Refresh transformers dataset snapshot 20260608T000032Z

README.md

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

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260607T180020Z`
-- Generated: `2026-06-07T18:00:55Z`
+- Snapshot: `20260608T000032Z`
+- Generated: `2026-06-08T00:01:20Z`
 - Activity window: `60d`
 - Contributors: `349`
 
@@ -39,13 +39,13 @@
 | `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 |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 10 | 1 | weak | moderate | low | high open PR share |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
+| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 9 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
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 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 8 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `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 |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 7 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
-| `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 7 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; 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 |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; 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 |
@@ -61,6 +61,7 @@
 | `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 |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
+| `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 |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
 | `RudrenduPaul` | [profile](https://github.com/RudrenduPaul) | no | CONTRIBUTOR | 2913d | `2026-04-09T09:34:42Z` | 4 | 0 | weak | moderate | low | 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 |
@@ -70,11 +71,9 @@
 | `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 |
 | `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 |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
-| `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 7 | 1 | weak | low | 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 |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
@@ -136,6 +135,7 @@
 | `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 |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 5 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; 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 |
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
@@ -150,7 +150,6 @@
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ezylopx5` | [profile](https://github.com/ezylopx5) | no | FIRST_TIME_CONTRIBUTOR | 606d | `2026-04-01T19:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Kash6` | [profile](https://github.com/Kash6) | no | CONTRIBUTOR | 2226d | `2026-04-01T18:07:49Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2026-03-01T07:34:43Z` | 2 | 0 | strong | moderate | low | — |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 2 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -199,7 +198,6 @@
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
-| `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | NONE | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -312,6 +310,7 @@
 | `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 |
 | `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) | yes | FIRST_TIME_CONTRIBUTOR | 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 |
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | FIRST_TIME_CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -336,7 +335,7 @@
 | `simon-testaccount` | [profile](https://github.com/simon-testaccount) | no | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `someaka` | [profile](https://github.com/someaka) | yes | FIRST_TIME_CONTRIBUTOR | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
+| `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -348,6 +347,7 @@
 | `TuringTux` | [profile](https://github.com/TuringTux) | no | CONTRIBUTOR | 2477d | `2026-05-06T16:55:33Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `W-Akrabi` | [profile](https://github.com/W-Akrabi) | yes | FIRST_TIME_CONTRIBUTOR | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `xodn348` | [profile](https://github.com/xodn348) | no | NONE | 2352d | `2026-05-01T07:27:40Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Yanis01682` | [profile](https://github.com/Yanis01682) | no | NONE | 606d | `2026-04-14T01:47:54Z` | 1 | 0 | strong | low | low | — |
 | `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
@@ -649,7 +649,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — open, draft
+- [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — open
 - [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — closed, merged
 - [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — closed, merged
 - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
@@ -1087,6 +1087,29 @@ Example artifacts:
 - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
 - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
 
+### `he-yufeng`
+
+- profile: [github.com/he-yufeng](https://github.com/he-yufeng)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
+- repo first seen: `2026-03-14T18:33:53Z`
+- repo last seen: `2026-06-07T22:58:17Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **7 comments / 2 reviews / 2 review comments**
+- account age: **2909 days**
+- recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46481: Fix static cache max length config](https://github.com/huggingface/transformers/pull/46481) — open
+- [PR #46478: fix: pin hub kernel repository refs](https://github.com/huggingface/transformers/pull/46478) — open
+- [PR #46475: Clarify Falcon-Mamba kernel fallback warning](https://github.com/huggingface/transformers/pull/46475) — open
+
 ### `winglian`
 
 - profile: [github.com/winglian](https://github.com/winglian)
@@ -1228,29 +1251,6 @@ Example artifacts:
 - [PR #46343: fix(falcon_mamba): recommend `pip install kernels` in fast-path warning](https://github.com/huggingface/transformers/pull/46343) — open
 - [PR #46329: perf(feature_extraction_sequence): skip re-splitting already-batched numpy arrays in pad()](https://github.com/huggingface/transformers/pull/46329) — closed, merged
 
-### `he-yufeng`
-
-- profile: [github.com/he-yufeng](https://github.com/he-yufeng)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
-- repo first seen: `2026-03-14T18:33:53Z`
-- repo last seen: `2026-06-07T16:58:04Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 2 reviews / 2 review comments**
-- account age: **2909 days**
-- recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46475: Clarify Falcon-Mamba kernel fallback warning](https://github.com/huggingface/transformers/pull/46475) — open
-- [PR #46474: Fix StaticLayer get_seq_length type hint](https://github.com/huggingface/transformers/pull/46474) — open
-- [PR #46470: Fix T5 decoder input validation error messages](https://github.com/huggingface/transformers/pull/46470) — open
-
 ### `BenjaminBossan`
 
 - profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
@@ -1601,6 +1601,29 @@ Example artifacts:
 - [PR #46435: [Tests] Add regression tests for use_kernels=True crash on Qwen3Next and Qwen3.5](https://github.com/huggingface/transformers/pull/46435) — closed
 - [PR #46391: docs: wrap sam3-litetext inference example in torch.inference_mode()](https://github.com/huggingface/transformers/pull/46391) — open
 
+### `rigen1048`
+
+- profile: [github.com/rigen1048](https://github.com/rigen1048)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
+- repo first seen: `2026-04-28T15:23:48Z`
+- repo last seen: `2026-06-07T18:25:04Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
+- account age: **92 days**
+- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46477: fix: sanitize path separators in _sanitize_module_name to prevent path traversal chars](https://github.com/huggingface/transformers/pull/46477) — closed
+- [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
+- [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
+
 ### `rtrompier`
 
 - profile: [github.com/rtrompier](https://github.com/rtrompier)
@@ -1810,29 +1833,6 @@ Example artifacts:
 - [PR #46152: Avoid reading self source code via file open()](https://github.com/huggingface/transformers/pull/46152) — open
 - [PR #45815: Get rid of deprecated use_return_dict call.](https://github.com/huggingface/transformers/pull/45815) — closed, merged
 
-### `rigen1048`
-
-- profile: [github.com/rigen1048](https://github.com/rigen1048)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arigen1048)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arigen1048)
-- repo first seen: `2026-04-28T15:23:48Z`
-- repo last seen: `2026-06-07T11:31:07Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **16 comments / 0 reviews / 0 review comments**
-- account age: **92 days**
-- recent public PR activity: **5 PRs** (0 merged / 3 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **60%**, open rate **40%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45840: fix: ModuleNotFoundError caused by distributed race condition in ci/cd](https://github.com/huggingface/transformers/pull/45840) — open
-- [PR #45787: fix: ModuleNotFoundError caused by distributed race condition in ci/cd test](https://github.com/huggingface/transformers/pull/45787) — closed
-- [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
-
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -1903,29 +1903,6 @@ Example artifacts:
 - [PR #44160: Add model lerobot PI0 to transformers](https://github.com/huggingface/transformers/pull/44160) — closed, merged
 - [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
 
-### `RyanMullins`
-
-- profile: [github.com/RyanMullins](https://github.com/RyanMullins)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
-- repo first seen: `2025-03-12T07:35:51Z`
-- repo last seen: `2026-04-23T14:11:12Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
-- account age: **5413 days**
-- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: `google-deepmind`, `PAIR-code`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45605: Processing Utils: continue when content is a string](https://github.com/huggingface/transformers/pull/45605) — closed, merged
-- [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
-- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
-
 ### `SangbumChoi`
 
 - profile: [github.com/SangbumChoi](https://github.com/SangbumChoi)
@@ -2635,12 +2612,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agoingforstudying-ctrl)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agoingforstudying-ctrl)
 - repo first seen: `2026-06-02T23:21:10Z`
-- repo last seen: `2026-06-05T14:17:33Z`
+- repo last seen: `2026-06-07T23:27:12Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **120 days**
 - recent public PR activity: **80 PRs** (16 merged / 35 closed-unmerged / 29 open; merged rate **20%**, closed-unmerged rate **44%**, open rate **36%**)
 - public orgs: none visible
@@ -2648,7 +2625,7 @@ Example artifacts:
 - heuristic read: **young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46392: fix(hub): prevent path traversal in sharded checkpoint loading](https://github.com/huggingface/transformers/pull/46392) — open
+- [PR #46392: fix(hub): prevent path traversal in sharded checkpoint loading](https://github.com/huggingface/transformers/pull/46392) — closed
 - [PR #46359: fix(tokenization): avoid O(T·N·logN) performance regression in convert_tokens_to_ids](https://github.com/huggingface/transformers/pull/46359) — closed
 
