Refresh transformers dataset snapshot 20260623T000022Z

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: `20260622T180028Z`
-- Generated: `2026-06-22T18:03:44Z`
+- Snapshot: `20260623T000022Z`
+- Generated: `2026-06-23T00:01:24Z`
 - Activity window: `60d`
-- Contributors: `348`
+- Contributors: `347`
 
 ## Summary
 
@@ -22,6 +22,7 @@
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 44 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 35 | 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 |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 28 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 28 | 0 | strong | low | low | targets high-star repos |
@@ -57,12 +58,12 @@
 | `CharlieKerfoot` | [profile](https://github.com/CharlieKerfoot) | no | CONTRIBUTOR | 1583d | `2026-05-03T18:22:43Z` | 5 | 0 | weak | moderate | low | high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 5 | 0 | n/a | n/a | n/a | summary unavailable |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 5 | 0 | strong | moderate | low | — |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-05-13T10:45:04Z` | 4 | 0 | weak | moderate | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
-| `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 4 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 4 | 0 | mixed | low | low | — |
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -76,7 +77,6 @@
 | `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 |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `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 |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -202,7 +202,6 @@
 | `akoumpa` | [profile](https://github.com/akoumpa) | no | FIRST_TIME_CONTRIBUTOR | 917d | `2026-06-10T19:31:49Z` | 1 | 0 | mixed | low | low | high recent PR volume |
 | `Aktharnvdv` | [profile](https://github.com/Aktharnvdv) | no | NONE | 1965d | `2026-05-05T15:06:46Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `AlexWortega` | [profile](https://github.com/AlexWortega) | no | NONE | 3256d | `2026-05-28T12:43:05Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `aliyevaladddin` | [profile](https://github.com/aliyevaladddin) | no | FIRST_TIME_CONTRIBUTOR | 334d | `2026-04-23T20:22:49Z` | 1 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `AlrIsmail` | [profile](https://github.com/AlrIsmail) | no | NONE | 1299d | `2026-04-26T14:26:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `amanv0007` | [profile](https://github.com/amanv0007) | no | NONE | 549d | `2026-05-15T06:25:42Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `anagnorisis2peripeteia` | [profile](https://github.com/anagnorisis2peripeteia) | no | FIRST_TIME_CONTRIBUTOR | 1130d | `2026-05-07T07:28:52Z` | 1 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
@@ -241,11 +240,11 @@
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `efazal` | [profile](https://github.com/efazal) | yes | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `gaurav0107` | [profile](https://github.com/gaurav0107) | no | CONTRIBUTOR | 3970d | `2026-04-23T19:12:43Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | FIRST_TIME_CONTRIBUTOR | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 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 |
@@ -513,12 +512,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2024-02-08T22:19:09Z`
-- repo last seen: `2026-06-18T16:58:55Z`
+- repo last seen: `2026-06-22T21:21:53Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **67 PRs / 2 issues**
-- snapshot discussion activity: **38 comments / 173 reviews / 296 review comments**
+- snapshot discussion activity: **38 comments / 174 reviews / 305 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -538,12 +537,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-22T17:41:31Z`
+- repo last seen: `2026-06-22T19:42:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **56**
 - snapshot authored PRs/issues: **54 PRs / 2 issues**
-- snapshot discussion activity: **706 comments / 1290 reviews / 5149 review comments**
+- snapshot discussion activity: **706 comments / 1292 reviews / 5213 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -676,6 +675,32 @@ Example artifacts:
 - [PR #46667: mistral common backend fix](https://github.com/huggingface/transformers/pull/46667) — closed, merged
 - [PR #46658: wip step 3 7 flash](https://github.com/huggingface/transformers/pull/46658) — open
 
