From 4937b7173a917e802766f1a309f24fd69ca47c1c Mon Sep 17 00:00:00 2001
From: rohansen856 <rohansen856@gmail.com>
Date: Thu, 25 Dec 2025 14:45:57 +0530
Subject: [PATCH 1/3] refactor: updated OpenMLEvaluation to use dataclass
 decarotor

Signed-off-by: rohansen856 <rohansen856@gmail.com>
---
 openml/evaluations/evaluation.py | 69 +++++++++-----------------------
 1 file changed, 19 insertions(+), 50 deletions(-)

diff --git a/openml/evaluations/evaluation.py b/openml/evaluations/evaluation.py
index 6d69d377e..126b77c5b 100644
--- a/openml/evaluations/evaluation.py
+++ b/openml/evaluations/evaluation.py
@@ -1,6 +1,8 @@
 # License: BSD 3-Clause
 from __future__ import annotations
 
+from dataclasses import asdict, dataclass
+
 import openml.config
 import openml.datasets
 import openml.flows
@@ -8,8 +10,7 @@
 import openml.tasks
 
 
-# TODO(eddiebergman): A lot of this class is automatically
-# handled by a dataclass
+@dataclass
 class OpenMLEvaluation:
     """
     Contains all meta-information about a run / evaluation combination,
@@ -48,55 +49,23 @@ class OpenMLEvaluation:
         (e.g., in case of precision, auroc, recall)
     """
 
-    def __init__(  # noqa: PLR0913
-        self,
-        run_id: int,
-        task_id: int,
-        setup_id: int,
-        flow_id: int,
-        flow_name: str,
-        data_id: int,
-        data_name: str,
-        function: str,
-        upload_time: str,
-        uploader: int,
-        uploader_name: str,
-        value: float | None,
-        values: list[float] | None,
-        array_data: str | None = None,
-    ):
-        self.run_id = run_id
-        self.task_id = task_id
-        self.setup_id = setup_id
-        self.flow_id = flow_id
-        self.flow_name = flow_name
-        self.data_id = data_id
-        self.data_name = data_name
-        self.function = function
-        self.upload_time = upload_time
-        self.uploader = uploader
-        self.uploader_name = uploader_name
-        self.value = value
-        self.values = values
-        self.array_data = array_data
+    run_id: int
+    task_id: int
+    setup_id: int
+    flow_id: int
+    flow_name: str
+    data_id: int
+    data_name: str
+    function: str
+    upload_time: str
+    uploader: int
+    uploader_name: str
+    value: float | None
+    values: list[float] | None
+    array_data: str | None = None
 
     def _to_dict(self) -> dict:
-        return {
-            "run_id": self.run_id,
-            "task_id": self.task_id,
-            "setup_id": self.setup_id,
-            "flow_id": self.flow_id,
-            "flow_name": self.flow_name,
-            "data_id": self.data_id,
-            "data_name": self.data_name,
-            "function": self.function,
-            "upload_time": self.upload_time,
-            "uploader": self.uploader,
-            "uploader_name": self.uploader_name,
-            "value": self.value,
-            "values": self.values,
-            "array_data": self.array_data,
-        }
+        return asdict(self)
 
     def __repr__(self) -> str:
         header = "OpenML Evaluation"
@@ -123,7 +92,7 @@ def __repr__(self) -> str:
             "Run ID",
             "OpenML Run URL",
             "Task ID",
-            "OpenML Task URL" "Flow ID",
+            "OpenML Task URLFlow ID",
             "OpenML Flow URL",
             "Setup ID",
             "Data ID",

From aa86f327bf57428191322187e66b30b28ad5cf6b Mon Sep 17 00:00:00 2001
From: rohansen856 <rohansen856@gmail.com>
Date: Fri, 26 Dec 2025 14:48:32 +0530
Subject: [PATCH 2/3] fix: updated order list with correct items

Signed-off-by: rohansen856 <rohansen856@gmail.com>
---
 openml/evaluations/evaluation.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/openml/evaluations/evaluation.py b/openml/evaluations/evaluation.py
index 126b77c5b..36cf955f2 100644
--- a/openml/evaluations/evaluation.py
+++ b/openml/evaluations/evaluation.py
@@ -88,12 +88,12 @@ def __repr__(self) -> str:
         }
 
         order = [
-            "Uploader Date",
+            "Upload Date",
             "Run ID",
             "OpenML Run URL",
             "Task ID",
-            "OpenML Task URLFlow ID",
-            "OpenML Flow URL",
+            "OpenML Task URL",
+            "Flow ID",
             "Setup ID",
             "Data ID",
             "Data Name",

From 481610cbf09a9a528df0fb4426370e740ff8b60c Mon Sep 17 00:00:00 2001
From: rohansen856 <rohansen856@gmail.com>
Date: Fri, 26 Dec 2025 16:08:42 +0530
Subject: [PATCH 3/3] fix: added missing OpenML Flow URL field in order list

Signed-off-by: rohansen856 <rohansen856@gmail.com>
---
 openml/evaluations/evaluation.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/openml/evaluations/evaluation.py b/openml/evaluations/evaluation.py
index 36cf955f2..5db087024 100644
--- a/openml/evaluations/evaluation.py
+++ b/openml/evaluations/evaluation.py
@@ -94,6 +94,7 @@ def __repr__(self) -> str:
             "Task ID",
             "OpenML Task URL",
             "Flow ID",
+            "OpenML Flow URL",
             "Setup ID",
             "Data ID",
             "Data Name",