Refresh transformers dataset snapshot 20260521T000027Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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@@ -21349,14 +21531,14 @@
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@@ -21633,63 +21815,6 @@
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new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260520T180026Z`
-- Generated: `2026-05-20T18:01:26Z`
+- Snapshot: `20260521T000027Z`
+- Generated: `2026-05-21T00:01:14Z`
 - Activity window: `60d`
-- Contributors: `356`
+- Contributors: `358`
 
 ## Summary
 
@@ -21,9 +21,9 @@
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 44 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 35 | 1 | strong | moderate | low | targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
+| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 31 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 30 | 0 | strong | low | low | targets high-star repos |
-| `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 30 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 25 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 22 | 0 | strong | low | low | targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
@@ -38,9 +38,9 @@
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 13 | 0 | mixed | moderate | low | — |
+| `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 |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
-| `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 8 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `JJJYmmm` | [profile](https://github.com/JJJYmmm) | no | CONTRIBUTOR | 1648d | `2026-01-27T10:34:17Z` | 8 | 0 | mixed | moderate | low | targets high-star repos |
 | `s-zx` | [profile](https://github.com/s-zx) | no | NONE | 2020d | `2026-03-08T19:38:00Z` | 8 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -115,7 +115,6 @@
 | `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `moonbogi` | [profile](https://github.com/moonbogi) | no | CONTRIBUTOR | 3943d | `2026-04-27T22:45:13Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `onwp` | [profile](https://github.com/onwp) | no | CONTRIBUTOR | 2575d | `2026-04-01T05:05:40Z` | 2 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
@@ -125,6 +124,7 @@
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
+| `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `sharziki` | [profile](https://github.com/sharziki) | no | CONTRIBUTOR | 1559d | `2026-04-11T02:31:44Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -189,6 +189,7 @@
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `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 | FIRST_TIME_CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `pasta-paul` | [profile](https://github.com/pasta-paul) | yes | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Regata3010` | [profile](https://github.com/Regata3010) | no | CONTRIBUTOR | 1431d | `2026-04-08T04:07:37Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `rpathade` | [profile](https://github.com/rpathade) | no | FIRST_TIME_CONTRIBUTOR | 2005d | `2026-03-29T22:46:13Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -228,6 +229,7 @@
 | `balgaly` | [profile](https://github.com/balgaly) | no | NONE | 3775d | `2026-04-05T15:38:58Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `blipbyte` | [profile](https://github.com/blipbyte) | yes | FIRST_TIME_CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -274,6 +276,7 @@
 | `jIab-b` | [profile](https://github.com/jIab-b) | no | NONE | 580d | `2026-04-07T09:11:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JiauZhang` | [profile](https://github.com/JiauZhang) | no | CONTRIBUTOR | 2918d | `2026-04-15T14:00:11Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `jmayank1511` | [profile](https://github.com/jmayank1511) | yes | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -324,7 +327,6 @@
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 1 | 0 | mixed | low | low | — |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
-| `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | NONE | 1145d | `2026-05-20T11:01:54Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ruben-aghayan` | [profile](https://github.com/ruben-aghayan) | no | CONTRIBUTOR | 3216d | `2026-04-13T03:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ruixiang63` | [profile](https://github.com/ruixiang63) | no | CONTRIBUTOR | 3277d | `2026-04-27T21:19:22Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -337,7 +339,7 @@
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | FIRST_TIME_CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | FIRST_TIME_CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | yes | FIRST_TIME_CONTRIBUTOR | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | FIRST_TIME_CONTRIBUTOR | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -662,6 +664,29 @@ Example artifacts:
 - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
 - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
 
+### `yonigozlan`
+
+- profile: [github.com/yonigozlan](https://github.com/yonigozlan)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
+- repo first seen: `2025-04-02T00:38:09Z`
+- repo last seen: `2026-05-20T21:47:18Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **32**
+- snapshot authored PRs/issues: **32 PRs / 0 issues**
+- snapshot discussion activity: **62 comments / 200 reviews / 386 review comments**
+- account age: **1978 days**
+- recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46130: Fix image-segmentation pipeline support for RF-DETR](https://github.com/huggingface/transformers/pull/46130) — open
+- [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
+- [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
+
 ### `itazap`
 
 - profile: [github.com/itazap](https://github.com/itazap)
@@ -708,29 +733,6 @@ Example artifacts:
 - [PR #46103: [Fix] Remove calls to unsupported functions in TP](https://github.com/huggingface/transformers/pull/46103) — closed, merged
 - [PR #46070: [CB] [Major] Rework manager to have clearer control flow + handle TP](https://github.com/huggingface/transformers/pull/46070) — open
 