 ### `hf-dependantbot-rollout[bot]`
@@ -3301,6 +3278,29 @@ Example artifacts:
 - [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)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins)
+- repo first seen: `2025-03-12T07:35:51Z`
+- repo last seen: `2026-04-23T14:11:12Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
+- account age: **5413 days**
+- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: `google-deepmind`, `PAIR-code`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #45605: Processing Utils: continue when content is a string](https://github.com/huggingface/transformers/pull/45605) — closed, merged
+- [PR #45328: Update Gemma4 weight conversion script](https://github.com/huggingface/transformers/pull/45328) — closed, merged
+- [PR #45192: casually dropping the most capable open weights on the planet](https://github.com/huggingface/transformers/pull/45192) — closed, merged
+
 ### `dacorvo`
 
 - profile: [github.com/dacorvo](https://github.com/dacorvo)
@@ -3629,28 +3629,6 @@ Example artifacts:
 - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
 - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
 
-### `Kash6`
-
-- profile: [github.com/Kash6](https://github.com/Kash6)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKash6)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKash6)
-- repo first seen: `2026-04-01T18:07:49Z`
-- repo last seen: `2026-05-11T18:49:56Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
-- account age: **2226 days**
-- recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: `CynatraDevelopers`
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45330: Fix Qwen2.5-VL temporal RoPE scaling applied to still images](https://github.com/huggingface/transformers/pull/45330) — closed, merged
-- [PR #45171: Fix Sam3Processor missing input_boxes_labels for padded None entries](https://github.com/huggingface/transformers/pull/45171) — closed, merged
-
 ### `leaderofARS`
 
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
@@ -4707,27 +4685,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45641: Fix NameError in serving CLI due to conditional import asymmetry](https://github.com/huggingface/transformers/pull/45641) — closed
 
-### `abidlabs`
-
-- profile: [github.com/abidlabs](https://github.com/abidlabs)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabidlabs)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabidlabs)
-- repo first seen: `2026-01-13T19:16:29Z`
-- repo last seen: `2026-04-10T18:19:55Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 7 reviews / 6 review comments**
-- account age: **5075 days**
-- recent public PR activity: **77 PRs** (65 merged / 8 closed-unmerged / 4 open; merged rate **84%**, closed-unmerged rate **10%**, open rate **5%**)
-- public orgs: `huggingface`, `gradio-app`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — closed, merged
-
 ### `Aditya-ad48`
 
 - profile: [github.com/Aditya-ad48](https://github.com/Aditya-ad48)
@@ -7081,6 +7038,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46243: Separate pip command syntax for notebook and CLI tabs in Quickstart](https://github.com/huggingface/transformers/pull/46243) — closed, merged
 
+### `py-ai-dev`
+
+- profile: [github.com/py-ai-dev](https://github.com/py-ai-dev)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apy-ai-dev)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apy-ai-dev)
+- repo first seen: `2026-03-21T22:53:27Z`
+- repo last seen: `2026-06-07T19:59:05Z`
+- 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 / 2 reviews / 0 review comments**
+- account age: **78 days**
+- recent public PR activity: **13 PRs** (0 merged / 1 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **8%**, open rate **92%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — open, draft
+
 ### `ramkumar27072006`
 
 - profile: [github.com/ramkumar27072006](https://github.com/ramkumar27072006)
@@ -7592,8 +7570,8 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asomeaka)
 - repo first seen: `2026-06-07T17:49:40Z`
 - repo last seen: `2026-06-07T17:49:40Z`
-- first seen in snapshot: **yes**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -7604,7 +7582,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; many recent closed-unmerged PRs; targets high-star repos**
 
 Example artifacts:
-- [PR #46476: Fix: skip caching_allocator_warmup for non-CUDA/XPU accelerator devices](https://github.com/huggingface/transformers/pull/46476) — open
+- [PR #46476: Fix: skip caching_allocator_warmup for non-CUDA/XPU accelerator devices](https://github.com/huggingface/transformers/pull/46476) — closed
 
 ### `songyuc`
 
@@ -7837,6 +7815,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46302: docs: add docstrings to create_sinusoidal_embeddings in DistilBERT](https://github.com/huggingface/transformers/pull/46302) — closed
 
+### `W-Akrabi`
+
+- profile: [github.com/W-Akrabi](https://github.com/W-Akrabi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AW-Akrabi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AW-Akrabi)
+- repo first seen: `2026-06-07T22:07:11Z`
+- repo last seen: `2026-06-07T22:07:11Z`
+- 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: **1346 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 #46480: Fix remote cache position and serving imports](https://github.com/huggingface/transformers/pull/46480) — open, draft
+
 ### `xodn348`
 
 - profile: [github.com/xodn348](https://github.com/xodn348)

new_contributors.parquet

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+size 62421

pr-scope-clusters.json

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@@ -19,7 +19,7 @@
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@@ -238,11 +238,11 @@
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