pm4py.objects package

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

Subpackages

• pm4py.objects.bpmn package
  • Subpackages
    • pm4py.objects.bpmn.exporter package
      • Subpackages
      • Submodules
      • pm4py.objects.bpmn.exporter.exporter module
    • pm4py.objects.bpmn.importer package
      • Subpackages
      • Submodules
      • pm4py.objects.bpmn.importer.importer module
    • pm4py.objects.bpmn.layout package
      • Subpackages
      • Submodules
      • pm4py.objects.bpmn.layout.layouter module
    • pm4py.objects.bpmn.util package
      • Submodules
      • pm4py.objects.bpmn.util.bpmn_utils module
      • pm4py.objects.bpmn.util.label_replacing module
      • pm4py.objects.bpmn.util.reduction module
      • pm4py.objects.bpmn.util.sorting module
  • Submodules
  • pm4py.objects.bpmn.obj module
    • Marking
    • BPMNNodeLayout
      • BPMNNodeLayout.set_x()
      • BPMNNodeLayout.set_y()
      • BPMNNodeLayout.get_x()
      • BPMNNodeLayout.get_y()
      • BPMNNodeLayout.get_width()
      • BPMNNodeLayout.set_width()
      • BPMNNodeLayout.get_height()
      • BPMNNodeLayout.set_height()
    • BPMNEdgeLayout
      • BPMNEdgeLayout.add_waypoint()
      • BPMNEdgeLayout.del_waypoints()
      • BPMNEdgeLayout.get_waypoints()
    • BPMNLayout
      • BPMNLayout.get()
    • BPMN
      • BPMN.BPMNNode
      • BPMN.Collaboration
      • BPMN.Participant
      • BPMN.TextAnnotation
      • BPMN.Event
      • BPMN.StartEvent
      • BPMN.NormalStartEvent
      • BPMN.MessageStartEvent
      • BPMN.IntermediateCatchEvent
      • BPMN.MessageIntermediateCatchEvent
      • BPMN.ErrorIntermediateCatchEvent
      • BPMN.CancelIntermediateCatchEvent
      • BPMN.BoundaryEvent
      • BPMN.MessageBoundaryEvent
      • BPMN.ErrorBoundaryEvent
      • BPMN.CancelBoundaryEvent
      • BPMN.IntermediateThrowEvent
      • BPMN.MessageIntermediateThrowEvent
      • BPMN.NormalIntermediateThrowEvent
      • BPMN.EndEvent
      • BPMN.NormalEndEvent
      • BPMN.MessageEndEvent
      • BPMN.TerminateEndEvent
      • BPMN.ErrorEndEvent
      • BPMN.CancelEndEvent
      • BPMN.Activity
      • BPMN.Task
      • BPMN.UserTask
      • BPMN.SendTask
      • BPMN.SubProcess
      • BPMN.Gateway
      • BPMN.ParallelGateway
      • BPMN.ExclusiveGateway
      • BPMN.InclusiveGateway
      • BPMN.EventBasedGateway
      • BPMN.Flow
      • BPMN.SequenceFlow
      • BPMN.MessageFlow
      • BPMN.Association
      • BPMN.get_process_id()
      • BPMN.set_process_id()
      • BPMN.get_nodes()
      • BPMN.get_flows()
      • BPMN.get_graph()
      • BPMN.get_name()
      • BPMN.set_name()
      • BPMN.add_node()
      • BPMN.remove_node()
      • BPMN.remove_flow()
      • BPMN.add_flow()
      • BPMN.get_layout()
      • BPMN.set_layout()
  • pm4py.objects.bpmn.semantics module
    • is_enabled()
    • execute()
    • try_to_execute()
    • add_vector()
    • sub_vector()
    • power_set()
    • weak_execute()
    • execute_token_flow()
    • enabled_nodes()
• pm4py.objects.conversion package
  • Subpackages
    • pm4py.objects.conversion.bpmn package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.bpmn.converter module
    • pm4py.objects.conversion.dfg package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.dfg.converter module
    • pm4py.objects.conversion.heuristics_net package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.heuristics_net.converter module
    • pm4py.objects.conversion.log package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.log.constants module
      • pm4py.objects.conversion.log.converter module
