Interaction scaling (#63)

* Scale feature values within categorical interaction blocks. * Scale feature values within categorical interaction blocks. * Scale feature values within categorical interaction blocks.
MatthewGerber · Oct 29, 2024 · 4010880 · 4010880
1 parent 641883e
commit 4010880
Show file tree

Hide file tree

Showing 20 changed files with 443 additions and 120 deletions.
diff --git a/src/rlai/core/environments/gridworld.py b/src/rlai/core/environments/gridworld.py
@@ -298,7 +298,8 @@ def extract(
 
         return self.interact(
             state_features=state_features,
-            actions=actions
+            actions=actions,
+            refit_scaler=refit_scaler
         )
 
     def get_action_feature_names(
@@ -325,14 +326,16 @@ def __init__(
         :param environment: Environment.
         """
 
+        # don't rescale features in the superclass action-interactor. no rescaling at all in this class.
         super().__init__(
             environment=environment,
             actions=[
                 environment.a_up,
                 environment.a_down,
                 environment.a_left,
                 environment.a_right
-            ]
+            ],
+            scale_features=False
         )
 
         self.num_rows = environment.grid.shape[0]
@@ -464,7 +467,7 @@ def __init__(
         :param environment: Environment.
         """
 
-        super().__init__()
+        super().__init__(False)
 
         self.num_rows = environment.grid.shape[0]
         self.num_cols = environment.grid.shape[1]