Refresh transformers dataset snapshot 20260712T060026Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260712T000022Z`
+- latest snapshot: `20260712T060026Z`
 - raw data only; no labels or moderation decisions
 - PR metadata, file-level patch hunks, and full unified diffs are included
 - full file contents for changed files are not included

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@@ -2198,6 +2198,16 @@
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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260712T000022Z`
-- Generated: `2026-07-12T00:00:53Z`
+- Snapshot: `20260712T060026Z`
+- Generated: `2026-07-12T06:00:56Z`
 - Activity window: `60d`
 - Contributors: `370`
 
@@ -32,7 +32,7 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 27 | 15 | 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 |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 26 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
-| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 25 | 0 | n/a | n/a | n/a | summary unavailable |
+| `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 26 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Sunt-ing` | [profile](https://github.com/Sunt-ing) | no | CONTRIBUTOR | 2841d | `2026-06-18T09:58:22Z` | 23 | 0 | weak | moderate | medium | high recent PR volume; high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 22 | 0 | strong | moderate | low | — |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 21 | 0 | strong | moderate | low | targets high-star repos |
@@ -256,6 +256,7 @@
 | `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) | no | 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 |
+| `davidnichols-ops` | [profile](https://github.com/davidnichols-ops) | yes | FIRST_TIME_CONTRIBUTOR | 37d | `2026-07-12T03:57:42Z` | 1 | 0 | weak | moderate | medium | very new account; high open PR share |
 | `delcenjo` | [profile](https://github.com/delcenjo) | no | CONTRIBUTOR | 121d | `2026-06-23T19:12:59Z` | 1 | 0 | strong | high | medium | young account; high recent PR volume; broad repo spread; no visible non-self stars |
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
@@ -323,7 +324,7 @@
 | `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 |
-| `pablopupo` | [profile](https://github.com/pablopupo) | yes | FIRST_TIME_CONTRIBUTOR | 1025d | `2026-07-11T20:34:13Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `pablopupo` | [profile](https://github.com/pablopupo) | no | FIRST_TIME_CONTRIBUTOR | 1025d | `2026-07-11T20:34:13Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `PINKIIILQWQ` | [profile](https://github.com/PINKIIILQWQ) | no | NONE | 333d | `2026-06-16T20:11:32Z` | 1 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -373,7 +374,6 @@
 | `Vanshajrawat` | [profile](https://github.com/Vanshajrawat) | no | NONE | 1600d | `2026-05-30T19:38:14Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `W-Akrabi` | [profile](https://github.com/W-Akrabi) | no | NONE | 1346d | `2026-06-07T22:07:11Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `wangyi7099` | [profile](https://github.com/wangyi7099) | no | FIRST_TIME_CONTRIBUTOR | 3473d | `2026-06-11T00:57:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Yeuvoir` | [profile](https://github.com/Yeuvoir) | no | NONE | 639d | `2026-05-13T05:45:38Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YuChangHui` | [profile](https://github.com/YuChangHui) | no | FIRST_TIME_CONTRIBUTOR | 2154d | `2026-07-06T02:04:32Z` | 1 | 0 | strong | low | low | — |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
@@ -950,11 +950,11 @@ Example artifacts:
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 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergereview%5Bbot%5D)
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-- repo last seen: `2026-07-08T00:50:00Z`
+- repo last seen: `2026-07-12T00:55:34Z`
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 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **25**
-- snapshot authored PRs/issues: **25 PRs / 0 issues**
+- repo primary artifacts: **26**
+- snapshot authored PRs/issues: **26 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 5 reviews / 10 review comments**
 - account age: **? days**
 - recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
@@ -964,9 +964,9 @@ Example artifacts:
 - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
 
 Example artifacts:
+- [PR #47266: [serge] Fix 8 integration tests for model `deepseek_v32` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47266) — open
 - [PR #47150: [serge] Fix 20 integration tests for model `whisper` failing with `output_mismatch` (list output differs (10), other (6)](https://github.com/huggingface/transformers/pull/47150) — open
 - [PR #47124: [serge] Fix 8 integration tests for model `falcon_mamba` failing with `output_mismatch` (other (6), list output differs](https://github.com/huggingface/transformers/pull/47124) — open
-- [PR #47123: [serge] Fix 12 integration tests for model `minimax_m3_vl` failing with `load_error` (other (12))](https://github.com/huggingface/transformers/pull/47123) — open
 
 ### `Sunt-ing`
 
@@ -2095,12 +2095,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aammmanism)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aammmanism)
 - repo first seen: `2026-07-09T14:36:07Z`
-- repo last seen: `2026-07-10T13:31:56Z`
+- repo last seen: `2026-07-12T05:46:05Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 1 reviews / 0 review comments**
+- snapshot discussion activity: **9 comments / 1 reviews / 0 review comments**
 - account age: **1620 days**
 - recent public PR activity: **18 PRs** (10 merged / 4 closed-unmerged / 4 open; merged rate **56%**, closed-unmerged rate **22%**, open rate **22%**)
 - public orgs: none visible
@@ -5969,6 +5969,27 @@ Example artifacts:
 Example artifacts:
 - [PR #47212: docs: update quantized cache hqq/quanto examples and documentation](https://github.com/huggingface/transformers/pull/47212) — open
 
+### `davidnichols-ops`
+
+- profile: [github.com/davidnichols-ops](https://github.com/davidnichols-ops)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adavidnichols-ops)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adavidnichols-ops)
+- repo first seen: `2026-07-12T03:57:42Z`
+- repo last seen: `2026-07-12T03:57:42Z`
+- 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: **0 comments / 0 reviews / 0 review comments**
+- account age: **37 days**
+- recent public PR activity: **14 PRs** (1 merged / 4 closed-unmerged / 9 open; merged rate **7%**, closed-unmerged rate **29%**, open rate **64%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **very new account; high open PR share**
+
+Example artifacts:
+- [PR #47267: fix: restore dict return type in create_masks_for_generate (#46962)](https://github.com/huggingface/transformers/pull/47267) — open
+
 ### `delcenjo`
 
 - profile: [github.com/delcenjo](https://github.com/delcenjo)
@@ -7383,7 +7404,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apablopupo)
 - repo first seen: `2026-07-11T20:34:13Z`
 - repo last seen: `2026-07-11T20:34:13Z`
-- 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**
@@ -8426,27 +8447,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46550: Remove position_ids documentation from function](https://github.com/huggingface/transformers/pull/46550) — open
 
-### `Yeuvoir`
-
-- profile: [github.com/Yeuvoir](https://github.com/Yeuvoir)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYeuvoir)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYeuvoir)
-- repo first seen: `2026-05-13T05:45:38Z`
-- repo last seen: `2026-05-15T12:48:36Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
-- account age: **639 days**
-- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars**
-
-Example artifacts:
-- [PR #45931: Add TurboQuant KV cache backend](https://github.com/huggingface/transformers/pull/45931) — closed
-
 ### `Yooniel`
 
 - profile: [github.com/Yooniel](https://github.com/Yooniel)

new_contributors.parquet

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         45985
       ],
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       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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         "src/transformers/generation/utils.py"
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@@ -7505,6 +7505,59 @@
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+      "pr_numbers": [
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+        46148
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+      "average_similarity": 0.385,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_next/modular_qwen3_next.py`, `src/transformers/models/olmo_hybrid/modeling_olmo_hybrid.py`, `src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py`; representative PR #45513.",
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