    • pm4py.objects.conversion.ocel package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.ocel.converter module
    • pm4py.objects.conversion.powl package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.powl.converter module
    • pm4py.objects.conversion.process_tree package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.process_tree.converter module
    • pm4py.objects.conversion.trie package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.trie.converter module
    • pm4py.objects.conversion.wf_net package
      • Subpackages
      • Submodules
      • pm4py.objects.conversion.wf_net.converter module
• pm4py.objects.dfg package
  • Subpackages
    • pm4py.objects.dfg.exporter package
      • Subpackages
      • Submodules
      • pm4py.objects.dfg.exporter.exporter module
    • pm4py.objects.dfg.filtering package
      • Submodules
      • pm4py.objects.dfg.filtering.dfg_filtering module
    • pm4py.objects.dfg.importer package
      • Subpackages
      • Submodules
      • pm4py.objects.dfg.importer.importer module
    • pm4py.objects.dfg.retrieval package
      • Submodules
      • pm4py.objects.dfg.retrieval.log module
      • pm4py.objects.dfg.retrieval.pandas module
    • pm4py.objects.dfg.utils package
      • Submodules
      • pm4py.objects.dfg.utils.dfg_utils module
  • Submodules
  • pm4py.objects.dfg.obj module
    • DirectlyFollowsGraph
      • DirectlyFollowsGraph.graph
      • DirectlyFollowsGraph.start_activities
      • DirectlyFollowsGraph.end_activities
    • DFG
  • pm4py.objects.dfg.util module
    • get_vertices()
    • get_outgoing_arcs()
    • get_incoming_arcs()
    • get_source_vertices()
    • get_sink_vertices()
    • get_transitive_relations()
    • get_vertex_frequencies()
    • as_nx_graph()
    • get_edges()
• pm4py.objects.heuristics_net package
  • Submodules
  • pm4py.objects.heuristics_net.defaults module
  • pm4py.objects.heuristics_net.edge module
    • Edge
      • Edge.get_color()
      • Edge.get_font_color()
      • Edge.get_penwidth()
  • pm4py.objects.heuristics_net.node module
    • Node
      • Node.add_output_connection()
      • Node.add_input_connection()
      • Node.calculate_and_measure_out()
      • Node.calculate_and_measure_in()
      • Node.calculate_loops_length_two()
      • Node.get_fill_color()
      • Node.get_font_color()
  • pm4py.objects.heuristics_net.obj module
    • HeuristicsNet
• pm4py.objects.log package
  • Subpackages
    • pm4py.objects.log.exporter package
      • Subpackages
    • pm4py.objects.log.importer package
      • Subpackages
    • pm4py.objects.log.util package
      • Submodules
      • pm4py.objects.log.util.activities_to_alphabet module
      • pm4py.objects.log.util.artificial module
      • pm4py.objects.log.util.basic_filter module
      • pm4py.objects.log.util.dataframe_utils module
      • pm4py.objects.log.util.filtering_utils module
      • pm4py.objects.log.util.get_class_representation module
      • pm4py.objects.log.util.get_log_encoded module
      • pm4py.objects.log.util.get_prefixes module
      • pm4py.objects.log.util.index_attribute module
      • pm4py.objects.log.util.insert_classifier module
      • pm4py.objects.log.util.interval_lifecycle module
      • pm4py.objects.log.util.log module
      • pm4py.objects.log.util.log_regex module
      • pm4py.objects.log.util.move_attrs_to_trace module
      • pm4py.objects.log.util.pandas_log_wrapper module
      • pm4py.objects.log.util.pandas_numpy_variants module
      • pm4py.objects.log.util.sampling module
      • pm4py.objects.log.util.sorting module
