annotate service/mqtt_to_rdf/inference.py @ 1611:a794a150a89b

a little inner-loop performace. same number of iterations, but less time on logging and some stmt filtering
author drewp@bigasterisk.com
date Mon, 06 Sep 2021 18:18:42 -0700
parents 6fc48ef4c696
children 272f78d4671a
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1 """
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2 copied from reasoning 2021-08-29. probably same api. should
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3 be able to lib/ this out
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4 """
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5 import itertools
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6 import logging
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7 import time
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8 from collections import defaultdict
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9 from dataclasses import dataclass, field
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10 from typing import Dict, Iterator, List, Set, Tuple, Union, cast
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11
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12 from prometheus_client import Summary
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13 from rdflib import BNode, Graph, Namespace, URIRef
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14 from rdflib.graph import ConjunctiveGraph, ReadOnlyGraphAggregate
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15 from rdflib.term import Node, Variable
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16
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17 from candidate_binding import CandidateBinding
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18 from inference_types import (BindableTerm, EvaluationFailed, ReadOnlyWorkingSet, Triple)
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19 from lhs_evaluation import Evaluation
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20
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21 log = logging.getLogger('infer')
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22 INDENT = ' '
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23
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24 INFER_CALLS = Summary('read_rules_calls', 'calls')
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25
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26 ROOM = Namespace("http://projects.bigasterisk.com/room/")
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27 LOG = Namespace('http://www.w3.org/2000/10/swap/log#')
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28 MATH = Namespace('http://www.w3.org/2000/10/swap/math#')
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29
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30 # Graph() makes a BNode if you don't pass
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31 # identifier, which can be a bottleneck.
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32 GRAPH_ID = URIRef('dont/care')
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33
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34
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35 @dataclass
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36 class Lhs:
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37 graph: Graph
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38
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39 def __post_init__(self):
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40 # do precomputation in here that's not specific to the workingSet
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41 self.staticRuleStmts = Graph()
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42 self.nonStaticRuleStmts = Graph()
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43
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44 self.lhsBindables: Set[BindableTerm] = set()
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45 self.lhsBnodes: Set[BNode] = set()
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46 for ruleStmt in self.graph:
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47 varsAndBnodesInStmt = [term for term in ruleStmt if isinstance(term, (Variable, BNode))]
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48 self.lhsBindables.update(varsAndBnodesInStmt)
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49 self.lhsBnodes.update(x for x in varsAndBnodesInStmt if isinstance(x, BNode))
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50 if not varsAndBnodesInStmt:
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51 self.staticRuleStmts.add(ruleStmt)
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52 else:
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53 self.nonStaticRuleStmts.add(ruleStmt)
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54
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55 self.evaluations = list(Evaluation.findEvals(self.graph))
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56
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57 def __repr__(self):
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58 return f"Lhs({graphDump(self.graph)})"
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59
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60 def findCandidateBindings(self, workingSet: ReadOnlyWorkingSet, stats) -> Iterator['BoundLhs']:
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61 """bindings that fit the LHS of a rule, using statements from workingSet and functions
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62 from LHS"""
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63 log.debug(f'{INDENT*3} nodesToBind: {self.lhsBindables}')
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64 stats['findCandidateBindingsCalls'] += 1
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65
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66 if not self._allStaticStatementsMatch(workingSet):
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67 stats['findCandidateBindingEarlyExits'] += 1
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68 return
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69
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70 for binding in self._possibleBindings(workingSet, stats):
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71 log.debug('')
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72 log.debug(f'{INDENT*4}*trying {binding.binding}')
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73
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74 if not binding.verify(workingSet):
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75 log.debug(f'{INDENT*4} this binding did not verify')
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76 stats['permCountFailingVerify'] += 1
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77 continue
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78
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79 stats['permCountSucceeding'] += 1
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80 yield binding
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81
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82 def _allStaticStatementsMatch(self, workingSet: ReadOnlyWorkingSet) -> bool:
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83 for ruleStmt in self.staticRuleStmts:
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84 if ruleStmt not in workingSet:
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85 log.debug(f'{INDENT*3} {ruleStmt} not in working set- skip rule')
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86 return False
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87 return True
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88
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89 def _possibleBindings(self, workingSet, stats) -> Iterator['BoundLhs']:
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90 """this yields at least the working bindings, and possibly others"""
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91 candidateTermMatches: Dict[BindableTerm, Set[Node]] = self._allCandidateTermMatches(workingSet)
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92
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93 orderedVars, orderedValueSets = _organize(candidateTermMatches)
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94 self._logCandidates(orderedVars, orderedValueSets)
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95
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96 log.debug(f'{INDENT*3} trying all permutations:')
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97 for perm in itertools.product(*orderedValueSets):
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98 try:
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99 yield BoundLhs(self, CandidateBinding(dict(zip(orderedVars, perm))))
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100 except EvaluationFailed:
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101 stats['permCountFailingEval'] += 1
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102
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103 def _allCandidateTermMatches(self, workingSet: ReadOnlyWorkingSet) -> Dict[BindableTerm, Set[Node]]:
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104 """the total set of terms each variable could possibly match"""
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105
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106 candidateTermMatches: Dict[BindableTerm, Set[Node]] = defaultdict(set)
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107 for lhsStmt in self.graph:
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108 log.debug(f'{INDENT*4} possibles for this lhs stmt: {lhsStmt}')
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109 for i, trueStmt in enumerate(workingSet):
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110 # log.debug(f'{INDENT*5} consider this true stmt ({i}): {trueStmt}')
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111
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112 for v, vals in self._bindingsFromStatement(lhsStmt, trueStmt):
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113 candidateTermMatches[v].update(vals)
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114
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115 for trueStmt in itertools.chain(workingSet, self.graph):
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116 for b in self.lhsBnodes:
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117 for t in [trueStmt[0], trueStmt[2]]:
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118 if isinstance(t, (URIRef, BNode)):
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119 candidateTermMatches[b].add(t)
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120 return candidateTermMatches
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121
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122 def _bindingsFromStatement(self, stmt1: Triple, stmt2: Triple) -> Iterator[Tuple[Variable, Set[Node]]]:
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123 """if these stmts match otherwise, what BNode or Variable mappings do we learn?
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124
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125 e.g. stmt1=(?x B ?y) and stmt2=(A B C), then we yield (?x, {A}) and (?y, {C})
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126 or stmt1=(_:x B C) and stmt2=(A B C), then we yield (_:x, {A})
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127 or stmt1=(?x B C) and stmt2=(A B D), then we yield nothing
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128 """
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129 bindingsFromStatement = {}
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130 for term1, term2 in zip(stmt1, stmt2):
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131 if isinstance(term1, (BNode, Variable)):
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132 bindingsFromStatement.setdefault(term1, set()).add(term2)
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133 elif term1 != term2:
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134 break
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135 else:
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136 for v, vals in bindingsFromStatement.items():
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137 log.debug(f'{INDENT*5} {v=} {vals=}')
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138 yield v, vals
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139
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140 def _logCandidates(self, orderedVars, orderedValueSets):
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141 if not log.isEnabledFor(logging.DEBUG):
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142 return
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143 log.debug(f'{INDENT*3} resulting candidate terms:')
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144 for v, vals in zip(orderedVars, orderedValueSets):
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145 log.debug(f'{INDENT*4} {v!r} could be:')
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146 for val in vals:
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147 log.debug(f'{INDENT*5}{val!r}')
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148
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149
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150 @dataclass
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151 class BoundLhs:
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152 lhs: Lhs
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153 binding: CandidateBinding
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154
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155 def __post_init__(self):
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156 self.usedByFuncs = Graph(identifier=GRAPH_ID)
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157 self._applyFunctions()
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158
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159 self.graphWithoutEvals = self.lhs.graph - self.usedByFuncs
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160
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161 def _applyFunctions(self):
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162 """may grow the binding with some results"""
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163 while True:
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164 delta = self._applyFunctionsIteration()
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165 if delta == 0:
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166 break
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167
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168 def _applyFunctionsIteration(self):
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169 before = len(self.binding.binding)
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170 delta = 0
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171 for ev in self.lhs.evaluations:
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172 newBindings, usedGraph = ev.resultBindings(self.binding)
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173 self.usedByFuncs += usedGraph
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174 self.binding.addNewBindings(newBindings)
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175 delta = len(self.binding.binding) - before
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176 log.debug(f'{INDENT*4} eval rules made {delta} new bindings')
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177 return delta
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178
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179 def verify(self, workingSet: ReadOnlyWorkingSet) -> bool:
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180 """Can this bound lhs be true all at once in workingSet?"""
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181 boundLhs = self.binding.apply(self.lhs.nonStaticRuleStmts - self.usedByFuncs)
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182
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183 if log.isEnabledFor(logging.DEBUG):
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184 boundLhs = list(boundLhs)
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185 self._logVerifyBanner(boundLhs, workingSet)
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186
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187 for stmt in boundLhs:
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188 log.debug(f'{INDENT*4} check for %s', stmt)
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189
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190 if stmt not in workingSet:
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191 log.debug(f'{INDENT*5} stmt not known to be true')
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192 return False
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193 return True
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194
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195 def _logVerifyBanner(self, boundLhs, workingSet: ReadOnlyWorkingSet):
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196 log.debug(f'{INDENT*4}/ verify all bindings against this boundLhs:')
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197 for stmt in sorted(boundLhs):
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198 log.debug(f'{INDENT*4}|{INDENT} {stmt}')
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199
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200 # log.debug(f'{INDENT*4}| and against this workingSet:')
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201 # for stmt in sorted(workingSet):
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202 # log.debug(f'{INDENT*4}|{INDENT} {stmt}')
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203
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204 log.debug(f'{INDENT*4}\\')
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205
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206
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207 @dataclass
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208 class Rule:
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209 lhsGraph: Graph
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210 rhsGraph: Graph
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211
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212 def __post_init__(self):
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213 self.lhs = Lhs(self.lhsGraph)
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214
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215
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216 class Inference:
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217
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218 def __init__(self) -> None:
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219 self.rules = []
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220
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221 def setRules(self, g: ConjunctiveGraph):
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222 self.rules: List[Rule] = []
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223 for stmt in g:
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224 if stmt[1] == LOG['implies']:
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225 self.rules.append(Rule(stmt[0], stmt[2]))
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226 # others should go to a default working set?
