Refresh transformers dataset snapshot 20260619T120025Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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             "url": "https://github.com/huggingface/transformers/issues/45920",
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@@ -14143,6 +14256,74 @@
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@@ -18422,12 +18603,12 @@
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260619T060024Z`
-- Generated: `2026-06-19T06:01:14Z`
+- Snapshot: `20260619T120025Z`
+- Generated: `2026-06-19T12:02:12Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `359`
 
 ## Summary
 
@@ -19,7 +19,7 @@
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 49 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
-| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 43 | 1 | strong | low | low | targets high-star repos |
+| `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 44 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 36 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
@@ -47,12 +47,12 @@
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
+| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 6 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 6 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 6 | 0 | strong | low | low | — |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
-| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 5 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -73,7 +73,7 @@
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | FIRST_TIME_CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 3 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 3 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -88,7 +88,7 @@
 | `joaquinhuigomez` | [profile](https://github.com/joaquinhuigomez) | no | CONTRIBUTOR | 1082d | `2026-03-28T12:13:57Z` | 3 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
-| `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | FIRST_TIME_CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | FIRST_TIME_CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
@@ -135,6 +135,7 @@
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `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 |
@@ -189,6 +190,7 @@
 | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `Sainava` | [profile](https://github.com/Sainava) | no | FIRST_TIME_CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 1 | 1 | mixed | moderate | low | — |
 | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
@@ -317,7 +319,7 @@
 | `professoralbay` | [profile](https://github.com/professoralbay) | no | FIRST_TIMER | 780d | `2026-06-03T20:51:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
-| `punyamodi` | [profile](https://github.com/punyamodi) | no | FIRST_TIME_CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `puwaer` | [profile](https://github.com/puwaer) | no | FIRST_TIME_CONTRIBUTOR | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -329,7 +331,7 @@
 | `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 |
 | `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 |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Sahith59` | [profile](https://github.com/Sahith59) | yes | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
@@ -473,12 +475,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-06-18T13:30:27Z`
+- repo last seen: `2026-06-19T10:06:36Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **647 comments / 1002 reviews / 2193 review comments**
+- snapshot discussion activity: **648 comments / 1005 reviews / 2196 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`
@@ -547,12 +549,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-18T20:46:29Z`
+- repo last seen: `2026-06-19T11:56:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **681 comments / 1248 reviews / 4965 review comments**
+- snapshot discussion activity: **682 comments / 1248 reviews / 4965 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
@@ -620,12 +622,12 @@ Example artifacts:
 - 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: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-06-19T01:44:10Z`
+- repo last seen: `2026-06-19T10:15:50Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **44**
-- snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **59 comments / 167 reviews / 173 review comments**
+- repo primary artifacts: **45**
+- snapshot authored PRs/issues: **44 PRs / 1 issues**
+- snapshot discussion activity: **60 comments / 167 reviews / 173 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
@@ -633,9 +635,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46765: [CB] Fix issues with FA read / writes](https://github.com/huggingface/transformers/pull/46765) — open
 - [PR #46712: [CB] Changes to increase max_batch_tokens](https://github.com/huggingface/transformers/pull/46712) — open
 - [PR #46680: [Fix] Serve drops some attributes at serialization](https://github.com/huggingface/transformers/pull/46680) — closed, merged
-- [PR #46673: [Fix] Bug when loading audio data from an URI](https://github.com/huggingface/transformers/pull/46673) — closed
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
 ### `sywangyi`
@@ -668,12 +670,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-06-18T09:25:31Z`
+- repo last seen: `2026-06-19T11:24:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **36**
 - snapshot authored PRs/issues: **36 PRs / 0 issues**
-- snapshot discussion activity: **64 comments / 62 reviews / 38 review comments**
+- snapshot discussion activity: **66 comments / 62 reviews / 38 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
@@ -863,12 +865,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-06-18T15:19:24Z`
+- repo last seen: `2026-06-19T12:00:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **23 PRs / 4 issues**
-- snapshot discussion activity: **70 comments / 358 reviews / 325 review comments**
+- snapshot discussion activity: **72 comments / 363 reviews / 329 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -877,7 +879,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
-- [PR #46738: Model fixes for export compatibility](https://github.com/huggingface/transformers/pull/46738) — open, draft
+- [PR #46738: Model fixes for export compatibility](https://github.com/huggingface/transformers/pull/46738) — open
 - [PR #46407: Triton finegrained fp8/fp4](https://github.com/huggingface/transformers/pull/46407) — closed, merged
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
 - [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
@@ -1215,12 +1217,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r)
 - repo first seen: `2026-03-13T09:00:25Z`
-- repo last seen: `2026-05-29T07:01:20Z`
+- repo last seen: `2026-06-19T08:03:40Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **7 PRs / 1 issues**
-- snapshot discussion activity: **16 comments / 9 reviews / 9 review comments**
+- snapshot discussion activity: **17 comments / 9 reviews / 9 review comments**
 - account age: **359 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
@@ -1279,6 +1281,31 @@ Example artifacts:
 - [PR #46580: Fix DeepSeek-Coder v1 / DeepSeek-LLM v1 loading as wrong tokenizer class (#46489)](https://github.com/huggingface/transformers/pull/46580) — open
 - [PR #46574: Fix CodeLlama tokenizer stripping real leading spaces on decode (#46491)](https://github.com/huggingface/transformers/pull/46574) — open
 
