def get_parent_receps(self, object_id):
obj = game_util.get_object(object_id, self.env.last_event.metadata)
if obj is None or obj['parentReceptacles'] is None:
return None
parent_receps = [game_util.get_object(recep, self.env.last_event.metadata) for recep in
obj['parentReceptacles']]
parent_receps = [recep for recep in parent_receps if recep['objectType'] in constants.OPENABLE_CLASS_SET]
if len(parent_receps) > 0:
return parent_receps[0]
else:
return None
def correct_slice_id(self, object_id):
main_obj = game_util.get_object(object_id, self.env.last_event.metadata)
if (main_obj is not None and
main_obj['objectType'] in constants.VAL_ACTION_OBJECTS['Sliceable'] and main_obj['isSliced']):
slice_obj_type = main_obj['objectType'] + "Sliced"
# Iterate through slices and pick up the one closest to the agent according to the 'distance' metadata.
min_d = None
best_slice_id = None
sidx = 1
while True:
slice_obj_id = main_obj['objectId'] + "|" + slice_obj_type + "_%d" % sidx
slice_obj = game_util.get_object(slice_obj_id, self.env.last_event.metadata)
if slice_obj is None:
break
if min_d is None or slice_obj['distance'] < min_d:
min_d = slice_obj['distance']
best_slice_id = slice_obj_id
sidx += 1
return best_slice_id
return object_id
def get_reward(self, state, prev_state, expert_plan, goal_idx):
if state.metadata['lastAction'] not in self.valid_actions:
reward, done = self.rewards['invalid_action'], False
return reward, done
subgoal = expert_plan[goal_idx]['planner_action']
reward, done = self.rewards['neutral'], False
clean_object = get_object(subgoal['cleanObjectId'], state.metadata)
if clean_object is not None:
is_obj_clean = clean_object['objectId'] in self.env.cleaned_objects
reward, done = (self.rewards['positive'], True) if is_obj_clean else (self.rewards['negative'], False)
return reward, done
def get_reward(self, state, prev_state, expert_plan, goal_idx):
if state.metadata['lastAction'] not in self.valid_actions:
reward, done = self.rewards['invalid_action'], False
return reward, done
subgoal = expert_plan[goal_idx]['planner_action']
reward, done = self.rewards['neutral'], False
target_object = get_object(subgoal['objectId'], state.metadata)
if target_object is not None:
is_target_sliced = target_object['isSliced']
reward, done = (self.rewards['positive'], True) if is_target_sliced else (self.rewards['negative'], False)
return reward, done
def check_clean(self, object_id):
'''
Handle special case when Faucet is toggled on.
In this case, we need to execute a `CleanAction` in the simulator on every object in the corresponding
basin. This is to clean everything in the sink rather than just things touching the stream.
'''
event = self.last_event
if event.metadata['lastActionSuccess'] and 'Faucet' in object_id:
# Need to delay one frame to let `isDirty` update on stream-affected.
event = self.step({'action': 'Pass'})
sink_basin_obj = game_util.get_obj_of_type_closest_to_obj(
"SinkBasin", object_id, event.metadata)
for in_sink_obj_id in sink_basin_obj['receptacleObjectIds']:
if (game_util.get_object(in_sink_obj_id,
event.metadata)['dirtyable']
and game_util.get_object(in_sink_obj_id,
event.metadata)['isDirty']):
event = self.step({
'action': 'CleanObject',
'objectId': in_sink_obj_id
})
return event
def get_reward(self, state, prev_state, expert_plan, goal_idx):
if state.metadata['lastAction'] not in self.valid_actions:
reward, done = self.rewards['invalid_action'], False
return reward, done
reward, done = self.rewards['neutral'], False
next_put_goal_idx = goal_idx+2 # (+1) GotoLocation -> (+2) PutObject (get the objectId from the PutObject action)
if next_put_goal_idx < len(expert_plan):
cool_object_id = expert_plan[next_put_goal_idx]['planner_action']['objectId']
cool_object = get_object(cool_object_id, state.metadata)
is_obj_cool = cool_object['objectId'] in self.env.cooled_objects
reward, done = (self.rewards['positive'], True) if is_obj_cool else (self.rewards['negative'], False)
