Mercurial > repos > shellac > sam_consensus_v3
annotate env/lib/python3.9/site-packages/prov/serializers/provjson.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 from collections import defaultdict |
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5 import datetime |
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6 import io |
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7 import json |
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8 |
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9 from prov.serializers import Serializer, Error |
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10 from prov.constants import * |
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11 from prov.model import (Literal, Identifier, QualifiedName, |
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12 Namespace, ProvDocument, ProvBundle, first, |
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13 parse_xsd_datetime) |
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14 |
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15 import logging |
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16 logger = logging.getLogger(__name__) |
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17 |
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18 __author__ = 'Trung Dong Huynh' |
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19 __email__ = 'trungdong@donggiang.com' |
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20 |
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21 |
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22 class ProvJSONException(Error): |
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23 pass |
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24 |
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25 |
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26 class AnonymousIDGenerator: |
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27 def __init__(self): |
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28 self._cache = {} |
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29 self._count = 0 |
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30 |
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31 def get_anon_id(self, obj, local_prefix='id'): |
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32 if obj not in self._cache: |
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33 self._count += 1 |
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34 self._cache[obj] = Identifier( |
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35 '_:%s%d' % (local_prefix, self._count) |
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36 ) |
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37 return self._cache[obj] |
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38 |
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39 |
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40 # Reverse map for prov.model.XSD_DATATYPE_PARSERS |
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41 LITERAL_XSDTYPE_MAP = { |
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42 float: 'xsd:double', |
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43 int: 'xsd:int' |
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44 # boolean, string values are supported natively by PROV-JSON |
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45 # datetime values are converted separately |
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46 } |
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47 |
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48 # Add long on Python 2 |
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49 if six.integer_types[-1] not in LITERAL_XSDTYPE_MAP: |
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50 LITERAL_XSDTYPE_MAP[six.integer_types[-1]] = 'xsd:long' |
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51 |
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52 |
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53 class ProvJSONSerializer(Serializer): |
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54 """ |
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55 PROV-JSON serializer for :class:`~prov.model.ProvDocument` |
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56 """ |
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57 def serialize(self, stream, **kwargs): |
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58 """ |
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59 Serializes a :class:`~prov.model.ProvDocument` instance to |
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60 `PROV-JSON <https://provenance.ecs.soton.ac.uk/prov-json/>`_. |
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61 |
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62 :param stream: Where to save the output. |
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63 """ |
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64 if six.PY2: |
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65 buf = io.BytesIO() |
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66 try: |
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67 json.dump(self.document, buf, cls=ProvJSONEncoder, |
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68 **kwargs) |
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69 buf.seek(0, 0) |
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70 # Right now this is a bytestream. If the object to stream to is |
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71 # a text object is must be decoded. We assume utf-8 here which |
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72 # should be fine for almost every case. |
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73 if isinstance(stream, io.TextIOBase): |
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74 stream.write(buf.read().decode('utf-8')) |
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75 else: |
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76 stream.write(buf.read()) |
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77 finally: |
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78 buf.close() |
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79 else: |
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80 buf = io.StringIO() |
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81 try: |
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82 json.dump(self.document, buf, cls=ProvJSONEncoder, |
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83 **kwargs) |
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84 buf.seek(0, 0) |
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85 # Right now this is a bytestream. If the object to stream to is |
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86 # a text object is must be decoded. We assume utf-8 here which |
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87 # should be fine for almost every case. |
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88 if isinstance(stream, io.TextIOBase): |
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89 stream.write(buf.read()) |
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90 else: |
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91 stream.write(buf.read().encode('utf-8')) |
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92 finally: |
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93 buf.close() |
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94 |
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95 def deserialize(self, stream, **kwargs): |
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96 """ |
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97 Deserialize from the `PROV JSON |
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98 <https://provenance.ecs.soton.ac.uk/prov-json/>`_ representation to a |
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99 :class:`~prov.model.ProvDocument` instance. |
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100 |
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101 :param stream: Input data. |
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102 """ |
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103 if not isinstance(stream, io.TextIOBase): |
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104 buf = io.StringIO(stream.read().decode('utf-8')) |
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105 stream = buf |
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106 return json.load(stream, cls=ProvJSONDecoder, **kwargs) |
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107 |
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108 |
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109 class ProvJSONEncoder(json.JSONEncoder): |
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110 def default(self, o): |
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111 if isinstance(o, ProvDocument): |
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112 return encode_json_document(o) |
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113 else: |
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114 return super(ProvJSONEncoder, self).encode(o) |
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115 |
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116 |
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117 class ProvJSONDecoder(json.JSONDecoder): |
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118 def decode(self, s, *args, **kwargs): |
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119 container = super(ProvJSONDecoder, self).decode(s, *args, **kwargs) |
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120 document = ProvDocument() |
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121 decode_json_document(container, document) |
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122 return document |
