Spaces:
Sleeping
Sleeping
| import time | |
| import numpy as np | |
| from gym_minigrid.social_ai_envs.socialaigrammar import SocialAIGrammar, SocialAIActions, SocialAIActionSpace | |
| from gym_minigrid.minigrid import * | |
| from gym_minigrid.register import register | |
| import time | |
| from collections import deque | |
| class Partner(NPC): | |
| """ | |
| A simple NPC that knows who is telling the truth | |
| """ | |
| def __init__(self, color, name, env): | |
| super().__init__(color) | |
| self.name = name | |
| self.env = env | |
| self.npc_dir = 1 # NPC initially looks downward | |
| # todo: this should be id == name | |
| self.npc_type = 0 # this will be put into the encoding | |
| self.npc_side = "L" if self.env.agent_side == "R" else "R" | |
| assert {self.npc_side, self.env.agent_side} == {"L", "R"} | |
| self.target_obj = None | |
| self.was_introduced_to = False | |
| self.ate_an_apple = False | |
| self.demo_over = False | |
| self.demo_over_and_position_safe = False | |
| self.apple_unlocked_for_agent = False | |
| self.list_of_possible_utterances = [ | |
| *self.list_of_possible_utterances, | |
| "Hot", # change to hot -> all with small letters | |
| "Warm", | |
| "Medium", | |
| "Cold", | |
| *COLOR_NAMES | |
| ] | |
| assert self.env.grammar.contains_utterance(self.introduction_statement) | |
| def step(self, utterance): | |
| reply, info = super().step() | |
| if self.env.hidden_npc: | |
| return reply, info | |
| if self.npc_side == "L": | |
| # the npc waits for the agent to open one of the right boxes, and then uses the object of the same color | |
| action = None | |
| if self.env.chosen_left_obj is not None: | |
| self.target_obj = self.env.chosen_left_obj | |
| if type(self.target_obj) == Switch and self.target_obj.is_on: | |
| next_target_position = self.env.box.cur_pos | |
| elif type(self.target_obj) == AppleGenerator and self.target_obj.is_pressed: | |
| next_target_position = self.env.left_generator_platform.cur_pos | |
| else: | |
| next_target_position = self.target_obj.cur_pos | |
| if type(self.target_obj) == AppleGenerator and not self.target_obj.is_pressed: | |
| # we have to activate the generator | |
| if not self.env.generator.marble_activation: | |
| # push generator | |
| action = self.path_to_pos(next_target_position) | |
| else: | |
| # find angle | |
| if self.env.marble.moving_dir is None: | |
| distance = (self.env.marble.cur_pos - self.target_obj.cur_pos) | |
| diff = np.sign(distance) | |
| if sum(abs(diff)) == 1: | |
| push_pos = self.env.marble.cur_pos + diff | |
| if all(self.cur_pos == push_pos): | |
| next_target_position = self.env.marble.cur_pos | |
| else: | |
| next_target_position = push_pos | |
| # go to loc in front of | |
| # push | |
| action = self.path_to_pos(next_target_position) | |
| else: | |
| action = None | |
| else: | |
| # toggle all other objects | |
| action = self.path_to_toggle_pos(next_target_position) | |
| else: | |
| action = self.turn_to_see_agent() | |
| else: | |
| if self.ate_an_apple: | |
| action = self.turn_to_see_agent() | |
| else: | |
| # toggle the chosen box then the apple | |
| if self.target_obj is None: | |
| self.target_obj = self.env._rand_elem([ | |
| self.env.right_box1, | |
| self.env.right_box2 | |
| ]) | |
| action = self.path_to_toggle_pos(self.target_obj.cur_pos) | |
| if self.npc_side == "R": | |
| eaten_before = self.env.right_apple.eaten | |
| else: | |
| eaten_before = self.env.left_apple.eaten | |
| if action is not None: | |
| action() | |
| if not self.ate_an_apple: | |
