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new-contributors-report.md CHANGED Viewed

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260710T060821Z`
-- Generated: `2026-07-10T06:08:42Z`
 - Activity window: `60d`
 - Contributors: `369`
@@ -25,9 +25,9 @@
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 32 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
-| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 31 | 4 | strong | low | low | — |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
@@ -89,6 +89,7 @@
 | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sreekant13` | [profile](https://github.com/Sreekant13) | no | FIRST_TIME_CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
@@ -144,7 +145,7 @@
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `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) | no | 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 |
@@ -168,7 +169,6 @@
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | high open PR share |
-| `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 |
 | `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 |
@@ -255,6 +255,7 @@
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -302,12 +303,12 @@
 | `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 |
 | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `lxcxjxhx` | [profile](https://github.com/lxcxjxhx) | no | FIRST_TIME_CONTRIBUTOR | 1034d | `2026-07-06T13:25:55Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `malakazlan` | [profile](https://github.com/malakazlan) | no | FIRST_TIME_CONTRIBUTOR | 1214d | `2026-07-03T21:37:35Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
-| `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `mbknust` | [profile](https://github.com/mbknust) | no | NONE | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `meghana243` | [profile](https://github.com/meghana243) | no | NONE | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -320,7 +321,7 @@
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `namantiwari2002` | [profile](https://github.com/namantiwari2002) | no | FIRST_TIME_CONTRIBUTOR | 4109d | `2026-07-08T07:18:36Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
@@ -344,7 +345,6 @@
 | `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 |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | NONE | 328d | `2026-07-08T22:41:19Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | NONE | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
@@ -459,12 +459,12 @@ 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: `2026-07-09T07:50:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **110**
 - snapshot authored PRs/issues: **106 PRs / 4 issues**
-- snapshot discussion activity: **91 comments / 112 reviews / 111 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
@@ -474,7 +474,7 @@ Example artifacts:
 Example artifacts:
 - [PR #47185: Resolve continuous batching XPU availability checks at runtime](https://github.com/huggingface/transformers/pull/47185) — open
 - [PR #47173: Fix some failed test cases related with XPU Expectations](https://github.com/huggingface/transformers/pull/47173) — open
-- [PR #47163: add paged attention tests support for XPU](https://github.com/huggingface/transformers/pull/47163) — open, 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
@@ -533,12 +533,12 @@ 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: `2026-07-09T08:54:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
-- snapshot discussion activity: **205 comments / 761 reviews / 1526 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
@@ -772,6 +772,32 @@ Example artifacts:
 - [PR #47144: revert #47121](https://github.com/huggingface/transformers/pull/47144) — closed, merged
 - [PR #47113: [fix] fix requirements audio feature and proc](https://github.com/huggingface/transformers/pull/47113) — open
 ### `3outeille`
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -791,7 +817,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #47237: Fix DistributedConfig docstring for unimplemented sp_plan ](https://github.com/huggingface/transformers/pull/47237) — open
 - [PR #47236: Fix DistributedConfig docstring for unimplemented SP/EP plans](https://github.com/huggingface/transformers/pull/47236) — closed
 - [PR #47194: TP dtensor](https://github.com/huggingface/transformers/pull/47194) — open, draft
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
@@ -819,32 +845,6 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
-### `IlyasMoutawwakil`
-- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
-- 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: `2026-07-09T12:13:57Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **35**
-- snapshot authored PRs/issues: **31 PRs / 4 issues**
-- snapshot discussion activity: **86 comments / 500 reviews / 459 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`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-Example artifacts:
