Source code for prov.graph

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