Refresh transformers dataset snapshot 20260606T060018Z

README.md

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 - eval set creation
 
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-        "open_pr_count": 5,
-        "merged_pr_rate": 0.7586,
-        "closed_unmerged_pr_rate": 0.069,
-        "still_open_pr_rate": 0.1724,
-        "distinct_repos_with_authored_prs": 4,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45277,
-            "title": "Fix AttributeError in Gemma3ForConditionalGeneration and Gemma3ForSequenceClassification when config.return_dict=False",
-            "url": "https://github.com/huggingface/transformers/pull/45277",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-04-07T05:24:43Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "kevinmalana",
       "name": "Kevin Malana",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260606T000047Z`
-- Generated: `2026-06-06T00:01:20Z`
+- Snapshot: `20260606T060018Z`
+- Generated: `2026-06-06T06:00:40Z`
 - Activity window: `60d`
-- Contributors: `361`
+- Contributors: `358`
 
 ## Summary
 
@@ -85,10 +85,10 @@
 | `kmswin1` | [profile](https://github.com/kmswin1) | no | FIRST_TIME_CONTRIBUTOR | 3380d | `2026-03-09T09:03:10Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
 | `nurpax` | [profile](https://github.com/nurpax) | no | CONTRIBUTOR | 5805d | `2026-04-24T14:04:02Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
+| `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 2 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 2 | 1 | mixed | moderate | low | no visible non-self stars |
 | `Milan-Bhimani` | [profile](https://github.com/Milan-Bhimani) | no | FIRST_TIME_CONTRIBUTOR | 823d | `2026-04-30T06:10:00Z` | 2 | 1 | mixed | low | low | many recent closed-unmerged PRs |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 2 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
-| `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 2 | 1 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Aftabbs` | [profile](https://github.com/Aftabbs) | no | NONE | 1318d | `2026-04-12T08:48:26Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `albertorkive` | [profile](https://github.com/albertorkive) | no | FIRST_TIME_CONTRIBUTOR | 698d | `2026-04-12T17:02:14Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars |
@@ -133,7 +133,6 @@
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; 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 |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
-| `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `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 |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
@@ -224,10 +223,9 @@
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `arnavnaik22` | [profile](https://github.com/arnavnaik22) | yes | FIRST_TIME_CONTRIBUTOR | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | FIRST_TIME_CONTRIBUTOR | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ashutosh-177` | [profile](https://github.com/Ashutosh-177) | no | NONE | 978d | `2026-05-19T06:28:43Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `avarga1` | [profile](https://github.com/avarga1) | no | NONE | 2176d | `2026-04-07T02:22:26Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `avasis-ai` | [profile](https://github.com/avasis-ai) | no | CONTRIBUTOR | 30d | `2026-04-18T21:48:22Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share |
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -288,7 +286,6 @@
 | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `kfojcik-intel` | [profile](https://github.com/kfojcik-intel) | no | FIRST_TIME_CONTRIBUTOR | 1976d | `2026-05-18T08:12:12Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `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 |
@@ -671,12 +668,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-06-05T08:05:12Z`
+- repo last seen: `2026-06-06T03:04:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **34**
 - snapshot authored PRs/issues: **34 PRs / 0 issues**
-- snapshot discussion activity: **52 comments / 155 reviews / 164 review comments**
+- snapshot discussion activity: **53 comments / 155 reviews / 164 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -2174,6 +2171,30 @@ Example artifacts:
 - [Issue #45684: save_pretrained` (with `register_for_auto_class`) propagates read-only permissions from custom-model source files](https://github.com/huggingface/transformers/issues/45684) — closed
 - [Issue #45632: `trust_remote_code` cache path collides for local models sharing a leaf directory name](https://github.com/huggingface/transformers/issues/45632) — closed
 
+### `qflen`
+
+- profile: [github.com/qflen](https://github.com/qflen)
+- 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: `2026-06-06T05:09:57Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **2 PRs / 2 issues**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 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
+- compact scores: follow-through **weak**, 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 #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
+- [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
+- [Issue #46459: `dtype` is silently ignored when loading composite (multimodal) checkpoints through AutoModelForCausalLM (affects all Qwen3.5 repos)](https://github.com/huggingface/transformers/issues/46459) — open
+- [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
+
 ### `J3r3myPerera`
 
 - profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
@@ -2243,29 +2264,6 @@ Example artifacts:
 - [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
 - [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
 
-### `qflen`
-
-- profile: [github.com/qflen](https://github.com/qflen)
-- 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: `2026-05-12T14:22:23Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 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
-- compact scores: follow-through **weak**, 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 #45852: Fix slow Trainer path with 4D attention mask](https://github.com/huggingface/transformers/pull/45852) — closed, merged
-- [PR #45822: Fix added-token prefix space in SentencePiece fast tokenizers](https://github.com/huggingface/transformers/pull/45822) — open
-- [Issue #45644: mps: test_eager_matches_sdpa_inference tests fail with PyTorch MPS backend](https://github.com/huggingface/transformers/issues/45644) — closed
-
 ### `Ace3Z`
 
 - profile: [github.com/Ace3Z](https://github.com/Ace3Z)
@@ -3237,29 +3235,6 @@ Example artifacts:
 - [PR #44392: [VibeVoice ASR] Use updated padding cache for ASR model.](https://github.com/huggingface/transformers/pull/44392) — closed, merged
 - [PR #44391: [VibeVoice ASR] Use newer cache object for modular](https://github.com/huggingface/transformers/pull/44391) — closed
 
-### `Qubitium`
-
-- profile: [github.com/Qubitium](https://github.com/Qubitium)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium)
-- repo first seen: `2025-10-03T18:23:49Z`
-- repo last seen: `2026-04-14T12:34:51Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **7**
-- snapshot authored PRs/issues: **7 PRs / 0 issues**
-- snapshot discussion activity: **24 comments / 10 reviews / 10 review comments**
-- account age: **5681 days**
-- recent public PR activity: **285 PRs** (271 merged / 9 closed-unmerged / 5 open; merged rate **95%**, closed-unmerged rate **3%**, open rate **2%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume**
-
-Example artifacts:
-- [PR #45274: Fix CB Accuracy Regression under FA2](https://github.com/huggingface/transformers/pull/45274) — closed
-- [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
-- [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
-
 ### `ydshieh2`
 
 - profile: [github.com/ydshieh2](https://github.com/ydshieh2)
@@ -5261,7 +5236,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aarnavnaik22)
 - repo first seen: `2026-06-05T19:41:55Z`
 - repo last seen: `2026-06-05T20:24:11Z`
-- 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**
@@ -5317,27 +5292,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46068: fix: adapt Whisper models to use self.loss_function with num_items_in_batch support](https://github.com/huggingface/transformers/pull/46068) — closed
 
-### `avarga1`
-
-- profile: [github.com/avarga1](https://github.com/avarga1)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavarga1)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavarga1)
-- repo first seen: `2026-04-07T02:22:26Z`
-- repo last seen: `2026-04-09T16:57:21Z`
-- first seen in snapshot: **no**
-- repo association: **NONE**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
-- account age: **2176 days**
-- recent public PR activity: **43 PRs** (24 merged / 9 closed-unmerged / 10 open; merged rate **56%**, closed-unmerged rate **21%**, open rate **23%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume**
-
-Example artifacts:
-- [PR #45275: fix(ernie4_5_vl_moe): resolve three config loading failures for ERNIE-4.5-VL MoE models](https://github.com/huggingface/transformers/pull/45275) — closed
-
 ### `avasis-ai`
 
 - profile: [github.com/avasis-ai](https://github.com/avasis-ai)
@@ -6599,27 +6553,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45743: fix(bitsandbytes): implement reverse_op for Bnb4bitDeserialize and Bnb8bitDeserialize](https://github.com/huggingface/transformers/pull/45743) — closed
 
-### `kamalrajkannan78`
-
-- profile: [github.com/kamalrajkannan78](https://github.com/kamalrajkannan78)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akamalrajkannan78)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akamalrajkannan78)
-- repo first seen: `2026-04-07T05:24:43Z`
-- repo last seen: `2026-04-08T17:11:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
-- account age: **814 days**
-- recent public PR activity: **29 PRs** (22 merged / 2 closed-unmerged / 5 open; merged rate **76%**, closed-unmerged rate **7%**, open rate **17%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **high recent PR volume; no visible non-self stars**
-
-Example artifacts:
-- [PR #45277: Fix AttributeError in Gemma3ForConditionalGeneration and Gemma3ForSequenceClassification when config.return_dict=False](https://github.com/huggingface/transformers/pull/45277) — closed, merged
-
 ### `kevinmalana`
 
 - profile: [github.com/kevinmalana](https://github.com/kevinmalana)

new_contributors.parquet

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-size 63994
+oid sha256:7c07cf85b9a7cf07d282943b7ce2fc381a9d8cdddbab4575f228f9d30ae84542
+size 63376

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260606T000047Z",
-  "generated_at": "2026-06-06T00:01:17Z",
+  "snapshot_id": "20260606T060018Z",
+  "generated_at": "2026-06-06T06:00:39Z",
   "cluster_count": 66,
   "pr_scope_clusters": [
     {
@@ -3240,8 +3240,8 @@
         {
           "left_pr_number": 46124,
           "right_pr_number": 46436,
-          "similarity": 0.459,
-          "content_similarity": 0.24,
+          "similarity": 0.458,
+          "content_similarity": 0.239,
           "size_similarity": 0.966,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.922,
@@ -3260,7 +3260,7 @@
           "left_pr_number": 42655,
           "right_pr_number": 46124,
           "similarity": 0.411,
-          "content_similarity": 0.466,
+          "content_similarity": 0.465,
           "size_similarity": 0.038,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.753,
@@ -3279,8 +3279,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46436,
-          "similarity": 0.286,
-          "content_similarity": 0.293,
+          "similarity": 0.285,
+          "content_similarity": 0.291,
           "size_similarity": 0.039,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.676,
@@ -3372,7 +3372,7 @@
         45917
       ],
       "representative_pr_number": 44981,
-      "average_similarity": 0.362,
+      "average_similarity": 0.361,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`; representative PR #44981.",
       "shared_filenames": [
         "src/transformers/trainer.py"
@@ -5027,7 +5027,7 @@
         45413
       ],
       "representative_pr_number": 42112,
-      "average_similarity": 0.423,
+      "average_similarity": 0.422,
       "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",
@@ -5044,8 +5044,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 45413,
-          "similarity": 0.423,
-          "content_similarity": 0.465,
+          "similarity": 0.422,
+          "content_similarity": 0.464,
           "size_similarity": 0.017,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.981,

pr_comments.parquet

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-size 1867928
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+size 1868255

pr_diffs.parquet

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