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deepmind-research/tvt/pycolab/objects.py
T
Josh Abramson 94505a89e6 Update citation and add demo results for no-TVT with gamma<1.
PiperOrigin-RevId: 281522361
2019-11-20 19:24:51 +00:00

124 lines
4.2 KiB
Python

# Lint as: python2, python3
# pylint: disable=g-bad-file-header
# Copyright 2019 DeepMind Technologies Limited. All Rights Reserved.
#
# 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.
# ============================================================================
"""Pycolab sprites."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from pycolab import things as plab_things
from pycolab.prefab_parts import sprites as prefab_sprites
import six
from tvt.pycolab import common
class PlayerSprite(prefab_sprites.MazeWalker):
"""Sprite representing the agent."""
def __init__(self, corner, position, character,
max_steps_per_act, moving_player):
"""Indicates to the superclass that we can't walk off the board."""
super(PlayerSprite, self).__init__(
corner, position, character, impassable=[common.BORDER],
confined_to_board=True)
self._moving_player = moving_player
self._max_steps_per_act = max_steps_per_act
self._num_steps = 0
def update(self, actions, board, layers, backdrop, things, the_plot):
del backdrop # Unused.
if actions is not None:
assert actions in common.ACTIONS
the_plot.log("Step {} | Action {}".format(self._num_steps, actions))
the_plot.add_reward(0.0)
self._num_steps += 1
if actions == common.ACTION_QUIT:
the_plot.terminate_episode()
if self._moving_player:
if actions == common.ACTION_WEST:
self._west(board, the_plot)
elif actions == common.ACTION_EAST:
self._east(board, the_plot)
elif actions == common.ACTION_NORTH:
self._north(board, the_plot)
elif actions == common.ACTION_SOUTH:
self._south(board, the_plot)
if self._max_steps_per_act == self._num_steps:
the_plot.terminate_episode()
class ObjectSprite(plab_things.Sprite):
"""Sprite for a generic object which can be collectable."""
def __init__(self, corner, position, character, reward=0., collectable=True,
terminate=True):
super(ObjectSprite, self).__init__(corner, position, character)
self._reward = reward # Reward on pickup.
self._collectable = collectable
def set_visibility(self, visible):
self._visible = visible
def update(self, actions, board, layers, backdrop, things, the_plot):
player_position = things[common.PLAYER].position
pick_up = self.position == player_position
if pick_up and self.visible:
the_plot.add_reward(self._reward)
if self._collectable:
self.set_visibility(False)
# set all other objects to be invisible
for v in six.itervalues(things):
if isinstance(v, ObjectSprite):
v.set_visibility(False)
class IndicatorObjectSprite(plab_things.Sprite):
"""Sprite for the indicator object.
The indicator object is an object that spawns at a designated position once
the player picks up an object defined by the `char_to_track` argument.
The indicator object is spawned for just a single frame.
"""
def __init__(self, corner, position, character, char_to_track,
override_position=None):
super(IndicatorObjectSprite, self).__init__(corner, position, character)
if override_position is not None:
self._position = override_position
self._char_to_track = char_to_track
self._visible = False
self._pickup_frame = None
def update(self, actions, board, layers, backdrop, things, the_plot):
player_position = things[common.PLAYER].position
pick_up = things[self._char_to_track].position == player_position
if self._pickup_frame:
self._visible = False
if pick_up and not self._pickup_frame:
self._visible = True
self._pickup_frame = the_plot.frame