Source code for pm4py.streaming.conversion.ocel_flatts_distributor

'''
    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.

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but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
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Contact: info@processintelligence.solutions
'''
from typing import Optional, Dict, Any
from enum import Enum
from pm4py.util import exec_utils, constants, xes_constants
from pm4py.objects.ocel import constants as ocel_constants
from copy import copy
from pm4py.streaming.stream.live_event_stream import LiveEventStream


[docs] class Parameters(Enum): ACTIVITY_KEY = constants.PARAMETER_CONSTANT_ACTIVITY_KEY CASE_ID_KEY = constants.PARAMETER_CONSTANT_CASEID_KEY TIMESTAMP_KEY = constants.PARAMETER_CONSTANT_TIMESTAMP_KEY OCEL_ACTIVITY_KEY = ocel_constants.PARAM_EVENT_ACTIVITY OCEL_TIMESTAMP_KEY = ocel_constants.PARAM_EVENT_TIMESTAMP OCEL_TYPE_PREFIX = ocel_constants.PARAM_OBJECT_TYPE_PREFIX_EXTENDED
[docs] class OcelFlattsDistributor(object): def __init__(self, parameters: Optional[Dict[Any, Any]] = None): """ Instantiate the object, "distributing" an OCEL event among all the event streams for the "flattened" events. Parameters ----------------- parameters Parameters of the algorithm, including: - Parameters.ACTIVITY_KEY => the activity key to use in the flattening - Parameters.TIMESTAMP_KEY => the timestamp key to use in the flattening - Parameters.OCEL_ACTIVITY_KEY => the attribute in the OCEL event that is the activity (default: ocel:activity) - Parameters.OCEL_TIMESTAMP_KEY => the attribute in the OCEL event that is the timestamp (default: ocel:timestamp) - Parameters.OCEL_TYPE_PREFIX => the prefix of the object types in the OCEL (default: ocel:type) """ if parameters is None: parameters = {} self.activity_key = exec_utils.get_param_value( Parameters.ACTIVITY_KEY, parameters, xes_constants.DEFAULT_NAME_KEY ) self.case_id_key = exec_utils.get_param_value( Parameters.CASE_ID_KEY, parameters, constants.CASE_CONCEPT_NAME ) self.timestamp_key = exec_utils.get_param_value( Parameters.TIMESTAMP_KEY, parameters, xes_constants.DEFAULT_TIMESTAMP_KEY, ) self.ocel_activity = exec_utils.get_param_value( Parameters.OCEL_ACTIVITY_KEY, parameters, ocel_constants.DEFAULT_EVENT_ACTIVITY, ) self.ocel_timestamp = exec_utils.get_param_value( Parameters.OCEL_TIMESTAMP_KEY, parameters, ocel_constants.DEFAULT_EVENT_TIMESTAMP, ) self.ot_prefix = exec_utils.get_param_value( Parameters.OCEL_TYPE_PREFIX, parameters, ocel_constants.DEFAULT_OBJECT_TYPE_PREFIX_EXTENDED, ) self.flattened_stream_listeners = {}
[docs] def register(self, object_type: str, live_event_stream: LiveEventStream): """ Register a new event stream (listener) for a given object type. Parameters ----------------- object_type Given object type live_event_stream Live event stream """ if object_type not in self.flattened_stream_listeners: self.flattened_stream_listeners[object_type] = [] self.flattened_stream_listeners[object_type].append(live_event_stream)
[docs] def append(self, event: Dict[str, Any]): """ Flattens an OCEL among all the available object types, and send its flattening to each corresponding event stream. Parameters ------------- event OCEL event (obtained for example using the ocel_iterator) """ base_event = { x: y for x, y in event.items() if not x.startswith(self.ot_prefix) } base_event[self.activity_key] = base_event[self.ocel_activity] base_event[self.timestamp_key] = base_event[self.ocel_timestamp] del base_event[self.ocel_activity] del base_event[self.ocel_timestamp] ev_objects = { x.split(self.ot_prefix)[1]: y for x, y in event.items() if x.startswith(self.ot_prefix) } for ot in ev_objects: if ot in self.flattened_stream_listeners: for obj in ev_objects[ot]: fl_ev = copy(base_event) fl_ev[self.case_id_key] = obj for listener in self.flattened_stream_listeners[ot]: listener.append(fl_ev)