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				@@ -127,12 +127,12 @@ class OneHotPartialObsWrapper(gym.core.ObservationWrapper): 
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				         num_bits = len(OBJECT_TO_IDX) + len(COLOR_TO_IDX) + len(STATE_TO_IDX) 
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				-        self.observation_space = spaces.Box( 
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				-            low=0, 
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				-            high=255, 
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				-            shape=(obs_shape[0], obs_shape[1], num_bits), 
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				-            dtype='uint8' 
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				-        ) 
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				+        self.observation_space.spaces["image"] = spaces.Box( 
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				+                low=0, 
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				+                high=255, 
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				+                shape=(obs_shape[0], obs_shape[1], num_bits), 
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				+                dtype='uint8' 
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				+            ) 
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				     def observation(self, obs): 
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				         img = obs['image'] 
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				@@ -165,7 +165,7 @@ class RGBImgObsWrapper(gym.core.ObservationWrapper): 
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				         self.tile_size = tile_size 
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				-        self.observation_space = spaces.Box( 
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				+        self.observation_space.spaces['image'] = spaces.Box( 
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				             low=0, 
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				             high=255, 
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				             shape=(self.env.width*tile_size, self.env.height*tile_size, 3), 
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				@@ -192,7 +192,7 @@ class RGBImgPartialObsWrapper(gym.core.ObservationWrapper): 
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				         self.tile_size = tile_size 
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				         obs_shape = env.observation_space['image'].shape 
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				-        self.observation_space = spaces.Box( 
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				+        self.observation_space.spaces['image'] = spaces.Box( 
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				             low=0, 
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				             high=255, 
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				             shape=(obs_shape[0] * tile_size, obs_shape[1] * tile_size, 3), 
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