-### `yonigozlan`
-
-- profile: [github.com/yonigozlan](https://github.com/yonigozlan)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan)
-- repo first seen: `2025-04-02T00:38:09Z`
-- repo last seen: `2026-05-20T16:16:38Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **30**
-- snapshot authored PRs/issues: **30 PRs / 0 issues**
-- snapshot discussion activity: **62 comments / 200 reviews / 386 review comments**
-- account age: **1978 days**
-- recent public PR activity: **15 PRs** (11 merged / 0 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
-- [PR #45996: [Weight converter] Account for base model prefix in scoped weight conversion](https://github.com/huggingface/transformers/pull/45996) — open
-- [PR #45922: 🚨Fix memory leaks caused by lru decorators in vision models](https://github.com/huggingface/transformers/pull/45922) — closed, merged
-
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
@@ -1068,6 +1070,29 @@ Example artifacts:
 - [PR #46069: [ShieldGemma2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46069) — open
 - [PR #46028: Support FA2 flash_attn_with_kvcache for XPU continuous batching](https://github.com/huggingface/transformers/pull/46028) — open
 
+### `AmineDiro`
+
+- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
+- repo first seen: `2026-04-14T15:35:56Z`
+- repo last seen: `2026-05-20T20:29:05Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **17 comments / 10 reviews / 10 review comments**
+- account age: **3865 days**
+- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46126: EP + Trainer integration on top of DistributedConfig (#45028)](https://github.com/huggingface/transformers/pull/46126) — open, draft
+- [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
+- [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — open
+
 ### `winglian`
 
 - profile: [github.com/winglian](https://github.com/winglian)
@@ -1116,29 +1141,6 @@ Example artifacts:
 - [Issue #45440: Native `DeepseekV3MoE` diverges from the remote DeepSeekV3 implementation](https://github.com/huggingface/transformers/issues/45440) — closed
 - [Issue #45141: [refactor] gpt-oss `eager_attention_forward` for modularity (Ex: models with dual eager attn: sink/no sink)](https://github.com/huggingface/transformers/issues/45141) — closed
 
-### `AmineDiro`
-
-- profile: [github.com/AmineDiro](https://github.com/AmineDiro)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAmineDiro)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAmineDiro)
-- repo first seen: `2026-04-14T15:35:56Z`
-- repo last seen: `2026-05-20T15:40:38Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 10 reviews / 10 review comments**
-- account age: **3865 days**
-- recent public PR activity: **17 PRs** (8 merged / 1 closed-unmerged / 8 open; merged rate **47%**, closed-unmerged rate **6%**, open rate **47%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
-- [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — open
-- [PR #45662: Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast](https://github.com/huggingface/transformers/pull/45662) — open
-
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -2833,28 +2835,6 @@ Example artifacts:
 - [PR #45211: [Qwen3MoE] Fix wrong return type annotation in Qwen3MoeSparseMoeBlock.forward](https://github.com/huggingface/transformers/pull/45211) — closed
 - [PR #45036: [fix] BC for legacy configs with top-level rope_theta when rope_parameters is set via rope_scaling](https://github.com/huggingface/transformers/pull/45036) — closed
 
-### `maxsloef-goodfire`
-
-- profile: [github.com/maxsloef-goodfire](https://github.com/maxsloef-goodfire)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire)
-- repo first seen: `2026-03-21T20:25:51Z`
-- repo last seen: `2026-04-23T15:48:20Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **315 days**
-- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **young account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44915: 🔴🔴🔴 fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`](https://github.com/huggingface/transformers/pull/44915) — closed, merged
-- [PR #44914: fix: set `clean_up_tokenization_spaces=False` in Llama 3 tokenizer conversion](https://github.com/huggingface/transformers/pull/44914) — closed, merged
-
 ### `moonbogi`
 
 - profile: [github.com/moonbogi](https://github.com/moonbogi)
@@ -3053,6 +3033,28 @@ Example artifacts:
 - [PR #46081: fix(cache): StaticLayer.get_seq_length() should return int not Tensor](https://github.com/huggingface/transformers/pull/46081) — closed
 - [PR #45924: Fix AutoTokenizer using wrong tokenizer class for olmo2, granite, granitemoehybrid, hyperclovax, and ernie models](https://github.com/huggingface/transformers/pull/45924) — closed
 
+### `rohanbalsaraf`
+
+- profile: [github.com/rohanbalsaraf](https://github.com/rohanbalsaraf)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arohanbalsaraf)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arohanbalsaraf)
+- repo first seen: `2026-05-20T11:01:54Z`
+- repo last seen: `2026-05-20T18:41:24Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1145 days**
+- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
+- [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
+
 ### `saiganesh47`
 
 - profile: [github.com/saiganesh47](https://github.com/saiganesh47)
@@ -4487,6 +4489,28 @@ Example artifacts:
 - [PR #45835: fix: kosmos2.5: properly expand embeddings table](https://github.com/huggingface/transformers/pull/45835) — open
 - [Issue #45834: Kosmos2.5: index error on long ocr input](https://github.com/huggingface/transformers/issues/45834) — open
 
