Merge branch 'master' into master

Author: eddiebergman

.github/workflows/benchmarking-files/benchmarks/classification.yaml

@@ -10,4 +10,4 @@
 
 # binary, highly imbalanced, 2109 instances, 22 features, 2 labels
 - name: kc1
-  openml_task_id: 3917
+  openml_task_id: 3917

.github/workflows/benchmarking-files/constraints.yaml

@@ -1,4 +1,4 @@
 ---
 10fold10min:
   folds: 10
-  max_runtime_seconds: 600
+  max_runtime_seconds: 600

.github/workflows/benchmarking-files/regressions-util.py

@@ -10,7 +10,6 @@
 CLASSIFICATION_METRICS = ['acc', 'auc', 'balacc', 'logloss']
 REGRESSION_METRICS = ['mae', 'r2', 'rmse']
 METRICS = CLASSIFICATION_METRICS + REGRESSION_METRICS
-
 def _get_mean_results_across_folds(df) -> pd.DataFrame:
     """ Returns a dataframe with the task, id, metric and the mean values
         across folds
@@ -74,7 +73,7 @@ def generate_framework_def(
     # Using branch and https
     version = branch
     repo = f'https://github.com/{username}/auto-sklearn.git'
-
+    
     # Create the framework file
     lines = '\n'.join([
         f"---",
@@ -130,7 +129,6 @@ def create_comparison(
         Comparisons here is the difference between (targeted - baseline)
         Returns them in that specific order
     """
-
     # Load in data and get the means across folds
     df_baseline_classification = pd.read_csv(baseline_csv_classification)
     df_baseline_regression = pd.read_csv(baseline_csv_regression)
@@ -140,6 +138,7 @@ def create_comparison(
     df_targeted_classification = pd.read_csv(targeted_csv_classification)
     df_targeted_regression = pd.read_csv(targeted_csv_regression)
     df_targeted = pd.concat([df_targeted_classification, df_targeted_regression])
+
     df_targeted_means = _get_mean_results_across_folds(df_targeted)
 
     # Find the set intersection of tasks they have in common
@@ -454,7 +453,6 @@ def tolerance_colour(baseline_value, comparison_value, metric):
     if args.generate_framework_def:
 
         assert args.owner and args.branch and args.commit and args.user_dir
-
         generate_framework_def(args.user_dir, args.owner, args.branch, args.commit)
 
     elif args.compare_results: