Refresh transformers dataset snapshot 20260702T180034Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260702T120811Z`
+- latest snapshot: `20260702T180034Z`
 - raw data only; no labels or moderation decisions
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@@ -19326,6 +19202,120 @@
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@@ -19966,14 +19956,14 @@
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@@ -21454,6 +21444,63 @@
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new-contributors-report.md

@@ -1,18 +1,18 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260702T120811Z`
-- Generated: `2026-07-02T12:08:41Z`
+- Snapshot: `20260702T180034Z`
+- Generated: `2026-07-02T18:02:42Z`
 - Activity window: `60d`
-- Contributors: `347`
+- Contributors: `348`
 
 ## 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 |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 132 | 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 |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 101 | 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 |
 | `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 |
@@ -46,15 +46,16 @@
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `KartavyaDikshit` | [profile](https://github.com/KartavyaDikshit) | no | FIRST_TIME_CONTRIBUTOR | 1742d | `2026-06-22T01:23:43Z` | 11 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
 | `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 |
+| `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 10 | 0 | strong | moderate | low | high recent PR volume; 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` | 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 |
+| `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; 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 |
+| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 7 | 0 | n/a | n/a | n/a | summary unavailable |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
 | `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 7 | 0 | mixed | moderate | medium | high recent PR volume; high open PR share |
-| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 6 | 0 | n/a | n/a | n/a | summary unavailable |
 | `KirtiRamchandani` | [profile](https://github.com/KirtiRamchandani) | no | NONE | 3143d | `2026-06-13T17:53:25Z` | 6 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 660d | `2025-12-04T12:38:46Z` | 6 | 0 | strong | moderate | low | — |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
@@ -92,7 +93,6 @@
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 8 | 1 | weak | low | low | young account; 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 |
-| `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 |
 | `Aravind-11` | [profile](https://github.com/Aravind-11) | no | CONTRIBUTOR | 2872d | `2025-11-10T23:38:23Z` | 5 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3449d | `2026-03-09T09:03:10Z` | 5 | 0 | mixed | low | low | — |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
@@ -156,7 +156,6 @@
 | `bzantium` | [profile](https://github.com/bzantium) | no | CONTRIBUTOR | 3641d | `2025-09-24T07:07:47Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
-| `dhruv7477` | [profile](https://github.com/dhruv7477) | no | CONTRIBUTOR | 1579d | `2026-04-29T09:34:56Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1347d | `2026-04-21T12:37:31Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `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 |
@@ -219,10 +218,9 @@
 | `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 |
 | `bin123apple` | [profile](https://github.com/bin123apple) | no | NONE | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `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 |
+| `blut-agent` | [profile](https://github.com/blut-agent) | no | NONE | 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 |
 | `bojanstef` | [profile](https://github.com/bojanstef) | no | NONE | 4629d | `2026-06-16T20:50:26Z` | 1 | 0 | strong | moderate | low | — |
 | `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `Butterfingrz` | [profile](https://github.com/Butterfingrz) | no | FIRST_TIME_CONTRIBUTOR | 1134d | `2026-06-29T14:31:31Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -279,6 +277,8 @@
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `lcheng321` | [profile](https://github.com/lcheng321) | yes | FIRST_TIME_CONTRIBUTOR | 2614d | `2026-06-20T07:49:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
+| `Lemniscate-world` | [profile](https://github.com/Lemniscate-world) | yes | FIRST_TIME_CONTRIBUTOR | 1024d | `2026-06-09T11:39:04Z` | 1 | 0 | mixed | moderate | low | — |
 | `lewtun` | [profile](https://github.com/lewtun) | no | MEMBER | 3372d | `2024-10-18T08:50:17Z` | 1 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `LiangSu8899` | [profile](https://github.com/LiangSu8899) | no | FIRST_TIME_CONTRIBUTOR | 3682d | `2026-07-01T10:41:28Z` | 1 | 0 | mixed | low | low | high recent PR volume |
@@ -316,6 +316,7 @@
 | `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `rodriguescarson` | [profile](https://github.com/rodriguescarson) | yes | NONE | 4589d | `2026-07-02T17:18:05Z` | 1 | 0 | strong | very high | medium | high recent PR volume; very broad repo spread |
 | `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 |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
@@ -365,12 +366,12 @@
 - 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: `2026-07-02T11:24:58Z`
+- repo last seen: `2026-07-02T13:53:02Z`
 - 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 / 260 reviews / 177 review comments**
+- repo primary artifacts: **132**
+- snapshot authored PRs/issues: **132 PRs / 0 issues**
+- snapshot discussion activity: **137 comments / 263 reviews / 179 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
@@ -378,9 +379,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47022: Check cancel](https://github.com/huggingface/transformers/pull/47022) — closed, draft
 - [PR #47005: Add tiny_model_id support to ProcessorTesterMixin for memory-sensitive tests](https://github.com/huggingface/transformers/pull/47005) — open
 - [PR #46910: Install in docker](https://github.com/huggingface/transformers/pull/46910) — closed, merged
-- [PR #46882: [CI] Use pre-computed `_OLD_MODELS` in `test_new_models_require_torchvision_backend`](https://github.com/huggingface/transformers/pull/46882) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -437,12 +438,12 @@ Example artifacts:
 - 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: `2026-07-02T08:36:18Z`
+- repo last seen: `2026-07-02T15:01:52Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **104**
-- snapshot authored PRs/issues: **100 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 108 reviews / 107 review comments**
+- repo primary artifacts: **105**
+- snapshot authored PRs/issues: **101 PRs / 4 issues**
+- snapshot discussion activity: **87 comments / 109 reviews / 108 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
@@ -450,9 +451,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47025: Diffusion gemma: fix failed test cases](https://github.com/huggingface/transformers/pull/47025) — open
 - [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
 - [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
@@ -463,12 +464,12 @@ Example artifacts:
 - 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`
+- repo last seen: `2026-07-02T12:44:26Z`
 - 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**
+- snapshot discussion activity: **687 comments / 1105 reviews / 2373 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`
@@ -537,12 +538,12 @@ 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: `2026-07-02T12:07:27Z`
+- repo last seen: `2026-07-02T17:44:31Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **749 comments / 1392 reviews / 5680 review comments**
+- snapshot discussion activity: **756 comments / 1404 reviews / 5761 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
@@ -587,12 +588,12 @@ 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: `2026-07-02T11:54:55Z`
+- repo last seen: `2026-07-02T13:16:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **47 PRs / 0 issues**
-- snapshot discussion activity: **856 comments / 345 reviews / 235 review comments**
+- snapshot discussion activity: **857 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`
@@ -876,12 +877,12 @@ 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: `2026-07-02T08:12:13Z`
+- repo last seen: `2026-07-02T14:07:14Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **30**
 - snapshot authored PRs/issues: **26 PRs / 4 issues**
-- snapshot discussion activity: **81 comments / 448 reviews / 413 review comments**
+- snapshot discussion activity: **81 comments / 452 reviews / 417 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`
@@ -1246,6 +1247,29 @@ Example artifacts:
 - [PR #46683: Document/type torch.Tensor EvalPrediction fields under batch_eval_metrics (#46656)](https://github.com/huggingface/transformers/pull/46683) — closed
 - [PR #46589: fix(serve): don't classify Gemma 4 closed prefilled thinking block as reasoning](https://github.com/huggingface/transformers/pull/46589) — closed
 