| # check if the NPC ate the apple | |
| if self.npc_side == "R": | |
| self.ate_an_apple = not eaten_before and self.env.right_apple.eaten | |
| else: | |
| self.ate_an_apple = not eaten_before and self.env.left_apple.eaten | |
| info = { | |
| "prim_action": action.__name__ if action is not None else "no_op", | |
| "utterance": "no_op", | |
| "was_introduced_to": self.was_introduced_to | |
| } | |
| reply = None | |
| return reply, info | |
| def is_point_from_loc(self, pos): | |
| target_pos = self.target_obj.cur_pos | |
| if self.distractor_obj is not None: | |
| distractor_pos = self.distractor_obj.cur_pos | |
| else: | |
| distractor_pos = [None, None] | |
| if self.env.is_in_marble_way(pos): | |
| return False | |
| if any(pos == target_pos): | |
| same_ind = np.argmax(target_pos == pos) | |
| if pos[same_ind] != distractor_pos[same_ind]: | |
| return True | |
| if pos[same_ind] == distractor_pos[same_ind]: | |
| # if in between | |
| if distractor_pos[1-same_ind] < pos[1-same_ind] < target_pos[1-same_ind]: | |
| return True | |
| if distractor_pos[1-same_ind] > pos[1-same_ind] > target_pos[1-same_ind]: | |
| return True | |
| return False | |
| def find_point_from_loc(self): | |
| reject_fn = lambda env, p: not self.is_point_from_loc(p) | |
| point = self.env.find_loc(size=(self.env.wall_x, self.env.wall_y), reject_fn=reject_fn, reject_agent_pos=False) | |
| assert all(point < np.array([self.env.wall_x, self.env.wall_y])) | |
| assert all(point > np.array([0, 0])) | |
| return point | |
| class ObjectsCollaborationEnv(MultiModalMiniGridEnv): | |
| """ | |
| Environment in which the agent is instructed to go to a given object | |
| named using an English text string | |
| """ | |
| def __init__( | |
| self, | |
| size=10, | |
| diminished_reward=True, | |
| step_penalty=False, | |
| knowledgeable=False, | |
| max_steps=80, | |
| hidden_npc=False, | |
| switch_no_light=True, | |
| reward_diminish_factor=0.1, | |
| see_through_walls=False, | |
| egocentric_observation=True, | |
| ): | |
| assert size >= 5 | |
| self.empty_symbol = "NA \n" | |
| self.diminished_reward = diminished_reward | |
| self.step_penalty = step_penalty | |
| self.knowledgeable = knowledgeable | |
| self.hidden_npc = hidden_npc | |
| self.hear_yourself = False | |
| self.switch_no_light = switch_no_light | |
| self.grammar = SocialAIGrammar() | |
| self.init_done = False | |
| # parameters - to be set in reset | |
| self.parameters = None | |
| # encoding size should be 5 | |
| self.add_npc_direction = True | |
| self.add_npc_point_direction = True | |
| self.add_npc_last_prim_action = True | |
| self.reward_diminish_factor = reward_diminish_factor | |
| self.egocentric_observation = egocentric_observation | |
| self.encoding_size = 3 + 2*bool(not self.egocentric_observation) + bool(self.add_npc_direction) + bool(self.add_npc_point_direction) + bool(self.add_npc_last_prim_action) | |
| super().__init__( | |
| grid_size=size, | |
| max_steps=max_steps, | |
| # Set this to True for maximum speed | |
| see_through_walls=see_through_walls, | |
| actions=SocialAIActions, # primitive actions | |
| action_space=SocialAIActionSpace, | |
| add_npc_direction=self.add_npc_direction, | |
| add_npc_point_direction=self.add_npc_point_direction, | |
| add_npc_last_prim_action=self.add_npc_last_prim_action, | |
| reward_diminish_factor=self.reward_diminish_factor, | |
| ) | |
| self.all_npc_utterance_actions = Partner.get_list_of_possible_utterances() | |
| self.prim_actions_dict = SocialAINPCActionsDict | |
| def revert(self): | |
| self.put_objects_in_env(remove_objects=True) | |