-- [PR #47171: nCompass triton-moe experts integration](https://github.com/huggingface/transformers/pull/47171) — open, draft
-- [PR #47161: Add exporters min version requirements and test skip](https://github.com/huggingface/transformers/pull/47161) — closed, merged
-- [PR #47154: Better deepgemm errors](https://github.com/huggingface/transformers/pull/47154) — closed, merged
-- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
-- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
-- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 ### `cyyever`
 - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -973,12 +973,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
 - repo first seen: `2026-06-18T09:58:22Z`
-- repo last seen: `2026-07-09T07:22:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **23**
 - snapshot authored PRs/issues: **23 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 5 reviews / 5 review comments**
 - account age: **2841 days**
 - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
 - public orgs: none visible
@@ -1112,12 +1112,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-07-09T16:46:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **86 comments / 398 reviews / 1036 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1467,12 +1467,12 @@ 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: `2026-07-08T14:25:02Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **42 comments / 186 reviews / 225 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`
@@ -1490,12 +1490,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
 - repo first seen: `2026-05-10T21:08:04Z`
-- repo last seen: `2026-07-10T04:22:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 1 reviews / 1 review comments**
 - account age: **1735 days**
 - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
 - public orgs: none visible
@@ -2273,6 +2273,29 @@ Example artifacts:
 - [PR #46780: [RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 → dtype)](https://github.com/huggingface/transformers/pull/46780) — open
 - [PR #46761: [Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided](https://github.com/huggingface/transformers/pull/46761) — open
 ### `Snakinya`
 - profile: [github.com/Snakinya](https://github.com/Snakinya)
@@ -3513,27 +3536,27 @@ Example artifacts:
 - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
 - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
-### `samyuktahegde`
-- profile: [github.com/samyuktahegde](https://github.com/samyuktahegde)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde)
-- repo first seen: `2026-07-06T07:32:26Z`
-- repo last seen: `2026-07-07T12:09:20Z`
 - first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **3567 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; no visible non-self stars; targets high-star repos**
 Example artifacts:
-- [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
-- [PR #47098: Fix grammar in PreTrainedConfig description](https://github.com/huggingface/transformers/pull/47098) — closed
 ### `srishtiii28`
@@ -4075,29 +4098,6 @@ Example artifacts:
 - [Issue #46077: Gemma4 `use_bidirectional_attention="all"` still builds causal attention masks](https://github.com/huggingface/transformers/issues/46077) — closed
 - [Issue #43508: Transformers 5.0.0 calls torch.is_autocast_enabled(device_type) breaking compatibility with torch<2.4](https://github.com/huggingface/transformers/issues/43508) — closed
-### `bzantium`
-- profile: [github.com/bzantium](https://github.com/bzantium)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abzantium)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abzantium)
-- repo first seen: `2025-09-24T07:07:47Z`
-- repo last seen: `2026-06-23T04:32:59Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 24 reviews / 24 review comments**
-- account age: **3641 days**
-- recent public PR activity: **51 PRs** (11 merged / 12 closed-unmerged / 28 open; merged rate **22%**, closed-unmerged rate **24%**, open rate **55%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share**
-Example artifacts:
-- [PR #45887: fix(rope): read original_max_position_embeddings from yarn validator's argument](https://github.com/huggingface/transformers/pull/45887) — closed, merged
-- [PR #41116: Add MiniCPM3](https://github.com/huggingface/transformers/pull/41116) — closed, merged
-- [Issue #41115: Add Model Architecture for MiniCPM3](https://github.com/huggingface/transformers/issues/41115) — closed
 ### `Wauplin`
 - profile: [github.com/Wauplin](https://github.com/Wauplin)
@@ -4769,12 +4769,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
-- repo last seen: `2026-07-07T22:12:41Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **34 comments / 0 reviews / 0 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
@@ -5949,6 +5949,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46205: Guard DeviceMesh import in continuous batching](https://github.com/huggingface/transformers/pull/46205) — closed, merged
