Source code for pm4py.algo.transformation.ocel.graphs.object_interaction_graph
from pm4py.objects.ocel.obj import OCEL
from typing import Optional, Dict, Any, Set, Tuple
[docs]
def apply(
ocel: OCEL, parameters: Optional[Dict[Any, Any]] = None
) -> Set[Tuple[str, str]]:
"""
Calculates the object interaction graph. Two objects are connected iff they are both related to an event
of the OCEL.
Parameters
-----------------
ocel
Object-centric event log
parameters
Parameters of the algorithm
Returns
-----------------
object_interaction_graph
Object interaction graph (as set of tuples; undirected)
"""
if parameters is None:
parameters = {}
graph = set()
ev_rel_obj = (
ocel.relations.groupby(ocel.event_id_column)[ocel.object_id_column]
.agg(list)
.to_dict()
)
for ev in ev_rel_obj:
rel_obj = ev_rel_obj[ev]
for o1 in rel_obj:
for o2 in rel_obj:
if o1 < o2:
graph.add((o1, o2))
return graph