Refresh transformers dataset snapshot 20260709T060021Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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@@ -12895,12 +13041,12 @@
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       "repo_first_seen_at": "2026-06-15T09:54:17Z",
-      "repo_last_seen_at": "2026-07-07T20:58:01Z",
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@@ -13965,7 +14111,7 @@
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@@ -13997,8 +14143,8 @@
             "number": 45979,
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             "url": "https://github.com/huggingface/transformers/pull/45979",
-            "state": "open",
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+            "state": "closed",
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             "created_at": "2026-05-14T14:42:26Z"
           }
@@ -16159,6 +16305,63 @@
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+    {
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+      "name": "Ashutosh Kumar",
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+            "title": "Fix tar-slip/zip-slip arbitrary file write vulnerabilities (CWE-22)",
+            "url": "https://github.com/huggingface/transformers/pull/47183",
+            "state": "open",
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       "name": "Ashutosh Kumar Singh",
@@ -16234,12 +16437,12 @@
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@@ -17264,7 +17467,7 @@
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@@ -22550,12 +22753,12 @@
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@@ -22720,7 +22923,7 @@
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@@ -22752,7 +22955,7 @@
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             "title": "T5: add SDPA and Flash Attention 2 support",
             "url": "https://github.com/huggingface/transformers/pull/46946",
-            "state": "open",
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             "created_at": "2026-06-28T17:06:32Z"

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260709T000028Z`
-- Generated: `2026-07-09T00:01:48Z`
+- Snapshot: `20260709T060021Z`
+- Generated: `2026-07-09T06:01:58Z`
 - Activity window: `60d`
-- Contributors: `358`
+- Contributors: `361`
 