+### `harshaljanjani`
+
+- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
+- repo first seen: `2025-09-17T20:29:13Z`
+- repo last seen: `2026-06-22T20:02:22Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **55**
+- snapshot authored PRs/issues: **35 PRs / 20 issues**
+- snapshot discussion activity: **109 comments / 136 reviews / 136 review comments**
+- account age: **1961 days**
+- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46825: model: Add NVIDIA Canary-1B-v2 to Transformers](https://github.com/huggingface/transformers/pull/46825) — open, draft
+- [PR #46472: feat[vLLM x v5]: Expose max_source_positions on VibeVoiceAsrConfig](https://github.com/huggingface/transformers/pull/46472) — closed, merged
+- [PR #46400: fix[vLLM x v5]: Default untied embeddings in AudioFlamingo3 and VibeVoice](https://github.com/huggingface/transformers/pull/46400) — 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
+- [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)
@@ -828,12 +853,12 @@ 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: `2026-06-22T15:24:30Z`
+- repo last seen: `2026-06-22T21:03:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **28**
 - snapshot authored PRs/issues: **24 PRs / 4 issues**
-- snapshot discussion activity: **74 comments / 393 reviews / 359 review comments**
+- snapshot discussion activity: **75 comments / 394 reviews / 360 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`
@@ -841,7 +866,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46818: FP8: Honor the quant config's scale format and fix EP](https://github.com/huggingface/transformers/pull/46818) — open, draft
+- [PR #46818: EP+FP8: fix EP router contract for many models and honor FP8 scale format](https://github.com/huggingface/transformers/pull/46818) — open
 - [PR #46742: finegrained v3](https://github.com/huggingface/transformers/pull/46742) — closed, merged
 - [PR #46738: 🚨 Modeling changes for export, compile, and hybrid-attention standardization](https://github.com/huggingface/transformers/pull/46738) — open
 - [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
@@ -948,12 +973,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-06-18T19:08:17Z`
+- repo last seen: `2026-06-22T19:29:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **18 PRs / 0 issues**
-- snapshot discussion activity: **7 comments / 14 reviews / 18 review comments**
+- snapshot discussion activity: **8 comments / 14 reviews / 18 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: `huggingface`
@@ -1275,12 +1300,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
 - repo first seen: `2026-03-13T10:24:11Z`
-- repo last seen: `2026-06-12T13:57:07Z`
+- repo last seen: `2026-06-22T23:02:42Z`
 - 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 / 4 reviews / 4 review comments**
+- snapshot discussion activity: **6 comments / 7 reviews / 7 review comments**
 - account age: **2852 days**
 - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
 - public orgs: none visible
@@ -1503,6 +1528,29 @@ Example artifacts:
 - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
 - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
 
+### `kamran-nizamani`
+
+- profile: [github.com/kamran-nizamani](https://github.com/kamran-nizamani)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akamran-nizamani)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akamran-nizamani)
+- repo first seen: `2026-06-11T21:16:42Z`
+- repo last seen: `2026-06-22T19:43:20Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **5 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **622 days**
+- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #46824: fix: update tokenizers version range to include stable 0.23.1](https://github.com/huggingface/transformers/pull/46824) — open
+- [PR #46696: Fix inverted is_tracing condition causing FA2 long-context decode regression](https://github.com/huggingface/transformers/pull/46696) — open
+- [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
+
 ### `leaderofARS`
 
 - profile: [github.com/leaderofARS](https://github.com/leaderofARS)
@@ -1618,29 +1666,6 @@ Example artifacts:
 - [PR #46181: fix(utils): register tensorflow_text in BACKENDS_MAPPING to prevent import error](https://github.com/huggingface/transformers/pull/46181) — closed
 - [PR #46027: docs: sync legacy ACL anthology URLs and update metrics across i18n READMEs](https://github.com/huggingface/transformers/pull/46027) — closed, merged
 
