Source code for pm4py.algo.discovery.footprints.algorithm

from pm4py.algo.discovery.footprints.log.variants import (
    entire_event_log,
    trace_by_trace,
    entire_dataframe,
)
from pm4py.algo.discovery.footprints.petri.variants import reach_graph
from pm4py.algo.discovery.footprints.dfg.variants import dfg
from pm4py.algo.discovery.footprints.tree.variants import bottomup
from pm4py.algo.discovery.footprints.powl.variants import bottomup as bottomup_powl
from pm4py.objects.log.obj import EventLog
from pm4py.objects.petri_net.obj import PetriNet
from pm4py.objects.process_tree.obj import ProcessTree
from enum import Enum
from pm4py.util import exec_utils, pandas_utils
import pandas as pd
from typing import Optional, Dict, Any




class Variants(Enum):
    ENTIRE_EVENT_LOG = entire_event_log
    ENTIRE_DATAFRAME = entire_dataframe
    TRACE_BY_TRACE = trace_by_trace
    PETRI_REACH_GRAPH = reach_graph
    PROCESS_TREE = bottomup
    POWL = bottomup_powl
    DFG = dfg





def apply(
    *args, variant=None, parameters: Optional[Dict[Any, Any]] = None
) -> Dict[str, Any]:
    """
    Discovers a footprint object from a log/model

    Parameters
    --------------
    args
        Positional arguments that describe the log/model
    parameters
        Parameters of the algorithm
    variant
        Variant of the algorithm, including:
            - Variants.ENTIRE_EVENT_LOG
            - Variants.TRACE_BY_TRACE
            - Variants.PETRI_REACH_GRAPH
            - Variants.DFG

    Returns
    --------------
    footprints_obj
        Footprints object
    """
    from pm4py.objects.powl.obj import POWL, StrictPartialOrder, OperatorPOWL

    if variant is None:
        if type(args[0]) is EventLog:
            variant = Variants.TRACE_BY_TRACE
        elif type(args[0]) is PetriNet:
            variant = Variants.PETRI_REACH_GRAPH
        elif isinstance(args[0], POWL):
            variant = Variants.POWL
        elif type(args[0]) is ProcessTree:
            variant = Variants.PROCESS_TREE
        elif isinstance(args[0], dict):
            variant = Variants.DFG

        if pandas_utils.check_is_pandas_dataframe(args[0]):
            variant = Variants.ENTIRE_DATAFRAME

        if variant is None:
            return Exception("unsupported arguments")

    if variant in [
        Variants.TRACE_BY_TRACE,
        Variants.ENTIRE_EVENT_LOG,
        Variants.DFG,
        Variants.PROCESS_TREE,
        Variants.POWL,
        Variants.ENTIRE_DATAFRAME,
    ]:
        return exec_utils.get_variant(variant).apply(
            args[0], parameters=parameters
        )
    elif variant in [Variants.PETRI_REACH_GRAPH]:
        return exec_utils.get_variant(variant).apply(
            args[0], args[1], parameters=parameters
        )