Generate pm4py log using ASP GeneratorΒΆ
ASP log generator uses the decl model which converts the model into abudction logic programming and pass to the clingo. Clingo generates the output which is turned into the pm4py log or can be created a .xes file.
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!python --version
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import os
import pathlib
from Declare4Py.ProcessMiningTasks.ASPLogGeneration.asp_generator import AspGenerator
from Declare4Py.ProcessModels.DeclareModel import DeclareModel
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decl_model_1 = "decl_files/Response.decl"
decl_model_2 = "decl_files/MikeModel.decl"
decl_model_3 = "decl_files/reference10.decl"
decl_model_4 = "diagonisis.decl"
decl_folder = "decl_files"
decl_filename = decl_model_4.split(".")[0]
output_file = pathlib.Path(".", f"{decl_filename}.xes")
decl_file = pathlib.Path(".", decl_folder, decl_model_4)
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# Create Declare model by reading declare model from a file.
model: DeclareModel = DeclareModel().parse_from_file(decl_file)
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#general Setting
# Number of traces that should be generated
num_of_traces = 50
# Minimum and maximum number of events a trace can contain
(num_min_events, num_max_events) = (2, 5)
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# Initializing ASP generator with default distributor which is uniform.
#logging.basicConfig(level=logging.DEBUG)
asp = AspGenerator(
model,
num_of_traces,
num_min_events,
num_max_events,
encode_decl_model=True #
)
# NON CAPISCO QUESTO ULTIMO TRUE
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# Violates some constraints for declare model
# NOTE: this examples or cell is only configured according to the `decl_model_4` file
# You can add constraint templates as a string array to be violated from the declared model lines.
# You can use the flag `violate_all_constraints_in_subset` in order to tell clingo, to violate all
# templates or some of them( will be decided by clingo). The second param = True means
# all the contstraint should be violate which are available in the subset (which you add in the array string/int).
asp.set_constraints_to_violate(1, True, [
# "Existence[act2] | |",
# "Existence[act4] | |"
"Response[Driving_Test, Resit] |A.Grade<=2 | |"
# "Chain Response[Admission IC, Admission NC] |A.org:group is J |T.org:group is J |61534,61534,s",
# "Chain Response[LacticAcid, Leucocytes] |A.LacticAcid <= 0.8 |T.Leucocytes >= 13.8 |0,2778,m",
])
# the deference between these two methods is that you can decide if you want to pass the constraint
# template list of strings or the indexes of constraint templates generated by model itself in order
# asp.set_constraints_to_violate_by_template_index(1, True, [2])
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# Generate the traces and parse the result produced by clingo
asp.run() # Run accets 1 optional value whether to create file for the ASP generated from given declare model
---------------------------------------------------------------------------
AttributeError Traceback (most recent call last)
/var/folders/5w/6k152p214xbc6ghcldxtvf2r0000gq/T/ipykernel_31137/4122125268.py in <module>
1 # Generate the traces and parse the result produced by clingo
----> 2 asp.run() # Run accets 1 optional value whether to create file for the ASP generated from given declare model
~/PycharmProjects/declare4py-v2.0/src/Declare4Py/ProcessMiningTasks/ASPLogGeneration/asp_generator.py in run(self, generated_asp_file_path)
218 dupl_decl_model, violation)
219 else:
--> 220 lp = self.generate_asp_from_decl_model(self.encode_decl_model, None, dupl_decl_model, violation)
221 self.__generate_traces(lp, neg_traces_dist, "negative")
222
~/PycharmProjects/declare4py-v2.0/src/Declare4Py/ProcessMiningTasks/ASPLogGeneration/asp_generator.py in generate_asp_from_decl_model(self, encode, save_file, process_model, violation)
122 process_model = self.process_model
123 self.py_logger.debug("Translate declare model to ASP")
--> 124 self.lp_model = ASPModel(encode).from_decl_model(process_model, violation)
125 self.__handle_activations_condition_asp_generation()
126 lp = self.lp_model.to_str()
~/PycharmProjects/declare4py-v2.0/src/Declare4Py/ProcessMiningTasks/ASPLogGeneration/ASPTranslator/asp_translator.py in from_decl_model(self, decl_model, constraint_violation)
164 for template_idx in model.templates:
165 ct = model.templates[template_idx]
--> 166 self.add_template(ct, model.attributes_list)
167 constraints_violate[template_idx] = ct.violate
168
~/PycharmProjects/declare4py-v2.0/src/Declare4Py/ProcessMiningTasks/ASPLogGeneration/ASPTranslator/asp_translator.py in add_template(self, ct, props)
107 self.templates_s.append(f"template({ct.template_index},\"{ct.get_template_name()}\").")
108
--> 109 ls = self.condition_resolver.resolve_to_asp(ct, props)
110 if ls and len(ls) > 0:
111 self.templates_s = self.templates_s + ls + ["\n"]
~/PycharmProjects/declare4py-v2.0/src/Declare4Py/ProcessMiningTasks/ASPLogGeneration/ASPTranslator/declare_constraint_resolver.py in resolve_to_asp(self, ct, attrs)
38 if ct.template.is_binary:
39 tar_ev: DeclareModelEvent = ct.events_activities[1]
---> 40 tar_ev_name = tar_ev.event_name.get_encoded_name() if self.is_encoded else tar_ev.event_name.get_name()
41 ls.append('target({},{}).'.format(idx, tar_ev_name))
42 if activation:
AttributeError: 'NoneType' object has no attribute 'event_name'
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# Save file to xes
asp.to_xes(output_file.as_posix())
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