      • pm4py.objects.log.util.split_train_test module
      • pm4py.objects.log.util.xes module
  • Submodules
  • pm4py.objects.log.obj module
    • XESExtension
      • XESExtension.ArtifactLifecycle
      • XESExtension.Concept
      • XESExtension.Cost
      • XESExtension.Identity
      • XESExtension.Lifecycle
      • XESExtension.Micro
      • XESExtension.Organizational
      • XESExtension.Semantic
      • XESExtension.SoftwareCommunication
      • XESExtension.SoftwareEvent
      • XESExtension.SoftwareTelemetry
      • XESExtension.Time
      • XESExtension.name
      • XESExtension.prefix
      • XESExtension.uri
    • Event
    • EventStream
      • EventStream.index()
      • EventStream.count()
      • EventStream.append()
      • EventStream.attributes
      • EventStream.extensions
      • EventStream.omni_present
      • EventStream.classifiers
      • EventStream.properties
    • Trace
      • Trace.index()
      • Trace.count()
      • Trace.insert()
      • Trace.append()
      • Trace.attributes
      • Trace.properties
    • EventLog
• pm4py.objects.ocel package
  • Subpackages
    • pm4py.objects.ocel.exporter package
      • Subpackages
    • pm4py.objects.ocel.importer package
      • Subpackages
    • pm4py.objects.ocel.util package
      • Submodules
      • pm4py.objects.ocel.util.attributes_names module
      • pm4py.objects.ocel.util.attributes_per_type module
      • pm4py.objects.ocel.util.convergence_divergence_diagnostics module
      • pm4py.objects.ocel.util.e2o_qualification module
      • pm4py.objects.ocel.util.ev_att_to_obj_type module
      • pm4py.objects.ocel.util.event_prefix_suffix_per_obj module
      • pm4py.objects.ocel.util.events_per_object_type module
      • pm4py.objects.ocel.util.events_per_type_per_activity module
      • pm4py.objects.ocel.util.explode module
      • pm4py.objects.ocel.util.extended_table module
      • pm4py.objects.ocel.util.filtering_utils module
      • pm4py.objects.ocel.util.flattening module
      • pm4py.objects.ocel.util.log_ocel module
      • pm4py.objects.ocel.util.names_stripping module
      • pm4py.objects.ocel.util.objects_per_type_per_activity module
      • pm4py.objects.ocel.util.ocel_consistency module
      • pm4py.objects.ocel.util.ocel_iterator module
      • pm4py.objects.ocel.util.ocel_to_dict_types_rel module
      • pm4py.objects.ocel.util.ocel_type_renaming module
      • pm4py.objects.ocel.util.parent_children_ref module
      • pm4py.objects.ocel.util.related_events module
      • pm4py.objects.ocel.util.related_objects module
      • pm4py.objects.ocel.util.rename_objs_ot_tim_lex module
      • pm4py.objects.ocel.util.sampling module
    • pm4py.objects.ocel.validation package
      • Submodules
      • pm4py.objects.ocel.validation.jsonocel module
      • pm4py.objects.ocel.validation.ocel20_rel_validation module
      • pm4py.objects.ocel.validation.xmlocel module
  • Submodules
  • pm4py.objects.ocel.constants module
  • pm4py.objects.ocel.obj module
    • Parameters
      • Parameters.EVENT_ID
      • Parameters.EVENT_ACTIVITY
      • Parameters.EVENT_TIMESTAMP
      • Parameters.OBJECT_ID
      • Parameters.OBJECT_TYPE
      • Parameters.QUALIFIER
      • Parameters.CHANGED_FIELD
    • OCEL
      • OCEL.get_extended_table()
      • OCEL.get_summary()
      • OCEL.is_ocel20()
• pm4py.objects.org package
  • Subpackages
    • pm4py.objects.org.roles package
      • Submodules
      • pm4py.objects.org.roles.obj module
    • pm4py.objects.org.sna package
      • Submodules
      • pm4py.objects.org.sna.obj module
• pm4py.objects.petri_net package
  • Subpackages
    • pm4py.objects.petri_net.data_petri_nets package
      • Submodules
      • pm4py.objects.petri_net.data_petri_nets.data_marking module
      • pm4py.objects.petri_net.data_petri_nets.semantics module
    • pm4py.objects.petri_net.exporter package
      • Subpackages
      • Submodules
      • pm4py.objects.petri_net.exporter.exporter module
    • pm4py.objects.petri_net.importer package
      • Subpackages
      • Submodules
      • pm4py.objects.petri_net.importer.importer module
    • pm4py.objects.petri_net.inhibitor_reset package
      • Submodules
      • pm4py.objects.petri_net.inhibitor_reset.semantics module
    • pm4py.objects.petri_net.saw_net package
      • Submodules
      • pm4py.objects.petri_net.saw_net.convert module
      • pm4py.objects.petri_net.saw_net.obj module
      • pm4py.objects.petri_net.saw_net.semantics module
    • pm4py.objects.petri_net.stochastic package
      • Submodules
      • pm4py.objects.petri_net.stochastic.obj module
      • pm4py.objects.petri_net.stochastic.semantics module
    • pm4py.objects.petri_net.utils package
      • Submodules
      • pm4py.objects.petri_net.utils.align_utils module
      • pm4py.objects.petri_net.utils.check_soundness module
      • pm4py.objects.petri_net.utils.consumption_matrix module
      • pm4py.objects.petri_net.utils.decomposition module
      • pm4py.objects.petri_net.utils.embed_stochastic_map module
      • pm4py.objects.petri_net.utils.embeddings_similarity module
      • pm4py.objects.petri_net.utils.explore_path module
      • pm4py.objects.petri_net.utils.final_marking module
      • pm4py.objects.petri_net.utils.incidence_matrix module
      • pm4py.objects.petri_net.utils.initial_marking module
      • pm4py.objects.petri_net.utils.label_replacing module
      • pm4py.objects.petri_net.utils.murata module
      • pm4py.objects.petri_net.utils.networkx_graph module
      • pm4py.objects.petri_net.utils.obj_marking module
      • pm4py.objects.petri_net.utils.performance_map module
      • pm4py.objects.petri_net.utils.petri_utils module
      • pm4py.objects.petri_net.utils.projection module
      • pm4py.objects.petri_net.utils.reachability_graph module
      • pm4py.objects.petri_net.utils.reduction module
      • pm4py.objects.petri_net.utils.synchronous_product module
  • Submodules
  • pm4py.objects.petri_net.obj module
    • Marking
    • PetriNet
      • PetriNet.Place
      • PetriNet.Transition
      • PetriNet.Arc
      • PetriNet.name
      • PetriNet.places
      • PetriNet.transitions
      • PetriNet.arcs
      • PetriNet.properties
    • InhibitorNet
      • InhibitorNet.InhibitorArc
    • ResetNet
      • ResetNet.ResetArc
    • ResetInhibitorNet
  • pm4py.objects.petri_net.properties module
  • pm4py.objects.petri_net.sem_interface module
    • Semantics
      • Semantics.is_enabled()
      • Semantics.execute()
      • Semantics.weak_execute()
      • Semantics.enabled_transitions()
  • pm4py.objects.petri_net.semantics module
    • PetriNetSemantics
      • PetriNetSemantics.is_enabled()
      • PetriNetSemantics.fire()
    • ClassicSemantics
      • ClassicSemantics.is_enabled()
      • ClassicSemantics.execute()
      • ClassicSemantics.weak_execute()
      • ClassicSemantics.enabled_transitions()
    • is_enabled()
    • execute()
    • weak_execute()
    • enabled_transitions()
• pm4py.objects.powl package
  • Subpackages
    • pm4py.objects.powl.utils package
      • Submodules
      • pm4py.objects.powl.utils.label_replacing module
  • Submodules
  • pm4py.objects.powl.BinaryRelation module
