Source code for pm4py.algo.querying.llm.abstractions.case_to_descr

'''
    PM4Py – A Process Mining Library for Python
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
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'''

from enum import Enum
from pm4py.util import exec_utils, constants, xes_constants
from pm4py.objects.log.obj import Trace
from typing import Optional, Dict, Any


[docs] class Parameters(Enum): INCLUDE_CASE_ATTRIBUTES = "include_case_attributes" INCLUDE_EVENT_ATTRIBUTES = "include_event_attributes" INCLUDE_TIMESTAMP = "include_timestamp" INCLUDE_HEADER = "include_header" ACTIVITY_KEY = constants.PARAMETER_CONSTANT_ACTIVITY_KEY TIMESTAMP_KEY = constants.PARAMETER_CONSTANT_TIMESTAMP_KEY
[docs] def apply(case: Trace, parameters: Optional[Dict[Any, Any]] = None) -> str: """ Provides a textual abstraction of a single case (Trace object) of a traditional event log Parameters --------------- case Single case (Trace object) of a traditional event log parameters Parameters of the method, including: - Parameters.INCLUDING_CASE_ATTRIBUTES - Parameters.INCLUDE_EVENT_ATTRIBUTES - Parameters.INCLUDE_TIMESTAMP - Parameters.INCLUDE_HEADER => includes the header (or not) in the response) - Parameters.ACTIVITY_KEY => the attribute to be used as activity - Parameters.TIMESTAMP_KEY => the attribute to be used as timestamp Returns --------------- stru Textual abstraction of the case """ if parameters is None: parameters = {} include_case_attributes = exec_utils.get_param_value( Parameters.INCLUDE_CASE_ATTRIBUTES, parameters, True ) include_event_attributes = exec_utils.get_param_value( Parameters.INCLUDE_EVENT_ATTRIBUTES, parameters, True ) include_timestamp = exec_utils.get_param_value( Parameters.INCLUDE_TIMESTAMP, parameters, True ) include_header = exec_utils.get_param_value( Parameters.INCLUDE_HEADER, parameters, True ) 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, ) ret = ["\n"] if include_header: ret.append("If I have a case") if include_case_attributes: ret.append(" with the following (case) attributes:") ret.append("") ret.append("\n") if include_case_attributes: for k, v in case.attributes.items(): ret.append("\n%s = %s" % (str(k), str(v))) ret.append("\n\n") if include_header: ret.append( "\nthe case contains the following events (the activity of the event is reported first):\n\n" ) for ev in case: stru = "%s " % (ev[activity_key]) ev_attrs = sorted( [str(x) for x in ev if x not in [activity_key, timestamp_key]] ) if include_timestamp or (ev_attrs and include_event_attributes): stru += "(" if include_timestamp: stru += " timestamp = " + str(ev[timestamp_key]) + " ; " if include_event_attributes and ev_attrs: for attr in ev_attrs: stru += " " + attr + " = " + str(ev[attr]) + " ; " stru += ")" stru += "\n" ret.append(stru) ret.append("\n") return "".join(ret)