Refresh transformers dataset snapshot 20260621T120038Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260621T060015Z`
-- Generated: `2026-06-21T06:00:51Z`
+- Snapshot: `20260621T120038Z`
+- Generated: `2026-06-21T12:01:16Z`
 - Activity window: `60d`
-- Contributors: `357`
+- Contributors: `355`
 
 ## Summary
 
@@ -14,7 +14,7 @@
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 97 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 96 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 92 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 69 | 3 | 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` | 70 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 67 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `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` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -74,6 +74,7 @@
 | `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 |
+| `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; 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 |
 | `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 |
@@ -84,7 +85,6 @@
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3573d | `2026-04-02T19:05:35Z` | 3 | 0 | strong | low | low | targets high-star repos |
 | `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 | 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 |
@@ -130,18 +130,15 @@
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
-| `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | yes | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-21T01:56:59Z` | 2 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `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 |
-| `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `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 |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
-| `CodersAcademy006` | [profile](https://github.com/CodersAcademy006) | no | CONTRIBUTOR | 1448d | `2025-10-15T09:44:53Z` | 6 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2025-03-12T07:35:51Z` | 6 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3900d | `2026-01-21T06:14:39Z` | 5 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `lashahub` | [profile](https://github.com/lashahub) | no | CONTRIBUTOR | 3339d | `2026-01-08T16:47:50Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -155,6 +152,7 @@
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 3 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
+| `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
@@ -190,7 +188,6 @@
 | `nealwu` | [profile](https://github.com/nealwu) | no | CONTRIBUTOR | 5508d | `2026-05-12T03:11:36Z` | 1 | 1 | strong | low | low | — |
 | `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 |
@@ -264,6 +261,7 @@
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `Haris-bin-shakeel` | [profile](https://github.com/Haris-bin-shakeel) | no | NONE | 589d | `2026-06-08T18:36:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | NONE | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Hasnaathussain` | [profile](https://github.com/Hasnaathussain) | yes | FIRST_TIME_CONTRIBUTOR | 1426d | `2026-06-21T11:56:27Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `henloworldowo` | [profile](https://github.com/henloworldowo) | no | FIRST_TIMER | 2d | `2026-05-04T05:53:33Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `huzama` | [profile](https://github.com/huzama) | no | NONE | 3081d | `2026-05-14T02:06:51Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `i3hz` | [profile](https://github.com/i3hz) | no | CONTRIBUTOR | 961d | `2026-02-18T04:04:37Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -496,11 +494,11 @@ 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: `2026-06-19T13:07:51Z`
+- repo last seen: `2026-06-21T09:51:51Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **72**
-- snapshot authored PRs/issues: **69 PRs / 3 issues**
+- repo primary artifacts: **73**
+- snapshot authored PRs/issues: **70 PRs / 3 issues**
 - snapshot discussion activity: **203 comments / 724 reviews / 1433 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%**)
@@ -509,9 +507,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #46792: Enable CB paged decode fast path for MPS hub kernels + sensible block_size default](https://github.com/huggingface/transformers/pull/46792) — open
 - [PR #46740: Allow metal-flash-sdpa for OpenAIPrivacyFilter on MPS](https://github.com/huggingface/transformers/pull/46740) — open
 - [PR #46722: Reflect baked post-processor in `add_bos_token`/`add_eos_token`](https://github.com/huggingface/transformers/pull/46722) — open
-- [PR #46719: fixes per head minimaxm3](https://github.com/huggingface/transformers/pull/46719) — closed, merged
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
 - [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
@@ -863,12 +861,12 @@ 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: `2026-06-19T14:19:24Z`
+- repo last seen: `2026-06-21T09:34:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **23 PRs / 4 issues**
-- snapshot discussion activity: **72 comments / 382 reviews / 348 review comments**
+- snapshot discussion activity: **72 comments / 385 reviews / 351 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`
@@ -1912,6 +1910,29 @@ Example artifacts:
 - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
 - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
 
+### `Vitaliy-Pikalo`
+
+- profile: [github.com/Vitaliy-Pikalo](https://github.com/Vitaliy-Pikalo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVitaliy-Pikalo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVitaliy-Pikalo)
+- repo first seen: `2026-06-21T01:56:59Z`
+- repo last seen: `2026-06-21T08:20:03Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **636 days**
+- recent public PR activity: **19 PRs** (0 merged / 1 closed-unmerged / 18 open; merged rate **0%**, closed-unmerged rate **5%**, open rate **95%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46791: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46791) — open
+- [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — open
+- [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — open
+
 ### `winglian`
 