+### `Incheonkirin`
+
+- profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
+- repo first seen: `2026-06-09T11:35:01Z`
+- repo last seen: `2026-06-19T08:13:20Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **8**
+- snapshot authored PRs/issues: **6 PRs / 2 issues**
+- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
+- account age: **2854 days**
+- recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46763: Round the ue8m0 FP8 scale before quantizing so dequant matches the stored inverse](https://github.com/huggingface/transformers/pull/46763) — open
+- [PR #46734: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/46734) — open
+- [PR #46670: [Continuous Batching] Snapshot generation outputs without mutating request state](https://github.com/huggingface/transformers/pull/46670) — closed, merged
+- [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
+- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
+
 ### `BenjaminBossan`
 
 - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
@@ -1308,12 +1335,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-18T16:00:47Z`
+- repo last seen: `2026-06-19T10:17:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **31 comments / 105 reviews / 133 review comments**
+- snapshot discussion activity: **32 comments / 105 reviews / 133 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1397,31 +1424,6 @@ Example artifacts:
 - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — closed
 - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
 
-### `Incheonkirin`
-
-- profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
-- repo first seen: `2026-06-09T11:35:01Z`
-- repo last seen: `2026-06-17T17:58:09Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **5 PRs / 2 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **2854 days**
-- recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46734: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/46734) — open
-- [PR #46670: [Continuous Batching] Snapshot generation outputs without mutating request state](https://github.com/huggingface/transformers/pull/46670) — closed, merged
-- [PR #46643: Respect min_tokens_to_keep in TopHLogitsWarper](https://github.com/huggingface/transformers/pull/46643) — open
-- [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
-- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
-
 ### `CharlieKerfoot`
 
 - profile: [github.com/CharlieKerfoot](https://github.com/CharlieKerfoot)
@@ -1897,7 +1899,7 @@ Example artifacts:
 - repo first seen: `2026-06-18T09:58:22Z`
 - repo last seen: `2026-06-19T01:14:22Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **2 comments / 1 reviews / 1 review comments**
@@ -1909,7 +1911,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46748: Fix offloaded cache device mismatch on hybrid models](https://github.com/huggingface/transformers/pull/46748) — open
-- [PR #46743: Fall back to the for-loop grouped_mm on CPU](https://github.com/huggingface/transformers/pull/46743) — open
+- [PR #46743: Fall back to the for-loop grouped_mm on CPU](https://github.com/huggingface/transformers/pull/46743) — closed, merged
 - [PR #46741: Fix Mamba2 mixer chunked-prefill / speculative decoding for Zamba2 and Nemotron-H](https://github.com/huggingface/transformers/pull/46741) — open
 