    • BinaryRelation
      • BinaryRelation.get_nodes()
      • BinaryRelation.add_edge()
      • BinaryRelation.remove_edge()
      • BinaryRelation.remove_edge_without_violating_transitivity()
      • BinaryRelation.add_node()
      • BinaryRelation.is_edge()
      • BinaryRelation.is_edge_id()
      • BinaryRelation.get_transitive_reduction()
      • BinaryRelation.add_transitive_edges()
      • BinaryRelation.is_strict_partial_order()
      • BinaryRelation.get_start_nodes()
      • BinaryRelation.get_end_nodes()
      • BinaryRelation.is_irreflexive()
      • BinaryRelation.is_transitive()
      • BinaryRelation.nodes
      • BinaryRelation.edges
  • pm4py.objects.powl.constants module
  • pm4py.objects.powl.obj module
    • POWL
      • POWL.print()
      • POWL.simplify_using_frequent_transitions()
      • POWL.simplify()
      • POWL.validate_partial_orders()
      • POWL.model_description()
      • POWL.copy()
    • Transition
      • Transition.transition_id
      • Transition.copy()
      • Transition.equal_content()
    • SilentTransition
      • SilentTransition.copy()
    • FrequentTransition
    • StrictPartialOrder
      • StrictPartialOrder.copy()
      • StrictPartialOrder.get_order()
      • StrictPartialOrder.get_children()
      • StrictPartialOrder.to_string()
      • StrictPartialOrder.partial_order
      • StrictPartialOrder.children
      • StrictPartialOrder.equal_content()
      • StrictPartialOrder.simplify_using_frequent_transitions()
      • StrictPartialOrder.simplify()
      • StrictPartialOrder.add_edge()
    • Sequence
    • OperatorPOWL
      • OperatorPOWL.copy()
      • OperatorPOWL.equal_content()
      • OperatorPOWL.simplify_using_frequent_transitions()
      • OperatorPOWL.simplify()
  • pm4py.objects.powl.parser module
    • parse_powl_model_string()
• pm4py.objects.process_tree package
  • Subpackages
    • pm4py.objects.process_tree.exporter package
      • Subpackages
      • Submodules
      • pm4py.objects.process_tree.exporter.exporter module
    • pm4py.objects.process_tree.importer package
      • Subpackages
      • Submodules
      • pm4py.objects.process_tree.importer.importer module
    • pm4py.objects.process_tree.utils package
      • Submodules
      • pm4py.objects.process_tree.utils.bottomup module
      • pm4py.objects.process_tree.utils.generic module
      • pm4py.objects.process_tree.utils.label_replacing module
      • pm4py.objects.process_tree.utils.regex module
      • pm4py.objects.process_tree.utils.struct_similarity module
  • Submodules
  • pm4py.objects.process_tree.obj module
    • Operator
      • Operator.SEQUENCE
      • Operator.XOR
      • Operator.PARALLEL
      • Operator.LOOP
      • Operator.OR
      • Operator.INTERLEAVING
      • Operator.PARTIALORDER
    • ProcessTree
      • ProcessTree.OperatorState
      • ProcessTree.to_string()
      • ProcessTree.model_description()
      • ProcessTree.parent
      • ProcessTree.children
      • ProcessTree.operator
      • ProcessTree.label
  • pm4py.objects.process_tree.semantics module
    • GenerationTree
    • generate_log()
    • execute()
    • populate_closed()
    • execute_enabled()
    • close()
    • process_closed()
    • should_close()
  • pm4py.objects.process_tree.state module
    • State
      • State.CLOSED
      • State.ENABLED
      • State.OPEN
• pm4py.objects.random_variables package
  • Subpackages
    • pm4py.objects.random_variables.constant0 package
      • Submodules
      • pm4py.objects.random_variables.constant0.random_variable module
