Refresh transformers dataset snapshot 20260702T120025Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260702T060019Z`
+- latest snapshot: `20260702T120025Z`
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@@ -3478,20 +3488,10 @@
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@@ -3680,14 +3680,14 @@
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@@ -3896,7 +3896,7 @@
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@@ -5448,12 +5448,12 @@
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@@ -5488,7 +5488,7 @@
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@@ -5498,7 +5498,7 @@
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             "url": "https://github.com/huggingface/transformers/pull/47010",
-            "state": "open",
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@@ -10164,6 +10164,73 @@
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@@ -12204,73 +12271,6 @@
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-            "url": "https://github.com/huggingface/transformers/pull/45549",
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@@ -15726,12 +15726,12 @@
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@@ -17255,63 +17255,6 @@
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@@ -20023,14 +19966,14 @@
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       "repo_first_seen_at": "2026-06-04T14:08:08Z",
-      "repo_last_seen_at": "2026-07-01T22:04:33Z",
+      "repo_last_seen_at": "2026-07-02T09:23:55Z",
       "repo_primary_artifact_count": 1,
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@@ -22952,12 +22895,12 @@
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       "account_age_days": 1577,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,19 +1,19 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260702T060019Z`
-- Generated: `2026-07-02T06:01:21Z`
+- Snapshot: `20260702T120025Z`
+- Generated: `2026-07-02T12:02:43Z`
 - Activity window: `60d`
-- Contributors: `348`
+- Contributors: `347`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 131 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 111 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 112 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 101 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 100 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 73 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 56 | 2 | mixed | low | low | targets high-star repos |
@@ -48,7 +48,7 @@
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `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 |
-| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 8 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 9 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
@@ -136,6 +136,7 @@
 | `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 |
 | `SindhuRaghuram97` | [profile](https://github.com/SindhuRaghuram97) | no | CONTRIBUTOR | 1319d | `2026-05-05T14:47:02Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
+| `XananasX7` | [profile](https://github.com/XananasX7) | yes | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `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 |
@@ -161,7 +162,6 @@
 | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
-| `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 2 | 0 | mixed | 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 |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -216,7 +216,7 @@
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `atri2549` | [profile](https://github.com/atri2549) | no | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `AyushDas4890` | [profile](https://github.com/AyushDas4890) | yes | FIRST_TIME_CONTRIBUTOR | 966d | `2026-07-02T04:24:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `AyushDas4890` | [profile](https://github.com/AyushDas4890) | no | FIRST_TIME_CONTRIBUTOR | 966d | `2026-07-02T04:24:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `BB0813` | [profile](https://github.com/BB0813) | no | NONE | 943d | `2026-06-21T13:10:48Z` | 1 | 0 | mixed | high | low | broad repo spread |
 | `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 |
@@ -243,7 +243,6 @@
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `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 |
 | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `efazal` | [profile](https://github.com/efazal) | no | CONTRIBUTOR | 475d | `2026-06-22T22:56:50Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -342,7 +341,7 @@
 | `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 |
 | `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 |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | NONE | 1008d | `2026-06-09T09:34:02Z` | 1 | 0 | mixed | low | low | — |
-| `subin9` | [profile](https://github.com/subin9) | yes | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-07-02T05:11:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `subin9` | [profile](https://github.com/subin9) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-07-02T05:11:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `swankystark` | [profile](https://github.com/swankystark) | no | FIRST_TIME_CONTRIBUTOR | 978d | `2026-06-04T20:30:30Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ted-mosi` | [profile](https://github.com/ted-mosi) | no | FIRST_TIME_CONTRIBUTOR | 3d | `2026-06-05T13:30:42Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Ternura143` | [profile](https://github.com/Ternura143) | no | FIRST_TIME_CONTRIBUTOR | 1583d | `2026-05-31T14:17:55Z` | 1 | 0 | strong | moderate | low | — |
@@ -366,12 +365,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-07-01T15:41:01Z`
+- repo last seen: `2026-07-02T11:24:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **131**
 - snapshot authored PRs/issues: **131 PRs / 0 issues**
-- snapshot discussion activity: **137 comments / 255 reviews / 172 review comments**
+- snapshot discussion activity: **137 comments / 260 reviews / 177 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
 - public orgs: none visible
@@ -389,12 +388,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-07-02T03:51:01Z`
+- repo last seen: `2026-07-02T09:56:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **111**
-- snapshot authored PRs/issues: **111 PRs / 0 issues**
-- snapshot discussion activity: **267 comments / 381 reviews / 567 review comments**
+- repo primary artifacts: **112**
+- snapshot authored PRs/issues: **112 PRs / 0 issues**
+- snapshot discussion activity: **269 comments / 382 reviews / 567 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -402,9 +401,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47018: Fix save_pretrained with offloading and weight conversions](https://github.com/huggingface/transformers/pull/47018) — open
 - [PR #46978: Fix accelerate hooks for all models using linear attention](https://github.com/huggingface/transformers/pull/46978) — closed, merged
 - [PR #46955: Remove some unnecessary generate warnings](https://github.com/huggingface/transformers/pull/46955) — closed, merged
-- [PR #46953: Remove default dtype in FusedRMSNormGated modules](https://github.com/huggingface/transformers/pull/46953) — closed, merged
 
