Source code for tfrddlsim.policy.default_policy

# This file is part of tf-rddlsim.

# tf-rddlsim is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.

# tf-rddlsim is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
# GNU General Public License for more details.

# You should have received a copy of the GNU General Public License
# along with tf-rddlsim. If not, see <http://www.gnu.org/licenses/>.


from typing import Sequence

import tensorflow as tf

from rddl2tf.compilers import Compiler
from tfrddlsim.policy.abstract_policy import Policy



class DefaultPolicy(Policy):
    '''DefaultPolicy class.

    The default policy returns the default action fluents
    regardless of the current state and timestep.

    Args:
        compiler (:obj:`rddl2tf.compiler.Compiler`): A RDDL2TensorFlow compiler.
        batch_size (int): The batch size.
    '''

    def __init__(self, compiler: Compiler, batch_size: int) -> None:
        self._default = compiler.default_action()

    def __call__(self,
            state: Sequence[tf.Tensor],
            timestep: tf.Tensor) -> Sequence[tf.Tensor]:
        '''Returns the default action fluents regardless of the current `state` and `timestep`.

        Args:
            state (Sequence[tf.Tensor]): The current state fluents.
            timestep (tf.Tensor): The current timestep.

        Returns:
            Sequence[tf.Tensor]: A tuple of action fluents.
        '''
        return self._default