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227
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228 @INFER_CALLS.time()
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229 def infer(self, graph: Graph):
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230 """
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231 returns new graph of inferred statements.
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232 """
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233 log.info(f'{INDENT*0} Begin inference of graph len={graph.__len__()} with rules len={len(self.rules)}:')
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234 startTime = time.time()
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235 stats: Dict[str, Union[int, float]] = defaultdict(lambda: 0)
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236 # everything that is true: the input graph, plus every rule conclusion we can make
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237 workingSet = Graph()
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238 workingSet += graph
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239
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240 # just the statements that came from RHS's of rules that fired.
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241 implied = ConjunctiveGraph()
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242
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243 bailout_iterations = 100
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244 delta = 1
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245 stats['initWorkingSet'] = cast(int, workingSet.__len__())
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246 while delta > 0 and bailout_iterations > 0:
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247 log.info(f'{INDENT*1}*iteration ({bailout_iterations} left)')
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248 bailout_iterations -= 1
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249 delta = -len(implied)
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250 self._iterateAllRules(workingSet, implied, stats)
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251 delta += len(implied)
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252 stats['iterations'] += 1
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253 log.info(f'{INDENT*2} this inference iteration added {delta} more implied stmts')
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254 stats['timeSpent'] = round(time.time() - startTime, 3)
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255 stats['impliedStmts'] = len(implied)
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256 log.info(f'{INDENT*0} Inference done {dict(stats)}. Implied:')
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257 for st in implied:
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258 log.info(f'{INDENT*1} {st}')
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259 return implied
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260
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261 def _iterateAllRules(self, workingSet: Graph, implied: Graph, stats):
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262 for i, r in enumerate(self.rules):
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263 self._logRuleApplicationHeader(workingSet, i, r)
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264 _applyRule(r.lhs, r.rhsGraph, workingSet, implied, stats)
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265
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266 def _logRuleApplicationHeader(self, workingSet, i, r: Rule):
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267 if not log.isEnabledFor(logging.DEBUG):
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268 return
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269
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270 log.debug('')
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271 log.debug(f'{INDENT*2} workingSet:')
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272 for j, stmt in enumerate(sorted(workingSet)):
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273 log.debug(f'{INDENT*3} ({j}) {stmt}')
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274
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275 log.debug('')
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276 log.debug(f'{INDENT*2}-applying rule {i}')
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277 log.debug(f'{INDENT*3} rule def lhs: {graphDump(r.lhsGraph)}')
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278 log.debug(f'{INDENT*3} rule def rhs: {graphDump(r.rhsGraph)}')
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279
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280
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281 def _applyRule(lhs: Lhs, rhs: Graph, workingSet: Graph, implied: Graph, stats: Dict):
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282 for bound in lhs.findCandidateBindings(ReadOnlyGraphAggregate([workingSet]), stats):
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283 log.debug(f'{INDENT*3} rule has a working binding:')
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284
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285 for lhsBoundStmt in bound.binding.apply(bound.graphWithoutEvals):
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286 log.debug(f'{INDENT*5} adding {lhsBoundStmt=}')
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287 workingSet.add(lhsBoundStmt)
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288 for newStmt in bound.binding.apply(rhs):
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289 log.debug(f'{INDENT*5} adding {newStmt=}')
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290 workingSet.add(newStmt)
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291 implied.add(newStmt)
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292
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293
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294 def graphDump(g: Union[Graph, List[Triple]]):
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295 if not isinstance(g, Graph):
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296 log.warning(f"it's a {type(g)}")
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297 g2 = Graph()
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298 g2 += g
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299 g = g2
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300 g.bind('', ROOM)
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301 g.bind('ex', Namespace('http://example.com/'))
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302 lines = cast(bytes, g.serialize(format='n3')).decode('utf8').splitlines()
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303 lines = [line for line in lines if not line.startswith('@prefix')]
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304 return ' '.join(lines)
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305
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306
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307 def _organize(candidateTermMatches: Dict[BindableTerm, Set[Node]]) -> Tuple[List[BindableTerm], List[List[Node]]]:
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308 items = list(candidateTermMatches.items())
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309 items.sort()
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310 orderedVars: List[BindableTerm] = []
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311 orderedValueSets: List[List[Node]] = []
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312 for v, vals in items:
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313 orderedVars.append(v)
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314 orderedValues: List[Node] = list(vals)
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315 orderedValues.sort(key=str)
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316 orderedValueSets.append(orderedValues)
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317
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318 return orderedVars, orderedValueSets