 ### `tarekziade`
 
@@ -432,41 +431,18 @@ Example artifacts:
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
 
-### `zucchini-nlp`
-
-- profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
-- repo first seen: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-01T08:20:47Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **100**
-- snapshot authored PRs/issues: **100 PRs / 0 issues**
-- snapshot discussion activity: **687 comments / 1099 reviews / 2359 review comments**
-- account age: **1508 days**
-- recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
-- public orgs: `huggingface`, `deeppavlov`
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #46977: Use standard arg names in Mllama](https://github.com/huggingface/transformers/pull/46977) — open
-- [PR #46912: Better and more extensive tests for RoPE](https://github.com/huggingface/transformers/pull/46912) — open
-- [PR #46911: [Olmo3] different RoPE per layer type](https://github.com/huggingface/transformers/pull/46911) — closed, merged
-
 ### `kaixuanliu`
 
 - profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-07-02T05:56:09Z`
+- repo last seen: `2026-07-02T08:36:18Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **103**
-- snapshot authored PRs/issues: **99 PRs / 4 issues**
-- snapshot discussion activity: **86 comments / 108 reviews / 107 review comments**
+- repo primary artifacts: **104**
+- snapshot authored PRs/issues: **100 PRs / 4 issues**
+- snapshot discussion activity: **87 comments / 108 reviews / 107 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -474,13 +450,36 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47019: fix mask return-type contract regression and add correctness guard for](https://github.com/huggingface/transformers/pull/47019) — open
 - [PR #46880: add XPU Expectation for cosmos3_omni tests](https://github.com/huggingface/transformers/pull/46880) — open
 - [PR #46878: nemotron_asr_streaming: set _supports_flex_attn to False](https://github.com/huggingface/transformers/pull/46878) — closed, merged
-- [PR #46686: Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 …](https://github.com/huggingface/transformers/pull/46686) — closed, draft
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
 
+### `zucchini-nlp`
+
+- profile: [github.com/zucchini-nlp](https://github.com/zucchini-nlp)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
+- repo first seen: `2024-07-19T13:27:51Z`
+- repo last seen: `2026-07-02T11:39:00Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **100**
+- snapshot authored PRs/issues: **100 PRs / 0 issues**
+- snapshot discussion activity: **687 comments / 1104 reviews / 2372 review comments**
+- account age: **1508 days**
+- recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
+- public orgs: `huggingface`, `deeppavlov`
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46977: Use standard arg names in Mllama](https://github.com/huggingface/transformers/pull/46977) — closed, merged
+- [PR #46912: Better and more extensive tests for RoPE](https://github.com/huggingface/transformers/pull/46912) — open
+- [PR #46911: [Olmo3] different RoPE per layer type](https://github.com/huggingface/transformers/pull/46911) — closed, merged
+
 ### `stevhliu`
 