 ### `DavidJohnQuinlan`
 - profile: [github.com/DavidJohnQuinlan](https://github.com/DavidJohnQuinlan)
@@ -6858,12 +6879,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
 - repo first seen: `2026-07-09T15:16:26Z`
-- repo last seen: `2026-07-09T17:09:19Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **983 days**
 - recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: none visible
@@ -6936,6 +6957,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46997: Add after-load fusion for static quantized MLPs](https://github.com/huggingface/transformers/pull/46997) — open
 ### `ltd0924`
 - profile: [github.com/ltd0924](https://github.com/ltd0924)
@@ -6963,12 +7005,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alxcxjxhx)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alxcxjxhx)
 - repo first seen: `2026-07-06T13:25:55Z`
-- repo last seen: `2026-07-06T13:25:55Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
 - account age: **1034 days**
 - recent public PR activity: **28 PRs** (1 merged / 7 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **71%**)
 - public orgs: none visible
@@ -7041,27 +7083,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46373: Fix#31501: Include train_tokens_per_second in final training metrics](https://github.com/huggingface/transformers/pull/46373) — closed
-### `massimilianoviola`
-- profile: [github.com/massimilianoviola](https://github.com/massimilianoviola)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amassimilianoviola)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amassimilianoviola)
-- repo first seen: `2026-05-11T07:00:47Z`
-- repo last seen: `2026-05-11T16:24:50Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **2120 days**
-- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share**
-Example artifacts:
-- [PR #45886: Fix/pe audio video bugs](https://github.com/huggingface/transformers/pull/45886) — closed, merged
 ### `mbknust`
 - profile: [github.com/mbknust](https://github.com/mbknust)
@@ -7322,7 +7343,7 @@ Example artifacts:
 - repo first seen: `2026-06-16T08:24:44Z`
 - repo last seen: `2026-06-27T14:31:55Z`
 - 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: **5 comments / 0 reviews / 0 review comments**
@@ -7333,7 +7354,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46689: Add Gefen optimizer support to Trainer](https://github.com/huggingface/transformers/pull/46689) — open
 ### `NicolasHug`
@@ -7818,27 +7839,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46929: Fix torch.export compatibility for Mixtral MoE experts](https://github.com/huggingface/transformers/pull/46929) — closed
-### `sarthak-ad011`
-- profile: [github.com/sarthak-ad011](https://github.com/sarthak-ad011)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asarthak-ad011)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asarthak-ad011)
-- repo first seen: `2026-07-08T22:41:19Z`
-- repo last seen: `2026-07-08T22:41:19Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **328 days**
-- recent public PR activity: **60 PRs** (50 merged / 8 closed-unmerged / 2 open; merged rate **83%**, closed-unmerged rate **13%**, open rate **3%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **young account; high recent PR volume**
-Example artifacts:
-- [PR #47180: fix: resolve device mismatch in Bark semantic model by offloading inp…](https://github.com/huggingface/transformers/pull/47180) — closed
 ### `Saurav-Gupta-13`
 - profile: [github.com/Saurav-Gupta-13](https://github.com/Saurav-Gupta-13)

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260710T120019Z`
+- Generated: `2026-07-10T12:01:54Z`
 - Activity window: `60d`
 - Contributors: `369`
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 36 | 20 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 35 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 33 | 0 | strong | low | low | targets high-star repos |
+| `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 32 | 4 | strong | low | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 32 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `samyuktahegde` | [profile](https://github.com/samyuktahegde) | no | CONTRIBUTOR | 3567d | `2026-07-06T07:32:26Z` | 3 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sreekant13` | [profile](https://github.com/Sreekant13) | no | FIRST_TIME_CONTRIBUTOR | 2339d | `2026-07-04T18:14:38Z` | 3 | 0 | mixed | high | medium | broad repo spread; high open PR share; no visible non-self stars |
 | `Vitaliy-Pikalo` | [profile](https://github.com/Vitaliy-Pikalo) | no | NONE | 636d | `2026-06-21T01:56:59Z` | 3 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | FIRST_TIME_CONTRIBUTOR | 328d | `2026-07-08T22:41:19Z` | 2 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `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) | no | 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 |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `oliverholworthy` | [profile](https://github.com/oliverholworthy) | no | CONTRIBUTOR | 5290d | `2026-01-26T21:42:45Z` | 2 | 2 | weak | moderate | low | 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 |
