sac_ae_if/local_dm_control_suite/explore.py
2023-05-16 12:40:47 +02:00

85 lines
2.9 KiB
Python
Executable File

# Copyright 2018 The dm_control Authors.
#
# 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.
# ============================================================================
"""Control suite environments explorer."""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from absl import app
from absl import flags
from dm_control import suite
from dm_control.suite.wrappers import action_noise
from six.moves import input
from dm_control import viewer
_ALL_NAMES = ['.'.join(domain_task) for domain_task in suite.ALL_TASKS]
flags.DEFINE_enum('environment_name', None, _ALL_NAMES,
'Optional \'domain_name.task_name\' pair specifying the '
'environment to load. If unspecified a prompt will appear to '
'select one.')
flags.DEFINE_bool('timeout', True, 'Whether episodes should have a time limit.')
flags.DEFINE_bool('visualize_reward', True,
'Whether to vary the colors of geoms according to the '
'current reward value.')
flags.DEFINE_float('action_noise', 0.,
'Standard deviation of Gaussian noise to apply to actions, '
'expressed as a fraction of the max-min range for each '
'action dimension. Defaults to 0, i.e. no noise.')
FLAGS = flags.FLAGS
def prompt_environment_name(prompt, values):
environment_name = None
while not environment_name:
environment_name = input(prompt)
if not environment_name or values.index(environment_name) < 0:
print('"%s" is not a valid environment name.' % environment_name)
environment_name = None
return environment_name
def main(argv):
del argv
environment_name = FLAGS.environment_name
if environment_name is None:
print('\n '.join(['Available environments:'] + _ALL_NAMES))
environment_name = prompt_environment_name(
'Please select an environment name: ', _ALL_NAMES)
index = _ALL_NAMES.index(environment_name)
domain_name, task_name = suite.ALL_TASKS[index]
task_kwargs = {}
if not FLAGS.timeout:
task_kwargs['time_limit'] = float('inf')
def loader():
env = suite.load(
domain_name=domain_name, task_name=task_name, task_kwargs=task_kwargs)
env.task.visualize_reward = FLAGS.visualize_reward
if FLAGS.action_noise > 0:
env = action_noise.Wrapper(env, scale=FLAGS.action_noise)
return env
viewer.launch(loader)
if __name__ == '__main__':
app.run(main)