| def is_in_marble_way(self, pos): | |
| target_pos = self.generator_current_pos | |
| # generator distractor is in the same row / collumn as the marble and the generator | |
| # if self.distractor_current_pos is not None: | |
| # distractor_pos = self.distractor_current_pos | |
| # else: | |
| # distractor_pos = [None, None] | |
| if self.problem in ["Marble"]: | |
| # point can't be in the same row or column as both the marble and the generator | |
| # all three: marble, generator, loc are in the same row or column | |
| if any((pos == target_pos) * (pos == self.marble_current_pos)): | |
| # all three: marble, generator, loc are in the same row or column -> is in its way | |
| return True | |
| # is it in the way for the distractor generator | |
| if any((pos == self.distractor_current_pos) * (pos == self.marble_current_pos)): | |
| # all three: marble, distractor generator, loc are in the same row or column -> is in its way | |
| return True | |
| # all good | |
| return False | |
| def _gen_grid(self, width_, height_): | |
| # Create the grid | |
| self.grid = Grid(width_, height_, nb_obj_dims=self.encoding_size) | |
| # new | |
| min_w = min(9, width_) | |
| min_h = min(9, height_) | |
| self.current_width = self._rand_int(min_w, width_+1) | |
| self.current_height = self._rand_int(min_h, height_+1) | |
| self.wall_x = self.current_width-1 | |
| self.wall_y = self.current_height-1 | |
| # Generate the surrounding walls | |
| self.grid.wall_rect(0, 0, self.current_width, self.current_height) | |
| # problem: Apples/Boxes/Switches/Generators/Marbles | |
| self.problem = self.parameters["Problem"] if self.parameters else "Apples" | |
| num_of_colors = self.parameters.get("Num_of_colors", None) if self.parameters else None | |
| self.version = self.parameters["Version"] if self.parameters else "Asocial" | |
| self.role = self.parameters["Role"] if self.parameters else "A" | |
| assert self.role in ["A", "B", "Meta"] | |
| if self.role in ["B", "Meta"]: | |
| self.agent_side = "R" # starts on the right side | |
| else: | |
| self.agent_side = "L" # starts on the right side | |
| self.add_obstacles() | |
| # apple | |
| # box | |
| locked = self.problem == "Switches" | |
| if num_of_colors is None: | |
| POSSIBLE_COLORS = COLOR_NAMES.copy() | |
| else: | |
| POSSIBLE_COLORS = COLOR_NAMES[:int(num_of_colors)].copy() | |
| self.left_half_size = (self.current_width//2, self.current_height) | |
| self.left_half_top = (0, 0) | |
| self.right_half_size = (self.current_width//2 - 1, self.current_height) | |
| self.right_half_top = (self.current_width - self.current_width // 2 + 1, 0) | |
| # add fence to grid | |
| self.grid.vert_wall( | |
| x=self.current_width//2 + 1, # one collumn to the right of the center | |
| y=1, | |
| length=self.current_height - 2, | |
| obj_type=Fence | |
| ) | |
| self.right_box1_color = self._rand_elem(POSSIBLE_COLORS) | |
| POSSIBLE_COLORS.remove(self.right_box1_color) | |
| self.right_box2_color = self._rand_elem(POSSIBLE_COLORS) | |
| assert self.right_box1_color != self.right_box2_color | |
| POSSIBLE_COLORS_LEFT = [self.right_box1_color, self.right_box2_color] | |
| self.left_color_1 = self._rand_elem(POSSIBLE_COLORS_LEFT) | |
| POSSIBLE_COLORS_LEFT.remove(self.left_color_1) | |
| self.left_color_2 = self._rand_elem(POSSIBLE_COLORS_LEFT) | |
| self.box_color = self.left_color_1 | |
| # find the position for the apple/box/generator_platform | |
| self.left_apple_current_pos = self.find_loc( | |
| size=self.left_half_size, | |
| top=self.left_half_top, | |