return reward, done
def step(self, action_or_ind):
# refresh every step
self.update_receptacle_nearest_points()
action, should_fail = self.get_action(action_or_ind)
if 'objectId' in action:
assert isinstance(action['objectId'], str)
if 'receptacleObjectId' in action:
assert isinstance(action['receptacleObjectId'], str)
if action['action'] == 'PutObject' and self.env.last_event.metadata[
'lastActionSuccess']:
object_cls = constants.OBJECT_CLASS_TO_ID[action['objectId'].split(
'|')[0]]
receptacle_cls = constants.OBJECT_CLASS_TO_ID[
action['receptacleObjectId'].split('|')[0]]
if object_cls == self.object_target and receptacle_cls == self.parent_target:
pass
# if constants.DEBUG:
# print('step action', game_util.get_action_str(action))
GameStateBase.step(self, action_or_ind)
if action['action'] == 'PickupObject':
if 'receptacleObjectId' in action:
# Could be false in the case of slice
if action['objectId'] in self.in_receptacle_ids[
action['receptacleObjectId']]:
self.in_receptacle_ids[
action['receptacleObjectId']].remove(
action['objectId'])
elif action['action'] == 'PutObject':
key = action['receptacleObjectId']
assert isinstance(key, str)
if key not in self.in_receptacle_ids:
self.in_receptacle_ids[key] = set()
self.in_receptacle_ids[key].add(action['objectId'])
elif action['action'] == 'CleanObject':
if self.env.last_event.metadata['lastActionSuccess']:
self.cleaned_object_ids.add(action['objectId'])
elif action['action'] == 'HeatObject':
pass
elif action['action'] == "ToggleObject":
pass
elif action['action'] == 'CoolObject':
pass
elif action['action'] == 'SliceObject':
pass
visible_objects = self.event.instance_detections2D.keys(
) if self.event.instance_detections2D != None else []
for obj in visible_objects:
obj = game_util.get_object(obj, self.env.last_event.metadata)
if obj is None:
continue
cls = obj['objectType']
obj_id = obj['objectId']
if cls not in constants.OBJECTS_SET:
continue
# Instantiate list of the same shape as bounds3d but with min and max point set to obj position.
if type(obj['parentReceptacles']) is list:
if len(obj['parentReceptacles']) == 1:
parent = obj['parentReceptacles'][0]
if len(obj['parentReceptacles']) > 1:
print("Warning: selecting first parent of " +
str(obj_id) + " from list " +
str(obj['parentReceptacles']))
else:
parent = None
else:
parent = obj['parentReceptacles']
if parent is not None and len(parent) > 0:
# TODO (cleanup): remove hack
fix_basin = False
if parent.startswith('Sink') and not parent.endswith('Basin'):
parent = parent + "|SinkBasin"
fix_basin = True
elif parent.startswith(
'Bathtub') and not parent.endswith('Basin'):
parent = parent + "|BathtubBasin"
fix_basin = True
if fix_basin:
try:
parent = game_util.get_object(
parent, self.env.last_event.metadata)
except KeyError:
raise Exception('No object named %s in scene %s' %
(parent, self.scene_name))
else:
parent = game_util.get_object(parent,
self.env.last_event.metadata)
if not parent['openable'] or parent['isOpen']:
parent_receptacle = parent['objectId']
self.in_receptacle_ids[parent_receptacle].add(obj_id)
self.object_to_point[obj_id] = self.receptacle_to_point[
parent_receptacle]
self.point_to_object[tuple(
self.receptacle_to_point[parent_receptacle].tolist(
))] = obj_id
self.need_plan_update = True
def step(self, action_or_ind, process_frame=True):
if self.event is None:
self.event = self.env.last_event
self.current_frame_count += 1
self.total_frame_count += 1
action, should_fail = self.get_action(action_or_ind)
if should_fail:
self.env.last_event.metadata['lastActionSuccess'] = False
else:
t_start = time.time()
start_pose = game_util.get_pose(self.event)
if 'action' not in action or action['action'] is None or action['action'] == 'None':
self.env.last_event.metadata['lastActionSuccess'] = True
else:
if constants.RECORD_VIDEO_IMAGES:
im_ind = len(glob.glob(constants.save_path + '/*.png'))
if 'Teleport' in action['action']:
position = self.env.last_event.metadata['agent']['position']
