiny_model_id support to ProcessorTesterMixin for memory-sensitive tests](https://github.com/huggingface/transformers/pull/47005) — open
 
 ### `Cyrilvallez`
 
@@ -462,12 +462,12 @@ 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: `2026-07-03T10:27:59Z`
+- repo last seen: `2026-07-03T14:42:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **100**
 - snapshot authored PRs/issues: **100 PRs / 0 issues**
-- snapshot discussion activity: **689 comments / 1117 reviews / 2383 review comments**
+- snapshot discussion activity: **693 comments / 1123 reviews / 2387 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`
@@ -510,12 +510,12 @@ 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: `2026-07-02T09:51:55Z`
+- repo last seen: `2026-07-03T13:51:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **204 comments / 745 reviews / 1486 review comments**
+- snapshot discussion activity: **204 comments / 746 reviews / 1486 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
@@ -536,12 +536,12 @@ 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: `2026-07-03T11:04:00Z`
+- repo last seen: `2026-07-03T16:16:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **58**
-- snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **758 comments / 1409 reviews / 5765 review comments**
+- repo primary artifacts: **60**
+- snapshot authored PRs/issues: **58 PRs / 2 issues**
+- snapshot discussion activity: **767 comments / 1416 reviews / 5800 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
@@ -549,9 +549,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47044: Update dev](https://github.com/huggingface/transformers/pull/47044) — closed, merged
+- [PR #47042: [`Gemma4`] Update 1 integration test](https://github.com/huggingface/transformers/pull/47042) — closed, merged
 - [PR #46923: [`Dia`] Fix docs](https://github.com/huggingface/transformers/pull/46923) — closed, merged
-- [PR #46883: [`Kernels`] Refactor function handling](https://github.com/huggingface/transformers/pull/46883) — open, draft
-- [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — 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
 
@@ -586,12 +586,12 @@ 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: `2026-07-03T11:09:32Z`
+- repo last seen: `2026-07-03T12:58:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **861 comments / 346 reviews / 235 review comments**
+- snapshot discussion activity: **861 comments / 347 reviews / 236 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`
@@ -778,12 +778,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
 - repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-29T22:36:11Z`
+- repo last seen: `2026-07-03T14:58:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **54 comments / 203 reviews / 365 review comments**
+- snapshot discussion activity: **54 comments / 206 reviews / 368 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
@@ -1036,6 +1036,29 @@ Example artifacts:
 - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
+### `Sunt-ing`
+
+- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
+- repo first seen: `2026-06-18T09:58:22Z`
+- repo last seen: `2026-07-03T16:39:46Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **16**
+- snapshot authored PRs/issues: **16 PRs / 0 issues**
+- snapshot discussion activity: **11 comments / 3 reviews / 3 review comments**
+- account age: **2841 days**
+- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47045: Fix: accept scalar audio formats in Voxtral transcription requests](https://github.com/huggingface/transformers/pull/47045) — open
+- [PR #47033: Fix serve tool parsing for legacy response schemas](https://github.com/huggingface/transformers/pull/47033) — closed
+- [PR #47032: Fix image-text-to-text stop_sequence handling](https://github.com/huggingface/transformers/pull/47032) — open
+
 ### `sergereview[bot]`
 
 - profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
@@ -1060,29 +1083,6 @@ Example artifacts:
 - [PR #47001: [serge] Fix 8 integration tests for model `mamba2` failing with `OOM` (other (8))](https://github.com/huggingface/transformers/pull/47001) — closed
 - [PR #46999: [serge] Fix 1 integration tests regressed by commit 1f3294c82c1d (PR #46850)](https://github.com/huggingface/transformers/pull/46999) — closed
 
