| 
					
				 | 
			
			
				@@ -687,7 +687,7 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         self.step_count = 0 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         # Return first observation 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-        obs = self._gen_obs() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        obs = self.gen_obs() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         return obs 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				     def seed(self, seed=1337): 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -696,6 +696,10 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         return [seed] 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    @property 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    def steps_remaining(self): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        return self.max_steps - self.step_count 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				     def __str__(self): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         """ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         Produce a pretty string of the environment's grid along with the agent. 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -865,10 +869,7 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         return pos 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-    def getStepsRemaining(self): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-        return self.max_steps - self.step_count 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				- 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-    def getDirVec(self): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    def get_dir_vec(self): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         """ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         Get the direction vector for the agent, pointing in the direction 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         of forward movement. 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -894,7 +895,7 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         Get the vector pointing to the right of the agent. 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         """ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-        dx, dy = self.getDirVec() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        dx, dy = self.get_dir_vec() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         return -dy, dx 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				     def get_view_coords(self, i, j): 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -905,7 +906,7 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         """ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         ax, ay = self.agent_pos 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-        dx, dy = self.getDirVec() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        dx, dy = self.get_dir_vec() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         rx, ry = self.get_right_vec() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         # Compute the absolute coordinates of the top-left view corner 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -964,7 +965,7 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         if vx < 0 or vy < 0 or vx >= AGENT_VIEW_SIZE or vy >= AGENT_VIEW_SIZE: 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				             return False 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-        obs = self._gen_obs() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        obs = self.gen_obs() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         obs_grid = Grid.decode(obs['image']) 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         obs_cell = obs_grid.get(vx, vy) 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         world_cell = self.grid.get(x, y) 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -978,7 +979,7 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         done = False 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         # Get the position in front of the agent 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-        u, v = self.getDirVec() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        u, v = self.get_dir_vec() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         fwdPos = (self.agent_pos[0] + u, self.agent_pos[1] + v) 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         # Get the contents of the cell in front of the agent 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -1030,11 +1031,11 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         if self.step_count >= self.max_steps: 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				             done = True 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-        obs = self._gen_obs() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+        obs = self.gen_obs() 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         return obs, reward, done, {} 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-    def _gen_obs(self): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    def gen_obs(self): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         """ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         Generate the agent's view (partially observable, low-resolution encoding) 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         """ 
			 | 
		
	
	
		
			
				| 
					
				 | 
			
			
				@@ -1075,7 +1076,7 @@ class MiniGridEnv(gym.Env): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         return obs 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				  
			 | 
		
	
		
			
				 | 
				 | 
			
			
				-    def getObsRender(self, obs): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				+    def get_obs_render(self, obs): 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         """ 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         Render an agent observation for visualization 
			 | 
		
	
		
			
				 | 
				 | 
			
			
				         """ 
			 |