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PDDLEnvironment.py
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import uuid
from collections import namedtuple, OrderedDict
from typing import Optional
from .PDDLObject import PDDLObject
from unified_planning import Environment
from unified_planning.model import Object, Fluent, Problem, InstantaneousAction, Variable, Parameter
from unified_planning.plans import ActionInstance
from unified_planning.shortcuts import UserType, BoolType
Action = namedtuple("Action", ["name", "kwargs", "preconditions", "effects", "func"])
Type = namedtuple("Type", ["type", "cls"])
def gen_instance_functions(instance):
for method_or_attr in dir(instance):
if method_or_attr.startswith('__') or method_or_attr.endswith('__'):
continue
attr = getattr(instance, method_or_attr)
yield method_or_attr, attr
def get_type_predicates(instance, env):
data = {}
for k, v in gen_instance_functions(instance):
if env.func_name(v) in env.rev_predicates.keys():
data[k] = v
return data
def get_type_predicate_descriptors(instance, env):
data = {}
for k, v in gen_instance_functions(instance):
if env.func_name(v) in env.rev_predicates.keys() and not env.predicateHidden(
env.rev_predicates[env.func_name(v)]):
data[k] = {"name": k, "params": PDDLEnvironment.root_func(v).__annotations__}
return data
def get_type_predicate_args(instance, pred, env):
f = getattr(instance, pred)
if not env.func_name(f) in env.rev_predicates.keys():
return {}, 404
return {k: v for k, v in PDDLEnvironment.root_func(f).__annotations__.items() if k != 'self'}
class PDDLObjectType(Object):
def __init__(self, instance, type_name, *args, **kwargs):
super().__init__(*args, **kwargs)
self.instance = instance
self.__predicates = {}
self.__env = PDDLEnvironment.get_instance()
self.type_name = type_name
for k, v in gen_instance_functions(instance.__class__):
if self.__env.func_name(v) in self.__env.rev_predicates.keys():
self.__predicates[k] = v
def __getattr__(self, item):
if item in self.__predicates:
return lambda *args, **kwargs: self.__predicates[item](self, *args, **kwargs)
return getattr(self.instance, item)
class PDDLParameter(Parameter):
def __init__(self, name: str, typename: Type, *args, **kwargs):
super().__init__(name, typename.type, *args, **kwargs)
self.env = PDDLEnvironment.get_instance()
self.data = get_type_predicates(typename.cls, self.env)
def __getattr__(self, item):
return lambda *args, **kwargs: self.data[item](self, *args, **kwargs)
class PDDLActionType(InstantaneousAction):
def __init__(self,
_name: str,
_parameters=None,
_env: Optional[Environment] = None,
**kwargs
):
super().__init__(_name, OrderedDict(), _env)
self._parameters = OrderedDict()
if _parameters is not None:
assert len(kwargs) == 0
for n, t in _parameters.items():
assert self._environment.type_manager.has_type(
t.type
), "type of parameter does not belong to the same environment of the action"
self._parameters[n] = PDDLParameter(
n, t, self._environment
)
else:
for n, t in kwargs.items():
assert self._environment.type_manager.has_type(
t.type
), "type of parameter does not belong to the same environment of the action"
self._parameters[n] = PDDLParameter(
n, t, self._environment
)
class PDDLEnvironment:
__PDDL_ENV_INSTANCE = None
def __init__(self):
self.objects = {} # id => (object repr, object instance)
self.types = {}
self.hierarchy = {}
self.predicates = {}
self.rev_predicates = {}
self.actions = {}
self.type_action = {}
self.predicates_compiled = {}
self.user_actions = {}
def get_objects_hierarchy(self, type_str):
return self.hierarchy[type_str]
def predicateHidden(self, func):
return self.predicates[func][4]
def predicateDerived(self, func):
return self.predicates[func][1] is None
@staticmethod
def get_instance():
if PDDLEnvironment.__PDDL_ENV_INSTANCE is None:
PDDLEnvironment.__PDDL_ENV_INSTANCE = PDDLEnvironment()
return PDDLEnvironment.__PDDL_ENV_INSTANCE
def set_type(self, typ):
assert typ.__name__ not in self.types
father = typ.__mro__[1]
if father == PDDLObject:
father = None
if father is not None:
assert father.__name__ in self.types
father = self.types[father.__name__].type
self.types[typ.__name__] = Type(UserType(typ.__name__, father=father), typ)
def get_type(self, typ):
assert typ.__name__ in self.types
return self.types[typ.__name__].type
def add_object(self, instance: PDDLObject):
assert type(instance).__name__ in self.types
typ = self.types[type(instance).__name__].type
self.objects[instance.get_id()] = PDDLObjectType(instance, type(instance).__name__, instance.get_id(), typ)
for t in type(instance).__mro__:
if t == PDDLObject or t == object:
break
if t.__name__ not in self.hierarchy:
self.hierarchy[t.__name__] = []
self.hierarchy[t.__name__].append(instance.get_id())
return self.objects[instance.get_id()]
@staticmethod
def root_func(func):
return func if '__code__' in dir(func) else PDDLEnvironment.root_func(func.func)
@staticmethod
def func_name(func):
rf = PDDLEnvironment.root_func(func)
if rf is None:
return None