 ### `winglian`
@@ -2252,7 +2254,7 @@ Example artifacts:
 - repo first seen: `2026-06-15T15:28:55Z`
 - repo last seen: `2026-06-17T17:37:25Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **2 PRs / 2 issues**
 - snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
@@ -2263,9 +2265,9 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46732: fix(aria): use math.ceil in get_number_of_image_patches to match actual patch count](https://github.com/huggingface/transformers/pull/46732) — open
+- [PR #46732: fix(aria): use math.ceil in get_number_of_image_patches to match actual patch count](https://github.com/huggingface/transformers/pull/46732) — closed, merged
 - [PR #46672: fix: reorder cache for all cache key names during beam search](https://github.com/huggingface/transformers/pull/46672) — closed
-- [Issue #46728: Aria: get_number_of_image_patches returns wrong count with max_image_size=980 when best resolution has odd 490 multiples](https://github.com/huggingface/transformers/issues/46728) — open
+- [Issue #46728: Aria: get_number_of_image_patches returns wrong count with max_image_size=980 when best resolution has odd 490 multiples](https://github.com/huggingface/transformers/issues/46728) — closed
 - [Issue #46697: Swin2SR image processor over-pads images when dimensions are already divisible by size_divisor](https://github.com/huggingface/transformers/issues/46697) — open
 
 ### `ishan-1010`
@@ -3262,7 +3264,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46759: Default Gemma4 processor text padding to False (align with Gemma3 / Qwen3-VL)](https://github.com/huggingface/transformers/pull/46759) — open
+- [PR #46759: Default Gemma4 processor text padding to False (align with Gemma3 / Qwen3-VL)](https://github.com/huggingface/transformers/pull/46759) — closed
 - [PR #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
 
 ### `cyyever`
@@ -3288,6 +3290,32 @@ Example artifacts:
 - [PR #45113: Add GDS support for safetensors loading ](https://github.com/huggingface/transformers/pull/45113) — open
 - [PR #44123: Avoid device sync in training loss accumulation](https://github.com/huggingface/transformers/pull/44123) — open
 
+### `tomaarsen`
+
+- profile: [github.com/tomaarsen](https://github.com/tomaarsen)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen)
+- repo first seen: `2025-12-02T16:00:11Z`
+- repo last seen: `2026-06-19T11:36:58Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **26**
+- snapshot authored PRs/issues: **19 PRs / 7 issues**
+- snapshot discussion activity: **61 comments / 157 reviews / 153 review comments**
+- account age: **3012 days**
+- recent public PR activity: **52 PRs** (50 merged / 0 closed-unmerged / 2 open; merged rate **96%**, closed-unmerged rate **0%**, open rate **4%**)
+- public orgs: `nltk`, `huggingface`, `embeddings-benchmark`, `Hugging-Face-Helping-Hand`
+- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
+
+Example artifacts:
+- [PR #46766: [`peft`] Support key_mapping with PEFT models](https://github.com/huggingface/transformers/pull/46766) — open
+- [PR #45457: Allow loading Qwen Thinker 'base' models without generative head](https://github.com/huggingface/transformers/pull/45457) — closed, merged
+- [PR #45455: [`fix`] Make Qwen2_5OmniProcessor warning a lot less noisy via warning_once](https://github.com/huggingface/transformers/pull/45455) — closed, merged
+- [Issue #46597: [`docs`] PULL_REQUEST_TEMPLATE.md has broken link to non-existent CONTRIBUTING.md section](https://github.com/huggingface/transformers/issues/46597) — closed
+- [Issue #45030: tiny-random glm4v configuration can't load due to config validation changes](https://github.com/huggingface/transformers/issues/45030) — closed
+- [Issue #44877: Strict config prevents loading `granite_speech` config](https://github.com/huggingface/transformers/issues/44877) — closed
+
 ### `omkar-334`
 
