2023-11-16 17:08:08 +01:00

117 lines
3.4 KiB
Python

import abc
import random
from typing import Union
from marl_factory_grid.environment import rewards as r, constants as c
from marl_factory_grid.utils.helpers import MOVEMAP
from marl_factory_grid.utils.results import ActionResult
class Action(abc.ABC):
@property
def name(self):
return self._identifier
@abc.abstractmethod
def __init__(self, identifier: str, default_valid_reward: float, default_fail_reward: float,
valid_reward: float | None = None, fail_reward: float | None = None):
self.fail_reward = fail_reward if fail_reward is not None else default_fail_reward
self.valid_reward = valid_reward if valid_reward is not None else default_valid_reward
self._identifier = identifier
@abc.abstractmethod
def do(self, entity, state) -> Union[None, ActionResult]:
validity = bool(random.choice([0, 1]))
return self.get_result(validity, entity)
def __repr__(self):
return f'Action[{self._identifier}]'
def get_result(self, validity, entity):
reward = self.valid_reward if validity else self.fail_reward
return ActionResult(self.__class__.__name__, validity, reward=reward, entity=entity)
class Noop(Action):
def __init__(self, **kwargs):
super().__init__(c.NOOP, r.NOOP, r.NOOP, **kwargs)
def do(self, entity, *_) -> Union[None, ActionResult]:
return self.get_result(c.VALID, entity)
class Move(Action, abc.ABC):
@abc.abstractmethod
def __init__(self, identifier, **kwargs):
super().__init__(identifier, r.MOVEMENTS_VALID, r.MOVEMENTS_FAIL, **kwargs)
def do(self, entity, state):
new_pos = self._calc_new_pos(entity.pos)
if state.check_move_validity(entity, new_pos):
valid = entity.move(new_pos, state)
else:
# There is no place to go, propably collision
# This is currently handeld by the WatchCollisions rule, so that it can be switched on and off by conf.yml
# return ActionResult(entity=entity, identifier=self._identifier, validity=c.NOT_VALID, reward=r.COLLISION)
valid = c.NOT_VALID
if valid:
state.print(f'{entity.name} just moved to {entity.pos}.')
else:
state.print(f'{entity.name} just tried to move to {new_pos} but either failed or hat a Collision.')
return self.get_result(valid, entity)
def _calc_new_pos(self, pos):
x_diff, y_diff = MOVEMAP[self._identifier]
return pos[0] + x_diff, pos[1] + y_diff
class North(Move):
def __init__(self, **kwargs):
super().__init__(c.NORTH, **kwargs)
class NorthEast(Move):
def __init__(self, **kwargs):
super().__init__(c.NORTHEAST, **kwargs)
class East(Move):
def __init__(self, **kwargs):
super().__init__(c.EAST, **kwargs)
class SouthEast(Move):
def __init__(self, **kwargs):
super().__init__(c.SOUTHEAST, **kwargs)
class South(Move):
def __init__(self, **kwargs):
super().__init__(c.SOUTH, **kwargs)
class SouthWest(Move):
def __init__(self, **kwargs):
super().__init__(c.SOUTHWEST, **kwargs)
class West(Move):
def __init__(self, **kwargs):
super().__init__(c.WEST, **kwargs)
class NorthWest(Move):
def __init__(self, **kwargs):
super().__init__(c.NORTHWEST, **kwargs)
Move4 = [North, East, South, West]
# noinspection PyTypeChecker
Move8 = Move4 + [NorthEast, SouthEast, SouthWest, NorthWest]
ALL_BASEACTIONS = Move8 + [Noop]