-### `Sunt-ing`
-
-- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
-- repo first seen: `2026-06-18T09:58:22Z`
-- repo last seen: `2026-07-02T22:24:38Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **15**
-- snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 3 reviews / 3 review comments**
-- account age: **2841 days**
-- recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #47033: Fix serve tool parsing for legacy response schemas](https://github.com/huggingface/transformers/pull/47033) — closed
-- [PR #47032: Fix image-text-to-text stop_sequence handling](https://github.com/huggingface/transformers/pull/47032) — open
-- [PR #46994: Raise a clear error for empty token lists in bad_words_ids / sequence_bias](https://github.com/huggingface/transformers/pull/46994) — open
-
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1112,12 +1112,12 @@ 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: `2026-07-03T11:36:57Z`
+- repo last seen: `2026-07-03T16:41:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **83 comments / 363 reviews / 967 review comments**
+- snapshot discussion activity: **83 comments / 377 reviews / 981 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`
@@ -1158,12 +1158,12 @@ 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: `2026-07-03T10:42:35Z`
+- repo last seen: `2026-07-03T13:52:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **13**
 - snapshot authored PRs/issues: **12 PRs / 1 issues**
-- snapshot discussion activity: **53 comments / 247 reviews / 710 review comments**
+- snapshot discussion activity: **53 comments / 251 reviews / 714 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
@@ -1343,12 +1343,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
 - repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-07-02T18:39:10Z`
+- repo last seen: `2026-07-03T13:04:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **17**
 - snapshot authored PRs/issues: **7 PRs / 10 issues**
-- snapshot discussion activity: **20 comments / 20 reviews / 20 review comments**
+- snapshot discussion activity: **21 comments / 20 reviews / 20 review comments**
 - account age: **5087 days**
 - recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
 - public orgs: none visible
@@ -1569,10 +1569,10 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46933: [Gemma4] Fix dtype casting for quantized vision/audio embedders](https://github.com/huggingface/transformers/pull/46933) — open
+- [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
-- [Issue #46932: [Gemma4] Fix dtype casting for quantized vision/audio embedders (same as #46904)](https://github.com/huggingface/transformers/issues/46932) — 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
 - [Issue #46894: CohereASR training-loss double-shift bug (same pattern as Moonshine #46784)](https://github.com/huggingface/transformers/issues/46894) — open
 
@@ -1745,7 +1745,7 @@ Example artifacts:
 - repo first seen: `2026-06-23T06:57:49Z`
 - repo last seen: `2026-06-26T11:59:48Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -1758,7 +1758,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46916: Fix training-loss double-shift in Florence2 and CohereASR](https://github.com/huggingface/transformers/pull/46916) — closed
 - [PR #46915: Fix broken code examples in DIA documentation](https://github.com/huggingface/transformers/pull/46915) — closed
-- [PR #46847: fix(qwen3_5): add linear_attn entries to base_model_tp_plan](https://github.com/huggingface/transformers/pull/46847) — open
+- [PR #46847: fix(qwen3_5): add linear_attn entries to base_model_tp_plan](https://github.com/huggingface/transformers/pull/46847) — closed
 
 ### `rasmi`
 
@@ -1949,6 +1949,30 @@ Example artifacts:
 - [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
 - [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
 
+### `tengomucho`
+
+- profile: [github.com/tengomucho](https://github.com/tengomucho)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
+- repo first seen: `2026-04-29T09:26:52Z`
+- repo last seen: `2026-07-03T12:36:55Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **3 PRs / 1 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
+- account age: **4442 days**
+- recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47041: Fix/qwen3 variants tp plan](https://github.com/huggingface/transformers/pull/47041) — closed, merged
+- [PR #46235: Fix `StaticCache` building an empty layer list when `num_kv_shared_layers == 0`](https://github.com/huggingface/transformers/pull/46235) — closed, merged
+- [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — closed, merged
+- [Issue #46846: [Qwen3.5] Missing `linear_attn` entries in `base_model_tp_plan` causes OOM and shape error at TP>1](https://github.com/huggingface/transformers/issues/46846) — closed
+
 ### `boringcrypto`
 
 - profile: [github.com/boringcrypto](https://github.com/boringcrypto)
@@ -2581,29 +2605,6 @@ Example artifacts:
 - [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — closed, merged
 - [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — closed
 
-### `tengomucho`
-
-- profile: [github.com/tengomucho](https://github.com/tengomucho)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
-- repo first seen: `2026-04-29T09:26:52Z`
-- repo last seen: `2026-06-29T14:57:17Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
-- account age: **4442 days**
-- recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46235: Fix `StaticCache` building an empty layer list when `num_kv_shared_layers == 0`](https://github.com/huggingface/transformers/pull/46235) — closed, merged
-- [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — closed, merged
-- [Issue #46846: [Qwen3.5] Missing `linear_attn` entries in `base_model_tp_plan` causes OOM and shape error at TP>1](https://github.com/huggingface/transformers/issues/46846) — open
-
 ### `Abhijeet1815`
 