 - profile: [github.com/omkar-334](https://github.com/omkar-334)
@@ -3317,12 +3345,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-18T16:05:45Z`
+- repo last seen: `2026-06-19T07:00:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 337 reviews / 868 review comments**
+- snapshot discussion activity: **67 comments / 339 reviews / 870 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`
@@ -3460,12 +3488,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka)
 - repo first seen: `2026-01-21T06:14:39Z`
-- repo last seen: `2026-06-18T15:17:47Z`
+- repo last seen: `2026-06-19T11:45:39Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **5 PRs / 4 issues**
-- snapshot discussion activity: **20 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **21 comments / 4 reviews / 4 review comments**
 - account age: **3900 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -4053,7 +4081,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45813: fix: route Granite models to TokenizersBackend to preserve tokenizer.json pre-tokenizer](https://github.com/huggingface/transformers/pull/45813) — closed, merged
-- [Issue #45920: AutoTokenizer produces wrong token IDs for OLMo2, HyperClovaX, DeepSeek-R1-Distill-Llama, Yi, and others (v5 regression)](https://github.com/huggingface/transformers/issues/45920) — open
+- [Issue #45920: AutoTokenizer produces wrong token IDs for OLMo2, HyperClovaX, DeepSeek-R1-Distill-Llama, Yi, and others (v5 regression)](https://github.com/huggingface/transformers/issues/45920) — closed
 - [Issue #45812: `AutoTokenizer` produces wrong token IDs for all Granite models (silent v4→v5 regression)](https://github.com/huggingface/transformers/issues/45812) — closed
 
 ### `oleksii-tumanov`
@@ -4395,12 +4423,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-06-14T16:45:55Z`
+- repo last seen: `2026-06-19T11:18:04Z`
 - 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: **10 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -4521,6 +4549,28 @@ Example artifacts:
 - [PR #45570: Fix whisper long-form generation when eos_token_id is a list](https://github.com/huggingface/transformers/pull/45570) — open
 - [Issue #45584: Whisper generation fails on empty transcription after align_special_tokens](https://github.com/huggingface/transformers/issues/45584) — closed
 
+### `Sainava`
+
+- profile: [github.com/Sainava](https://github.com/Sainava)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASainava)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASainava)
+- repo first seen: `2026-06-09T09:43:45Z`
+- repo last seen: `2026-06-19T08:40:29Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **865 days**
+- recent public PR activity: **10 PRs** (5 merged / 2 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **20%**, open rate **30%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46764: Add native masked MSE loss for Sapiens2ForPoseEstimation](https://github.com/huggingface/transformers/pull/46764) — open
+- [Issue #46518: Investigate training support for Sapiens2ForPoseEstimation when labels are provided](https://github.com/huggingface/transformers/issues/46518) — open
+
 ### `sharmax-vikas`
 
 - profile: [github.com/sharmax-vikas](https://github.com/sharmax-vikas)
@@ -6084,12 +6134,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryfrzz)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryfrzz)
 - repo first seen: `2026-05-09T15:53:39Z`
-- repo last seen: `2026-05-13T16:50:32Z`
+- repo last seen: `2026-06-19T07:30:41Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **735 days**
 - recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
 - public orgs: none visible
@@ -7220,7 +7270,7 @@ Example artifacts:
 - repo first seen: `2026-06-12T08:32:21Z`
 - repo last seen: `2026-06-18T13:24:00Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7231,7 +7281,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46592: Fix regression in ProcessorMixin._load_tokenizer_from_pretrained for tokenizers at root](https://github.com/huggingface/transformers/pull/46592) — open
+- [PR #46592: Fix regression in ProcessorMixin._load_tokenizer_from_pretrained for tokenizers at root](https://github.com/huggingface/transformers/pull/46592) — closed, merged
 
 ### `puwaer`
 
@@ -7471,7 +7521,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASahith59)
 - repo first seen: `2026-06-19T02:27:30Z`
 - repo last seen: `2026-06-19T02:33:28Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7701,12 +7751,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashreyescodes)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashreyescodes)
 - repo first seen: `2026-06-17T07:30:01Z`
-- repo last seen: `2026-06-19T05:42:09Z`
+- repo last seen: `2026-06-19T10:08:59Z`
 - 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 / 0 reviews / 0 review comments**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
 - account age: **1108 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible

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