+### `BenjaminBossan`
+
+- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
+- 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: `2026-07-02T16:54:53Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **10 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`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #47027: TST Skip PEFT tests if PEFT version is too low](https://github.com/huggingface/transformers/pull/47027) — closed, merged
+- [PR #47021: CI Add PEFT integration tests](https://github.com/huggingface/transformers/pull/47021) — closed, merged
+- [PR #46959: FIX PEFT test changed error type](https://github.com/huggingface/transformers/pull/46959) — closed, merged
+
 ### `nightcityblade`
 
 - profile: [github.com/nightcityblade](https://github.com/nightcityblade)
@@ -1292,29 +1316,6 @@ Example artifacts:
 - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
 - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — closed, merged
 
-### `BenjaminBossan`
-
-- profile: [github.com/BenjaminBossan](https://github.com/BenjaminBossan)
-- 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: `2026-07-02T09:44:16Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- 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`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- 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) — closed, draft
-
 ### `juliendenize`
 
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -1338,6 +1339,32 @@ Example artifacts:
 - [PR #46604: [Mistral] Add tekken tokenizer detection, conversion, and save utilities](https://github.com/huggingface/transformers/pull/46604) — open, draft
 - [PR #46603: [Mistral] Move MistralConverter into integrations/mistral/ package](https://github.com/huggingface/transformers/pull/46603) — open
 
+### `dacorvo`
+
+- profile: [github.com/dacorvo](https://github.com/dacorvo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
+- repo first seen: `2026-03-13T14:45:22Z`
+- repo last seen: `2026-07-02T17:59:03Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **17**
+- snapshot authored PRs/issues: **7 PRs / 10 issues**
+- snapshot discussion activity: **19 comments / 20 reviews / 20 review comments**
+- account age: **5087 days**
+- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47029: Skip caching_allocator_warmup on Neuron (no reuse pool to warm; currently OOMs)](https://github.com/huggingface/transformers/pull/47029) — open
+- [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
+- [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
+- [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
+- [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — open
+- [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — open
+
 ### `Incheonkirin`
 
 - profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
@@ -1363,6 +1390,30 @@ Example artifacts:
 - [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
 - [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
 
+### `dependabot[bot]`
+
+- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
+- repo first seen: `2024-08-30T13:24:23Z`
+- repo last seen: `2026-07-02T13:21:07Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? 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 **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
+
+Example artifacts:
+- [PR #47023: Bump the actions group across 1 directory with 8 updates](https://github.com/huggingface/transformers/pull/47023) — open
+- [PR #46885: Bump the actions group across 1 directory with 6 updates](https://github.com/huggingface/transformers/pull/46885) — closed
+- [PR #46564: Bump the actions group across 1 directory with 4 updates](https://github.com/huggingface/transformers/pull/46564) — closed
+
 ### `guarin`
 
 - profile: [github.com/guarin](https://github.com/guarin)
@@ -1415,12 +1466,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
 - repo first seen: `2025-07-28T19:40:18Z`
-- repo last seen: `2026-07-01T15:50:45Z`
+- repo last seen: `2026-07-02T14:56:30Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **4 comments / 10 reviews / 13 review comments**
+- snapshot discussion activity: **4 comments / 12 reviews / 15 review comments**
 - account age: **3784 days**
 - recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
 - public orgs: none visible
@@ -1432,30 +1483,6 @@ Example artifacts:
 - [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) — closed
 
-### `dependabot[bot]`
-
-- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
-- repo first seen: `2024-08-30T13:24:23Z`
-- repo last seen: `2026-06-25T13:20:58Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? 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 **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
-
-Example artifacts:
-- [PR #46885: Bump the actions group across 1 directory with 6 updates](https://github.com/huggingface/transformers/pull/46885) — open
-- [PR #46564: Bump the actions group across 1 directory with 4 updates](https://github.com/huggingface/transformers/pull/46564) — closed
-- [PR #46414: Bump the actions group across 1 directory with 19 updates](https://github.com/huggingface/transformers/pull/46414) — closed, merged
-
 ### `KirtiRamchandani`
 
 - profile: [github.com/KirtiRamchandani](https://github.com/KirtiRamchandani)
@@ -1485,12 +1512,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS)
 - repo first seen: `2025-12-04T12:38:46Z`
-- repo last seen: `2026-07-01T14:12:10Z`
+- repo last seen: `2026-07-02T14:38:20Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **6 comments / 4 reviews / 4 review comments**
 - account age: **660 days**
 - recent public PR activity: **19 PRs** (18 merged / 0 closed-unmerged / 1 open; merged rate **95%**, closed-unmerged rate **0%**, open rate **5%**)
 - public orgs: none visible
@@ -1968,7 +1995,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread**
 
 Example artifacts:
-- [PR #46842: [glm-mode-dsa] Indexer uses interleaved rope](https://github.com/huggingface/transformers/pull/46842) — open
+- [PR #46842: [glm-mode-dsa] Indexer uses interleaved rope](https://github.com/huggingface/transformers/pull/46842) — closed, merged
 - [PR #46257: Update deepseek v4 snippet: model id, quant config](https://github.com/huggingface/transformers/pull/46257) — open
 - [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
 - [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
@@ -2319,32 +2346,6 @@ Example artifacts:
 - [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — closed, merged
 - [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
 
-### `dacorvo`
-
-- profile: [github.com/dacorvo](https://github.com/dacorvo)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo)
-- repo first seen: `2026-03-13T14:45:22Z`
-- repo last seen: `2026-06-19T13:21:04Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **16**
-- snapshot authored PRs/issues: **6 PRs / 10 issues**
-- snapshot discussion activity: **19 comments / 20 reviews / 20 review comments**
-- account age: **5087 days**
-- recent public PR activity: **7 PRs** (1 merged / 3 closed-unmerged / 3 open; merged rate **14%**, closed-unmerged rate **43%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46590: feat(generation): allow user to keep input tensors on cpu](https://github.com/huggingface/transformers/pull/46590) — closed, merged
-- [PR #46446: Fix several bugs in `cache_implementation=static`](https://github.com/huggingface/transformers/pull/46446) — closed, merged
-- [PR #44757: Add Neuron to auto-compile hardware list](https://github.com/huggingface/transformers/pull/44757) — closed, merged
-- [Issue #46441: Qwen3.5 crash with `cache_implementation="static"` — `KeyError: 'linear_attention'`](https://github.com/huggingface/transformers/issues/46441) — open
-- [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — open
-- [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — open
-
 ### `Aravind-11`
 