return rf.__code__.co_qualname.replace('.', '_')
def __func_to_params(self, func):
name = self.func_name(func)
params = func.__code__.co_varnames[:func.__code__.co_argcount]
types = func.__annotations__
kwargs = {}
for p in params:
assert p in types
var_name = p
if p == 'self':
var_name = f"_{p}"
kwargs[var_name] = types[p] if type(types[p]) is str else types[p].__name__
return name, params, kwargs
def add_predicate(self, func, default: bool, derived: bool, hidden: bool):
name, params, kwargs = self.__func_to_params(func)
self.predicates[func] = (name, BoolType() if not derived else None, kwargs, default, hidden)
self.rev_predicates[name] = func
def add_action(self, func, user=False):
name, params, kwargs = self.__func_to_params(func)
self.actions[name] = Action(name, kwargs, list(), list(), func)
if user and name not in self.user_actions:
self.user_actions[name] = None
def add_action_message(self, func, action):
self.user_actions[action] = func
def add_action_precondition(self, func, precond):
name = self.func_name(func)
assert name in self.actions.keys()
self.actions[name].preconditions.append(precond)
def add_action_effect(self, func, predicate, value: bool):
name = self.func_name(func)
assert name in self.actions.keys()
self.actions[name].effects.append((predicate, value))
def __for_all(self, tup, *lists):
if len(lists) == 0:
yield tup
else:
for o in lists[0]:
yield from self.__for_all((*tup, o), *lists[1:])
def get_predicate_fn(self, predicate):
if 'func' in dir(predicate):
return self.get_predicate_fn(predicate.func)
return predicate
def get_object(self, instance):
assert isinstance(instance, PDDLObject)
assert instance.get_id() in self.objects
return self.objects[instance.get_id()]
def get_object_by_id(self, id):
return self.objects[id]
def get_object_instance(self, instance):
return self.objects[instance.name].instance
def execute_action(self, action: ActionInstance):
self.execute_action_raw(action.action.name, action.actual_parameters)
def execute_action_raw(self, name, parameters):
if name not in self.actions:
return
act = self.actions[name].func
parameters = list(map(lambda x: self.objects[str(x)].instance, parameters))
act(*parameters)
def user_message(self, action: ActionInstance):
if action.action.name not in self.user_actions or self.user_actions[action.action.name] is None:
return "No Message"
act = self.user_actions[action.action.name]
parameters = list(map(lambda x: self.objects[str(x)].instance, action.actual_parameters))
return act(*parameters)
def serialize_action(self, action: ActionInstance):
return {"action": action.action.name, "params": list(map(lambda x: str(x), action.actual_parameters))}
def predicate(self, fn):
key_or_function = self.rev_predicates[self.func_name(fn)]
if key_or_function in self.predicates_compiled:
return self.predicates_compiled[key_or_function]
else:
return key_or_function
def compile_predicates(self):
self.predicates_compiled = {}
for k, v in self.predicates.items():
name, ret, params, default, _ = v
if ret is None:
continue
types = {k: self.types[v].type for k, v in params.items()}
self.predicates_compiled[k] = Fluent(name, ret, **types)
def get_current_state(self):
self.compile_predicates()
ret = {}
for k, v in self.predicates.items():
_, ret, params, default, _ = v
for values in self.__for_all((), *map(lambda t: self.hierarchy[t], params.values())):
ret[f"{k}({', '.join(list(map(str, params.values())))})"] = k(
*map(lambda x: self.objects[x].instance, values))
@staticmethod
def __get_func_params(func, *dicts):
param_dict = {}
merged = {}
for d in dicts:
merged = merged | d
for arg_name in func.__code__.co_varnames:
assert arg_name in merged
param_dict[arg_name] = merged[arg_name]
return param_dict
def problem(self, name=None):
problem = Problem(name if name is not None else str(uuid.uuid1()))
for obj in self.objects.values():
problem.add_object(obj)
# create predicates
self.compile_predicates()
for k, v in self.predicates.items():
_, ret, params, default, _ = v
if ret is None:
continue
problem.add_fluent(self.predicates_compiled[k], default_initial_value=default)
for values in self.__for_all((), *map(lambda t: self.hierarchy[t], params.values())):
problem.set_initial_value(
self.predicates_compiled[k](*map(lambda x: self.objects[x], values)),
k(*map(lambda x: self.objects[x].instance, values))
)
# Actions
for name, args, pre, post, _ in self.actions.values():
act = PDDLActionType(name, **{k: self.types[v] for k, v in args.items()})
params = {k: act.parameter(k) for k, v in args.items()}
# vars = {f"var_{k}": Variable(k, self.types[v].type) for k, v in args.items()}
for p in pre:
act.add_precondition(p(**PDDLEnvironment.__get_func_params(p, {"env": self.get_instance()}, params)))
for q, v in post:
act.add_effect(q(**PDDLEnvironment.__get_func_params(q, {"env": self.get_instance()}, params)), v)
problem.add_action(act)
return problem
def var(self, typ):
assert typ.__name__ in self.types
return Variable(typ.__name__, self.types[typ.__name__].type)