 - profile: [github.com/stevhliu](https://github.com/stevhliu)
@@ -512,12 +511,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-07-01T06:53:11Z`
+- repo last seen: `2026-07-02T09:51:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **204 comments / 744 reviews / 1486 review comments**
+- snapshot discussion activity: **204 comments / 745 reviews / 1486 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -588,12 +587,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-07-01T17:03:18Z`
+- repo last seen: `2026-07-02T11:54:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **852 comments / 345 reviews / 235 review comments**
+- snapshot discussion activity: **856 comments / 345 reviews / 235 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -721,7 +720,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #47014: enable t5 sdpa](https://github.com/huggingface/transformers/pull/47014) — open, draft
+- [PR #47014: 🚨 Enable SDPA (and other attention backends) for T5 and propagate to the T5 family](https://github.com/huggingface/transformers/pull/47014) — open
 - [PR #46974: Fix typo in `MusicgenForCausalLM.generate()`](https://github.com/huggingface/transformers/pull/46974) — open
 - [PR #46952: Fix shape mismatch in KyutaiSpeechToText `generate()` last window](https://github.com/huggingface/transformers/pull/46952) — open
 - [Issue #44458: Mllama compile failed after new attn mask](https://github.com/huggingface/transformers/issues/44458) — closed
@@ -877,12 +876,12 @@ 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: `2026-07-02T05:50:09Z`
+- repo last seen: `2026-07-02T08:12:13Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **26 PRs / 4 issues**
-- snapshot discussion activity: **80 comments / 448 reviews / 413 review comments**
+- snapshot discussion activity: **81 comments / 448 reviews / 413 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`
@@ -1299,12 +1298,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-06-30T09:59:39Z`
+- repo last seen: `2026-07-02T09:44:16Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **37 comments / 13 reviews / 15 review comments**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **9 PRs / 0 issues**
+- snapshot discussion activity: **38 comments / 13 reviews / 15 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -1312,9 +1311,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47021: CI Add PEFT integration tests](https://github.com/huggingface/transformers/pull/47021) — open
 - [PR #46959: FIX PEFT test changed error type](https://github.com/huggingface/transformers/pull/46959) — closed, merged
-- [PR #46891: CI Test PEFT integration CI](https://github.com/huggingface/transformers/pull/46891) — open, draft
-- [PR #46442: Bump min peft 0.19.1 remove weight conversion duplicate code](https://github.com/huggingface/transformers/pull/46442) — closed, merged
+- [PR #46891: CI Test PEFT integration CI](https://github.com/huggingface/transformers/pull/46891) — closed, draft
 
 ### `juliendenize`
 
@@ -1370,12 +1369,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-07-01T15:06:39Z`
+- repo last seen: `2026-07-02T11:25:09Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **37 comments / 147 reviews / 186 review comments**
+- snapshot discussion activity: **38 comments / 149 reviews / 188 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1431,7 +1430,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46965: [Model] Support `use_cache=False` for DeepSeek V4](https://github.com/huggingface/transformers/pull/46965) — open
 - [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — closed, merged
-- [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — open
+- [PR #46902: [Bugfix] [Offloading] Save disk-offloaded buffers, Save converted weights](https://github.com/huggingface/transformers/pull/46902) — closed
 
 ### `dependabot[bot]`
 
@@ -1883,12 +1882,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZAID646)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZAID646)
 - repo first seen: `2026-07-01T18:24:26Z`
-- repo last seen: `2026-07-01T19:27:42Z`
+- repo last seen: `2026-07-02T06:56:09Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **1315 days**
 - recent public PR activity: **10 PRs** (0 merged / 0 closed-unmerged / 10 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -1896,8 +1895,8 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #47011: DeepSeek MLA: absorb low-rank up-projection into Q for eager/SDPA (V2/V3/V3.2)](https://github.com/huggingface/transformers/pull/47011) — open
-- [PR #47010: Fix off-by-one in sliding_window_mask_function right window boundary](https://github.com/huggingface/transformers/pull/47010) — open
+- [PR #47011: DeepSeek MLA: absorb low-rank up-projection into Q for eager/SDPA (V2/V3/V3.2)](https://github.com/huggingface/transformers/pull/47011) — closed
+- [PR #47010: Fix off-by-one in sliding_window_mask_function right window boundary](https://github.com/huggingface/transformers/pull/47010) — closed
 - [PR #47009: Add linear_attn entries to Qwen3.5 base_model_tp_plan](https://github.com/huggingface/transformers/pull/47009) — open
 
 ### `qflen`
@@ -3312,6 +3311,28 @@ Example artifacts:
 - [PR #46958: Fix CohereASR training loss double shift](https://github.com/huggingface/transformers/pull/46958) — open
 - [PR #46947: Fix CohereASR training loss double shift](https://github.com/huggingface/transformers/pull/46947) — closed
 
+### `XananasX7`
+
+- profile: [github.com/XananasX7](https://github.com/XananasX7)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AXananasX7)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AXananasX7)
+- repo first seen: `2026-06-28T03:40:37Z`
+- repo last seen: `2026-06-28T03:43:37Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **116 days**
+- recent public PR activity: **793 PRs** (38 merged / 125 closed-unmerged / 630 open; merged rate **5%**, closed-unmerged rate **16%**, open rate **79%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
+- heuristic read: **young account; extremely high recent PR volume; very broad repo spread; high open PR share**
+
+Example artifacts:
+- [PR #46944: ci: pin GitHub Actions to full commit SHAs](https://github.com/huggingface/transformers/pull/46944) — closed
+- [PR #46943: ci: pin GitHub Actions to full commit SHAs](https://github.com/huggingface/transformers/pull/46943) — closed
+
 ### `tomaarsen`
 