 - profile: [github.com/Aravind-11](https://github.com/Aravind-11)
@@ -3460,12 +3461,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASangbumChoi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASangbumChoi)
 - repo first seen: `2024-06-07T00:26:26Z`
-- repo last seen: `2026-07-01T13:58:48Z`
+- repo last seen: `2026-07-02T13:27:38Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **12 comments / 105 reviews / 124 review comments**
+- snapshot discussion activity: **13 comments / 105 reviews / 124 review comments**
 - account age: **3079 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
@@ -3785,28 +3786,6 @@ Example artifacts:
 - [PR #46857: docs: Update NeMo AutoModel doc examples](https://github.com/huggingface/transformers/pull/46857) — closed, merged
 - [PR #44304: docs: Add NeMo Automodel community integration docs](https://github.com/huggingface/transformers/pull/44304) — closed, merged
 
-### `dhruv7477`
-
-- profile: [github.com/dhruv7477](https://github.com/dhruv7477)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adhruv7477)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adhruv7477)
-- repo first seen: `2026-04-29T09:34:56Z`
-- repo last seen: `2026-05-03T13:55:42Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
-- account age: **1579 days**
-- recent public PR activity: **6 PRs** (1 merged / 3 closed-unmerged / 2 open; merged rate **17%**, closed-unmerged rate **50%**, open rate **33%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45752: Fix unhandled exception noise from background safetensors conversion thread](https://github.com/huggingface/transformers/pull/45752) — closed, merged
-- [PR #45700: Add docstrings to type validator functions](https://github.com/huggingface/transformers/pull/45700) — closed
-
 ### `glegendre01`
 
 - profile: [github.com/glegendre01](https://github.com/glegendre01)
@@ -5145,27 +5124,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46794: fix: prevent IndexError in apply_chat_template with empty conversation list](https://github.com/huggingface/transformers/pull/46794) — closed
 
-### `belamaran96-coder`
-
-- profile: [github.com/belamaran96-coder](https://github.com/belamaran96-coder)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abelamaran96-coder)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abelamaran96-coder)
-- repo first seen: `2026-05-03T16:53:02Z`
-- repo last seen: `2026-05-03T17:26:18Z`
-- 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: **288 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: **young account; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45754: Fix mps device check for moe histogram routing](https://github.com/huggingface/transformers/pull/45754) — closed
-
 ### `bin123apple`
 
 - profile: [github.com/bin123apple](https://github.com/bin123apple)
@@ -5216,7 +5174,7 @@ Example artifacts:
 - repo first seen: `2026-05-16T06:31:21Z`
 - repo last seen: `2026-05-16T06:31:21Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5227,7 +5185,7 @@ Example artifacts:
 - heuristic read: **very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
 
 Example artifacts:
-- [PR #45999: fix(cli): make requests import optional in chat.py](https://github.com/huggingface/transformers/pull/45999) — open
+- [PR #45999: fix(cli): make requests import optional in chat.py](https://github.com/huggingface/transformers/pull/45999) — closed
 
 ### `bojanstef`
 
@@ -5277,12 +5235,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButterfingrz)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButterfingrz)
 - repo first seen: `2026-06-29T14:31:31Z`
-- repo last seen: `2026-07-01T14:54:26Z`
+- repo last seen: `2026-07-02T17:18:49Z`
 - 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 / 7 reviews / 7 review comments**
+- snapshot discussion activity: **3 comments / 9 reviews / 9 review comments**
 - account age: **1134 days**
 - recent public PR activity: **10 PRs** (5 merged / 1 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **10%**, open rate **40%**)
 - public orgs: none visible
@@ -6405,6 +6363,48 @@ Example artifacts:
 Example artifacts:
 - [PR #46413: Fix finegrained-fp8 offline loading bug](https://github.com/huggingface/transformers/pull/46413) — open
 