| reject_agent_pos=True | |
| ) | |
| # right boxes | |
| self.right_box1_current_pos = self.find_loc( | |
| size=self.right_half_size, | |
| top=self.right_half_top, | |
| reject_agent_pos=True | |
| ) | |
| self.right_box2_current_pos = self.find_loc( | |
| size=self.right_half_size, | |
| top=self.right_half_top, | |
| reject_agent_pos=True, | |
| reject_fn=lambda _, pos: tuple(pos) in map(tuple, [self.right_box1_current_pos]), | |
| ) | |
| assert all(self.left_apple_current_pos < np.array([self.current_width - 1, self.current_height - 1])) | |
| # switch | |
| # self.switch_pos = (self.current_width, self.current_height) | |
| self.switch_color = self.left_color_1 | |
| self.switch_current_pos = self.find_loc( | |
| top=self.left_half_top, | |
| size=self.left_half_size, | |
| reject_agent_pos=True, | |
| reject_fn=lambda _, pos: tuple(pos) in map(tuple, [self.left_apple_current_pos]), | |
| ) | |
| # generator | |
| # self.generator_pos = (self.current_width, self.current_height) | |
| self.generator_color = self.left_color_1 | |
| self.generator_current_pos = self.find_loc( | |
| top=self.left_half_top, | |
| size=self.left_half_size, | |
| reject_agent_pos=True, | |
| reject_fn=lambda _, pos: ( | |
| tuple(pos) in map(tuple, [self.left_apple_current_pos]) | |
| or | |
| (self.problem in ["Marbles", "Marble"] and tuple(pos) in [ | |
| # not in corners | |
| (1, 1), | |
| (self.current_width-2, 1), | |
| (1, self.current_height-2), | |
| (self.current_width-2, self.current_height-2), | |
| ]) | |
| or | |
| # not in the same row collumn as the platform | |
| (self.problem in ["Marbles", "Marble"] and any(pos == self.left_apple_current_pos)) | |
| ), | |
| ) | |
| # generator platform | |
| self.left_generator_platform_color = self._rand_elem(POSSIBLE_COLORS) | |
| # marbles | |
| # self.marble_pos = (self.current_width, self.current_height) | |
| self.marble_color = self._rand_elem(POSSIBLE_COLORS) | |
| self.marble_current_pos = self.find_loc( | |
| top=self.left_half_top, | |
| size=self.left_half_size, | |
| reject_agent_pos=True, | |
| reject_fn=lambda _, pos: self.problem in ["Marbles", "Marble"] and ( | |
| tuple(pos) in map(tuple, [self.left_apple_current_pos, self.generator_current_pos]) | |
| or | |
| all(pos != self.generator_current_pos) # reject if not in row or column as the generator | |
| or | |
| any(pos == 1) # next to a wall | |
| or | |
| pos[1] == self.current_height-2 | |
| or | |
| pos[0] == self.current_width-2 | |
| ), | |
| ) | |
| self.distractor_color = self.left_color_2 | |
| # self.distractor_pos = (self.current_width, self.current_height) | |
| if self.problem in ["Apples", "Boxes"]: | |
| distractor_reject_fn = lambda _, pos: tuple(pos) in map(tuple, [self.left_apple_current_pos]) | |
| elif self.problem in ["Switches"]: | |
| distractor_reject_fn = lambda _, pos: tuple(pos) in map(tuple, [self.left_apple_current_pos, self.switch_current_pos]) | |
| elif self.problem in ["Generators"]: | |
| distractor_reject_fn = lambda _, pos: tuple(pos) in map(tuple, [self.left_apple_current_pos, self.generator_current_pos]) | |
| elif self.problem in ["Marbles", "Marble"]: | |
| # problem is marbles | |
| same_dim = (self.generator_current_pos == self.marble_current_pos).argmax() | |
| distactor_same_dim = 1-same_dim | |
| distractor_reject_fn = lambda _, pos: tuple(pos) in map(tuple, [ | |
| self.left_apple_current_pos, | |
| self.generator_current_pos, | |
| self.marble_current_pos | |
| ]) or pos[distactor_same_dim] != self.marble_current_pos[distactor_same_dim] | |