 | `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 |
 | `damodharg6` | [profile](https://github.com/damodharg6) | no | FIRST_TIME_CONTRIBUTOR | 407d | `2026-05-15T03:01:55Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Danish08654` | [profile](https://github.com/Danish08654) | no | NONE | 561d | `2026-05-28T09:15:36Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `danyalahmed1995` | [profile](https://github.com/danyalahmed1995) | no | CONTRIBUTOR | 2355d | `2026-05-26T00:41:01Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `David-Wu1119` | [profile](https://github.com/David-Wu1119) | yes | FIRST_TIME_CONTRIBUTOR | 1156d | `2026-07-10T06:24:16Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
 | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
 | `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 |
+| `lovelaceyrae11` | [profile](https://github.com/lovelaceyrae11) | yes | FIRST_TIMER | 338d | `2026-07-10T09:06:47Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `lxcxjxhx` | [profile](https://github.com/lxcxjxhx) | no | FIRST_TIME_CONTRIBUTOR | 1034d | `2026-07-06T13:25:55Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `malakazlan` | [profile](https://github.com/malakazlan) | no | FIRST_TIME_CONTRIBUTOR | 1214d | `2026-07-03T21:37:35Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `mbknust` | [profile](https://github.com/mbknust) | no | NONE | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `meghana243` | [profile](https://github.com/meghana243) | no | NONE | 1291d | `2026-06-20T09:05:19Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `MelkiZedekICT` | [profile](https://github.com/MelkiZedekICT) | no | NONE | 515d | `2026-06-17T17:52:55Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `namantiwari2002` | [profile](https://github.com/namantiwari2002) | no | FIRST_TIME_CONTRIBUTOR | 4109d | `2026-07-08T07:18:36Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
+| `ndvbd` | [profile](https://github.com/ndvbd) | no | NONE | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
 | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
 | `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 |
 | `Sanjays2402` | [profile](https://github.com/Sanjays2402) | no | FIRST_TIME_CONTRIBUTOR | 2554d | `2026-05-23T19:26:01Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Sarimsaljook` | [profile](https://github.com/Sarimsaljook) | no | NONE | 1930d | `2026-06-27T01:05:09Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Saurav-Gupta-13` | [profile](https://github.com/Saurav-Gupta-13) | no | NONE | 1717d | `2026-06-05T16:58:41Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `savirpatil` | [profile](https://github.com/savirpatil) | no | NONE | 2041d | `2026-06-12T19:13:53Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `sergioperezcheco` | [profile](https://github.com/sergioperezcheco) | no | NONE | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 - 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: `2026-07-10T08:06:53Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **110**
 - snapshot authored PRs/issues: **106 PRs / 4 issues**
+- snapshot discussion activity: **92 comments / 114 reviews / 113 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
 Example artifacts:
 - [PR #47185: Resolve continuous batching XPU availability checks at runtime](https://github.com/huggingface/transformers/pull/47185) — open
 - [PR #47173: Fix some failed test cases related with XPU Expectations](https://github.com/huggingface/transformers/pull/47173) — open
+- [PR #47163: add paged attention tests support for XPU](https://github.com/huggingface/transformers/pull/47163) — open
 - [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
 - 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: `2026-07-10T11:49:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **74**
 - snapshot authored PRs/issues: **70 PRs / 4 issues**
+- snapshot discussion activity: **205 comments / 766 reviews / 1536 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
 - [PR #47144: revert #47121](https://github.com/huggingface/transformers/pull/47144) — closed, merged
 - [PR #47113: [fix] fix requirements audio feature and proc](https://github.com/huggingface/transformers/pull/47113) — open
+### `IlyasMoutawwakil`
+- profile: [github.com/IlyasMoutawwakil](https://github.com/IlyasMoutawwakil)
+- 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: `2026-07-10T11:45:34Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **36**
+- snapshot authored PRs/issues: **32 PRs / 4 issues**
