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https://github.com/illiumst/marl-factory-grid.git
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Description and better naming scheme for the Destination-Module
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@ -1,4 +1,4 @@
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from .actions import DestAction
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from .entitites import Destination
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from .groups import Destinations
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from .rules import DestinationReachAll, DestinationSpawn
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from .rules import DoneAtDestinationReachAll, SpawnDestinations
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@ -1,9 +1,10 @@
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from typing import Union
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import marl_factory_grid.modules.destinations.constants
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from marl_factory_grid.environment.actions import Action
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from marl_factory_grid.utils.results import ActionResult
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from marl_factory_grid.modules.destinations import constants as d, rewards as r
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from marl_factory_grid.modules.destinations import constants as d
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from marl_factory_grid.environment import constants as c
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@ -20,4 +21,4 @@ class DestAction(Action):
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valid = c.NOT_VALID
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state.print(f'{entity.name} just tried to do_wait_action do_wait_action at {entity.pos} but failed')
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return ActionResult(entity=entity, identifier=self._identifier, validity=valid,
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reward=r.WAIT_VALID if valid else r.WAIT_FAIL)
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reward=marl_factory_grid.modules.destinations.constants.REWARD_WAIT_VALID if valid else marl_factory_grid.modules.destinations.constants.REWARD_WAIT_FAIL)
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@ -5,3 +5,9 @@ DEST_SYMBOL = 1
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MODE_SINGLE = 'SINGLE'
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MODE_GROUPED = 'GROUPED'
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SPAWN_MODES = [MODE_SINGLE, MODE_GROUPED]
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REWARD_WAIT_VALID: float = 0.1
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REWARD_WAIT_FAIL: float = -0.1
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REWARD_DEST_REACHED: float = 1.0
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REWARD_DEST_DONE: float = 5.0
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@ -1,3 +0,0 @@
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WAIT_VALID: float = 0.1
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WAIT_FAIL: float = -0.1
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DEST_REACHED: float = 5.0
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@ -1,18 +1,29 @@
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import ast
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from random import shuffle
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from typing import List, Dict, Tuple
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import marl_factory_grid.modules.destinations.constants
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from marl_factory_grid.environment.rules import Rule
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from marl_factory_grid.utils.results import TickResult, DoneResult
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from marl_factory_grid.environment import constants as c
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from marl_factory_grid.modules.destinations import constants as d, rewards as r
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from marl_factory_grid.modules.destinations import constants as d
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from marl_factory_grid.modules.destinations.entitites import Destination
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class DestinationReachAll(Rule):
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class DestinationReachReward(Rule):
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def __init__(self):
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super(DestinationReachAll, self).__init__()
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def __init__(self, dest_reach_reward=marl_factory_grid.modules.destinations.constants.REWARD_DEST_REACHED):
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"""
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This rule introduces the basic functionality, so that targts (Destinations) can be reached and marked as such.
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Additionally, rewards are reported.
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:type dest_reach_reward: float
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:param dest_reach_reward: Specifies the reward, agents get at destination reach.
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"""
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super(DestinationReachReward, self).__init__()
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self.reward = dest_reach_reward
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def tick_step(self, state) -> List[TickResult]:
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results = []
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@ -33,32 +44,69 @@ class DestinationReachAll(Rule):
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if reached:
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state.print(f'{dest.name} is reached now, mark as reached...')
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dest.mark_as_reached()
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results.append(TickResult(self.name, validity=c.VALID, reward=r.DEST_REACHED, entity=agent))
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results.append(TickResult(self.name, validity=c.VALID, reward=self.reward, entity=agent))
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return results
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class DoneAtDestinationReachAll(DestinationReachReward):
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def __init__(self, reward_at_done=marl_factory_grid.modules.destinations.constants.REWARD_DEST_DONE, **kwargs):
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"""
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This rule triggers and sets the done flag if ALL Destinations have been reached.
