# # Copyright (c) 2017 Intel Corporation # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # try: import vizdoom except ImportError: from logger import failed_imports failed_imports.append("ViZDoom") import numpy as np from environments.environment_wrapper import EnvironmentWrapper from os import path, environ from utils import * from logger import * # enum of the available levels and their path class DoomLevel(Enum): BASIC = "basic.cfg" DEFEND = "defend_the_center.cfg" DEATHMATCH = "deathmatch.cfg" MY_WAY_HOME = "my_way_home.cfg" TAKE_COVER = "take_cover.cfg" HEALTH_GATHERING = "health_gathering.cfg" HEALTH_GATHERING_SUPREME = "health_gathering_supreme.cfg" DEFEND_THE_LINE = "defend_the_line.cfg" DEADLY_CORRIDOR = "deadly_corridor.cfg" key_map = { 'NO-OP': 96, # ` 'ATTACK': 13, # enter 'CROUCH': 306, # ctrl 'DROP_SELECTED_ITEM': ord("t"), 'DROP_SELECTED_WEAPON': ord("t"), 'JUMP': 32, # spacebar 'LAND': ord("l"), 'LOOK_DOWN': 274, # down arrow 'LOOK_UP': 273, # up arrow 'MOVE_BACKWARD': ord("s"), 'MOVE_DOWN': ord("s"), 'MOVE_FORWARD': ord("w"), 'MOVE_LEFT': 276, 'MOVE_RIGHT': 275, 'MOVE_UP': ord("w"), 'RELOAD': ord("r"), 'SELECT_NEXT_WEAPON': ord("q"), 'SELECT_PREV_WEAPON': ord("e"), 'SELECT_WEAPON0': ord("0"), 'SELECT_WEAPON1': ord("1"), 'SELECT_WEAPON2': ord("2"), 'SELECT_WEAPON3': ord("3"), 'SELECT_WEAPON4': ord("4"), 'SELECT_WEAPON5': ord("5"), 'SELECT_WEAPON6': ord("6"), 'SELECT_WEAPON7': ord("7"), 'SELECT_WEAPON8': ord("8"), 'SELECT_WEAPON9': ord("9"), 'SPEED': 304, # shift 'STRAFE': 9, # tab 'TURN180': ord("u"), 'TURN_LEFT': ord("a"), # left arrow 'TURN_RIGHT': ord("d"), # right arrow 'USE': ord("f"), } class DoomEnvironmentWrapper(EnvironmentWrapper): def __init__(self, tuning_parameters): EnvironmentWrapper.__init__(self, tuning_parameters) # load the emulator with the required level self.level = DoomLevel().get(self.tp.env.level) self.scenarios_dir = path.join(environ.get('VIZDOOM_ROOT'), 'scenarios') self.game = vizdoom.DoomGame() self.game.load_config(path.join(self.scenarios_dir, self.level)) self.game.set_window_visible(False) self.game.add_game_args("+vid_forcesurface 1") self.wait_for_explicit_human_action = True if self.human_control: self.game.set_screen_resolution(vizdoom.ScreenResolution.RES_640X480) self.renderer.create_screen(640, 480) elif self.is_rendered: self.game.set_screen_resolution(vizdoom.ScreenResolution.RES_320X240) self.renderer.create_screen(320, 240) else: # lower resolution since we actually take only 76x60 and we don't need to render self.game.set_screen_resolution(vizdoom.ScreenResolution.RES_160X120) self.game.set_render_hud(False) self.game.set_render_crosshair(False) self.game.set_render_decals(False) self.game.set_render_particles(False) self.game.init() # action space self.action_space_abs_range = 0 self.actions = {} self.action_space_size = self.game.get_available_buttons_size() + 1 self.action_vector_size = self.action_space_size - 1 self.actions[0] = [0] * self.action_vector_size for action_idx in range(self.action_vector_size): self.actions[action_idx + 1] = [0] * self.action_vector_size self.actions[action_idx + 1][action_idx] = 1 self.actions_description = ['NO-OP'] self.actions_description += [str(action).split(".")[1] for action in self.game.get_available_buttons()] for idx, action in enumerate(self.actions_description): if action in key_map.keys(): self.key_to_action[(key_map[action],)] = idx # measurement self.measurements_size = self.game.get_state().game_variables.shape self.width = self.game.get_screen_width() self.height = self.game.get_screen_height() if self.tp.seed is not None: self.game.set_seed(self.tp.seed) self.reset() def _update_state(self): # extract all data from the current state state = self.game.get_state() if state is not None and state.screen_buffer is not None: self.observation = state.screen_buffer self.measurements = state.game_variables self.reward = self.game.get_last_reward() self.done = self.game.is_episode_finished() def _take_action(self, action_idx): self.game.make_action(self._idx_to_action(action_idx), self.frame_skip) def _preprocess_observation(self, observation): if observation is None: return None # move the channel to the last axis observation = np.transpose(observation, (1, 2, 0)) return observation def _restart_environment_episode(self, force_environment_reset=False): self.game.new_episode()