import networkx as nx
from prov.model import (
ProvDocument,
ProvRecord,
ProvElement,
ProvEntity,
ProvActivity,
ProvAgent,
ProvRelation,
PROV_ATTR_ENTITY,
PROV_ATTR_ACTIVITY,
PROV_ATTR_AGENT,
PROV_ATTR_TRIGGER,
PROV_ATTR_GENERATED_ENTITY,
PROV_ATTR_USED_ENTITY,
PROV_ATTR_DELEGATE,
PROV_ATTR_RESPONSIBLE,
PROV_ATTR_SPECIFIC_ENTITY,
PROV_ATTR_GENERAL_ENTITY,
PROV_ATTR_ALTERNATE1,
PROV_ATTR_ALTERNATE2,
PROV_ATTR_COLLECTION,
PROV_ATTR_INFORMED,
PROV_ATTR_INFORMANT,
PROV_ATTR_BUNDLE,
PROV_ATTR_PLAN,
PROV_ATTR_ENDER,
PROV_ATTR_STARTER,
ProvBundle,
)
__author__ = "Trung Dong Huynh"
__email__ = "trungdong@donggiang.com"
INFERRED_ELEMENT_CLASS = {
PROV_ATTR_ENTITY: ProvEntity,
PROV_ATTR_ACTIVITY: ProvActivity,
PROV_ATTR_AGENT: ProvAgent,
PROV_ATTR_TRIGGER: ProvEntity,
PROV_ATTR_GENERATED_ENTITY: ProvEntity,
PROV_ATTR_USED_ENTITY: ProvEntity,
PROV_ATTR_DELEGATE: ProvAgent,
PROV_ATTR_RESPONSIBLE: ProvAgent,
PROV_ATTR_SPECIFIC_ENTITY: ProvEntity,
PROV_ATTR_GENERAL_ENTITY: ProvEntity,
PROV_ATTR_ALTERNATE1: ProvEntity,
PROV_ATTR_ALTERNATE2: ProvEntity,
PROV_ATTR_COLLECTION: ProvEntity,
PROV_ATTR_INFORMED: ProvActivity,
PROV_ATTR_INFORMANT: ProvActivity,
PROV_ATTR_BUNDLE: ProvBundle,
PROV_ATTR_PLAN: ProvEntity,
PROV_ATTR_ENDER: ProvEntity,
PROV_ATTR_STARTER: ProvEntity,
}
[docs]def prov_to_graph(prov_document):
"""
Convert a :class:`~prov.model.ProvDocument` to a `MultiDiGraph
<https://networkx.github.io/documentation/stable/reference/classes/multidigraph.html>`_
instance of the `NetworkX <https://networkx.github.io/>`_ library.
:param prov_document: The :class:`~prov.model.ProvDocument` instance to convert.
"""
g = nx.MultiDiGraph()
unified = prov_document.unified()
node_map = dict()
for element in unified.get_records(ProvElement):
g.add_node(element)
node_map[element.identifier] = element
for relation in unified.get_records(ProvRelation):
# taking the first two elements of a relation
attr_pair_1, attr_pair_2 = relation.formal_attributes[:2]
# only need the QualifiedName (i.e. the value of the attribute)
qn1, qn2 = attr_pair_1[1], attr_pair_2[1]
if qn1 and qn2: # only proceed if both ends of the relation exist
try:
if qn1 not in node_map:
node_map[qn1] = INFERRED_ELEMENT_CLASS[attr_pair_1[0]](None, qn1)
if qn2 not in node_map:
node_map[qn2] = INFERRED_ELEMENT_CLASS[attr_pair_2[0]](None, qn2)
except KeyError:
# Unsupported attribute; cannot infer the type of the element
continue # skipping this relation
g.add_edge(node_map[qn1], node_map[qn2], relation=relation)
return g
[docs]def graph_to_prov(g):
"""
Convert a `MultiDiGraph
<https://networkx.github.io/documentation/stable/reference/classes/multidigraph.html>`_
that was previously produced by :func:`prov_to_graph` back to a
:class:`~prov.model.ProvDocument`.
:param g: The graph instance to convert.
"""
prov_doc = ProvDocument()
for n in g.nodes():
if isinstance(n, ProvRecord) and n.bundle is not None:
prov_doc.add_record(n)
for _, _, edge_data in g.edges(data=True):
try:
relation = edge_data["relation"]
if isinstance(relation, ProvRecord):
prov_doc.add_record(relation)
except KeyError:
pass
return prov_doc