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https://github.com/illiumst/marl-factory-grid.git
synced 2025-07-06 17:41:36 +02:00
Item debugging and New Entities
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@ -157,7 +157,7 @@ class BaseFactory(gym.Env):
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entities.register_additional_items([self._doors])
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if additional_entities := self.additional_entities:
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entities.register_additional_items([additional_entities])
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entities.register_additional_items(additional_entities)
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return entities
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@ -93,6 +93,10 @@ class Register:
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class EntityRegister(Register):
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@property
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def positions(self):
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return [agent.pos for agent in self]
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def __init__(self):
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super(EntityRegister, self).__init__()
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self._tiles = dict()
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@ -150,7 +154,7 @@ class FloorTiles(EntityRegister):
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return tiles
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class Agents(Register):
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class Agents(EntityRegister):
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_accepted_objects = Agent
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@ -8,7 +8,7 @@ from environments.factory.simple_factory import SimpleFactory
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from environments.helpers import Constants as c
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from environments import helpers as h
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from environments.factory.base.objects import Agent, Slice, Entity, Action
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from environments.factory.base.registers import Entities
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from environments.factory.base.registers import Entities, Register, EntityRegister
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from environments.factory.renderer import RenderEntity
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@ -29,22 +29,31 @@ def inventory_slice_name(agent_i):
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class DropOffLocation(Entity):
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def __init__(self, *args, storage_size_until_full: int = 5, **kwargs):
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super(DropOffLocation, self).__init__(DROP_OFF, *args, **kwargs)
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super(DropOffLocation, self).__init__(*args, **kwargs)
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self.storage = deque(maxlen=storage_size_until_full)
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def place_item(self, item):
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if self.is_full:
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raise RuntimeWarning("There is currently no way to clear the storage or make it unfull.")
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return False
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else:
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self.storage.append(item)
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return True
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@property
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def is_full(self):
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return self.storage.maxlen == len(self.storage)
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return False if not self.storage.maxlen else self.storage.maxlen == len(self.storage)
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class DropOffLocations(EntityRegister):
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_accepted_objects = DropOffLocation
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class ItemProperties(NamedTuple):
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n_items: int = 1 # How many items are there at the same time
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n_items: int = 5 # How many items are there at the same time
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spawn_frequency: int = 5 # Spawn Frequency in Steps
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max_dropoff_storage_size: int = 5 # How many items are needed until the drop off is full
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n_drop_off_locations: int = 5 # How many DropOff locations are there at the same time
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max_dropoff_storage_size: int = 0 # How many items are needed until the drop off is full
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max_agent_storage_size: int = 5 # How many items are needed until the agent inventory is full
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agent_can_interact: bool = True # Whether agents have the possibility to interact with the domain items
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@ -69,7 +78,8 @@ class DoubleTaskFactory(SimpleFactory):
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@property
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def additional_entities(self) -> Union[Entities, List[Entities]]:
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super_entities = super(self._super, self).additional_entities
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return super_entities
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self._drop_offs = self.spawn_drop_off_location()
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return super_entities + [self._drop_offs]
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@property
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def additional_slices(self) -> Union[Slice, List[Slice]]:
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@ -89,6 +99,7 @@ class DoubleTaskFactory(SimpleFactory):
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# Flush per agent inventory state
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for agent in self._agents:
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agent_slice_idx = self._slices.get_idx_by_name(inventory_slice_name(agent.name))
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# Hard reset the Inventory Stat in OBS cube
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self._slices[agent_slice_idx].slice[:] = 0
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if len(agent.inventory) > 0:
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max_x = self.pomdp_r if self.pomdp_r else self._level_shape[0]
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@ -111,7 +122,8 @@ class DoubleTaskFactory(SimpleFactory):
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if item := item_slice[agent.pos]:
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if item == ITEM_DROP_OFF:
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if agent.inventory:
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valid = self._item_drop_off.place_item(agent.inventory.pop(0))
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drop_off = self._drop_offs.by_pos(agent.pos)
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valid = drop_off.place_item(agent.inventory.pop(0))
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return valid
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else:
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return c.NOT_VALID
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@ -142,7 +154,6 @@ class DoubleTaskFactory(SimpleFactory):
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def do_additional_reset(self) -> None:
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super(self._super, self).do_additional_reset()
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self.spawn_drop_off_location()
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self.spawn_items(self.item_properties.n_items)
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self._next_item_spawn = self.item_properties.spawn_frequency
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for agent in self._agents:
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@ -151,9 +162,9 @@ class DoubleTaskFactory(SimpleFactory):
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def do_additional_step(self) -> dict:
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info_dict = super(self._super, self).do_additional_step()
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if not self._next_item_spawn:
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if item_to_spawn := (self.item_properties.n_items -
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(np.sum(self._slices.by_enum(c.ITEM).slice.astype(bool)) - 1)):
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self.spawn_items(item_to_spawn)
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if item_to_spawns := max(0, (self.item_properties.n_items -
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(np.sum(self._slices.by_enum(c.ITEM).slice.astype(bool)) - 1))):
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self.spawn_items(item_to_spawns)
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self._next_item_spawn = self.item_properties.spawn_frequency
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else:
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self.print('No Items are spawning, limit is reached.')