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:type reward_at_done: object
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:param reward_at_done: Specifies the reward, agent get, whenn all destinations are reached.
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:type dest_reach_reward: float
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:param dest_reach_reward: Specify the reward, agents get when reaching a single destination.
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"""
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super(DoneAtDestinationReachAll, self).__init__(**kwargs)
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self.reward = reward_at_done
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def on_check_done(self, state) -> List[DoneResult]:
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if all(x.was_reached() for x in state[d.DESTINATION]):
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return [DoneResult(self.name, validity=c.VALID, reward=r.DEST_REACHED)]
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return [DoneResult(self.name, validity=c.VALID, reward=self.reward)]
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return [DoneResult(self.name, validity=c.NOT_VALID, reward=0)]
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class DestinationReachAny(DestinationReachAll):
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class DoneAtDestinationReachAny(DestinationReachReward):
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def __init__(self):
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super(DestinationReachAny, self).__init__()
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def __init__(self, reward_at_done=d.REWARD_DEST_DONE, **kwargs):
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f"""
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This rule triggers and sets the done flag if ANY Destinations has been reached.
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!!! IMPORTANT: 'reward_at_done' is shared between the agents; 'dest_reach_reward' is bound to a specific one.
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:type reward_at_done: object
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:param reward_at_done: Specifies the reward, all agent get, when any destinations has been reached.
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Default {d.REWARD_DEST_DONE}
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:type dest_reach_reward: float
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:param dest_reach_reward: Specify a single agents reward forreaching a single destination.
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Default {d.REWARD_DEST_REACHED}
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"""
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super(DoneAtDestinationReachAny, self).__init__(**kwargs)
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self.reward = reward_at_done
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def on_check_done(self, state) -> List[DoneResult]:
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if any(x.was_reached() for x in state[d.DESTINATION]):
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return [DoneResult(self.name, validity=c.VALID, reward=r.DEST_REACHED)]
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return [DoneResult(self.name, validity=c.VALID, reward=marl_factory_grid.modules.destinations.constants.REWARD_DEST_REACHED)]
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return []
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class DestinationSpawn(Rule):
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class SpawnDestinations(Rule):
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def __init__(self, n_dests: int = 1,
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spawn_mode: str = d.MODE_GROUPED):
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super(DestinationSpawn, self).__init__()
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def __init__(self, n_dests: int = 1, spawn_mode: str = d.MODE_GROUPED):
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f"""
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Defines how destinations are initially spawned and respawned in addition.
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!!! This rule introduces no kind of reward or Env.-Done condition!
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:type n_dests: int
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:param n_dests: How many destiantions should be maintained (and initally spawnewd) on the map?
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:type spawn_mode: str
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:param spawn_mode: One of {d.SPAWN_MODES}. {d.MODE_GROUPED}: Always wait for all Dstiantions do be gone,
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then respawn after the given time. {d.MODE_SINGLE}: Just spawn every destination,
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that has been reached, after the given time
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"""
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super(SpawnDestinations, self).__init__()
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self.n_dests = n_dests
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self.spawn_mode = spawn_mode
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@ -82,8 +130,18 @@ class DestinationSpawn(Rule):
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pass
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class FixedDestinationSpawn(Rule):
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class SpawnDestinationsPerAgent(Rule):
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def __init__(self, per_agent_positions: Dict[str, List[Tuple[int, int]]]):
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"""
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Special rule, that spawn distinations, that are bound to a single agent a fixed set of positions.
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Usefull for introducing specialists, etc. ..
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!!! This rule does not introduce any reward or done condition.
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:type per_agent_positions: Dict[str, List[Tuple[int, int]]
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:param per_agent_positions: Please provide a dictionary with agent names as keys; and a list of possible
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destiantion coords as value. Example: {Wolfgang: [(0, 0), (1, 1), ...]}
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"""
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super(Rule, self).__init__()
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self.per_agent_positions = {key: [ast.literal_eval(x) for x in val] for key, val in per_agent_positions.items()}
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