Source code for pm4py.algo.discovery.inductive.cuts.abc
'''
PM4Py – A Process Mining Library for Python
Copyright (C) 2024 Process Intelligence Solutions UG (haftungsbeschränkt)
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU Affero General Public License as
published by the Free Software Foundation, either version 3 of the
License, or any later version.
This program 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 Affero General Public License for more details.
You should have received a copy of the GNU Affero General Public License
along with this program. If not, see this software project's root or
visit <https://www.gnu.org/licenses/>.
Website: https://processintelligence.solutions
Contact: info@processintelligence.solutions
'''
from abc import ABC, abstractmethod
from typing import (
Optional,
List,
Collection,
Any,
Tuple,
Generic,
TypeVar,
Dict,
)
from pm4py.algo.discovery.inductive.dtypes.im_ds import IMDataStructure
from pm4py.objects.process_tree.obj import ProcessTree
T = TypeVar("T", bound=IMDataStructure)
[docs]
class Cut(ABC, Generic[T]):
[docs]
@classmethod
@abstractmethod
def operator(
cls, parameters: Optional[Dict[str, Any]] = None
) -> ProcessTree:
pass
[docs]
@classmethod
@abstractmethod
def holds(
cls, obj: T, parameters: Optional[Dict[str, Any]] = None
) -> Optional[List[Collection[Any]]]:
pass
[docs]
@classmethod
def apply(
cls, obj: T, parameters: Optional[Dict[str, Any]] = None
) -> Optional[Tuple[ProcessTree, List[T]]]:
g = cls.holds(obj, parameters)
return (
(cls.operator(), cls.project(obj, g, parameters))
if g is not None
else g
)
[docs]
@classmethod
@abstractmethod
def project(
cls,
obj: T,
groups: List[Collection[Any]],
parameters: Optional[Dict[str, Any]] = None,
) -> List[T]:
"""
Projection of the given data object (Generic type T).
Returns a corresponding process tree and the projected sub logs according to the identified groups.
A precondition of the project function is that it holds on the object for the given Object
"""
pass