Refresh transformers dataset snapshot 20260509T180029Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260509T120021Z`
+- latest snapshot: `20260509T180029Z`
 - 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

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 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260509T120021Z`
-- Generated: `2026-05-09T12:00:49Z`
+- Snapshot: `20260509T180029Z`
+- Generated: `2026-05-09T18:00:49Z`
 - Activity window: `60d`
 - Contributors: `357`
 
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 | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `zvik` | [profile](https://github.com/zvik) | no | FIRST_TIME_CONTRIBUTOR | 4383d | `2026-03-03T07:50:39Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
@@ -256,6 +255,7 @@
 | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `harryfrzz` | [profile](https://github.com/harryfrzz) | yes | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 | `HemanthSai7` | [profile](https://github.com/HemanthSai7) | no | FIRST_TIME_CONTRIBUTOR | 2007d | `2026-03-29T20:35:56Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `hemantmm` | [profile](https://github.com/hemantmm) | no | NONE | 1646d | `2026-03-23T16:29:46Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -1206,6 +1206,29 @@ Example artifacts:
 - [PR #45096: Fix: Skip meta device initialization for remote code models](https://github.com/huggingface/transformers/pull/45096) — closed
 - [PR #45091: Fix _get_feat_extract_output_lengths in qwen3_omni_moe](https://github.com/huggingface/transformers/pull/45091) — closed
 
+### `JJJYmmm`
+
+- profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
+- repo first seen: `2026-01-27T10:34:17Z`
+- repo last seen: `2026-05-09T12:22:30Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **7**
+- snapshot authored PRs/issues: **7 PRs / 0 issues**
+- snapshot discussion activity: **17 comments / 26 reviews / 26 review comments**
+- account age: **1648 days**
+- recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #45862: [new model] Add Zyphra/ZAYA1-8B](https://github.com/huggingface/transformers/pull/45862) — open
+- [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
+- [PR #45041: [inference_fusion] convert conv3d patch embed to linear](https://github.com/huggingface/transformers/pull/45041) — closed, merged
+
 ### `Qubitium`
 
 - profile: [github.com/Qubitium](https://github.com/Qubitium)
@@ -1300,29 +1323,6 @@ Example artifacts:
 - [PR #45716: [Gemma4] Fix SharedKVCache identity loss under FSDP2 cast_forward_inputs](https://github.com/huggingface/transformers/pull/45716) — open
 - [PR #45438: Add Gemma4ForSequenceClassification](https://github.com/huggingface/transformers/pull/45438) — open
 
-### `JJJYmmm`
-
-- profile: [github.com/JJJYmmm](https://github.com/JJJYmmm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm)
-- repo first seen: `2026-01-27T10:34:17Z`
-- repo last seen: `2026-04-17T07:28:58Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **6**
-- snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **17 comments / 26 reviews / 26 review comments**
-- account age: **1648 days**
-- recent public PR activity: **11 PRs** (9 merged / 2 closed-unmerged / 0 open; merged rate **82%**, closed-unmerged rate **18%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #45173: [misc] fix qwen35 tests: correct the text model type and skip reverse_mapping](https://github.com/huggingface/transformers/pull/45173) — closed, merged
-- [PR #45041: [inference_fusion] convert conv3d patch embed to linear](https://github.com/huggingface/transformers/pull/45041) — closed, merged
-- [PR #44817: [Misc] add enable_thinking to template kwargs](https://github.com/huggingface/transformers/pull/44817) — closed
-
 ### `kchpp940`
 
 - profile: [github.com/kchpp940](https://github.com/kchpp940)
@@ -3594,28 +3594,6 @@ Example artifacts:
 - [PR #44836: Add cu_seqlens support to OlmoHybridGatedDeltaNet for packed sequences](https://github.com/huggingface/transformers/pull/44836) — open, draft
 - [PR #44416: [tiny] Add olmo_hybrid to tokenizer auto-mapping](https://github.com/huggingface/transformers/pull/44416) — closed, merged
 
-### `umbilnm`
-
-- profile: [github.com/umbilnm](https://github.com/umbilnm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aumbilnm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aumbilnm)
-- repo first seen: `2026-03-08T19:38:32Z`
-- repo last seen: `2026-03-23T17:49:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **1637 days**
-- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #44570: Fix missing post_processor in DebertaV2Tokenizer causing no special t…](https://github.com/huggingface/transformers/pull/44570) — closed, merged
-- [PR #44543: Fix assistant_masks for multimodal inputs in apply_chat_template](https://github.com/huggingface/transformers/pull/44543) — open
-
 ### `vasanthrpjan1-boop`
 
 - profile: [github.com/vasanthrpjan1-boop](https://github.com/vasanthrpjan1-boop)
@@ -5900,6 +5878,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45360: Replace deprecated `huggingface-cli` references with `hf`](https://github.com/huggingface/transformers/pull/45360) — open
 
+### `harryfrzz`
+
+- profile: [github.com/harryfrzz](https://github.com/harryfrzz)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharryfrzz)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharryfrzz)
+- repo first seen: `2026-05-09T15:53:39Z`
+- repo last seen: `2026-05-09T16:08:27Z`
+- 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: **735 days**
+- recent public PR activity: **6 PRs** (1 merged / 4 closed-unmerged / 1 open; merged rate **17%**, closed-unmerged rate **67%**, open rate **17%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45863: fix: add HF_USE_MLX opt-out for MLX detection](https://github.com/huggingface/transformers/pull/45863) — open
+
 ### `HelloAnner`
 
 - profile: [github.com/HelloAnner](https://github.com/HelloAnner)

new_contributors.parquet

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+size 63637

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260509T120021Z",
-  "generated_at": "2026-05-09T12:00:48Z",
+  "snapshot_id": "20260509T180029Z",
+  "generated_at": "2026-05-09T18:00:45Z",
   "cluster_count": 50,
   "pr_scope_clusters": [
     {
@@ -49,7 +49,7 @@
           "left_pr_number": 43663,
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           "similarity": 0.615,
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@@ -97,7 +97,7 @@
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           "similarity": 0.428,
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@@ -416,7 +416,7 @@
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@@ -1515,7 +1515,7 @@
         {
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           "right_pr_number": 45828,
-          "similarity": 0.614,
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@@ -1535,7 +1535,7 @@
           "left_pr_number": 44974,
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           "similarity": 0.558,
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           "left_pr_number": 45548,
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           "similarity": 0.347,
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@@ -2074,7 +2074,7 @@
         45856
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.408,
+      "average_similarity": 0.403,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2088,8 +2088,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 45856,
-          "similarity": 0.524,
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@@ -2105,8 +2105,8 @@
         {
           "left_pr_number": 44615,
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           "breadth_similarity": 0.667,
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@@ -2139,8 +2139,8 @@
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2156,8 +2156,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45856,
-          "similarity": 0.37,
-          "content_similarity": 0.313,
+          "similarity": 0.365,
+          "content_similarity": 0.307,
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           "breadth_similarity": 0.583,
           "concentration_similarity": 0.846,
@@ -2173,8 +2173,8 @@
         {
           "left_pr_number": 45524,
           "right_pr_number": 45856,
-          "similarity": 0.343,
-          "content_similarity": 0.314,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.846,
@@ -2524,7 +2524,7 @@
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           "right_pr_number": 45077,
-          "similarity": 0.679,
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           "size_similarity": 0.731,
           "breadth_similarity": 0.833,
@@ -2670,7 +2670,7 @@
         44547
       ],
       "representative_pr_number": 43549,
-      "average_similarity": 0.462,
+      "average_similarity": 0.463,
       "summary": "3 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"
@@ -2683,7 +2683,7 @@
         {
           "left_pr_number": 41097,
           "right_pr_number": 43549,
-          "similarity": 0.547,
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           "size_similarity": 0.6,
           "breadth_similarity": 1.0,
@@ -2755,7 +2755,7 @@
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           "similarity": 0.573,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.963,
@@ -2790,7 +2790,7 @@
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           "right_pr_number": 45846,
           "similarity": 0.333,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.543,
@@ -2812,7 +2812,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.37,
+      "average_similarity": 0.369,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2825,8 +2825,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44550,
-          "similarity": 0.393,
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           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2841,8 +2841,8 @@
         {
           "left_pr_number": 44407,
           "right_pr_number": 44550,
-          "similarity": 0.364,
-          "content_similarity": 0.101,
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           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2856,8 +2856,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.352,
-          "content_similarity": 0.084,
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           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3353,7 +3353,7 @@
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           "right_pr_number": 43469,
           "similarity": 0.684,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3426,7 +3426,7 @@
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           "right_pr_number": 43816,
           "similarity": 0.667,
-          "content_similarity": 0.685,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3543,7 +3543,7 @@
           "left_pr_number": 45167,
           "right_pr_number": 45849,
           "similarity": 0.565,
-          "content_similarity": 0.467,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4104,6 +4104,49 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-42112-2",
+      "pr_numbers": [
+        42112,
+        45413
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+      "representative_pr_number": 42112,
+      "average_similarity": 0.424,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
+      "shared_filenames": [
+        "src/transformers/generation/logits_process.py",
+        "tests/generation/test_logits_process.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "tests/generation",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 42112,
+          "right_pr_number": 45413,
+          "similarity": 0.424,
+          "content_similarity": 0.466,
+          "size_similarity": 0.017,
+          "breadth_similarity": 0.458,
+          "concentration_similarity": 0.981,
+          "shared_filenames": [
+            "src/transformers/generation/logits_process.py",
+            "tests/generation/test_logits_process.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44375-2",
       "pr_numbers": [
@@ -4157,49 +4200,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-42112-2",
-      "pr_numbers": [
-        42112,
-        45413
-      ],
-      "representative_pr_number": 42112,
-      "average_similarity": 0.423,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
-      "shared_filenames": [
-        "src/transformers/generation/logits_process.py",
-        "tests/generation/test_logits_process.py"
-      ],
-      "shared_directories": [
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-        "tests/generation",
-        "src/transformers",
-        "tests",
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