Bug fix

.github/workflows/pytest_coverage.yml

@@ -45,7 +45,7 @@ jobs:
     - name: Generate coverage badge
       if: matrix.python-version == '3.12'
       run: |
-        coverage-badge -o build/reports/coverage.svg -f
+        anybadge --value="$(coverage report --format=total)" --file=build/reports/coverage.svg --overwrite coverage
 
     - name: Check if badge changed or is new
       if: matrix.python-version == '3.12'

physXAI/preprocessing/preprocessing.py

@@ -318,8 +318,11 @@ def __init__(self, inputs: list[str], output: Union[str, list[str]], label_width
         self.features: list[str] = (inputs + self.output +
                                     [f for f in self.init_features if f not in inputs and f not in self.output])
         self.column_indices: dict[str, int] = {name: i for i, name in enumerate(self.features)}
-        self.warmup_columns_input: list[str] = list(set(self.init_features) & set(inputs))
-        self.warmup_columns_labels: list[str] = list(set(self.init_features) - set(inputs))
+        # The order of these lists defines the column order of the warmup sequence.
+        # It has to be derived from the init_features list, since the iteration order
+        # of a set is not stable across processes.
+        self.warmup_columns_input: list[str] = [f for f in self.init_features if f in inputs]
+        self.warmup_columns_labels: list[str] = [f for f in self.init_features if f not in inputs]
 
         self.label_width: int = label_width
         self.warmup_width: int = warmup_width
@@ -491,6 +494,8 @@ def get_config(self) -> dict:
             'overlapping_sequences': self.overlapping_sequences,
             'batch_size': self.batch_size,
             'init_features': self.init_features,
+            'warmup_columns_input': self.warmup_columns_input,
+            'warmup_columns_labels': self.warmup_columns_labels,
             'shift': self.shift,
             'test_size': self.test_size,
             'val_size': self.val_size,

pyproject.toml

@@ -40,7 +40,7 @@ dynamic = ["version"]
 dev = [
     "pytest>=8.4.1",
     "pytest-cov>=6.2.1",
-    "coverage-badge>=1.1.2"
+    "anybadge>=1.16.0"
 ]
 gh-pages = [
     "mkdocs-material>=9.6.15",