 - profile: [github.com/winglian](https://github.com/winglian)
@@ -2148,29 +2169,6 @@ Example artifacts:
 - [PR #45582: generate: drop stale num_return_sequences warning on continuous batching path](https://github.com/huggingface/transformers/pull/45582) — closed, merged
 - [PR #45080: Fix PreTrainedConfig as Pydantic field type after dataclass conversion](https://github.com/huggingface/transformers/pull/45080) — closed
 
-### `vkuzo`
-
-- profile: [github.com/vkuzo](https://github.com/vkuzo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo)
-- repo first seen: `2026-01-28T15:04:44Z`
-- repo last seen: `2026-04-23T15:41:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **5127 days**
-- recent public PR activity: **95 PRs** (78 merged / 9 closed-unmerged / 8 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **8%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45609: make it possible to ser/deser HF MoE models with torchao](https://github.com/huggingface/transformers/pull/45609) — open, draft
-- [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — closed, merged
-- [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
-
 ### `nurpax`
 
 - profile: [github.com/nurpax](https://github.com/nurpax)
@@ -3173,28 +3171,6 @@ 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
 
-### `Vitaliy-Pikalo`
-
-- profile: [github.com/Vitaliy-Pikalo](https://github.com/Vitaliy-Pikalo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVitaliy-Pikalo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVitaliy-Pikalo)
-- repo first seen: `2026-06-21T01:56:59Z`
-- repo last seen: `2026-06-21T03:55:59Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **636 days**
-- recent public PR activity: **19 PRs** (0 merged / 1 closed-unmerged / 18 open; merged rate **0%**, closed-unmerged rate **5%**, open rate **95%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
-- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — open
-- [PR #46788: fix: cast q_offset/kv_offset to int in flex_attention_mask to prevent tensor-type mask shape errors](https://github.com/huggingface/transformers/pull/46788) — open
-
 ### `voodoovampire`
 
 - profile: [github.com/voodoovampire](https://github.com/voodoovampire)
@@ -3334,31 +3310,6 @@ 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
 
-### `casinca`
-
-- profile: [github.com/casinca](https://github.com/casinca)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
-- repo first seen: `2025-12-10T12:31:18Z`
-- repo last seen: `2026-06-17T18:59:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **8 PRs / 2 issues**
-- snapshot discussion activity: **20 comments / 31 reviews / 31 review comments**
-- account age: **2626 days**
-- recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45572: refactor(Dots1): drop Dots1MoE override to `pass` (inherits from DSV3 MoE)](https://github.com/huggingface/transformers/pull/45572) — closed, merged
-- [PR #45555: perf: avoid recomputing rotary_emb for each layer in some Google and ModernBERT models](https://github.com/huggingface/transformers/pull/45555) — closed, merged
-- [PR #45441: fix(DSV3): parity between native `DeepseekV3MoE` and remote official implementation](https://github.com/huggingface/transformers/pull/45441) — closed, merged
-- [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
-
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -3433,29 +3384,6 @@ Example artifacts:
 - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
 - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
 
-### `CodersAcademy006`
-
-- profile: [github.com/CodersAcademy006](https://github.com/CodersAcademy006)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACodersAcademy006)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACodersAcademy006)
-- repo first seen: `2025-10-15T09:44:53Z`
-- repo last seen: `2026-04-22T11:32:16Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1448 days**
-- recent public PR activity: **11 PRs** (1 merged / 4 closed-unmerged / 6 open; merged rate **9%**, closed-unmerged rate **36%**, open rate **55%**)
-- 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 #45575: fix(generation): remove stale warning for num_return_sequences in paged generate](https://github.com/huggingface/transformers/pull/45575) — closed
-- [PR #43047: fix: prevent accelerate from splitting vision encoder by setting _no_…](https://github.com/huggingface/transformers/pull/43047) — closed, merged
-- [PR #43044: [SAM3] Enable single-scale input support in Mask Decoder](https://github.com/huggingface/transformers/pull/43044) — open
-
 ### `RyanMullins`
 
 - profile: [github.com/RyanMullins](https://github.com/RyanMullins)
@@ -3767,6 +3695,29 @@ Example artifacts:
 - [PR #39770: [Bugfix] Fix `AutoModel.from_pretrained(..., quantization_config=None)` regression](https://github.com/huggingface/transformers/pull/39770) — closed
 - [PR #39740: [Tests] [Bugfix] Make weights tied for `dynamic_tied_weights` test](https://github.com/huggingface/transformers/pull/39740) — closed
 
+### `vkuzo`
+
+- profile: [github.com/vkuzo](https://github.com/vkuzo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo)
+- repo first seen: `2026-01-28T15:04:44Z`
+- repo last seen: `2026-04-23T15:41:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **5127 days**
+- recent public PR activity: **95 PRs** (78 merged / 9 closed-unmerged / 8 open; merged rate **82%**, closed-unmerged rate **9%**, open rate **8%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #45609: make it possible to ser/deser HF MoE models with torchao](https://github.com/huggingface/transformers/pull/45609) — open, draft
+- [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — closed, merged
+- [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
+
 ### `oliverholworthy`
 
 - profile: [github.com/oliverholworthy](https://github.com/oliverholworthy)
@@ -4547,28 +4498,6 @@ Example artifacts:
 - [PR #46465: fix: T5 decoder error message uses wrong field names](https://github.com/huggingface/transformers/pull/46465) — closed
 - [Issue #46463: [Bug] Incorrect error message for T5 model family's decoder input validation](https://github.com/huggingface/transformers/issues/46463) — open
 
-### `ronansgd`
-
-- profile: [github.com/ronansgd](https://github.com/ronansgd)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aronansgd)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aronansgd)
-- repo first seen: `2026-04-22T08:50:02Z`
-- repo last seen: `2026-04-22T17:24:47Z`
-- 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: **1 comments / 0 reviews / 0 review comments**
-- account age: **2195 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 #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)
@@ -6106,6 +6035,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45863: fix: add HF_USE_MLX opt-out for MLX detection](https://github.com/huggingface/transformers/pull/45863) — closed
 
+### `Hasnaathussain`
+
+- profile: [github.com/Hasnaathussain](https://github.com/Hasnaathussain)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHasnaathussain)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHasnaathussain)
+- repo first seen: `2026-06-21T11:56:27Z`
+- repo last seen: `2026-06-21T11:56:27Z`
+- 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: **1426 days**
+- recent public PR activity: **7 PRs** (0 merged / 1 closed-unmerged / 6 open; merged rate **0%**, closed-unmerged rate **14%**, open rate **86%**)
+- 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 #46793: fix(tokenization): prevent IndexError in apply_chat_template on empty conversation list](https://github.com/huggingface/transformers/pull/46793) — open
+
 ### `henloworldowo`
 
 - profile: [github.com/henloworldowo](https://github.com/henloworldowo)

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       "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #46790.",
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@@ -2515,8 +2814,8 @@
         {
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@@ -2549,7 +2848,7 @@
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         {
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-      "shared_filenames": [
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@@ -3322,8 +3537,8 @@
         {
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@@ -3360,7 +3575,7 @@
         {
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@@ -3454,7 +3669,7 @@
         44676
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-      "average_similarity": 0.567,
+      "average_similarity": 0.568,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
       "shared_filenames": [
         "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -3469,7 +3684,7 @@
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@@ -3757,122 +3896,50 @@
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+            "src/transformers/models/hubert/modeling_hubert.py",
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-            "src/transformers",
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+            "src/transformers/models/data2vec",
+            "src/transformers/models/hubert",
+            "src/transformers/models/sew",
+            "src/transformers/models/sew_d",
+            "src/transformers/models/unispeech",
+            "src/transformers/models/unispeech_sat",
+            "src/transformers/models/wav2vec2",
+            "src/transformers/models/wav2vec2_bert",
+            "src/transformers/models/wav2vec2_conformer",
+            "src/transformers/models/wavlm"
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@@ -3949,6 +4016,78 @@
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+    {
+      "cluster_id": "pr-scope-43656-3",
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+        44682
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+      "representative_pr_number": 43656,
+      "average_similarity": 0.472,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
+      "shared_filenames": [
+        "src/transformers/cli/serve.py"
+      ],
+      "shared_directories": [
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+          "shared_filenames": [
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+            "src/transformers",
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+        {
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@@ -4010,7 +4149,7 @@
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@@ -4259,7 +4398,7 @@
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@@ -4611,7 +4750,7 @@
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