Refresh transformers dataset snapshot 20260704T060041Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- Generated: `2026-07-04T06:01:14Z`
 - Activity window: `60d`
-- Contributors: `346`
+- Contributors: `345`
 
 ## Summary
 
@@ -36,8 +36,8 @@
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
+| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 17 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 16 | 1 | weak | moderate | low | high open PR share |
-| `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 16 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | NONE | ?d | `2026-05-13T06:40:41Z` | 15 | 0 | n/a | n/a | n/a | summary unavailable |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 13 | 0 | mixed | low | low | high open PR share |
@@ -139,7 +139,6 @@
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 3012d | `2025-12-02T16:00:11Z` | 19 | 7 | strong | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `jashshah999` | [profile](https://github.com/jashshah999) | no | CONTRIBUTOR | 2570d | `2026-02-25T22:23:20Z` | 8 | 0 | mixed | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ydshieh2` | [profile](https://github.com/ydshieh2) | no | CONTRIBUTOR | 596d | `2025-06-12T08:51:40Z` | 7 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -271,7 +270,6 @@
 | `kiankyars` | [profile](https://github.com/kiankyars) | no | NONE | 2112d | `2026-05-23T05:32:32Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share |
 | `kiwigitops` | [profile](https://github.com/kiwigitops) | no | CONTRIBUTOR | 81d | `2026-05-18T23:18:34Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share |
 | `Kropiunig` | [profile](https://github.com/Kropiunig) | no | CONTRIBUTOR | 2665d | `2026-06-27T21:52:44Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `kuishou68` | [profile](https://github.com/kuishou68) | no | NONE | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `kurtmckee` | [profile](https://github.com/kurtmckee) | no | CONTRIBUTOR | 6391d | `2026-06-12T11:41:21Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `lalitha2410` | [profile](https://github.com/lalitha2410) | no | FIRST_TIMER | 1043d | `2026-05-17T13:42:37Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `lanxuejin` | [profile](https://github.com/lanxuejin) | no | FIRST_TIME_CONTRIBUTOR | 2869d | `2026-06-04T12:32:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -294,6 +292,7 @@
 | `mironable` | [profile](https://github.com/mironable) | no | FIRST_TIME_CONTRIBUTOR | 3559d | `2026-06-15T12:56:34Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `MushiSenpai` | [profile](https://github.com/MushiSenpai) | no | NONE | 143d | `2026-06-26T15:25:50Z` | 1 | 0 | weak | low | medium | young account; high open PR share; no visible non-self stars; targets high-star repos |
+| `MutugiD` | [profile](https://github.com/MutugiD) | yes | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `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 |
 | `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 |
@@ -1012,6 +1011,29 @@ Example artifacts:
 - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — closed, merged
 - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
 
+### `Sunt-ing`
+
+- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
+- 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: `2026-07-04T03:34:45Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **17**
+- snapshot authored PRs/issues: **17 PRs / 0 issues**
+- snapshot discussion activity: **11 comments / 3 reviews / 3 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
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47051: Forward direct generation kwargs in multimodal generation pipelines](https://github.com/huggingface/transformers/pull/47051) — open
+- [PR #47045: Fix: accept scalar audio formats in Voxtral transcription requests](https://github.com/huggingface/transformers/pull/47045) — open
+- [PR #47033: Fix serve tool parsing for legacy response schemas](https://github.com/huggingface/transformers/pull/47033) — closed
+
 ### `LinZiyuu`
 
 - profile: [github.com/LinZiyuu](https://github.com/LinZiyuu)
@@ -1036,29 +1058,6 @@ Example artifacts:
 - [PR #46485: Bound causal-attention mask to prevent unbounded allocation](https://github.com/huggingface/transformers/pull/46485) — closed
 - [Issue #45998: Security Vulnerability](https://github.com/huggingface/transformers/issues/45998) — closed
 
-### `Sunt-ing`
-
-- profile: [github.com/Sunt-ing](https://github.com/Sunt-ing)
-- 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: `2026-07-03T16:39:46Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **16**
-- snapshot authored PRs/issues: **16 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 3 reviews / 3 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
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #47045: Fix: accept scalar audio formats in Voxtral transcription requests](https://github.com/huggingface/transformers/pull/47045) — open
-- [PR #47033: Fix serve tool parsing for legacy response schemas](https://github.com/huggingface/transformers/pull/47033) — closed
-- [PR #47032: Fix image-text-to-text stop_sequence handling](https://github.com/huggingface/transformers/pull/47032) — open
-
 ### `sergereview[bot]`
 