+### `lcheng321`
+
+- profile: [github.com/lcheng321](https://github.com/lcheng321)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alcheng321)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alcheng321)
+- repo first seen: `2026-06-20T07:49:11Z`
+- repo last seen: `2026-07-02T14:15:32Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **2614 days**
+- recent public PR activity: **21 PRs** (4 merged / 9 closed-unmerged / 8 open; merged rate **19%**, closed-unmerged rate **43%**, open rate **38%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #47026: Fix xLSTM train mode crash when return_last_states=False](https://github.com/huggingface/transformers/pull/47026) — open
+
+### `Lemniscate-world`
+
+- profile: [github.com/Lemniscate-world](https://github.com/Lemniscate-world)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALemniscate-world)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALemniscate-world)
+- repo first seen: `2026-06-09T11:39:04Z`
+- repo last seen: `2026-07-02T13:28:50Z`
+- 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: **2 comments / 0 reviews / 0 review comments**
+- account age: **1024 days**
+- recent public PR activity: **16 PRs** (8 merged / 4 closed-unmerged / 4 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47024: test: add SDPA gradient health tests (fixes #44928)](https://github.com/huggingface/transformers/pull/47024) — open
+
 ### `lewtun`
 
 - profile: [github.com/lewtun](https://github.com/lewtun)
@@ -6642,12 +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: `2026-07-02T09:23:55Z`
+- repo last seen: `2026-07-02T13:08:57Z`
 - 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 / 10 reviews / 10 review comments**
+- snapshot discussion activity: **1 comments / 11 reviews / 11 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
@@ -7182,6 +7182,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46779: feat(examples): add minimal Tensor Parallelism training example with …](https://github.com/huggingface/transformers/pull/46779) — closed
 
+### `rodriguescarson`
+
+- profile: [github.com/rodriguescarson](https://github.com/rodriguescarson)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arodriguescarson)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arodriguescarson)
+- repo first seen: `2026-07-02T17:18:05Z`
+- repo last seen: `2026-07-02T18:00:02Z`
+- first seen in snapshot: **yes**
+- 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: **4589 days**
+- recent public PR activity: **95 PRs** (70 merged / 3 closed-unmerged / 22 open; merged rate **74%**, closed-unmerged rate **3%**, open rate **23%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
+- heuristic read: **high recent PR volume; very broad repo spread**
+
+Example artifacts:
+- [PR #47028: Fix MoonshineStreaming right-window off-by-one in sliding_window_mask_function](https://github.com/huggingface/transformers/pull/47028) — closed
+
 ### `rraghavkaushik`
 
 - profile: [github.com/rraghavkaushik](https://github.com/rraghavkaushik)

new_contributors.parquet

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:93cc1cc8b13bbd774ea6d8600c0c340f919acf935a22059c584e07dafda0e5a6
-size 63400
+oid sha256:00c040a74b011abe7ecdab4142e35647c322d58ad365a398aedd81709ee903f1
+size 63732

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260702T120811Z",
-  "generated_at": "2026-07-02T12:08:39Z",
-  "cluster_count": 81,
+  "snapshot_id": "20260702T180034Z",
+  "generated_at": "2026-07-02T18:02:25Z",
+  "cluster_count": 80,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -81,7 +81,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.515,
-          "content_similarity": 0.367,
+          "content_similarity": 0.368,
           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -161,7 +161,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44660,
           "similarity": 0.463,
-          "content_similarity": 0.395,
+          "content_similarity": 0.396,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -208,7 +208,7 @@
         {
           "left_pr_number": 44189,
           "right_pr_number": 45055,
-          "similarity": 0.445,
+          "similarity": 0.446,
           "content_similarity": 0.261,
           "size_similarity": 0.75,
           "breadth_similarity": 1.0,
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@@ -1919,6 +1919,188 @@
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+        45649,
+        45655,
+        47018,
+        47029
+      ],
+      "representative_pr_number": 45649,
+      "average_similarity": 0.443,
+      "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
+      "shared_filenames": [
+        "src/transformers/modeling_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
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+        },
+        {
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+          "shared_filenames": [
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+        {
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+        },
+        {
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+          "size_similarity": 1.0,
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+          "shared_filenames": [
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+        {
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+          "shared_directories": [
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+        {
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+        {
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+          "shared_directories": [
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+        },
+        {
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+          "size_similarity": 0.191,
+          "breadth_similarity": 0.75,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          "shared_directories": [
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+            "src"
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+    },
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@@ -1929,7 +2111,7 @@
         46933
       ],
       "representative_pr_number": 45438,
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+      "average_similarity": 0.436,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
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@@ -2058,9 +2240,9 @@
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@@ -2136,9 +2318,9 @@
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       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
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-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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+            "src/transformers/utils/import_utils.py"
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@@ -3054,7 +3119,7 @@
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@@ -3189,7 +3254,7 @@
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@@ -3571,7 +3636,7 @@
         44676
       ],
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-      "average_similarity": 0.567,
+      "average_similarity": 0.568,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
       "shared_filenames": [
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@@ -3622,7 +3687,7 @@
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