Refresh transformers dataset snapshot 20260707T000034Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260706T180017Z`
+- latest snapshot: `20260707T000034Z`
 - 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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@@ -66,6 +66,16 @@
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new-contributors-report.md

@@ -1,15 +1,15 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260706T180017Z`
-- Generated: `2026-07-06T18:03:13Z`
+- Snapshot: `20260707T000034Z`
+- Generated: `2026-07-07T00:01:23Z`
 - Activity window: `60d`
-- Contributors: `347`
+- Contributors: `346`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 135 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 136 | 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` | 113 | 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` | 102 | 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` | 101 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -284,7 +284,7 @@
 | `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) | yes | 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 |
+| `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 |
@@ -314,7 +314,6 @@
 | `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 |
-| `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; 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 |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -365,11 +364,11 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh)
 - repo first seen: `2025-02-05T12:51:57Z`
-- repo last seen: `2026-07-06T09:35:09Z`
+- repo last seen: `2026-07-06T18:48:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **135**
-- snapshot authored PRs/issues: **135 PRs / 0 issues**
+- repo primary artifacts: **136**
+- snapshot authored PRs/issues: **136 PRs / 0 issues**
 - snapshot discussion activity: **138 comments / 266 reviews / 181 review comments**
 - account age: **4938 days**
 - recent public PR activity: **52 PRs** (40 merged / 4 closed-unmerged / 8 open; merged rate **77%**, closed-unmerged rate **8%**, open rate **15%**)
@@ -378,9 +377,9 @@
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47115: processor tests: use tiny Hub repos to reduce CI memory](https://github.com/huggingface/transformers/pull/47115) — open
 - [PR #47104: processor tests: use tiny Hub repos to reduce CI memory by ~43%](https://github.com/huggingface/transformers/pull/47104) — open
 - [PR #47043: Fix CI read-only cache failures by patching cached_files in conftest](https://github.com/huggingface/transformers/pull/47043) — open
-- [PR #47040: Update workflow callers to use `transformers-ci`](https://github.com/huggingface/transformers/pull/47040) — closed, merged
 
 ### `Cyrilvallez`
 
@@ -437,12 +436,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-07-03T10:41:49Z`
+- repo last seen: `2026-07-06T18:35:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **107**
 - snapshot authored PRs/issues: **101 PRs / 6 issues**
-- snapshot discussion activity: **188 comments / 224 reviews / 204 review comments**
+- snapshot discussion activity: **188 comments / 225 reviews / 204 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -816,7 +815,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47107: Fix MoE decode optimization for experts living in a submodel](https://github.com/huggingface/transformers/pull/47107) — open
-- [PR #47096: Exportable kimi](https://github.com/huggingface/transformers/pull/47096) — open, draft
+- [PR #47096: Exportable kimi](https://github.com/huggingface/transformers/pull/47096) — open
 - [PR #47003: OpenVINO HF Exporter](https://github.com/huggingface/transformers/pull/47003) — open, draft
 - [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
@@ -973,12 +972,12 @@ 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: `2026-07-04T21:20:06Z`
+- repo last seen: `2026-07-06T19:54:11Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **21**
 - snapshot authored PRs/issues: **21 PRs / 0 issues**
-- snapshot discussion activity: **12 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **13 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
@@ -1321,12 +1320,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize)
 - repo first seen: `2026-03-13T10:24:11Z`
-- repo last seen: `2026-07-06T12:29:04Z`
+- repo last seen: `2026-07-06T21:09:03Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **8 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 7 reviews / 7 review comments**
+- snapshot discussion activity: **10 comments / 7 reviews / 7 review comments**
 - account age: **2852 days**
 - recent public PR activity: **26 PRs** (20 merged / 5 closed-unmerged / 1 open; merged rate **77%**, closed-unmerged rate **19%**, open rate **4%**)
 - public orgs: none visible
@@ -2443,12 +2442,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
 - repo first seen: `2026-04-25T02:09:42Z`
-- repo last seen: `2026-06-17T14:51:13Z`
+- repo last seen: `2026-07-06T23:07:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **7**
 - snapshot authored PRs/issues: **3 PRs / 4 issues**
-- snapshot discussion activity: **7 comments / 3 reviews / 3 review comments**
+- snapshot discussion activity: **9 comments / 3 reviews / 3 review comments**
 - account age: **479 days**
 - recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
 - public orgs: none visible
@@ -4078,12 +4077,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcgco)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcgco)
 - repo first seen: `2026-07-05T12:41:27Z`
-- repo last seen: `2026-07-05T12:44:26Z`
+- repo last seen: `2026-07-06T19:17:57Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
 - account age: **2524 days**
 - recent public PR activity: **8 PRs** (1 merged / 2 closed-unmerged / 5 open; merged rate **12%**, closed-unmerged rate **25%**, open rate **62%**)
 - public orgs: none visible
@@ -6519,7 +6518,7 @@ Example artifacts:
 - 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: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -7142,27 +7141,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46084: Fix use_cache with seq_len > 1 ( #46032)](https://github.com/huggingface/transformers/pull/46084) — closed, merged
 
-### `Ratwood98`
-
-- profile: [github.com/Ratwood98](https://github.com/Ratwood98)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARatwood98)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARatwood98)
-- repo first seen: `2026-05-07T23:30:45Z`
-- repo last seen: `2026-05-07T23:30:45Z`
-- first seen in snapshot: **no**
-- repo association: **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: **1899 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 #45833: Add Qwen3.5 support for token classification](https://github.com/huggingface/transformers/pull/45833) — closed, merged
-
 ### `RaunaqDavidNath`
 
 - profile: [github.com/RaunaqDavidNath](https://github.com/RaunaqDavidNath)

new_contributors.parquet

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pr-scope-clusters.json

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 {
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-  "cluster_count": 87,
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+  "cluster_count": 88,
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         46161
       ],
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       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
       "shared_filenames": [
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           "breadth_similarity": 1.0,
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           "breadth_similarity": 1.0,
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         {
           "left_pr_number": 42668,
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-          "similarity": 0.2,
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         46696
       ],
       "representative_pr_number": 43549,
-      "average_similarity": 0.497,
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       "summary": "5 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
         "src/transformers/modeling_flash_attention_utils.py"
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@@ -2969,7 +2969,7 @@
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           "breadth_similarity": 0.667,
@@ -2986,7 +2986,7 @@
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           "right_pr_number": 44615,
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@@ -3128,7 +3128,7 @@
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           "similarity": 0.358,
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           "breadth_similarity": 1.0,
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@@ -4282,7 +4282,7 @@
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           "left_pr_number": 45917,
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           "similarity": 0.44,
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@@ -4405,32 +4405,115 @@
       ]
     },
     {
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+      "pr_numbers": [
+        47032,
+        47051,
+        47074
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+      "representative_pr_number": 47051,
+      "average_similarity": 0.454,
+      "summary": "3 open PRs share weighted file overlap around `tests/pipelines/test_pipelines_any_to_any.py`, `tests/pipelines/test_pipelines_image_text_to_text.py`, `src/transformers/pipelines/any_to_any.py`; representative PR #47051.",
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