-### `kamran-nizamani`
-
-- profile: [github.com/kamran-nizamani](https://github.com/kamran-nizamani)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akamran-nizamani)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akamran-nizamani)
-- repo first seen: `2026-06-11T21:16:42Z`
-- repo last seen: `2026-06-21T19:26:22Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **622 days**
-- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #46696: Fix inverted is_tracing condition causing FA2 long-context decode regression](https://github.com/huggingface/transformers/pull/46696) — open
-- [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
-- [PR #46630: Fix/46612 beam search cache reorder](https://github.com/huggingface/transformers/pull/46630) — closed
-
 ### `rasmi`
 
 - profile: [github.com/rasmi](https://github.com/rasmi)
@@ -1944,32 +1969,6 @@ Example artifacts:
 - [PR #46789: fix(tokenization): guard against IndexError when apply_chat_template …](https://github.com/huggingface/transformers/pull/46789) — closed
 - [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) — closed
 
-### `harshaljanjani`
-
-- profile: [github.com/harshaljanjani](https://github.com/harshaljanjani)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
-- repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-06-17T08:59:52Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **54**
-- snapshot authored PRs/issues: **34 PRs / 20 issues**
-- snapshot discussion activity: **109 comments / 136 reviews / 136 review comments**
-- account age: **1961 days**
-- recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- 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) — closed, merged
-- [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
-- [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
-
 ### `jashshah999`
 
 - profile: [github.com/jashshah999](https://github.com/jashshah999)
@@ -4776,27 +4775,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46261: feat(distributed): Ulysses Context Parallelism for attention](https://github.com/huggingface/transformers/pull/46261) — closed
 
-### `aliyevaladddin`
-
-- profile: [github.com/aliyevaladddin](https://github.com/aliyevaladddin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaliyevaladddin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaliyevaladddin)
-- repo first seen: `2026-04-23T20:22:49Z`
-- repo last seen: `2026-06-18T01:25:19Z`
-- 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: **4 comments / 1 reviews / 0 review comments**
-- account age: **334 days**
-- recent public PR activity: **3 PRs** (0 merged / 2 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **67%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
-
-Example artifacts:
-- [PR #45613: [New Model] Add MiniCPM3 support ](https://github.com/huggingface/transformers/pull/45613) — open
-
 ### `AlrIsmail`
 
 - profile: [github.com/AlrIsmail](https://github.com/AlrIsmail)
@@ -5595,6 +5573,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — closed
 
+### `efazal`
+
+- profile: [github.com/efazal](https://github.com/efazal)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aefazal)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aefazal)
+- repo first seen: `2026-06-22T22:56:50Z`
+- repo last seen: `2026-06-22T22:56:50Z`
+- first seen in snapshot: **yes**
+- repo association: **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: **475 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46826: docs(trainer): add JIT checkpointing to trainer recipes](https://github.com/huggingface/transformers/pull/46826) — open
+
 ### `Exile333`
 
 - profile: [github.com/Exile333](https://github.com/Exile333)
@@ -5679,39 +5678,18 @@ Example artifacts:
 Example artifacts:
 - [PR #45809: Improve explanation of pipelines for beginners](https://github.com/huggingface/transformers/pull/45809) — closed
 
-### `gaurav0107`
-
-- profile: [github.com/gaurav0107](https://github.com/gaurav0107)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agaurav0107)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agaurav0107)
-- repo first seen: `2026-04-23T19:12:43Z`
-- repo last seen: `2026-04-24T13:34:02Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **3970 days**
-- recent public PR activity: **14 PRs** (1 merged / 5 closed-unmerged / 8 open; merged rate **7%**, closed-unmerged rate **36%**, open rate **57%**)
-- 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 #45611: Raise clear error for `problem_type="single_label_classification"` with `num_labels=1`](https://github.com/huggingface/transformers/pull/45611) — closed, merged
-
 ### `gmrnlg1971`
 
 - profile: [github.com/gmrnlg1971](https://github.com/gmrnlg1971)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agmrnlg1971)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agmrnlg1971)
 - repo first seen: `2026-06-20T18:21:51Z`
-- repo last seen: `2026-06-20T18:45:03Z`
+- repo last seen: `2026-06-22T23:22:40Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
 - account age: **19 days**
 - recent public PR activity: **44 PRs** (2 merged / 17 closed-unmerged / 25 open; merged rate **5%**, closed-unmerged rate **39%**, open rate **57%**)
 - public orgs: none visible