 - profile: [github.com/sergereview[bot]](https://github.com/sergereview[bot])
@@ -3382,29 +3381,6 @@ Example artifacts:
 - [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
 - [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
 
-### `jashshah999`
-
-- profile: [github.com/jashshah999](https://github.com/jashshah999)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999)
-- repo first seen: `2026-02-25T22:23:20Z`
-- repo last seen: `2026-05-05T05:48:38Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
-- account age: **2570 days**
-- recent public PR activity: **54 PRs** (19 merged / 12 closed-unmerged / 23 open; merged rate **35%**, closed-unmerged rate **22%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
-- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45780: fix: per-instance cache in compile_compatible_method_lru_cache to prevent memory leak](https://github.com/huggingface/transformers/pull/45780) — closed
-- [PR #45771: perf(qwen3_vl): replace Conv3d with F.linear in patch embed forward](https://github.com/huggingface/transformers/pull/45771) — closed
-- [PR #45222: fix(gemma3, gemma4): default token_type_ids to zeros for text-only training](https://github.com/huggingface/transformers/pull/45222) — closed
-
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -5065,12 +5041,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAyushDas4890)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAyushDas4890)
 - repo first seen: `2026-07-02T04:24:14Z`
-- repo last seen: `2026-07-03T03:55:59Z`
+- repo last seen: `2026-07-04T03:20:50Z`
 - 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**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **966 days**
 - recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
 - public orgs: none visible
@@ -6235,27 +6211,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46939: docs(conditional_detr): fix num_queries default in docstring (100 -> 300)](https://github.com/huggingface/transformers/pull/46939) — closed, merged
 
-### `kuishou68`
-
-- profile: [github.com/kuishou68](https://github.com/kuishou68)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akuishou68)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akuishou68)
-- repo first seen: `2026-05-05T02:27:41Z`
-- repo last seen: `2026-05-05T02:27:41Z`
-- 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: **2457 days**
-- recent public PR activity: **177 PRs** (62 merged / 41 closed-unmerged / 74 open; merged rate **35%**, closed-unmerged rate **23%**, open rate **42%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45778: fix(testing): use worker-specific captured_info files for pytest-xdist compatibility](https://github.com/huggingface/transformers/pull/45778) — closed
-
 ### `kurtmckee`
 
 - profile: [github.com/kurtmckee](https://github.com/kurtmckee)
@@ -6718,6 +6673,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46921: docs: add prepare_for_model() v4→v5 migration example](https://github.com/huggingface/transformers/pull/46921) — closed
 
+### `MutugiD`
+
+- profile: [github.com/MutugiD](https://github.com/MutugiD)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMutugiD)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMutugiD)
+- repo first seen: `2026-07-04T00:14:46Z`
+- repo last seen: `2026-07-04T00:15:12Z`
+- 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: **2310 days**
+- recent public PR activity: **60 PRs** (54 merged / 2 closed-unmerged / 4 open; merged rate **90%**, closed-unmerged rate **3%**, open rate **7%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #47048: Guard DETR and Grounding DINO Hungarian matchers against infinite cost matrices](https://github.com/huggingface/transformers/pull/47048) — open
+
 ### `n0gu-furiosa`
 
 - profile: [github.com/n0gu-furiosa](https://github.com/n0gu-furiosa)

new_contributors.parquet

@@ -1,3 +1,3 @@
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+oid sha256:4f85bfd37a52a8fdf9ace5fe40623f8359db7b1632dd2fab109aa088d7b9936a
+size 63278

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
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@@ -112,7 +112,7 @@
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@@ -432,7 +432,7 @@
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@@ -2016,7 +2016,7 @@
         46717
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       "summary": "5 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`, `tests/utils/test_core_model_loading.py`, `tests/test_modeling_common.py`; representative PR #45635.",
       "shared_filenames": [
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@@ -2645,7 +2645,7 @@
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@@ -2867,7 +2867,7 @@
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