| # todo: not in corners -> but it's not that important | |
| # or tuple(pos) in [ | |
| # # not in corners | |
| # (1, 1), | |
| # (self.current_width-2, 1), | |
| # (1, self.current_height-2), | |
| # (self.current_width-2, self.current_height-2), | |
| # ]) | |
| else: | |
| raise ValueError("Problem {} indefined.".format(self.problem)) | |
| self.distractor_current_pos = self.find_loc( | |
| top=self.left_half_top, | |
| size=self.left_half_size, | |
| reject_agent_pos=True, | |
| # todo: reject based on problem | |
| reject_fn=distractor_reject_fn | |
| ) | |
| self.put_objects_in_env() | |
| # place agent | |
| if self.agent_side == "L": | |
| self.place_agent(size=self.left_half_size, top=self.left_half_top) | |
| else: | |
| self.place_agent(size=self.right_half_size, top=self.right_half_top) | |
| # NPC | |
| if self.version == "Social": | |
| self.npc_color = self._rand_elem(COLOR_NAMES) | |
| self.caretaker = Partner(self.npc_color, "Partner", self) | |
| if self.agent_side == "L": | |
| self.place_obj(self.caretaker, size=self.right_half_size, top=self.right_half_top, reject_fn=ObjectsCollaborationEnv.is_in_marble_way) | |
| else: | |
| self.place_obj(self.caretaker, size=self.left_half_size, top=self.left_half_top, reject_fn=ObjectsCollaborationEnv.is_in_marble_way) | |
| # Generate the mission string | |
| self.mission = 'lets collaborate' | |
| # Dummy beginning string | |
| # self.beginning_string = "This is what you hear. \n" | |
| self.beginning_string = "Conversation: \n" # todo: go back to "this what you hear? | |
| self.utterance = self.beginning_string | |
| # utterance appended at the end of each step | |
| self.utterance_history = "" | |
| # used for rendering | |
| self.full_conversation = self.utterance | |
| self.outcome_info = None | |
| def put_objects_in_env(self, remove_objects=False): | |
| assert self.left_apple_current_pos is not None | |
| assert self.right_box1_current_pos is not None | |
| assert self.right_box2_current_pos is not None | |
| assert self.switch_current_pos is not None | |
| self.switches_block_set = [] | |
| self.boxes_block_set = [] | |
| self.right_boxes_block_set = [] | |
| self.generators_block_set = [] | |
| self.other_box = None | |
| self.other_switch = None | |
| self.other_generator = None | |
| # problem: Apples/Boxes/Switches/Generators | |
| assert self.problem == self.parameters["Problem"] if self.parameters else "Apples" | |
| # move objects (used only in revert), not in gen_grid | |
| if remove_objects: | |
| # remove apple or box | |
| # assert type(self.grid.get(*self.apple_current_pos)) in [Apple, LockableBox] | |
| # self.grid.set(*self.apple_current_pos, None) | |
| # remove apple (after demo it must be an apple) | |
| assert type(self.grid.get(*self.left_apple_current_pos)) in [Apple] | |
| self.grid.set(*self.left_apple_current_pos, None) | |
| self.grid.set(*self.right_apple_current_pos, None) | |
| if self.problem in ["Switches"]: | |
| # remove switch | |
| assert type(self.grid.get(*self.switch_current_pos)) in [Switch] | |
| self.grid.set(*self.switch.cur_pos, None) | |
| elif self.problem in ["Generators", "Marbles", "Marble"]: | |
| # remove generator | |
| assert type(self.grid.get(*self.generator.cur_pos)) in [AppleGenerator] | |
| self.grid.set(*self.generator.cur_pos, None) | |
| if self.problem in ["Marbles", "Marble"]: | |
| # remove generator | |
| assert type(self.grid.get(*self.marble.cur_pos)) in [Marble] | |
| self.grid.set(*self.marble.cur_pos, None) | |
| if self.marble.tee_uncovered: | |
| self.grid.set(*self.marble.tee.cur_pos, None) | |