+- snapshot discussion activity: **86 comments / 500 reviews / 459 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`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+Example artifacts:
+- [PR #47242: Remove Executorch from CI until latest version is supported and fully tested on CI env](https://github.com/huggingface/transformers/pull/47242) — open
+- [PR #47171: nCompass triton-moe experts integration](https://github.com/huggingface/transformers/pull/47171) — open, draft
+- [PR #47161: Add exporters min version requirements and test skip](https://github.com/huggingface/transformers/pull/47161) — closed, merged
+- [Issue #46443: Vision RoPE refactor](https://github.com/huggingface/transformers/issues/46443) — open
+- [Issue #45571: A nice UX for generating dynamic tensors that break torch.compile/torch.export](https://github.com/huggingface/transformers/issues/45571) — open
+- [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 ### `3outeille`
 - profile: [github.com/3outeille](https://github.com/3outeille)
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #47237: Fix DistributedConfig docstring for unimplemented sp_plan ](https://github.com/huggingface/transformers/pull/47237) — closed, merged
 - [PR #47236: Fix DistributedConfig docstring for unimplemented SP/EP plans](https://github.com/huggingface/transformers/pull/47236) — closed
 - [PR #47194: TP dtensor](https://github.com/huggingface/transformers/pull/47194) — open, draft
 - [Issue #46187: cohere2_moe fails training + tensor parallel tests](https://github.com/huggingface/transformers/issues/46187) — closed
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 ### `cyyever`
 - profile: [github.com/cyyever](https://github.com/cyyever)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunt-ing)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunt-ing)
 - repo first seen: `2026-06-18T09:58:22Z`
+- repo last seen: `2026-07-10T07:02:51Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **23**
 - snapshot authored PRs/issues: **23 PRs / 0 issues**
+- snapshot discussion activity: **18 comments / 5 reviews / 5 review comments**
 - account age: **2841 days**
 - recent public PR activity: **52 PRs** (17 merged / 6 closed-unmerged / 29 open; merged rate **33%**, closed-unmerged rate **12%**, open rate **56%**)
 - public orgs: none visible
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
+- repo last seen: `2026-07-10T07:36:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
+- snapshot discussion activity: **86 comments / 405 reviews / 1042 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
 - 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: `2026-07-10T10:51:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **42 comments / 187 reviews / 238 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`
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
 - repo first seen: `2026-05-10T21:08:04Z`
+- repo last seen: `2026-07-10T09:30:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 3 reviews / 3 review comments**
 - account age: **1735 days**
 - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
 - public orgs: none visible
 - [PR #46780: [RT-DETRv2] Fix MPS crash in build_2d_sinusoidal_position_embedding (float64 → dtype)](https://github.com/huggingface/transformers/pull/46780) — open
 - [PR #46761: [Whisper] Add Unpack[TransformersKwargs] to forward() and set use_cache=False when labels provided](https://github.com/huggingface/transformers/pull/46761) — open
+### `samyuktahegde`
+- profile: [github.com/samyuktahegde](https://github.com/samyuktahegde)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde)
+- repo first seen: `2026-07-06T07:32:26Z`
+- repo last seen: `2026-07-10T08:29:07Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3567 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; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #47239: Clarify extra_special_tokens documentation to match the example](https://github.com/huggingface/transformers/pull/47239) — open
+- [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
+- [PR #47098: Fix grammar in PreTrainedConfig description](https://github.com/huggingface/transformers/pull/47098) — closed
 ### `Snakinya`
 - profile: [github.com/Snakinya](https://github.com/Snakinya)
 - [PR #46124: Fix crash and tokenization mismatch in speculative decoding with different tokenizers](https://github.com/huggingface/transformers/pull/46124) — open
 - [PR #46117: [Generation] Fix continuous batching crash when out of memory during …](https://github.com/huggingface/transformers/pull/46117) — closed
+### `sarthak-ad011`
+- profile: [github.com/sarthak-ad011](https://github.com/sarthak-ad011)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asarthak-ad011)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asarthak-ad011)
+- repo first seen: `2026-07-08T22:41:19Z`
+- repo last seen: `2026-07-10T09:39:05Z`
 - first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **328 days**