 - profile: [github.com/tomaarsen](https://github.com/tomaarsen)
@@ -3896,28 +3917,6 @@ Example artifacts:
 - [PR #46690: Laguna: support per-element output gating](https://github.com/huggingface/transformers/pull/46690) — closed, merged
 - [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
 
-### `jonghwanhyeon`
-
-- profile: [github.com/jonghwanhyeon](https://github.com/jonghwanhyeon)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajonghwanhyeon)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonghwanhyeon)
-- repo first seen: `2026-04-21T11:42:03Z`
-- repo last seen: `2026-05-12T14:46:16Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
-- account age: **5135 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 #45751: Add nvidia Conformer-CTC](https://github.com/huggingface/transformers/pull/45751) — open
-- [PR #45549: fix: apply channel averaging correctly in audio feature extractors](https://github.com/huggingface/transformers/pull/45549) — open
-
 ### `lgeiger`
 
 - profile: [github.com/lgeiger](https://github.com/lgeiger)
@@ -5090,7 +5089,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAyushDas4890)
 - repo first seen: `2026-07-02T04:24:14Z`
 - repo last seen: `2026-07-02T04:55:01Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -5650,27 +5649,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46314: Validate Bark speaker embedding save paths](https://github.com/huggingface/transformers/pull/46314) — closed
 
-### `Dhruv908615`
-
-- profile: [github.com/Dhruv908615](https://github.com/Dhruv908615)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADhruv908615)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADhruv908615)
-- repo first seen: `2026-05-03T06:02:43Z`
-- repo last seen: `2026-05-03T08:47:02Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **300 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: **young account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45749: fix: correct spelling in continuous_api docstring](https://github.com/huggingface/transformers/pull/45749) — closed, merged
-
 ### `DiwanshuG`
 
 - profile: [github.com/DiwanshuG](https://github.com/DiwanshuG)
@@ -6664,12 +6642,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
 - repo first seen: `2026-06-04T14:08:08Z`
-- repo last seen: `2026-07-01T22:04:33Z`
+- repo last seen: `2026-07-02T09:23:55Z`
 - 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 / 9 reviews / 9 review comments**
+- snapshot discussion activity: **1 comments / 10 reviews / 10 review comments**
 - account age: **2414 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
@@ -7736,7 +7714,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asubin9)
 - repo first seen: `2026-07-02T05:11:17Z`
 - repo last seen: `2026-07-02T05:11:17Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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           "shared_filenames": [
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           "shared_filenames": [
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           "shared_directories": [
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@@ -2565,7 +2469,7 @@
         47005
       ],
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       "summary": "4 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
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           "breadth_similarity": 0.667,
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           "shared_filenames": [
-            "src/transformers/utils/import_utils.py"
+            "src/transformers/utils/import_utils.py"
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+            "src/transformers",
+            "src"
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+        45649,
+        45655,
+        47018
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+      "representative_pr_number": 45649,
+      "average_similarity": 0.448,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
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+        {
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+        {
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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@@ -2849,7 +2870,7 @@
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@@ -3033,7 +3054,7 @@
         {
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@@ -3168,7 +3189,7 @@
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@@ -3269,7 +3290,7 @@
         46780
       ],
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+      "average_similarity": 0.721,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
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@@ -3511,7 +3532,7 @@
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@@ -3565,7 +3586,7 @@
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-          "similarity": 0.678,
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@@ -3679,8 +3700,8 @@
         {
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-          "similarity": 0.478,
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@@ -3779,7 +3800,7 @@
         46196
       ],
       "representative_pr_number": 44114,
-      "average_similarity": 0.52,
+      "average_similarity": 0.522,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/sew_d/modeling_sew_d.py`, `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`; representative PR #44114.",
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@@ -3838,8 +3859,8 @@
         {
           "left_pr_number": 44114,
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           "concentration_similarity": 0.999,
@@ -3871,8 +3892,8 @@
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@@ -4129,74 +4150,6 @@
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-      "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
-      "shared_filenames": [
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+        "src/transformers/models/glm_moe_dsa/modular_glm_moe_dsa.py"
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