| elif self.problem in ["Apples", "Boxes"]: | |
| pass | |
| else: | |
| raise ValueError("Undefined problem {}".format(self.problem)) | |
| # remove distractor | |
| if self.problem in ["Boxes", "Switches", "Generators", "Marbles", "Marble"]: | |
| assert type(self.grid.get(*self.distractor_current_pos)) in [LockableBox, Switch, AppleGenerator] | |
| self.grid.set(*self.distractor_current_pos, None) | |
| # apple | |
| self.left_apple = Apple() | |
| self.right_apple = Apple() | |
| # right apple | |
| self.right_box1 = LockableBox( | |
| self.right_box1_color, | |
| contains=self.right_apple, | |
| is_locked=False, | |
| block_set=self.right_boxes_block_set | |
| ) | |
| self.right_boxes_block_set.append(self.right_box1) | |
| # right apple | |
| self.right_box2 = LockableBox( | |
| self.right_box2_color, | |
| contains=self.right_apple, | |
| is_locked=False, | |
| block_set=self.right_boxes_block_set | |
| ) | |
| self.right_boxes_block_set.append(self.right_box2) | |
| # Box | |
| locked = self.problem == "Switches" | |
| self.box = LockableBox( | |
| self.box_color, | |
| # contains=self.left_apple, | |
| is_locked=locked, | |
| block_set=self.boxes_block_set | |
| ) | |
| self.boxes_block_set.append(self.box) | |
| # Switch | |
| self.switch = Switch( | |
| color=self.switch_color, | |
| # lockable_object=self.box, | |
| locker_switch=True, | |
| no_turn_off=True, | |
| no_light=self.switch_no_light, | |
| block_set=self.switches_block_set, | |
| ) | |
| self.switches_block_set.append(self.switch) | |
| # Generator | |
| self.generator = AppleGenerator( | |
| self.generator_color, | |
| block_set=self.generators_block_set, | |
| # on_push=lambda: self.grid.set(*self.left_apple_current_pos, self.left_apple), | |
| marble_activation=self.problem in ["Marble"], | |
| ) | |
| self.generators_block_set.append(self.generator) | |
| self.left_generator_platform = GeneratorPlatform(self.left_generator_platform_color) | |
| self.marble = Marble(self.marble_color, env=self) | |
| # right side | |
| self.put_obj_np(self.right_box1, self.right_box1_current_pos) | |
| self.put_obj_np(self.right_box2, self.right_box2_current_pos) | |
| self.candidate_objects=[] | |
| # left side | |
| if self.problem == "Apples": | |
| self.put_obj_np(self.left_apple, self.left_apple_current_pos) | |
| self.candidate_objects.append(self.left_apple) | |
| elif self.problem in ["Boxes"]: | |
| self.put_obj_np(self.box, self.left_apple_current_pos) | |
| self.candidate_objects.append(self.box) | |
| elif self.problem in ["Switches"]: | |
| self.put_obj_np(self.box, self.left_apple_current_pos) | |
| self.put_obj_np(self.switch, self.switch_current_pos) | |
| self.candidate_objects.append(self.switch) | |
| elif self.problem in ["Generators", "Marble"]: | |
| self.put_obj_np(self.generator, self.generator_current_pos) | |
| self.put_obj_np(self.left_generator_platform, self.left_apple_current_pos) | |
| self.candidate_objects.append(self.generator) | |
| if self.problem in ["Marble"]: | |
| self.put_obj_np(self.marble, self.marble_current_pos) | |
| else: | |
| raise ValueError("Problem {} not defined. ".format(self.problem)) | |
| # Distractors | |
| if self.problem == "Boxes": | |
| assert not locked | |
| self.other_box = LockableBox( | |
| self.left_color_2, | |
| is_locked=locked, | |
| block_set=self.boxes_block_set, | |
| ) | |
| self.boxes_block_set.append(self.other_box) | |
| self.put_obj_np(self.other_box, self.distractor_current_pos) | |
| self.candidate_objects.append(self.other_box) | |
| elif self.problem == "Switches": | |