+### `pasta-paul`
+
+- profile: [github.com/pasta-paul](https://github.com/pasta-paul)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apasta-paul)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apasta-paul)
+- repo first seen: `2026-05-20T20:41:45Z`
+- repo last seen: `2026-05-20T21:39:47Z`
+- first seen in snapshot: **yes**
+- 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: **932 days**
+- recent public PR activity: **8 PRs** (2 merged / 1 closed-unmerged / 5 open; merged rate **25%**, closed-unmerged rate **12%**, open rate **62%**)
+- 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 #46127: [deepseek_v4] Add DeepseekV4NextNPredictor class for MTP draft-head support](https://github.com/huggingface/transformers/pull/46127) — open
+- [Issue #46129: [deepseek_v4] conversion_mapping doesn't cover mtp.* paths — MTP keys silently random-init even after _keys_to_ignore is empty](https://github.com/huggingface/transformers/issues/46129) — open
+
 ### `Regata3010`
 
 - profile: [github.com/Regata3010](https://github.com/Regata3010)
@@ -5311,6 +5335,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — closed
 
+### `blipbyte`
+
+- profile: [github.com/blipbyte](https://github.com/blipbyte)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablipbyte)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablipbyte)
+- repo first seen: `2026-05-20T19:46:05Z`
+- repo last seen: `2026-05-20T19:46:05Z`
+- 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 / 0 reviews / 0 review comments**
+- account age: **2606 days**
+- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #46125: Fix _is_package_available reporting available without a version](https://github.com/huggingface/transformers/pull/46125) — open
+
 ### `blut-agent`
 
 - profile: [github.com/blut-agent](https://github.com/blut-agent)
@@ -6278,6 +6323,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45552: Remove warnings for modernbert](https://github.com/huggingface/transformers/pull/45552) — open
 
+### `jmayank1511`
+
+- profile: [github.com/jmayank1511](https://github.com/jmayank1511)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajmayank1511)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajmayank1511)
+- repo first seen: `2026-05-20T18:13:18Z`
+- repo last seen: `2026-05-20T18:13:18Z`
+- 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: **2753 days**
+- recent public PR activity: **8 PRs** (6 merged / 0 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+
+Example artifacts:
+- [PR #46122:  Add cache-aware streaming and RNN-T head for Parakeet](https://github.com/huggingface/transformers/pull/46122) — open
+
 ### `joerowell`
 
 - profile: [github.com/joerowell](https://github.com/joerowell)
@@ -7229,12 +7295,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARamshankar07)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARamshankar07)
 - repo first seen: `2026-05-19T19:06:02Z`
-- repo last seen: `2026-05-20T16:54:00Z`
+- repo last seen: `2026-05-20T18:56:46Z`
 - 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: **3 comments / 1 reviews / 1 review comments**
+- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
 - account age: **1761 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
@@ -7328,27 +7394,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45748: Optimize Qwen3 RoPE: precompute cos/sin cache for static rope_type](https://github.com/huggingface/transformers/pull/45748) — closed, draft
 
-### `rohanbalsaraf`
-
-- profile: [github.com/rohanbalsaraf](https://github.com/rohanbalsaraf)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arohanbalsaraf)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arohanbalsaraf)
-- repo first seen: `2026-05-20T11:01:54Z`
-- repo last seen: `2026-05-20T12:18:58Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **1145 days**
-- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
-
 ### `rraghavkaushik`
 
 - profile: [github.com/rraghavkaushik](https://github.com/rraghavkaushik)
@@ -7544,12 +7589,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asebastianvlad1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asebastianvlad1)
 - repo first seen: `2026-04-30T16:48:02Z`
-- repo last seen: `2026-05-09T08:45:27Z`
+- repo last seen: `2026-05-20T18:17:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - 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: **3207 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
@@ -7607,12 +7652,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShashank-Tripathi-07)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShashank-Tripathi-07)
 - repo first seen: `2026-05-20T15:18:30Z`
-- repo last seen: `2026-05-20T16:02:47Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-05-20T18:11:45Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **644 days**
 - recent public PR activity: **60 PRs** (40 merged / 6 closed-unmerged / 14 open; merged rate **67%**, closed-unmerged rate **10%**, open rate **23%**)
 - public orgs: none visible

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         46111
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@@ -1585,8 +1585,8 @@
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@@ -1602,7 +1602,7 @@
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@@ -1636,8 +1636,8 @@
         {
           "left_pr_number": 34667,
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-          "similarity": 0.444,
-          "content_similarity": 0.362,
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           "breadth_similarity": 1.0,
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@@ -1653,8 +1653,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.425,
-          "content_similarity": 0.365,
+          "similarity": 0.424,
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           "breadth_similarity": 1.0,
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@@ -1828,6 +1828,130 @@
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+        43665,
+        46100,
+        46114
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+      "average_similarity": 0.538,
+      "summary": "4 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #46100.",
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+          "size_similarity": 0.364,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.545,
+          "shared_filenames": [
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           "left_pr_number": 44547,
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@@ -1946,240 +2070,240 @@
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     {
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-      "summary": "4 open PRs share weighted file overlap around `tests/models/vit/test_modeling_vit.py`; representative PR #46100.",
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+      "average_similarity": 0.422,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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@@ -2195,7 +2319,7 @@
         46106
       ],
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+      "average_similarity": 0.357,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
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       "shared_directories": [
@@ -2208,8 +2332,8 @@
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