rotation = self.env.last_event.metadata['agent']['rotation']
start_horizon = self.env.last_event.metadata['agent']['cameraHorizon']
start_rotation = rotation['y']
if (np.abs(action['x'] - position['x']) > 0.001 or
np.abs(action['z'] - position['z']) > 0.001):
# Movement
for xx in np.arange(.1, 1, .1):
new_action = copy.deepcopy(action)
new_action['x'] = np.round(position['x'] * (1 - xx) + action['x'] * xx, 5)
new_action['z'] = np.round(position['z'] * (1 - xx) + action['z'] * xx, 5)
new_action['rotation'] = start_rotation
new_action['horizon'] = start_horizon
self.event = self.env.step(new_action)
cv2.imwrite(constants.save_path + '/%09d.png' % im_ind,
self.event.frame[:, :, ::-1])
# #game_util.store_image_name('%09d.png' % im_ind) # eww... seriously need to clean this up
im_ind += 1
if np.abs(action['horizon'] - self.env.last_event.metadata['agent']['cameraHorizon']) > 0.001:
end_horizon = action['horizon']
for xx in np.arange(.1, 1, .1):
new_action = copy.deepcopy(action)
new_action['horizon'] = np.round(start_horizon * (1 - xx) + end_horizon * xx, 3)
new_action['rotation'] = start_rotation
self.event = self.env.step(new_action)
cv2.imwrite(constants.save_path + '/%09d.png' % im_ind,
self.event.frame[:, :, ::-1])
#game_util.store_image_name('%09d.png' % im_ind)
im_ind += 1
if np.abs(action['rotation'] - rotation['y']) > 0.001:
end_rotation = action['rotation']
for xx in np.arange(.1, 1, .1):
new_action = copy.deepcopy(action)
new_action['rotation'] = np.round(start_rotation * (1 - xx) + end_rotation * xx, 3)
self.event = self.env.step(new_action)
cv2.imwrite(constants.save_path + '/%09d.png' % im_ind,
self.event.frame[:, :, ::-1])
#game_util.store_image_name('%09d.png' % im_ind)
im_ind += 1
self.event = self.env.step(action)
# elif 'MoveAhead' in action['action']:
# # self.store_ll_action(action)
# # self.save_image(1)
# events = self.env.smooth_move_ahead(action)
# # for event in events:
# # im_ind = len(glob.glob(constants.save_path + '/*.png'))
# # cv2.imwrite(constants.save_path + '/%09d.png' % im_ind, event.frame[:, :, ::-1])
# # #game_util.store_image_name('%09d.png' % im_ind)
#
# elif 'Rotate' in action['action']:
# # self.store_ll_action(action)
# # self.save_image(1)
# events = self.env.smooth_rotate(action)
# # for event in events:
# # im_ind = len(glob.glob(constants.save_path + '/*.png'))
# # cv2.imwrite(constants.save_path + '/%09d.png' % im_ind, event.frame[:, :, ::-1])
# # #game_util.store_image_name('%09d.png' % im_ind)
#
# elif 'Look' in action['action']:
# # self.store_ll_action(action)
# # self.save_image(1)
# events = self.env.smooth_look(action)
# # for event in events:
# # im_ind = len(glob.glob(constants.save_path + '/*.png'))
# # cv2.imwrite(constants.save_path + '/%09d.png' % im_ind, event.frame[:, :, ::-1])
# # #game_util.store_image_name('%09d.png' % im_ind)
elif 'OpenObject' in action['action']:
open_action = dict(action=action['action'],
objectId=action['objectId'],
moveMagnitude=1.0)
# self.store_ll_action(open_action)
# self.save_act_image(open_action, dir=constants.BEFORE)
self.event = self.env.step(open_action)
# self.save_act_image(open_action, dir=constants.AFTER)
self.check_action_success(self.event)
elif 'CloseObject' in action['action']:
close_action = dict(action=action['action'],
objectId=action['objectId'])
# self.store_ll_action(close_action)
# self.save_act_image(close_action, dir=constants.BEFORE)
self.event = self.env.step(close_action)
# self.save_act_image(close_action, dir=constants.AFTER)
self.check_action_success(self.event)
elif 'PickupObject' in action['action']:
# [hack] correct object ids of slices
action['objectId'] = self.correct_slice_id(action['objectId'])
# open the receptacle if needed
parent_recep = self.get_parent_receps(action['objectId'])
if parent_recep is not None and parent_recep['objectType'] in constants.OPENABLE_CLASS_SET:
self.open_recep(parent_recep) # stores LL action