| self.other_switch = Switch( | |
| color=self.left_color_2, | |
| locker_switch=True, | |
| no_turn_off=True, | |
| no_light=self.switch_no_light, | |
| block_set=self.switches_block_set, | |
| ) | |
| self.switches_block_set.append(self.other_switch) | |
| self.put_obj_np(self.other_switch, self.distractor_current_pos) | |
| self.candidate_objects.append(self.other_switch) | |
| elif self.problem in ["Generators", "Marble"]: | |
| self.other_generator = AppleGenerator( | |
| color=self.left_color_2, | |
| block_set=self.generators_block_set, | |
| marble_activation=self.problem in ["Marble"], | |
| ) | |
| self.generators_block_set.append(self.other_generator) | |
| self.put_obj_np(self.other_generator, self.distractor_current_pos) | |
| self.candidate_objects.append(self.other_generator) | |
| def reset( | |
| self, *args, **kwargs | |
| ): | |
| # This env must be used inside the parametric env | |
| if not kwargs: | |
| # The only place when kwargs can empty is during the class construction | |
| # reset should be called again before using the env (paramenv does it in its constructor) | |
| assert self.parameters is None | |
| assert not self.init_done | |
| self.init_done = True | |
| obs = super().reset() | |
| return obs | |
| else: | |
| assert self.init_done | |
| self.parameters = dict(kwargs) | |
| assert self.parameters is not None | |
| assert len(self.parameters) > 0 | |
| obs = super().reset() | |
| self.agent_ate_an_apple = False | |
| self.chosen_right_box = None | |
| self.chosen_left_obj = None | |
| return obs | |
| def step(self, action): | |
| success = False | |
| p_action = action[0] | |
| utterance_action = action[1:] | |
| left_apple_had_been_eaten = self.left_apple.eaten | |
| right_apple_had_been_eaten = self.right_apple.eaten | |
| # primitive actions | |
| _, reward, done, info = super().step(p_action) | |
| if self.problem in ["Marbles", "Marble"]: | |
| # todo: create objects which can stepped automatically? | |
| self.marble.step() | |
| if not self.agent_ate_an_apple: | |
| if self.agent_side == "L": | |
| self.agent_ate_an_apple = self.left_apple.eaten and not left_apple_had_been_eaten | |
| else: | |
| self.agent_ate_an_apple = self.right_apple.eaten and not right_apple_had_been_eaten | |
| if self.right_box1.is_open: | |
| self.chosen_right_box = self.right_box1 | |
| if self.right_box2.is_open: | |
| self.chosen_right_box = self.right_box2 | |
| if self.chosen_right_box is not None: | |
| chosen_color = self.chosen_right_box.color | |
| self.chosen_left_obj = [o for o in self.candidate_objects if o.color == chosen_color][0] | |
| if type(self.chosen_left_obj) == LockableBox: | |
| self.chosen_left_obj.contains = self.left_apple | |
| elif type(self.chosen_left_obj) == Switch: | |
| self.chosen_left_obj.lockable_object = self.box | |
| self.box.contains = self.left_apple | |
| elif type(self.chosen_left_obj) == AppleGenerator: | |
| self.chosen_left_obj.on_push=lambda: self.grid.set(*self.left_apple_current_pos, self.left_apple) | |
| else: | |
| raise ValueError("Unknown target object.") | |
| # utterances | |
| agent_spoke = not all(np.isnan(utterance_action)) | |
| if agent_spoke: | |
| utterance = self.grammar.construct_utterance(utterance_action) | |
| if self.hear_yourself: | |
| self.utterance += "YOU: {} \n".format(utterance) | |
| self.full_conversation += "YOU: {} \n".format(utterance) | |
| else: | |
| utterance = None | |
| if self.version == "Social": | |
| reply, npc_info = self.caretaker.step(utterance) | |
| if reply: | |
