Replace deprecation with FutureWarning

Author: stefanradev93

bayesflow/adapters/transforms/standardize.py

@@ -75,7 +75,7 @@ def __init__(
                 "Dynamic standardization is deprecated and will be removed in later versions."
                 "Instead, use the standardize argument of the approximator / workflow instance or provide "
                 "fixed mean and std arguments. You may incur some redundant computations if you keep this transform.",
-                DeprecationWarning,
+                FutureWarning,
             )
 
         self.mean = mean

bayesflow/approximators/model_comparison_approximator.py

@@ -383,7 +383,8 @@ def predict(
         if logits is not None:
             logging.warning(
                 "Using argument `logits` is deprecated and will be removed in future versions. "
-                "Please, use `probs` instead."
+                "Please, use `probs` instead.",
+                FutureWarning,
             )
             probs = not logits