# close/open the object if needed
pickup_obj = game_util.get_object(action['objectId'], self.env.last_event.metadata)
if pickup_obj['objectType'] in constants.FORCED_OPEN_STATE_ON_PICKUP:
if pickup_obj['isOpen'] != constants.FORCED_OPEN_STATE_ON_PICKUP[pickup_obj['objectType']]:
if pickup_obj['isOpen']:
self.close_recep(pickup_obj) # stores LL action
else:
self.open_recep(pickup_obj) # stores LL action
# pick up the object
self.check_obj_visibility(action, min_pixels=10)
pickup_action = dict(action=action['action'],
objectId=action['objectId'])
# self.store_ll_action(pickup_action)
# self.save_act_image(pickup_action, dir=constants.BEFORE)
self.event = self.env.step(pickup_action)
# self.save_act_image(pickup_action, dir=constants.AFTER)
self.check_action_success(self.event)
# close the receptacle if needed
if parent_recep is not None:
parent_recep = game_util.get_object(parent_recep['objectId'], self.env.last_event.metadata)
self.close_recep(parent_recep) # stores LL action
elif 'PutObject' in action['action']:
if len(self.env.last_event.metadata['inventoryObjects']) > 0:
inv_obj = self.env.last_event.metadata['inventoryObjects'][0]['objectId']
else:
raise RuntimeError("Taking 'PutObject' action with no held inventory object")
action['objectId'] = inv_obj
# open the receptacle if needed
parent_recep = game_util.get_object(action['receptacleObjectId'], self.env.last_event.metadata)
if parent_recep is not None and parent_recep['objectType'] in constants.OPENABLE_CLASS_SET:
self.open_recep(parent_recep) # stores LL action
# Open the parent receptacle of the movable receptacle target.
elif parent_recep['objectType'] in constants.MOVABLE_RECEPTACLES_SET:
movable_parent_recep_ids = parent_recep['parentReceptacles']
if movable_parent_recep_ids is not None and len(movable_parent_recep_ids) > 0:
print(parent_recep['objectId'], movable_parent_recep_ids) # DEBUG
movable_parent_recep = game_util.get_object(movable_parent_recep_ids[0],
self.env.last_event.metadata)
if movable_parent_recep['objectType'] in constants.OPENABLE_CLASS_SET:
self.open_recep(movable_parent_recep) # stores LL action
# put the object
put_action = dict(action=action['action'],
objectId=action['objectId'],
receptacleObjectId=action['receptacleObjectId'],
forceAction=True,
placeStationary=True)
# self.store_ll_action(put_action)
# self.save_act_image(put_action, dir=constants.BEFORE)
self.event = self.env.step(put_action)
# self.save_act_image(put_action, dir=constants.AFTER)
self.check_obj_visibility(action)
self.check_action_success(self.event)
# close the receptacle if needed
if parent_recep is not None:
parent_recep = game_util.get_object(parent_recep['objectId'], self.env.last_event.metadata)
self.close_recep(parent_recep) # stores LL action
elif 'CleanObject' in action['action']:
# put the object in the sink
sink_obj_id = self.get_some_visible_obj_of_name('SinkBasin')['objectId']
inv_obj = self.env.last_event.metadata['inventoryObjects'][0]
put_action = dict(action='PutObject',
objectId=inv_obj['objectId'],
receptacleObjectId=sink_obj_id,
forceAction=True,
placeStationary=True)
# self.store_ll_action(put_action)
# self.save_act_image(put_action, dir=constants.BEFORE)
self.event = self.env.step(put_action)
# self.save_act_image(put_action, dir=constants.AFTER)
self.check_obj_visibility(put_action)
self.check_action_success(self.event)
# turn on the tap
clean_action = copy.deepcopy(action)
clean_action['action'] = 'ToggleObjectOn'
clean_action['objectId'] = game_util.get_obj_of_type_closest_to_obj(
"Faucet", inv_obj['objectId'], self.env.last_event.metadata)['objectId']
# self.store_ll_action(clean_action)
# self.save_act_image(clean_action, dir=constants.BEFORE)
self.event = self.env.step({k: clean_action[k]
for k in ['action', 'objectId']})
# self.save_act_image(clean_action, dir=constants.AFTER)
self.check_action_success(self.event)
# Need to delay one frame to let `isDirty` update on stream-affected.
self.env.noop()