| self.utterance += "{}: {} \n".format(self.caretaker.name, reply) | |
| self.full_conversation += "{}: {} \n".format(self.caretaker.name, reply) | |
| else: | |
| npc_info = { | |
| "prim_action": "no_op", | |
| "utterance": "no_op", | |
| "was_introduced_to": False, | |
| } | |
| # aftermath | |
| if p_action == self.actions.done: | |
| done = True | |
| if (self.role in ["A", "B"] or self.version == "Asocial") and self.agent_ate_an_apple: | |
| reward = self._reward() | |
| success = True | |
| done = True | |
| elif self.role == "Meta" and self.version == "Social" and self.agent_ate_an_apple and self.caretaker.ate_an_apple: | |
| if self.agent_side == "L": | |
| reward = self._reward() / 2 | |
| success = True | |
| done = True | |
| else: | |
| # revert and rotate | |
| reward = self._reward() / 2 | |
| self.agent_ate_an_apple = False | |
| self.caretaker.ate_an_apple = False | |
| self.agent_side = "L" | |
| self.put_objects_in_env(remove_objects=True) | |
| # teleport the agent and the NPC | |
| self.place_agent(size=self.left_half_size, top=self.left_half_top) | |
| self.grid.set(*self.caretaker.cur_pos, None) | |
| self.caretaker = Partner(self.npc_color, "Partner", self) | |
| self.place_obj(self.caretaker, size=self.right_half_size, top=self.right_half_top, reject_fn=ObjectsCollaborationEnv.is_in_marble_way) | |
| # discount | |
| if self.step_penalty: | |
| reward = reward - 0.01 | |
| # update obs with NPC movement | |
| obs = self.gen_obs(full_obs=self.full_obs) | |
| # fill observation with text | |
| self.append_existing_utterance_to_history() | |
| obs = self.add_utterance_to_observation(obs) | |
| self.reset_utterance() | |
| if done: | |
| if reward > 0: | |
| self.outcome_info = "SUCCESS: agent got {} reward \n".format(np.round(reward, 1)) | |
| else: | |
| self.outcome_info = "FAILURE: agent got {} reward \n".format(reward) | |
| if self.version == "Social": | |
| # is the npc seen by the agent | |
| ag_view_npc = self.relative_coords(*self.caretaker.cur_pos) | |
| if ag_view_npc is not None: | |
| # in the agent's field of view | |
| ag_view_npc_x, ag_view_npc_y = ag_view_npc | |
| n_dims = obs['image'].shape[-1] | |
| npc_encoding = self.caretaker.encode(n_dims) | |
| # is it occluded | |
| npc_observed = all(obs['image'][ag_view_npc_x, ag_view_npc_y] == npc_encoding) | |
| else: | |
| npc_observed = False | |
| else: | |
| npc_observed = False | |
| info = {**info, **{"NPC_"+k: v for k, v in npc_info.items()}} | |
| info["NPC_observed"] = npc_observed | |
| info["success"] = success | |
| return obs, reward, done, info | |
| def _reward(self): | |
| if self.diminished_reward: | |
| return super()._reward() | |
| else: | |
| return 1.0 | |
| # def render(self, *args, **kwargs): | |
| # obs = super().render(*args, **kwargs) | |
| # self.window.clear_text() # erase previous text | |
| # self.window.set_caption(self.full_conversation) | |
| # | |
| # # self.window.ax.set_title("correct color: {}".format(self.box.target_color), loc="left", fontsize=10) | |
| # | |
| # if self.outcome_info: | |
| # color = None | |
| # if "SUCCESS" in self.outcome_info: | |
| # color = "lime" | |
| # elif "FAILURE" in self.outcome_info: | |
| # color = "red" | |
| # self.window.add_text(*(0.01, 0.85, self.outcome_info), | |
| # **{'fontsize': 15, 'color': color, 'weight': "bold"}) | |
| # | |
| # self.window.show_img(obs) # re-draw image to add changes to window | |
| # return obs | |
| register( | |
| id='SocialAI-ObjectsCollaboration-v0', | |
| entry_point='gym_minigrid.social_ai_envs:ObjectsCollaborationEnv' | |
| ) |