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123 |
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124 |
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125 # Encoding/decoding functions |
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126 def valid_qualified_name(bundle, value): |
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127 if value is None: |
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128 return None |
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129 qualified_name = bundle.valid_qualified_name(value) |
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130 return qualified_name |
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131 |
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132 |
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133 def encode_json_document(document): |
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134 container = encode_json_container(document) |
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135 for bundle in document.bundles: |
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136 # encoding the sub-bundle |
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137 bundle_json = encode_json_container(bundle) |
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138 container['bundle'][six.text_type(bundle.identifier)] = bundle_json |
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139 return container |
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140 |
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141 |
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142 def encode_json_container(bundle): |
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143 container = defaultdict(dict) |
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144 prefixes = {} |
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145 for namespace in bundle._namespaces.get_registered_namespaces(): |
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146 prefixes[namespace.prefix] = namespace.uri |
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147 if bundle._namespaces._default: |
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148 prefixes['default'] = bundle._namespaces._default.uri |
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149 if prefixes: |
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150 container['prefix'] = prefixes |
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151 |
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152 id_generator = AnonymousIDGenerator() |
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153 |
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154 def real_or_anon_id(r): |
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155 return r._identifier if r._identifier else id_generator.get_anon_id(r) |
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156 |
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157 for record in bundle._records: |
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158 rec_type = record.get_type() |
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159 rec_label = PROV_N_MAP[rec_type] |
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160 identifier = six.text_type(real_or_anon_id(record)) |
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161 |
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162 record_json = {} |
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163 if record._attributes: |
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164 for (attr, values) in record._attributes.items(): |
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165 if not values: |
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166 continue |
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167 attr_name = six.text_type(attr) |
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168 if attr in PROV_ATTRIBUTE_QNAMES: |
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169 # TODO: QName export |
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170 record_json[attr_name] = six.text_type(first(values)) |
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171 elif attr in PROV_ATTRIBUTE_LITERALS: |
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172 record_json[attr_name] = first(values).isoformat() |
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173 else: |
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174 if len(values) == 1: |
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175 # single value |
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176 record_json[attr_name] = encode_json_representation( |
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177 first(values) |
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178 ) |
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179 else: |
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180 # multiple values |
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181 record_json[attr_name] = list( |
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182 encode_json_representation(value) |
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183 for value in values |
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184 ) |
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185 # Check if the container already has the id of the record |
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186 if identifier not in container[rec_label]: |
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187 # this is the first instance, just put in the new record |
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188 container[rec_label][identifier] = record_json |
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189 else: |
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190 # the container already has some record(s) of the same identifier |
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191 # check if this is the second instance |
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192 current_content = container[rec_label][identifier] |
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193 if hasattr(current_content, 'items'): |
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194 # this is a dict, make it a singleton list |
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195 container[rec_label][identifier] = [current_content] |
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196 # now append the new record to the list |
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197 container[rec_label][identifier].append(record_json) |
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198 |
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199 return container |
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200 |
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201 |
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202 def decode_json_document(content, document): |
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203 bundles = dict() |
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204 if 'bundle' in content: |
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205 bundles = content['bundle'] |
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206 del content['bundle'] |
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207 |
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208 decode_json_container(content, document) |
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209 |
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210 for bundle_id, bundle_content in bundles.items(): |
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211 bundle = ProvBundle(document=document) |
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212 decode_json_container(bundle_content, bundle) |
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213 document.add_bundle(bundle, bundle.valid_qualified_name(bundle_id)) |
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214 |
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215 |
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216 def decode_json_container(jc, bundle): |
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217 if 'prefix' in jc: |
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218 prefixes = jc['prefix'] |
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219 for prefix, uri in prefixes.items(): |
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220 if prefix != 'default': |
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221 bundle.add_namespace(Namespace(prefix, uri)) |
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222 else: |
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223 bundle.set_default_namespace(uri) |
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224 del jc['prefix'] |
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225 |
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226 for rec_type_str in jc: |
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227 rec_type = PROV_RECORD_IDS_MAP[rec_type_str] |
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228 for rec_id, content in jc[rec_type_str].items(): |
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229 if hasattr(content, 'items'): # it is a dict |
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230 # There is only one element, create a singleton list |
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231 elements = [content] |
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232 else: |
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233 # expect it to be a list of dictionaries |
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234 elements = content |
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235 |
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236 for element in elements: |
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237 attributes = dict() |
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238 other_attributes = [] |