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:b216f821c71514c61cf6cfb9a3c39152571c04280812f0addd9de34bef83e306
-size 63007
+oid sha256:ba87191714369d635364fd1263e8ea28f1e5ea198d2cd3a785f64efb15521020
+size 62999

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260622T180028Z",
-  "generated_at": "2026-06-22T18:03:43Z",
-  "cluster_count": 73,
+  "snapshot_id": "20260623T000022Z",
+  "generated_at": "2026-06-23T00:01:20Z",
+  "cluster_count": 76,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-11",
@@ -130,7 +130,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 46775,
           "similarity": 0.52,
-          "content_similarity": 0.349,
+          "content_similarity": 0.35,
           "size_similarity": 0.833,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -146,7 +146,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.508,
-          "content_similarity": 0.357,
+          "content_similarity": 0.358,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -162,7 +162,7 @@
           "left_pr_number": 43663,
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       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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+      "average_similarity": 0.738,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/cache_utils.py`; representative PR #44893.",
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@@ -4672,8 +4753,8 @@
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       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
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@@ -4849,7 +4930,7 @@
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+      "average_similarity": 0.659,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/bamba/configuration_bamba.py`, `src/transformers/models/bart/modeling_bart.py`, `src/transformers/models/big_bird/modeling_big_bird.py`; representative PR #41992.",
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       "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
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@@ -5114,7 +5195,7 @@
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+      "average_similarity": 0.559,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/quantizers/quantizers_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44228.",
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
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@@ -5168,7 +5249,7 @@
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/mtp.py`; representative PR #45638.",
       "shared_filenames": [
         "src/transformers/generation/mtp.py"
@@ -5248,8 +5329,8 @@
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@@ -5943,7 +6024,7 @@
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+      "average_similarity": 0.432,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/granitemoe/modular_granitemoe.py`, `src/transformers/models/granitemoe/modeling_granitemoe.py`, `src/transformers/models/granitemoeshared/modeling_granitemoeshared.py`; representative PR #41458.",
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@@ -5963,8 +6044,8 @@
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@@ -5985,6 +6066,53 @@
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+    {
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+      "pr_numbers": [
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+        46771
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+      "representative_pr_number": 46754,
+      "average_similarity": 0.429,
+      "summary": "2 open PRs share weighted file overlap around `docs/source/en/kernel_doc/loading_kernels.md`, `src/transformers/integrations/hub_kernels.py`; representative PR #46754.",
+      "shared_filenames": [
+        "docs/source/en/kernel_doc/loading_kernels.md",
+        "src/transformers/integrations/hub_kernels.py"
+      ],
+      "shared_directories": [
+        "docs/source/en/kernel_doc",
+        "src/transformers/integrations",
+        "docs/source/en",
+        "docs/source",
+        "src/transformers",
+        "docs",
+        "src"
+      ],
+      "pairwise": [
+        {
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+          "concentration_similarity": 0.603,
+          "shared_filenames": [
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+            "src/transformers/integrations/hub_kernels.py"
+          ],
+          "shared_directories": [
+            "docs/source/en/kernel_doc",
+            "docs/source/en",
+            "src/transformers/integrations",
+            "docs/source",
+            "src/transformers",
+            "docs",
+            "src"
+          ]
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@@ -6096,7 +6224,7 @@
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+      "average_similarity": 0.411,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/apertus/configuration_apertus.py`, `src/transformers/models/apertus/modular_apertus.py`, `src/transformers/models/arcee/modular_arcee.py`; representative PR #46099.",
       "shared_filenames": [
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@@ -6105,8 +6233,8 @@
         "src/transformers/models/cohere/configuration_cohere.py",
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