ocpa.algo.conformance.constraint_monitoring package
Subpackages
Submodules
ocpa.algo.conformance.constraint_monitoring.algorithm module
- ocpa.algo.conformance.constraint_monitoring.algorithm.apply(cg: ocpa.objects.graph.constraint_graph.obj.ConstraintGraph, ocel: ocpa.objects.log.ocel.OCEL, diag: Dict, variant='log_based', parameters=None)
Monitoring the violation of constraints by analyzing object-centric event logs. The constraints are represented as object-centric constraint graphs. For each violation of the constraint, it provides the analysis of the violation.
- Parameters
cg – Object-centric constraint graph
ocel (Dict) – Object-centric event log
diag – performance measures per activity, e.g., {‘Act1’: {‘Measure1’: value, ‘Measure2: value, …}, ‘Act2’: {…}, …}. Value has different formats depending on the performance measure, e.g., the one for ‘act_freq’ is Integer, the one for ‘object_count’, ‘pooling_time’, ‘lagging_time’, and ‘synchronization_time’ is a nested dictionary (e.g., {‘ObjectType1’: {‘mean’: Real, ‘median’: Real, …}, ‘ObjectType2’: {…}, …}), the one for ‘waiting_time’, ‘service_time’, ‘sojourn_time’, and ‘flow_time’ is a dictionary (e.g., {‘mean’: Real, ‘median’: Real, …}).
- Returns
Violated, A List of diagnostics for the violation. Violated is a Boolean value where True denotes that the constraint is violated and False denotes that the constraint is not violated. Diagnostics explains why the constraint is violated by analyzing each edge of the constraint graph.
- Return type
Boolean, List