 ## Summary
 
@@ -11,7 +11,7 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 137 | 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` | 116 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 105 | 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` | 106 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 103 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 101 | 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` | 75 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -20,7 +20,7 @@
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 49 | 1 | strong | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 48 | 0 | strong | low | low | targets high-star repos |
-| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 43 | 1 | strong | moderate | low | targets high-star repos |
+| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 37 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 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 |
@@ -57,12 +57,13 @@
 | `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 |
+| `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 6 | 0 | strong | low | low | high recent PR volume |
+| `kaivalya-cyber` | [profile](https://github.com/kaivalya-cyber) | yes | FIRST_TIME_CONTRIBUTOR | 1067d | `2026-07-09T05:30:44Z` | 6 | 0 | weak | high | low | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `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 |
 | `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | no | CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 5 | 5 | weak | low | low | high open PR share; targets high-star repos |
 | `filipinescu` | [profile](https://github.com/filipinescu) | no | CONTRIBUTOR | 953d | `2026-05-22T20:20:49Z` | 5 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 5 | 0 | strong | low | low | high recent PR volume |
 | `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 5 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 5 | 0 | strong | moderate | low | high recent PR volume |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 5 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -170,6 +171,7 @@
 | `Mamiglia` | [profile](https://github.com/Mamiglia) | no | CONTRIBUTOR | 3093d | `2026-05-08T16:06:43Z` | 2 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
+| `WilliamRoyNelson` | [profile](https://github.com/WilliamRoyNelson) | no | FIRST_TIME_CONTRIBUTOR | 4404d | `2026-02-03T01:06:06Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zRzRzRzRzRzRzR` | [profile](https://github.com/zRzRzRzRzRzRzR) | no | CONTRIBUTOR | 1671d | `2026-01-21T13:37:27Z` | 2 | 0 | strong | moderate | low | targets high-star repos |
 | `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | FIRST_TIME_CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
@@ -186,7 +188,7 @@
 | `jshn9515` | [profile](https://github.com/jshn9515) | no | NONE | 214d | `2026-05-29T22:55:56Z` | 1 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `julien-gadonneix` | [profile](https://github.com/julien-gadonneix) | no | NONE | 987d | `2026-06-02T15:31:42Z` | 1 | 1 | mixed | low | low | high open PR share |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | NONE | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
-| `kasakh` | [profile](https://github.com/kasakh) | no | FIRST_TIME_CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `kasakh` | [profile](https://github.com/kasakh) | no | CONTRIBUTOR | 3170d | `2026-05-10T06:09:08Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `kratos0718` | [profile](https://github.com/kratos0718) | no | NONE | 427d | `2026-05-27T07:20:35Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `LauraGPT` | [profile](https://github.com/LauraGPT) | no | FIRST_TIME_CONTRIBUTOR | 3699d | `2026-05-24T11:07:04Z` | 1 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | no | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
@@ -222,8 +224,9 @@
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ashusnapx` | [profile](https://github.com/ashusnapx) | yes | FIRST_TIME_CONTRIBUTOR | 2034d | `2026-07-09T00:36:56Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | yes | FIRST_TIME_CONTRIBUTOR | 3285d | `2026-07-08T22:49:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `atharvajoshi10` | [profile](https://github.com/atharvajoshi10) | no | FIRST_TIME_CONTRIBUTOR | 3285d | `2026-07-08T22:49:00Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `atri2549` | [profile](https://github.com/atri2549) | no | FIRST_TIMER | 1108d | `2026-07-01T09:25:24Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `AyushDas4890` | [profile](https://github.com/AyushDas4890) | 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 |
@@ -333,10 +336,10 @@
 | `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) | yes | FIRST_TIME_CONTRIBUTOR | 328d | `2026-07-08T22:41:19Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
+| `sarthak-ad011` | [profile](https://github.com/sarthak-ad011) | no | FIRST_TIME_CONTRIBUTOR | 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 | FIRST_TIME_CONTRIBUTOR | 1522d | `2026-06-28T17:06:32Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `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 |
 | `sezer-muhammed` | [profile](https://github.com/sezer-muhammed) | no | CONTRIBUTOR | 2054d | `2026-06-28T03:58:25Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sgerrard` | [profile](https://github.com/sgerrard) | no | CONTRIBUTOR | 3845d | `2026-06-05T15:02:56Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -399,12 +402,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-07-08T09:14:57Z`
+- repo last seen: `2026-07-09T05:55:24Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **116**
 - snapshot authored PRs/issues: **116 PRs / 0 issues**
-- snapshot discussion activity: **280 comments / 401 reviews / 655 review comments**
+- snapshot discussion activity: **283 comments / 405 reviews / 657 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -422,11 +425,11 @@ 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: `2026-07-08T12:32:47Z`
+- repo last seen: `2026-07-09T03:52:30Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **109**
-- snapshot authored PRs/issues: **105 PRs / 4 issues**
+- repo primary artifacts: **110**
+- snapshot authored PRs/issues: **106 PRs / 4 issues**
 - snapshot discussion activity: **90 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%**)
@@ -435,9 +438,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47173: Bmg expectation](https://github.com/huggingface/transformers/pull/47173) — open
+- [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
-- [PR #47127: fix bugs for clvp model](https://github.com/huggingface/transformers/pull/47127) — 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
@@ -598,12 +601,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-07-08T09:41:48Z`
+- repo last seen: `2026-07-09T05:53:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **50**
 - snapshot authored PRs/issues: **49 PRs / 1 issues**
-- snapshot discussion activity: **69 comments / 217 reviews / 230 review comments**
+- snapshot discussion activity: **70 comments / 219 reviews / 232 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -611,8 +614,8 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #47126: [Fix] Make DeepGEMM triton fallback more robust](https://github.com/huggingface/transformers/pull/47126) — open
-- [PR #47117: [Fix] Remove old automatic cross attn pattern from output recorders](https://github.com/huggingface/transformers/pull/47117) — open
+- [PR #47126: [Fix] Make DeepGEMM triton fallback more robust](https://github.com/huggingface/transformers/pull/47126) — closed, merged
+- [PR #47117: [Fix] Remove old automatic cross attn pattern from output recorders](https://github.com/huggingface/transformers/pull/47117) — closed, merged
 - [PR #47100: [Fix] Remove deprecated argument from `kernels` call](https://github.com/huggingface/transformers/pull/47100) — open
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
 