+- recent public PR activity: **60 PRs** (50 merged / 8 closed-unmerged / 2 open; merged rate **83%**, closed-unmerged rate **13%**, open rate **3%**)
 - public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **young account; high recent PR volume**
 Example artifacts:
+- [PR #47241: Fix half-precision torch.compile crash in DETR-family sine position embeddings](https://github.com/huggingface/transformers/pull/47241) — open
+- [PR #47180: fix: resolve device mismatch in Bark semantic model by offloading inp…](https://github.com/huggingface/transformers/pull/47180) — closed
 ### `srishtiii28`
 - [Issue #46077: Gemma4 `use_bidirectional_attention="all"` still builds causal attention masks](https://github.com/huggingface/transformers/issues/46077) — closed
 - [Issue #43508: Transformers 5.0.0 calls torch.is_autocast_enabled(device_type) breaking compatibility with torch<2.4](https://github.com/huggingface/transformers/issues/43508) — closed
 ### `Wauplin`
 - profile: [github.com/Wauplin](https://github.com/Wauplin)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALauraGPT)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALauraGPT)
 - repo first seen: `2026-05-24T11:07:04Z`
+- repo last seen: `2026-07-10T08:34:04Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **35 comments / 17 reviews / 17 review comments**
 - account age: **3699 days**
 - recent public PR activity: **9 PRs** (2 merged / 0 closed-unmerged / 7 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
 - public orgs: `FunAudioLLM`
 Example artifacts:
 - [PR #46205: Guard DeviceMesh import in continuous batching](https://github.com/huggingface/transformers/pull/46205) — closed, merged
+### `David-Wu1119`
+- profile: [github.com/David-Wu1119](https://github.com/David-Wu1119)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADavid-Wu1119)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADavid-Wu1119)
+- repo first seen: `2026-07-10T06:24:16Z`
+- repo last seen: `2026-07-10T06:25:02Z`
+- 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: **1 comments / 0 reviews / 0 review comments**
+- account age: **1156 days**
+- recent public PR activity: **28 PRs** (11 merged / 1 closed-unmerged / 16 open; merged rate **39%**, closed-unmerged rate **4%**, open rate **57%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+Example artifacts:
+- [PR #47238: Fix half-precision torch.compile crash in DETR-family sine position embeddings](https://github.com/huggingface/transformers/pull/47238) — open
 ### `DavidJohnQuinlan`
 - profile: [github.com/DavidJohnQuinlan](https://github.com/DavidJohnQuinlan)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
 - repo first seen: `2026-07-09T15:16:26Z`
+- repo last seen: `2026-07-10T09:46:35Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **983 days**
 - recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: none visible
 Example artifacts:
 - [PR #46997: Add after-load fusion for static quantized MLPs](https://github.com/huggingface/transformers/pull/46997) — open
+### `lovelaceyrae11`
+- profile: [github.com/lovelaceyrae11](https://github.com/lovelaceyrae11)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alovelaceyrae11)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alovelaceyrae11)
+- repo first seen: `2026-07-10T09:06:47Z`
+- repo last seen: `2026-07-10T09:06:47Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **338 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; no visible non-self stars; targets high-star repos**
+Example artifacts:
+- [PR #47240: Feat: Apply multi-layered Harmonic Seal for data provenance](https://github.com/huggingface/transformers/pull/47240) — open
 ### `ltd0924`
 - profile: [github.com/ltd0924](https://github.com/ltd0924)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alxcxjxhx)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alxcxjxhx)
 - repo first seen: `2026-07-06T13:25:55Z`
+- repo last seen: `2026-07-10T11:34:41Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **1034 days**
 - recent public PR activity: **28 PRs** (1 merged / 7 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **71%**)
 - public orgs: none visible
 Example artifacts:
 - [PR #46373: Fix#31501: Include train_tokens_per_second in final training metrics](https://github.com/huggingface/transformers/pull/46373) — closed
 ### `mbknust`
 - profile: [github.com/mbknust](https://github.com/mbknust)
 - repo first seen: `2026-06-16T08:24:44Z`
 - repo last seen: `2026-06-27T14:31:55Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46689: Add Gefen optimizer support to Trainer](https://github.com/huggingface/transformers/pull/46689) — closed
 ### `NicolasHug`
 Example artifacts:
 - [PR #46929: Fix torch.export compatibility for Mixtral MoE experts](https://github.com/huggingface/transformers/pull/46929) — closed
 ### `Saurav-Gupta-13`
 - profile: [github.com/Saurav-Gupta-13](https://github.com/Saurav-Gupta-13)

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