    • pm4py.objects.random_variables.deterministic package
      • Submodules
      • pm4py.objects.random_variables.deterministic.random_variable module
    • pm4py.objects.random_variables.exponential package
      • Submodules
      • pm4py.objects.random_variables.exponential.random_variable module
    • pm4py.objects.random_variables.gamma package
      • Submodules
      • pm4py.objects.random_variables.gamma.random_variable module
    • pm4py.objects.random_variables.lognormal package
      • Submodules
      • pm4py.objects.random_variables.lognormal.random_variable module
    • pm4py.objects.random_variables.normal package
      • Submodules
      • pm4py.objects.random_variables.normal.random_variable module
    • pm4py.objects.random_variables.uniform package
      • Submodules
      • pm4py.objects.random_variables.uniform.random_variable module
  • Submodules
  • pm4py.objects.random_variables.basic_structure module
    • BasicStructureRandomVariable
      • BasicStructureRandomVariable.get_weight()
      • BasicStructureRandomVariable.set_weight()
      • BasicStructureRandomVariable.get_priority()
      • BasicStructureRandomVariable.set_priority()
      • BasicStructureRandomVariable.get_transition_type()
      • BasicStructureRandomVariable.get_distribution_type()
      • BasicStructureRandomVariable.get_distribution_parameters()
      • BasicStructureRandomVariable.get_value()
      • BasicStructureRandomVariable.get_values()
  • pm4py.objects.random_variables.random_variable module
    • RandomVariable
      • RandomVariable.read_from_string()
      • RandomVariable.get_distribution_type()
      • RandomVariable.get_transition_type()
      • RandomVariable.get_distribution_parameters()
      • RandomVariable.calculate_loglikelihood()
      • RandomVariable.calculate_parameters()
      • RandomVariable.get_value()
      • RandomVariable.get_values()
      • RandomVariable.get_weight()
      • RandomVariable.set_weight()
      • RandomVariable.get_priority()
      • RandomVariable.set_priority()
• pm4py.objects.stochastic_petri package
  • Submodules
  • pm4py.objects.stochastic_petri.ctmc module
    • get_corr_hex()
    • get_color_from_probabilities()
    • get_tangible_reachability_and_q_matrix_from_dfg_performance()
    • get_tangible_reachability_and_q_matrix_from_log_net()
    • transient_analysis_from_petri_net_and_smap()
    • get_q_matrix_from_tangible_exponential()
    • transient_analysis_from_tangible_q_matrix_and_single_state()
    • transient_analysis_from_tangible_q_matrix_and_states_vector()
    • nullspace()
    • perform_steadystate()
  • pm4py.objects.stochastic_petri.tangible_reachability module
    • get_tangible_reachability_from_log_net_im_fm()
    • get_tangible_reachability_from_net_im_sinfo()
    • get_tangible_reachability_from_reachability()
  • pm4py.objects.stochastic_petri.utils module
    • pick_transition()
• pm4py.objects.transition_system package
  • Submodules
  • pm4py.objects.transition_system.constants module
  • pm4py.objects.transition_system.obj module
    • TransitionSystem
      • TransitionSystem.State
      • TransitionSystem.Transition
      • TransitionSystem.name
      • TransitionSystem.states
      • TransitionSystem.transitions
  • pm4py.objects.transition_system.utils module
    • add_arc_from_to()
    • remove_arc_from_to()
    • remove_all_arcs_from_to()
    • transitive_reduction()
• pm4py.objects.trie package
  • Submodules
  • pm4py.objects.trie.obj module
    • Trie
      • Trie.parent
      • Trie.children
      • Trie.label
      • Trie.final
      • Trie.depth
      • Trie.repr_trie()