# Call built-in 'CleanObject' THOR action on every object in the SinkBasin.
# This means we clean everything in the sink, rather than just the things that happen to touch
# the water stream, which is the default simulator behavior but looks weird for our purposes.
sink_basin_obj = game_util.get_obj_of_type_closest_to_obj(
"SinkBasin", clean_action['objectId'], self.env.last_event.metadata)
for in_sink_obj_id in sink_basin_obj['receptacleObjectIds']:
if (game_util.get_object(in_sink_obj_id, self.env.last_event.metadata)['dirtyable']
and game_util.get_object(in_sink_obj_id, self.env.last_event.metadata)['isDirty']):
self.event = self.env.step({'action': 'CleanObject',
'objectId': in_sink_obj_id})
# turn off the tap
close_action = copy.deepcopy(clean_action)
close_action['action'] = 'ToggleObjectOff'
# self.store_ll_action(close_action)
# self.save_act_image(close_action, dir=constants.BEFORE)
self.event = self.env.step({k: close_action[k]
for k in ['action', 'objectId']})
# self.save_act_image(action, dir=constants.AFTER)
self.check_action_success(self.event)
# pick up the object from the sink
pickup_action = dict(action='PickupObject',
objectId=inv_obj['objectId'])
# self.store_ll_action(pickup_action)
# self.save_act_image(pickup_action, dir=constants.BEFORE)
self.event = self.env.step(pickup_action)
# self.save_act_image(pickup_action, dir=constants.AFTER)
self.check_obj_visibility(pickup_action)
self.check_action_success(self.event)
elif 'HeatObject' in action['action']:
# open the microwave
microwave_obj_id = self.get_some_visible_obj_of_name('Microwave')['objectId']
microwave_obj = game_util.get_object(microwave_obj_id, self.env.last_event.metadata)
self.open_recep(microwave_obj)
# put the object in the microwave
inv_obj = self.env.last_event.metadata['inventoryObjects'][0]
put_action = dict(action='PutObject',
objectId=inv_obj['objectId'],
receptacleObjectId=microwave_obj_id,
forceAction=True,
placeStationary=True)
# self.store_ll_action(put_action)
# self.save_act_image(put_action, dir=constants.BEFORE)
self.event = self.env.step(put_action)
# self.save_act_image(put_action, dir=constants.AFTER)
self.check_obj_visibility(put_action)
self.check_action_success(self.event)
# close the microwave
microwave_obj = game_util.get_object(microwave_obj_id, self.env.last_event.metadata)
self.close_recep(microwave_obj)
# turn on the microwave
heat_action = copy.deepcopy(action)
heat_action['action'] = 'ToggleObjectOn'
heat_action['objectId'] = microwave_obj_id
# self.store_ll_action(heat_action)
# self.save_act_image(heat_action, dir=constants.BEFORE)
self.event = self.env.step({k: heat_action[k]
for k in ['action', 'objectId']})
# self.save_act_image(heat_action, dir=constants.AFTER)
# turn off the microwave
stop_action = copy.deepcopy(heat_action)
stop_action['action'] = 'ToggleObjectOff'
# self.store_ll_action(stop_action)
# self.save_act_image(stop_action, dir=constants.BEFORE)
self.event = self.env.step({k: stop_action[k]
for k in ['action', 'objectId']})
# self.save_act_image(stop_action, dir=constants.AFTER)
# open the microwave
microwave_obj = game_util.get_object(microwave_obj_id, self.env.last_event.metadata)
self.open_recep(microwave_obj)
# pick up the object from the microwave
pickup_action = dict(action='PickupObject',
objectId=inv_obj['objectId'])
# self.store_ll_action(pickup_action)
# self.save_act_image(pickup_action, dir=constants.BEFORE)
self.event = self.env.step(pickup_action)
# self.save_act_image(pickup_action, dir=constants.AFTER)
self.check_obj_visibility(pickup_action)
self.check_action_success(self.event)
# close the microwave again
microwave_obj = game_util.get_object(microwave_obj_id, self.env.last_event.metadata)
self.close_recep(microwave_obj)
elif 'CoolObject' in action['action']:
# open the fridge
fridge_obj_id = self.get_some_visible_obj_of_name('Fridge')['objectId']
fridge_obj = game_util.get_object(fridge_obj_id, self.env.last_event.metadata)
self.open_recep(fridge_obj)
# put the object in the fridge
inv_obj = self.env.last_event.metadata['inventoryObjects'][0]
put_action = dict(action='PutObject',
objectId=inv_obj['objectId'],
receptacleObjectId=fridge_obj_id,