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239 # this is for the multiple-entity membership hack to come |
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240 membership_extra_members = None |
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241 for attr_name, values in element.items(): |
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242 attr = ( |
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243 PROV_ATTRIBUTES_ID_MAP[attr_name] |
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244 if attr_name in PROV_ATTRIBUTES_ID_MAP |
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245 else valid_qualified_name(bundle, attr_name) |
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246 ) |
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247 if attr in PROV_ATTRIBUTES: |
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248 if isinstance(values, list): |
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249 # only one value is allowed |
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250 if len(values) > 1: |
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251 # unless it is the membership hack |
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252 if rec_type == PROV_MEMBERSHIP and \ |
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253 attr == PROV_ATTR_ENTITY: |
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254 # This is a membership relation with |
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255 # multiple entities |
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256 # HACK: create multiple membership |
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257 # relations, one for each entity |
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258 |
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259 # Store all the extra entities |
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260 membership_extra_members = values[1:] |
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261 # Create the first membership relation as |
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262 # normal for the first entity |
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263 value = values[0] |
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264 else: |
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265 error_msg = ( |
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266 'The prov package does not support PROV' |
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267 ' attributes having multiple values.' |
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268 ) |
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269 logger.error(error_msg) |
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270 raise ProvJSONException(error_msg) |
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271 else: |
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272 value = values[0] |
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273 else: |
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274 value = values |
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275 value = ( |
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276 valid_qualified_name(bundle, value) |
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277 if attr in PROV_ATTRIBUTE_QNAMES |
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278 else parse_xsd_datetime(value) |
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279 ) |
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280 attributes[attr] = value |
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281 else: |
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282 if isinstance(values, list): |
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283 other_attributes.extend( |
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284 ( |
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285 attr, |
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286 decode_json_representation(value, bundle) |
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287 ) |
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288 for value in values |
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289 ) |
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290 else: |
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291 # single value |
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292 other_attributes.append( |
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293 ( |
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294 attr, |
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295 decode_json_representation(values, bundle) |
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296 ) |
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297 ) |
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298 bundle.new_record( |
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299 rec_type, rec_id, attributes, other_attributes |
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300 ) |
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301 # HACK: creating extra (unidentified) membership relations |
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302 if membership_extra_members: |
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303 collection = attributes[PROV_ATTR_COLLECTION] |
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304 for member in membership_extra_members: |
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305 bundle.membership( |
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306 collection, valid_qualified_name(bundle, member) |
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307 ) |
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308 |
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309 |
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310 def encode_json_representation(value): |
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311 if isinstance(value, Literal): |
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312 return literal_json_representation(value) |
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313 elif isinstance(value, datetime.datetime): |
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314 return {'$': value.isoformat(), 'type': 'xsd:dateTime'} |
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315 elif isinstance(value, QualifiedName): |
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316 # TODO Manage prefix in the whole structure consistently |
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317 # TODO QName export |
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318 return {'$': str(value), 'type': PROV_QUALIFIEDNAME._str} |
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319 elif isinstance(value, Identifier): |
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320 return {'$': value.uri, 'type': 'xsd:anyURI'} |
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321 elif type(value) in LITERAL_XSDTYPE_MAP: |
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322 return {'$': value, 'type': LITERAL_XSDTYPE_MAP[type(value)]} |
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323 else: |
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324 return value |
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325 |
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326 |
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327 def decode_json_representation(literal, bundle): |
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328 if isinstance(literal, dict): |
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329 # complex type |
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330 value = literal['$'] |
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331 datatype = literal['type'] if 'type' in literal else None |
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332 datatype = valid_qualified_name(bundle, datatype) |
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333 langtag = literal['lang'] if 'lang' in literal else None |
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334 if datatype == XSD_ANYURI: |
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335 return Identifier(value) |
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336 elif datatype == PROV_QUALIFIEDNAME: |
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337 return valid_qualified_name(bundle, value) |
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338 else: |
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339 # The literal of standard Python types is not converted here |
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340 # It will be automatically converted when added to a record by |
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341 # _auto_literal_conversion() |
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342 return Literal(value, datatype, langtag) |
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343 else: |
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344 # simple type, just return it |
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345 return literal |
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346 |
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347 |
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348 def literal_json_representation(literal): |
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349 # TODO: QName export |
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350 value, datatype, langtag = literal.value, literal.datatype, literal.langtag |
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351 if langtag: |
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352 return {'$': value, 'lang': langtag} |
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353 else: |
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354 return {'$': value, 'type': six.text_type(datatype)} |