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@ -162,17 +173,18 @@ class DoubleTaskFactory(SimpleFactory):
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return info_dict
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def spawn_drop_off_location(self):
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single_empty_tile = self._tiles.empty_tiles[0]
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self._item_drop_off = DropOffLocation(single_empty_tile,
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empty_tiles = self._tiles.empty_tiles[:self.item_properties.n_drop_off_locations]
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drop_offs = DropOffLocations.from_tiles(empty_tiles,
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storage_size_until_full=self.item_properties.max_dropoff_storage_size)
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single_empty_tile.enter(self._item_drop_off)
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self._slices.by_enum(c.ITEM).slice[single_empty_tile.pos] = ITEM_DROP_OFF
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xs, ys = zip(*[drop_off.pos for drop_off in drop_offs])
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self._slices.by_enum(c.ITEM).slice[xs, ys] = ITEM_DROP_OFF
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return drop_offs
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def calculate_additional_reward(self, agent: Agent) -> (int, dict):
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reward, info_dict = super(self._super, self).calculate_additional_reward(agent)
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if self._is_item_action(agent.temp_action):
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if agent.temp_valid:
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if agent.pos == self._item_drop_off.pos:
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if agent.pos in self._drop_offs.positions:
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info_dict.update({f'{agent.name}_item_dropoff': 1})
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reward += 1
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@ -195,8 +207,9 @@ class DoubleTaskFactory(SimpleFactory):
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def spawn_items(self, n_items):
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tiles = self._tiles.empty_tiles[:n_items]
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item_slice = self._slices.by_enum(c.ITEM).slice
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for idx, tile in enumerate(tiles, start=1):
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item_slice[tile.pos] = idx
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# when all items should be 1
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xs, ys = zip(*[tile.pos for tile in tiles])
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item_slice[xs, ys] = 1
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pass
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@ -7,6 +7,7 @@ from stable_baselines3 import PPO
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from stable_baselines3.common.evaluation import evaluate_policy
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from environments.factory.simple_factory import DirtProperties, SimpleFactory
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from environments.factory.double_task_factory import ItemProperties, DoubleTaskFactory
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warnings.filterwarnings('ignore', category=FutureWarning)
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warnings.filterwarnings('ignore', category=UserWarning)
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@ -14,7 +15,7 @@ warnings.filterwarnings('ignore', category=UserWarning)
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if __name__ == '__main__':
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model_name = 'A2C_1627491061'
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model_name = 'A2C_1629467677'
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run_id = 0
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out_path = Path(__file__).parent / 'debug_out'
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model_path = out_path / model_name
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@ -26,7 +27,7 @@ if __name__ == '__main__':
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max_local_amount=1, spawn_frequency=5, max_spawn_ratio=0.05,
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dirt_smear_amount=0.5),
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combin_agent_slices_in_obs=True, omit_agent_slice_in_obs=True)
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with SimpleFactory(**env_kwargs) as env:
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with DoubleTaskFactory(**env_kwargs) as env:
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# Edit THIS:
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model_files = list(natsorted((model_path / f'{run_id}_{model_name}').rglob('model_*.zip')))
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