 - profile: [github.com/Abhijeet1815](https://github.com/Abhijeet1815)
@@ -4161,27 +4162,27 @@ Example artifacts:
 - [PR #46833: Fix RT-DETR indexing error when num_feature_levels exceeds backbone o…](https://github.com/huggingface/transformers/pull/46833) — closed, merged
 - [Issue #46832: [RT-DETR] TypeError in RTDetrModel.forward when num_feature_levels > len(backbone outputs)](https://github.com/huggingface/transformers/issues/46832) — closed
 
-### `dvdimitrov13`
+### `Heatdh`
 
-- profile: [github.com/dvdimitrov13](https://github.com/dvdimitrov13)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Advdimitrov13)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Advdimitrov13)
-- repo first seen: `2026-04-24T14:56:28Z`
-- repo last seen: `2026-05-06T18:53:20Z`
+- profile: [github.com/Heatdh](https://github.com/Heatdh)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHeatdh)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHeatdh)
+- repo first seen: `2026-07-01T21:42:33Z`
+- repo last seen: `2026-07-03T17:05:24Z`
 - 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: **4 comments / 0 reviews / 0 review comments**
-- account age: **2296 days**
-- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **2060 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 #45776: Gate enable_gqa=True on actual flash-attention eligibility](https://github.com/huggingface/transformers/pull/45776) — open, draft
-- [Issue #45636: Proposal: add sdpa_memeff attn_implementation for shape combinations no fast backend covers](https://github.com/huggingface/transformers/issues/45636) — open
+- [PR #47046: [xLSTM] Fix train mode crashes with return_last_states=False and use_cache](https://github.com/huggingface/transformers/pull/47046) — open
+- [Issue #47013: [xLSTM] Crash in train mode with return_last_states=False: backend returns bare tensor but xLSTMLayer always unpacks (h, state)](https://github.com/huggingface/transformers/issues/47013) — open
 
 ### `jshn9515`
 
@@ -4519,12 +4520,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVectorPeak)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVectorPeak)
 - repo first seen: `2026-07-03T09:46:12Z`
-- repo last seen: `2026-07-03T09:48:39Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-07-03T12:20:38Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
 - account age: **2084 days**
 - recent public PR activity: **96 PRs** (42 merged / 31 closed-unmerged / 24 open; merged rate **44%**, closed-unmerged rate **32%**, open rate **24%**)
 - public orgs: none visible
@@ -5255,12 +5256,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButterfingrz)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButterfingrz)
 - repo first seen: `2026-06-29T14:31:31Z`
-- repo last seen: `2026-07-02T17:18:49Z`
+- repo last seen: `2026-07-03T16:09:34Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 9 reviews / 9 review comments**
+- snapshot discussion activity: **10 comments / 9 reviews / 9 review comments**
 - account age: **1134 days**
 - recent public PR activity: **10 PRs** (5 merged / 1 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **10%**, open rate **40%**)
 - public orgs: none visible
@@ -6368,12 +6369,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALemniscate-world)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALemniscate-world)
 - repo first seen: `2026-06-09T11:39:04Z`
-- repo last seen: `2026-07-02T13:28:50Z`
+- repo last seen: `2026-07-03T13:08:53Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 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: **1024 days**
 - recent public PR activity: **16 PRs** (8 merged / 4 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -6622,7 +6623,7 @@ Example artifacts:
 - repo first seen: `2026-06-04T14:08:08Z`
 - repo last seen: `2026-07-02T18:19:09Z`
 - 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: **2 comments / 11 reviews / 11 review comments**
@@ -6633,7 +6634,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46417: Add HunYuan VL model](https://github.com/huggingface/transformers/pull/46417) — open
+- [PR #46417: Add HunYuan VL model](https://github.com/huggingface/transformers/pull/46417) — closed, merged
 
 ### `Minato95-ayu`
 

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@@ -1,8 +1,8 @@
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+  "archived_manifest_path": "snapshots/20260703T180022Z/manifest.json",
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   "manifest_path": "manifest.json",
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