@@ -645,12 +648,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi)
 - repo first seen: `2025-10-14T03:02:06Z`
-- repo last seen: `2026-07-08T08:00:49Z`
+- repo last seen: `2026-07-09T03:05:23Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **44**
-- snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **27 comments / 25 reviews / 25 review comments**
+- repo primary artifacts: **45**
+- snapshot authored PRs/issues: **44 PRs / 1 issues**
+- snapshot discussion activity: **27 comments / 26 reviews / 26 review comments**
 - account age: **2996 days**
 - recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
 - public orgs: none visible
@@ -658,9 +661,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47184: extend tests/models/qwen3_next/test_modeling_qwen3_next.py::Qwen3Next…](https://github.com/huggingface/transformers/pull/47184) — open
 - [PR #47166: extend tests/quantization/gptq/test_gptq.py::GPTQTestCUDA and tests/q…](https://github.com/huggingface/transformers/pull/47166) — open
 - [PR #47159: Extend continuous batching memory prediction test to XPU](https://github.com/huggingface/transformers/pull/47159) — closed, merged
-- [PR #47151: Fix Aria checkpoint key conversion mapping](https://github.com/huggingface/transformers/pull/47151) — open
 - [Issue #42890: tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()](https://github.com/huggingface/transformers/issues/42890) — closed
 
 ### `itazap`
@@ -1008,12 +1011,12 @@ 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: `2026-07-08T06:18:11Z`
+- repo last seen: `2026-07-09T05:00:32Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **21 PRs / 0 issues**
-- snapshot discussion activity: **16 comments / 5 reviews / 5 review comments**
+- 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
@@ -1519,6 +1522,52 @@ 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
 
+### `IMvision12`
+
+- profile: [github.com/IMvision12](https://github.com/IMvision12)
+- 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: `2026-07-09T04:03:25Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **4 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
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #47186: Fix batched Qwen2.5-Omni audio generation](https://github.com/huggingface/transformers/pull/47186) — open
+- [PR #47129: Fix RT-DETR v2 converter for current model keys](https://github.com/huggingface/transformers/pull/47129) — open
+- [PR #47105: Re-enable VITS model forward test](https://github.com/huggingface/transformers/pull/47105) — open
+
+### `kaivalya-cyber`
+
+- profile: [github.com/kaivalya-cyber](https://github.com/kaivalya-cyber)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaivalya-cyber)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaivalya-cyber)
+- repo first seen: `2026-07-09T05:30:44Z`
+- repo last seen: `2026-07-09T05:34:12Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **6**
+- snapshot authored PRs/issues: **6 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1067 days**
+- recent public PR activity: **46 PRs** (10 merged / 0 closed-unmerged / 36 open; merged rate **22%**, closed-unmerged rate **0%**, open rate **78%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **low**
+- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47193: Add num_warmup_steps/n_training_steps > 0 validation to scheduler fun…](https://github.com/huggingface/transformers/pull/47193) — open
+- [PR #47192: Add dropout probability [0,1] range validation to GPT2Config](https://github.com/huggingface/transformers/pull/47192) — open
+- [PR #47191: Add weight_decay >= 0 validation to TrainingArguments](https://github.com/huggingface/transformers/pull/47191) — open
+
 ### `KirtiRamchandani`
 
 - profile: [github.com/KirtiRamchandani](https://github.com/KirtiRamchandani)
@@ -1637,29 +1686,6 @@ Example artifacts:
 - [PR #46356: [docs] Romanian translation of `fast_tokenizers.md`, `custom_tokenizers.md`, `tokenizer_summary.md`, `image_processors.md` and `video_processors.md`.](https://github.com/huggingface/transformers/pull/46356) — closed, merged
 - [PR #46345: [docs] Romanian translation of `contributing.md`, `modular_transformers.md`, `multimodal_processing.md`, `add_vision_processing_components.md`, `add_audio_processing_components.md`, `modeling_rules.md`, `model_output_tracing.md`, `auto_docstring.md`, `testing.md`, `pr_checks.md` and `add_new_model.md` .](https://github.com/huggingface/transformers/pull/46345) — closed, merged
 
-### `IMvision12`
-
-- profile: [github.com/IMvision12](https://github.com/IMvision12)
-- 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: `2026-07-08T23:07:14Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **5 PRs / 0 issues**
-- snapshot discussion activity: **4 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
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #47129: Fix RT-DETR v2 converter for current model keys](https://github.com/huggingface/transformers/pull/47129) — open
-- [PR #47105: Re-enable VITS model forward test](https://github.com/huggingface/transformers/pull/47105) — open
-- [PR #47079: Fix AltCLIP text embedding resize test](https://github.com/huggingface/transformers/pull/47079) — closed, merged
-
 ### `kamran-nizamani`
 
