Mercurial > repos > shellac > sam_consensus_v3
annotate env/lib/python3.9/site-packages/prov/graph.py @ 0:4f3585e2f14b draft default tip
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author | shellac |
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date | Mon, 22 Mar 2021 18:12:50 +0000 |
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1 from __future__ import (absolute_import, division, print_function, |
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2 unicode_literals) |
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3 |
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4 import networkx as nx |
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5 from prov.model import ( |
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6 ProvDocument, ProvRecord, ProvElement, ProvEntity, ProvActivity, ProvAgent, |
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7 ProvRelation, PROV_ATTR_ENTITY, PROV_ATTR_ACTIVITY, PROV_ATTR_AGENT, |
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8 PROV_ATTR_TRIGGER, PROV_ATTR_GENERATED_ENTITY, PROV_ATTR_USED_ENTITY, |
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9 PROV_ATTR_DELEGATE, PROV_ATTR_RESPONSIBLE, PROV_ATTR_SPECIFIC_ENTITY, |
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10 PROV_ATTR_GENERAL_ENTITY, PROV_ATTR_ALTERNATE1, PROV_ATTR_ALTERNATE2, |
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11 PROV_ATTR_COLLECTION, PROV_ATTR_INFORMED, PROV_ATTR_INFORMANT |
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12 ) |
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13 |
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14 __author__ = 'Trung Dong Huynh' |
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15 __email__ = 'trungdong@donggiang.com' |
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16 |
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17 |
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18 INFERRED_ELEMENT_CLASS = { |
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19 PROV_ATTR_ENTITY: ProvEntity, |
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20 PROV_ATTR_ACTIVITY: ProvActivity, |
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21 PROV_ATTR_AGENT: ProvAgent, |
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22 PROV_ATTR_TRIGGER: ProvEntity, |
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23 PROV_ATTR_GENERATED_ENTITY: ProvEntity, |
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24 PROV_ATTR_USED_ENTITY: ProvEntity, |
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25 PROV_ATTR_DELEGATE: ProvAgent, |
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26 PROV_ATTR_RESPONSIBLE: ProvAgent, |
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27 PROV_ATTR_SPECIFIC_ENTITY: ProvEntity, |
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28 PROV_ATTR_GENERAL_ENTITY: ProvEntity, |
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29 PROV_ATTR_ALTERNATE1: ProvEntity, |
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30 PROV_ATTR_ALTERNATE2: ProvEntity, |
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31 PROV_ATTR_COLLECTION: ProvEntity, |
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32 PROV_ATTR_INFORMED: ProvActivity, |
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33 PROV_ATTR_INFORMANT: ProvActivity |
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34 } |
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35 |
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36 |
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37 def prov_to_graph(prov_document): |
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38 """ |
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39 Convert a :class:`~prov.model.ProvDocument` to a `MultiDiGraph |
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40 <https://networkx.readthedocs.io/en/stable/reference/classes.multigraph.html>`_ |
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41 instance of the `NetworkX <https://networkx.github.io/>`_ library. |
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42 |
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43 :param prov_document: The :class:`~prov.model.ProvDocument` instance to convert. |
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44 """ |
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45 g = nx.MultiDiGraph() |
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46 unified = prov_document.unified() |
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47 node_map = dict() |
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48 for element in unified.get_records(ProvElement): |
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49 g.add_node(element) |
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50 node_map[element.identifier] = element |
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51 |
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52 for relation in unified.get_records(ProvRelation): |
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53 # taking the first two elements of a relation |
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54 attr_pair_1, attr_pair_2 = relation.formal_attributes[:2] |
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55 # only need the QualifiedName (i.e. the value of the attribute) |
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56 qn1, qn2 = attr_pair_1[1], attr_pair_2[1] |
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57 if qn1 and qn2: # only proceed if both ends of the relation exist |
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58 try: |
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59 if qn1 not in node_map: |
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60 node_map[qn1] = \ |
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61 INFERRED_ELEMENT_CLASS[attr_pair_1[0]](None, qn1) |
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62 if qn2 not in node_map: |
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63 node_map[qn2] = \ |
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64 INFERRED_ELEMENT_CLASS[attr_pair_2[0]](None, qn2) |
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65 except KeyError: |
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66 # Unsupported attribute; cannot infer the type of the element |
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67 continue # skipping this relation |
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68 g.add_edge(node_map[qn1], node_map[qn2], relation=relation) |
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69 return g |
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70 |
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71 |
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72 def graph_to_prov(g): |
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73 """ |
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74 Convert a `MultiDiGraph |
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75 <https://networkx.readthedocs.io/en/stable/reference/classes.multigraph.html>`_ |
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76 that was previously produced by :func:`prov_to_graph` back to a |
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77 :class:`~prov.model.ProvDocument`. |
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78 |
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79 :param g: The graph instance to convert. |
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80 """ |
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81 prov_doc = ProvDocument() |
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82 for n in g.nodes_iter(): |
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83 if isinstance(n, ProvRecord) and n.bundle is not None: |
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84 prov_doc.add_record(n) |
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85 for _, _, edge_data in g.edges_iter(data=True): |
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86 try: |
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87 relation = edge_data['relation'] |
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88 if isinstance(relation, ProvRecord): |
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89 prov_doc.add_record(relation) |
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90 except KeyError: |
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91 pass |
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92 |
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93 return prov_doc |