forceAction=True,
placeStationary=True)
# self.store_ll_action(put_action)
# self.save_act_image(put_action, dir=constants.BEFORE)
self.event = self.env.step(put_action)
# self.save_act_image(put_action, dir=constants.AFTER)
self.check_obj_visibility(put_action)
self.check_action_success(self.event)
# close and cool the object inside the frige
cool_action = dict(action='CloseObject',
objectId=action['objectId'])
# self.store_ll_action(cool_action)
# self.save_act_image(action, dir=constants.BEFORE)
self.event = self.env.step(cool_action)
# self.save_act_image(action, dir=constants.MIDDLE)
# self.save_act_image(action, dir=constants.AFTER)
# open the fridge again
fridge_obj = game_util.get_object(fridge_obj_id, self.env.last_event.metadata)
self.open_recep(fridge_obj)
# pick up the object from the fridge
pickup_action = dict(action='PickupObject',
objectId=inv_obj['objectId'])
# self.store_ll_action(pickup_action)
# self.save_act_image(pickup_action, dir=constants.BEFORE)
self.event = self.env.step(pickup_action)
# self.save_act_image(pickup_action, dir=constants.AFTER)
self.check_obj_visibility(pickup_action)
self.check_action_success(self.event)
# close the fridge again
fridge_obj = game_util.get_object(fridge_obj_id, self.env.last_event.metadata)
self.close_recep(fridge_obj)
elif 'ToggleObject' in action['action']:
on_action = dict(action=action['action'],
objectId=action['objectId'])
toggle_obj = game_util.get_object(action['objectId'], self.env.last_event.metadata)
on_action['action'] = 'ToggleObjectOff' if toggle_obj['isToggled'] else 'ToggleObjectOn'
# self.store_ll_action(on_action)
# self.save_act_image(on_action, dir=constants.BEFORE)
self.event = self.env.step(on_action)
# self.save_act_image(on_action, dir=constants.AFTER)
self.check_action_success(self.event)
elif 'SliceObject' in action['action']:
# open the receptacle if needed
parent_recep = self.get_parent_receps(action['objectId'])
if parent_recep is not None and parent_recep['objectType'] in constants.OPENABLE_CLASS_SET:
self.open_recep(parent_recep)
# slice the object
slice_action = dict(action=action['action'],
objectId=action['objectId'])
# self.store_ll_action(slice_action)
# self.save_act_image(slice_action, dir=constants.BEFORE)
self.event = self.env.step(slice_action)
# self.save_act_image(action, dir=constants.AFTER)
self.check_action_success(self.event)
# close the receptacle if needed
if parent_recep is not None:
parent_recep = game_util.get_object(parent_recep['objectId'], self.env.last_event.metadata)
self.close_recep(parent_recep) # stores LL action
else:
# check that the object to pick is visible in the camera frame
if action['action'] == 'PickupObject':
self.check_obj_visibility(action)
# self.store_ll_action(action)
# self.save_act_image(action, dir=constants.BEFORE)
self.event = self.env.step(action)
# self.save_act_image(action, dir=constants.AFTER)
if action['action'] == 'PutObject':
self.check_obj_visibility(action)
else:
self.event = self.env.step(action)
new_pose = game_util.get_pose(self.event)
point_dists = np.sum(np.abs(self.gt_graph.points - np.array(new_pose)[:2]), axis=1)
if np.min(point_dists) > 0.0001:
# print('Point teleport failure')
self.event = self.env.step({
'action': 'Teleport',
'x': start_pose[0] * constants.AGENT_STEP_SIZE,
'y': self.agent_height,
'z': start_pose[1] * constants.AGENT_STEP_SIZE,
'rotateOnTeleport': True,
'rotation': new_pose[2] * 90,
})
self.env.last_event.metadata['lastActionSuccess'] = False
self.timers[0, 0] += time.time() - t_start
self.timers[0, 1] += 1
if self.timers[0, 1] % 100 == 0:
# print('env step time %.3f' % (self.timers[0, 0] / self.timers[0, 1]))
self.timers[0, :] = 0
if self.env.last_event.metadata['lastActionSuccess']:
if action['action'] == 'OpenObject':
self.currently_opened_object_ids.add(action['objectId'])
elif action['action'] == 'CloseObject':
self.currently_opened_object_ids.remove(action['objectId'])
elif action['action'] == 'PickupObject':
self.inventory_ids.add(action['objectId'])
elif action['action'] == 'PutObject':
self.inventory_ids.remove(action['objectId'])
if self.env.last_event.metadata['lastActionSuccess'] and process_frame:
self.process_frame()