Source code for pm4py.objects.log.util.artificial
'''
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 enum import Enum
from typing import Optional, Dict, Any
from pm4py.objects.log.obj import Event
from pm4py.objects.log.obj import EventLog
from pm4py.util import constants
from pm4py.util import exec_utils
from pm4py.util import xes_constants
import datetime
[docs]
class Parameters(Enum):
ACTIVITY_KEY = constants.PARAMETER_CONSTANT_ACTIVITY_KEY
TIMESTAMP_KEY = constants.PARAMETER_CONSTANT_TIMESTAMP_KEY
PARAM_ARTIFICIAL_START_ACTIVITY = constants.PARAM_ARTIFICIAL_START_ACTIVITY
PARAM_ARTIFICIAL_END_ACTIVITY = constants.PARAM_ARTIFICIAL_END_ACTIVITY
[docs]
def insert_artificial_start_end(
log: EventLog, parameters: Optional[Dict[Any, Any]] = None
) -> EventLog:
"""
Inserts the artificial start/end activities in an event log
Parameters
-------------------
log
Event log
parameters
Parameters of the algorithm, including:
- Parameters.ACTIVITY_KEY: the activity
- Parameters.TIMESTAMP_KEY: the timestamp
Returns
------------------
log
Enriched log
"""
if parameters is None:
parameters = {}
activity_key = exec_utils.get_param_value(
Parameters.ACTIVITY_KEY, parameters, xes_constants.DEFAULT_NAME_KEY
)
timestamp_key = exec_utils.get_param_value(
Parameters.TIMESTAMP_KEY,
parameters,
xes_constants.DEFAULT_TIMESTAMP_KEY,
)
artificial_start_activity = exec_utils.get_param_value(
Parameters.PARAM_ARTIFICIAL_START_ACTIVITY,
parameters,
constants.DEFAULT_ARTIFICIAL_START_ACTIVITY,
)
artificial_end_activity = exec_utils.get_param_value(
Parameters.PARAM_ARTIFICIAL_END_ACTIVITY,
parameters,
constants.DEFAULT_ARTIFICIAL_END_ACTIVITY,
)
for trace in log:
start_event = Event({activity_key: artificial_start_activity})
end_event = Event({activity_key: artificial_end_activity})
if trace:
if timestamp_key in trace[0]:
start_event[timestamp_key] = trace[0][
timestamp_key
] - datetime.timedelta(seconds=1)
if timestamp_key in trace[-1]:
end_event[timestamp_key] = trace[-1][
timestamp_key
] + datetime.timedelta(seconds=1)
trace.insert(0, start_event)
trace.append(end_event)
return log