 - profile: [github.com/kamran-nizamani](https://github.com/kamran-nizamani)
@@ -4105,6 +4131,28 @@ Example artifacts:
 - [PR #46141: Fix FSDP2 and distributed checkpointing imports for older PyTorch versions](https://github.com/huggingface/transformers/pull/46141) — closed, merged
 - [PR #45269: Fix typos in src/transformers/utils/output_capturing.py](https://github.com/huggingface/transformers/pull/45269) — closed, merged
 
+### `WilliamRoyNelson`
+
+- profile: [github.com/WilliamRoyNelson](https://github.com/WilliamRoyNelson)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWilliamRoyNelson)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWilliamRoyNelson)
+- repo first seen: `2026-02-03T01:06:06Z`
+- repo last seen: `2026-07-09T05:20:29Z`
+- 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: **3 comments / 0 reviews / 0 review comments**
+- account age: **4404 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: `americanexpress`
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47187: Update doc preprocessing regex to prevent ReDoS](https://github.com/huggingface/transformers/pull/47187) — open
+- [PR #43693: Update doc preprocessing regex to prevent ReDoS](https://github.com/huggingface/transformers/pull/43693) — closed
+
 ### `zRzRzRzRzRzRzR`
 
 - profile: [github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR)
@@ -4133,12 +4181,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandreasgoulas)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandreasgoulas)
 - repo first seen: `2026-06-15T09:54:17Z`
-- repo last seen: `2026-07-07T20:58:01Z`
+- repo last seen: `2026-07-09T04:43:12Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **1 PRs / 3 issues**
-- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **11 comments / 0 reviews / 0 review comments**
 - account age: **5178 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: `EmptyJuiceBox`
@@ -4469,7 +4517,7 @@ Example artifacts:
 - repo first seen: `2026-05-10T06:09:08Z`
 - repo last seen: `2026-07-01T22:34:20Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
@@ -4480,7 +4528,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45979: [Generation] Add static ensemble verification for lossy speculative decoding](https://github.com/huggingface/transformers/pull/45979) — open
+- [PR #45979: [Generation] Add static ensemble verification for lossy speculative decoding](https://github.com/huggingface/transformers/pull/45979) — closed, merged
 - [Issue #45865: [Feature Request] Add lossy speculative decoding via static ensemble verification](https://github.com/huggingface/transformers/issues/45865) — closed
 
 ### `kratos0718`
@@ -5230,6 +5278,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46623: Made SAM3 to return loss in outputs](https://github.com/huggingface/transformers/pull/46623) — open
 
+### `ashusnapx`
+
+- profile: [github.com/ashusnapx](https://github.com/ashusnapx)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aashusnapx)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aashusnapx)
+- repo first seen: `2026-07-09T00:36:56Z`
+- repo last seen: `2026-07-09T01:25:06Z`
+- 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: **2034 days**
+- recent public PR activity: **5 PRs** (0 merged / 2 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **40%**, open rate **60%**)
+- 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 #47183: Fix tar-slip/zip-slip arbitrary file write vulnerabilities (CWE-22)](https://github.com/huggingface/transformers/pull/47183) — open
+
 ### `Ashutosh-177`
 
 - profile: [github.com/Ashutosh-177](https://github.com/Ashutosh-177)
@@ -5258,7 +5327,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aatharvajoshi10)
 - repo first seen: `2026-07-08T22:49:00Z`
 - repo last seen: `2026-07-08T22:49:00Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7568,7 +7637,7 @@ Example artifacts:
 - 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: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7632,7 +7701,7 @@ Example artifacts:
 - repo first seen: `2026-06-28T17:06:32Z`
 - repo last seen: `2026-07-06T02:03:19Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
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 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -7643,7 +7712,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46946: T5: add SDPA and Flash Attention 2 support](https://github.com/huggingface/transformers/pull/46946) — open
+- [PR #46946: T5: add SDPA and Flash Attention 2 support](https://github.com/huggingface/transformers/pull/46946) — closed
 
 ### `sezer-muhammed`
 

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   "manifest_path": "manifest.json",
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