Refresh transformers dataset snapshot 20260713T000021Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260712T180021Z`
+- latest snapshot: `20260713T000021Z`
 - 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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new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260712T180021Z`
-- Generated: `2026-07-12T18:00:56Z`
+- Snapshot: `20260713T000021Z`
+- Generated: `2026-07-13T00:00:44Z`
 - Activity window: `60d`
 - Contributors: `367`
 
@@ -145,6 +145,7 @@
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; 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 |
+| `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | FIRST_TIME_CONTRIBUTOR | 78d | `2026-03-21T22:53:27Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; 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 |
 | `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 |
@@ -332,7 +333,6 @@
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `puwaer` | [profile](https://github.com/puwaer) | no | NONE | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -3539,6 +3539,28 @@ Example artifacts:
 - [PR #46778: Raise clear ValueError for empty conversation in apply_chat_template](https://github.com/huggingface/transformers/pull/46778) — closed
 - [PR #46592: Fix regression in ProcessorMixin._load_tokenizer_from_pretrained for tokenizers at root](https://github.com/huggingface/transformers/pull/46592) — closed, merged
 
+### `py-ai-dev`
+
+- profile: [github.com/py-ai-dev](https://github.com/py-ai-dev)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apy-ai-dev)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apy-ai-dev)
+- repo first seen: `2026-03-21T22:53:27Z`
+- repo last seen: `2026-07-12T21:06:31Z`
+- 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 / 2 reviews / 0 review comments**
+- account age: **78 days**
+- recent public PR activity: **13 PRs** (0 merged / 1 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **8%**, open rate **92%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #47278: feat(rope): fused Triton kernel for apply_rotary_pos_emb via torchembed (3–5× faster)](https://github.com/huggingface/transformers/pull/47278) — open
+- [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — closed, draft
+
 ### `rohanbalsaraf`
 
 - profile: [github.com/rohanbalsaraf](https://github.com/rohanbalsaraf)
@@ -4564,12 +4586,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHeatdh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHeatdh)
 - repo first seen: `2026-07-01T21:42:33Z`
-- repo last seen: `2026-07-03T17:05:24Z`
+- repo last seen: `2026-07-12T22:14:22Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
 - account age: **2060 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
@@ -7556,27 +7578,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46243: Separate pip command syntax for notebook and CLI tabs in Quickstart](https://github.com/huggingface/transformers/pull/46243) — closed, merged
 
-### `py-ai-dev`
-
-- profile: [github.com/py-ai-dev](https://github.com/py-ai-dev)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apy-ai-dev)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apy-ai-dev)
-- repo first seen: `2026-03-21T22:53:27Z`
-- repo last seen: `2026-06-07T19:59:05Z`
-- 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 / 2 reviews / 0 review comments**
-- account age: **78 days**
-- recent public PR activity: **13 PRs** (0 merged / 1 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **8%**, open rate **92%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
-- heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #46479: Add `torchembed` as an optional RoPE/embedding backend](https://github.com/huggingface/transformers/pull/46479) — closed, draft
-
 ### `ramkumar27072006`
 
 - profile: [github.com/ramkumar27072006](https://github.com/ramkumar27072006)

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