update files

.gitignore

 *.pyc
 *.pyd
 *.pyo
-__pycache__
\ No newline at end of file
+__pycache__
+*.DS_Store
\ No newline at end of file

plot.py

@@ -90,7 +90,7 @@ def plot_state_based_comparison_once(num_games : int):
 
 if __name__ == '__main__':
 
-    ##### Paramètres #####
+    ##### Parametres #####
 
     # Define the layout of the game board
     layout = [0, 0, 3, 0, 0, 0, 2, 0, 0, 0, 3, 0, 0, 1, 0]
@@ -98,8 +98,8 @@ if __name__ == '__main__':
     # All the layout for the comparison
     #classiclayout = [0, 0, 3, 0, 0, 0, 2, 0, 0, 0, 3, 0, 0, 1, 0]
     #layout = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 2, 1, 0]
-    #layouttpslowlane = [0, 0, 3, 0, 2, 0, 2, 0, 0, 1, 0, 0, 0, 0, 0] # layout with a trapped slowlane
-    #layouttpfastlane = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 2, 1, 0] # layout with a trapped fastlane
+    #layoutslowlanetp = [0, 0, 3, 0, 2, 0, 2, 0, 0, 1, 0, 0, 0, 0, 0] # layout with a trapped slowlane
+    #layoutfastlanetp = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 2, 1, 0] # layout with a trapped fastlane
     #zerolayout = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
     
     # Indicates whether the board is circular or linear

validation.py

@@ -85,7 +85,7 @@ class Validation:
         total_turns = []
 
         for _ in range(n_iterations):
-            state_turns = np.zeros(len(layout) - 1)  # Utiliser un tableau numpy pour stocker les tours par état
+            state_turns = np.zeros(len(layout) - 1)  # Numpy to store the turns by state
 
             for state in range(len(layout) - 1):
                 k = state
@@ -103,7 +103,7 @@ class Validation:
 
                     if layout[k] == 3:
                         if action == 2:
-                            turns += np.random.choice([1, 2], p=[0.5, 0.5])  # Utiliser numpy pour la randomisation
+                            turns += np.random.choice([1, 2], p=[0.5, 0.5])  # Numpy for randomisation
                         elif action == 3:
                             turns += 2
                     else: