Mercurial > code > home > repos > homeauto
annotate service/mqtt_to_rdf/inference.py @ 1635:22d481f0a924
refactor: use CandidateBinding throughout, not loose dicts
author | drewp@bigasterisk.com |
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date | Mon, 13 Sep 2021 00:06:00 -0700 |
parents | ba59cfc3c747 |
children | 3252bdc284bc |
rev | line source |
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1587 | 1 """ |
2 copied from reasoning 2021-08-29. probably same api. should | |
3 be able to lib/ this out | |
4 """ | |
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5 import itertools |
1587 | 6 import logging |
1601 | 7 import time |
1594 | 8 from collections import defaultdict |
1626 | 9 from dataclasses import dataclass |
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10 from typing import (Dict, Iterator, List, Optional, Sequence, Set, Tuple, Union, cast) |
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11 |
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12 from prometheus_client import Histogram, Summary |
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13 from rdflib import RDF, BNode, Graph, Namespace |
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14 from rdflib.graph import ConjunctiveGraph, ReadOnlyGraphAggregate |
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15 from rdflib.term import Literal, Node, Variable |
1587 | 16 |
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17 from candidate_binding import CandidateBinding |
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18 from inference_types import (BindableTerm, BindingUnknown, EvaluationFailed, ReadOnlyWorkingSet, Triple) |
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19 from lhs_evaluation import Decimal, Evaluation, numericNode, parseList |
1605 | 20 |
1587 | 21 log = logging.getLogger('infer') |
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22 INDENT = ' ' |
1587 | 23 |
1626 | 24 INFER_CALLS = Summary('inference_infer_calls', 'calls') |
25 INFER_GRAPH_SIZE = Histogram('inference_graph_size', 'statements', buckets=[2**x for x in range(2, 20, 2)]) | |
1587 | 26 |
27 ROOM = Namespace("http://projects.bigasterisk.com/room/") | |
28 LOG = Namespace('http://www.w3.org/2000/10/swap/log#') | |
29 MATH = Namespace('http://www.w3.org/2000/10/swap/math#') | |
30 | |
31 | |
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32 def stmtTemplate(stmt: Triple) -> Tuple[Optional[Node], Optional[Node], Optional[Node]]: |
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33 return ( |
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34 None if isinstance(stmt[0], (Variable, BNode)) else stmt[0], |
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35 None if isinstance(stmt[1], (Variable, BNode)) else stmt[1], |
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36 None if isinstance(stmt[2], (Variable, BNode)) else stmt[2], |
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37 ) |
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38 |
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39 |
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40 class NoOptions(ValueError): |
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41 """stmtlooper has no possibilites to add to the binding; the whole rule must therefore not apply""" |
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42 |
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43 |
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44 class Inconsistent(ValueError): |
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45 """adding this stmt would be inconsistent with an existing binding""" |
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46 |
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47 |
1632 | 48 _stmtLooperShortId = itertools.count() |
49 | |
50 | |
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51 @dataclass |
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52 class StmtLooper: |
1632 | 53 """given one LHS stmt, iterate through the possible matches for it, |
54 returning what bindings they would imply. Only distinct bindings are | |
55 returned. The bindings build on any `prev` StmtLooper's results. | |
56 | |
57 This iterator is restartable.""" | |
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58 lhsStmt: Triple |
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59 prev: Optional['StmtLooper'] |
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60 workingSet: ReadOnlyWorkingSet |
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61 parent: 'Lhs' # just for lhs.graph, really |
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62 |
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63 def __repr__(self): |
1632 | 64 return f'StmtLooper{self._shortId}({graphDump([self.lhsStmt])} {"<pastEnd>" if self.pastEnd() else ""})' |
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65 |
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66 def __post_init__(self): |
1632 | 67 self._shortId = next(_stmtLooperShortId) |
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68 self._myWorkingSetMatches = self._myMatches(self.workingSet) |
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69 |
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70 self._current = CandidateBinding({}) |
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71 self._pastEnd = False |
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72 self._seenBindings: List[CandidateBinding] = [] |
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73 self.restart() |
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74 |
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75 def _myMatches(self, g: Graph) -> List[Triple]: |
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76 template = stmtTemplate(self.lhsStmt) |
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77 |
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78 stmts = sorted(cast(Iterator[Triple], list(g.triples(template)))) |
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79 # plus new lhs possibilties... |
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80 # log.debug(f'{INDENT*6} {self} find {len(stmts)=} in {len(self.workingSet)=}') |
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81 |
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82 return stmts |
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83 |
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84 def _prevBindings(self) -> CandidateBinding: |
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85 if not self.prev or self.prev.pastEnd(): |
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86 return CandidateBinding({}) |
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87 |
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88 return self.prev.currentBinding() |
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89 |
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90 def advance(self): |
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91 """update to a new set of bindings we haven't seen (since last restart), or go into pastEnd mode""" |
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92 if self._pastEnd: |
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93 raise NotImplementedError('need restart') |
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94 log.debug('') |
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95 augmentedWorkingSet: Sequence[Triple] = [] |
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96 if self.prev is None: |
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97 augmentedWorkingSet = self._myWorkingSetMatches |
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98 else: |
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99 augmentedWorkingSet = list(self.prev.currentBinding().apply(self._myWorkingSetMatches, |
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100 returnBoundStatementsOnly=False)) |
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101 |
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102 log.debug(f'{INDENT*6} {self}.advance has {augmentedWorkingSet=}') |
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103 |
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104 if self._advanceWithPlainMatches(augmentedWorkingSet): |
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105 return |
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106 |
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107 if self._advanceWithBoolRules(): |
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108 return |
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109 |
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110 curBind = self.prev.currentBinding() if self.prev else CandidateBinding({}) |
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111 [lhsStmtBound] = curBind.apply([self.lhsStmt], returnBoundStatementsOnly=False) |
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112 |
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113 fullWorkingSet = self.workingSet + self.parent.graph |
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114 boundFullWorkingSet = list(curBind.apply(fullWorkingSet, returnBoundStatementsOnly=False)) |
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115 log.debug(f'{fullWorkingSet.__len__()=} {len(boundFullWorkingSet)=}') |
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116 |
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117 if self._advanceWithFunctions(augmentedWorkingSet, boundFullWorkingSet, lhsStmtBound): |
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118 return |
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119 |
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120 log.debug(f'{INDENT*6} {self} is past end') |
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121 self._pastEnd = True |
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122 |
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123 def _advanceWithPlainMatches(self, augmentedWorkingSet: Sequence[Triple]) -> bool: |
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124 log.debug(f'{INDENT*7} {self} mines {len(augmentedWorkingSet)} matching augmented statements') |
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125 for s in augmentedWorkingSet: |
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126 log.debug(f'{INDENT*7} {s}') |
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127 |
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128 for i, stmt in enumerate(augmentedWorkingSet): |
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129 try: |
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130 outBinding = self._totalBindingIfThisStmtWereTrue(stmt) |
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131 except Inconsistent: |
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132 log.debug(f'{INDENT*7} {self} - {stmt} would be inconsistent with prev bindings') |
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133 continue |
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135 log.debug(f'{INDENT*7} {outBinding=} {self._seenBindings=}') |
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136 if outBinding not in self._seenBindings: |
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137 self._seenBindings.append(outBinding.copy()) |
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138 self._current = outBinding |
1632 | 139 log.debug(f'{INDENT*7} new binding from {self} -> {outBinding}') |
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140 return True |
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141 return False |
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142 |
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143 def _advanceWithBoolRules(self) -> bool: |
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144 log.debug(f'{INDENT*7} {self} mines bool rules') |
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145 if self.lhsStmt[1] == MATH['greaterThan']: |
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146 operands = [self.lhsStmt[0], self.lhsStmt[2]] |
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147 try: |
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148 boundOperands = self._boundOperands(operands) |
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149 except BindingUnknown: |
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150 return False |
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151 if numericNode(boundOperands[0]) > numericNode(boundOperands[1]): |
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152 binding: CandidateBinding = self._prevBindings().copy() # no new values; just allow matching to keep going |
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153 if binding not in self._seenBindings: |
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154 self._seenBindings.append(binding) |
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155 self._current = binding |
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156 log.debug(f'{INDENT*7} new binding from {self} -> {binding}') |
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157 return True |
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158 return False |
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159 |
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160 def _advanceWithFunctions(self, augmentedWorkingSet: Sequence[Triple], boundFullWorkingSet, lhsStmtBound) -> bool: |
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161 log.debug(f'{INDENT*7} {self} mines rules') |
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162 |
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163 if self.lhsStmt[1] == ROOM['asFarenheit']: |
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164 pb: CandidateBinding = self._prevBindings() |
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165 log.debug(f'{INDENT*7} {self} consider ?x faren ?y where ?x={self.lhsStmt[0]} and {pb=}') |
1632 | 166 |
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167 if isinstance(self.lhsStmt[0], (Variable, BNode)) and pb.contains(self.lhsStmt[0]): |
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168 operands = [pb.applyTerm(self.lhsStmt[0])] |
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169 f = cast(Literal, Literal(Decimal(numericNode(operands[0])) * 9 / 5 + 32)) |
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170 objVar = self.lhsStmt[2] |
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171 if not isinstance(objVar, Variable): |
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172 raise TypeError(f'expected Variable, got {objVar!r}') |
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173 newBindings = CandidateBinding({cast(BindableTerm, objVar): cast(Node, f)}) |
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174 self._current.addNewBindings(newBindings) |
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175 if newBindings not in self._seenBindings: |
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176 self._seenBindings.append(newBindings) |
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177 self._current = newBindings |
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178 return True |
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179 elif self.lhsStmt[1] == MATH['sum']: |
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180 |
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181 g = Graph() |
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182 for s in boundFullWorkingSet: |
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183 g.add(s) |
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184 log.debug(f' boundWorkingSet graph: {s}') |
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185 log.debug(f'_parseList subj = {lhsStmtBound[0]}') |
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186 operands, _ = parseList(g, lhsStmtBound[0]) |
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187 log.debug(f'********* {INDENT*7} {self} found list {operands=}') |
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188 try: |
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189 obj = Literal(sum(map(numericNode, operands))) |
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190 except TypeError: |
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191 log.debug('typeerr in operands') |
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192 pass |
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193 else: |
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194 objVar = lhsStmtBound[2] |
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195 log.debug(f'{objVar=}') |
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196 |
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197 if not isinstance(objVar, Variable): |
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198 raise TypeError(f'expected Variable, got {objVar!r}') |
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199 newBindings = CandidateBinding({objVar: obj}) |
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200 log.debug(f'{newBindings=}') |
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201 |
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202 self._current.addNewBindings(newBindings) |
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203 log.debug(f'{self._seenBindings=}') |
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204 if newBindings not in self._seenBindings: |
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205 self._seenBindings.append(newBindings) |
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206 self._current = newBindings |
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207 return True |
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208 |
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209 return False |
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210 |
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211 def _boundOperands(self, operands) -> List[Node]: |
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212 pb: CandidateBinding = self._prevBindings() |
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213 |
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214 boundOperands: List[Node] = [] |
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215 for op in operands: |
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216 if isinstance(op, (Variable, BNode)): |
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217 boundOperands.append(pb.applyTerm(op)) |
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218 else: |
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219 boundOperands.append(op) |
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220 return boundOperands |
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221 |
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222 def _totalBindingIfThisStmtWereTrue(self, newStmt: Triple) -> CandidateBinding: |
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223 outBinding = self._prevBindings().copy() |
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224 for rt, ct in zip(self.lhsStmt, newStmt): |
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225 if isinstance(rt, (Variable, BNode)): |
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226 if outBinding.contains(rt) and outBinding.applyTerm(rt) != ct: |
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227 raise Inconsistent(f'{rt=} {ct=} {outBinding=}') |
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228 outBinding.addNewBindings(CandidateBinding({rt: ct})) |
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229 return outBinding |
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230 |
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231 def currentBinding(self) -> CandidateBinding: |
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232 if self.pastEnd(): |
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233 raise NotImplementedError() |
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234 return self._current |
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235 |
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236 def newLhsStmts(self) -> List[Triple]: |
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237 """under the curent bindings, what new stmts beyond workingSet are also true? includes all `prev`""" |
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238 return [] |
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239 |
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240 def pastEnd(self) -> bool: |
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241 return self._pastEnd |
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242 |
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243 def restart(self): |
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244 self._pastEnd = False |
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245 self._seenBindings = [] |
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246 self.advance() |
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247 if self.pastEnd(): |
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248 raise NoOptions() |
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249 |
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250 |
1594 | 251 @dataclass |
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252 class Lhs: |
1594 | 253 graph: Graph |
254 | |
255 def __post_init__(self): | |
1608 | 256 # do precomputation in here that's not specific to the workingSet |
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257 # self.staticRuleStmts = Graph() |
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258 # self.nonStaticRuleStmts = Graph() |
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259 |
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260 # self.lhsBindables: Set[BindableTerm] = set() |
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261 # self.lhsBnodes: Set[BNode] = set() |
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262 # for ruleStmt in self.graph: |
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263 # varsAndBnodesInStmt = [term for term in ruleStmt if isinstance(term, (Variable, BNode))] |
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264 # self.lhsBindables.update(varsAndBnodesInStmt) |
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265 # self.lhsBnodes.update(x for x in varsAndBnodesInStmt if isinstance(x, BNode)) |
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266 # if not varsAndBnodesInStmt: |
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267 # self.staticRuleStmts.add(ruleStmt) |
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268 # else: |
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269 # self.nonStaticRuleStmts.add(ruleStmt) |
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270 |
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271 # self.nonStaticRuleStmtsSet = set(self.nonStaticRuleStmts) |
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272 |
1602 | 273 self.evaluations = list(Evaluation.findEvals(self.graph)) |
274 | |
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275 def __repr__(self): |
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276 return f"Lhs({graphDump(self.graph)})" |
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277 |
1621 | 278 def findCandidateBindings(self, knownTrue: ReadOnlyWorkingSet, stats) -> Iterator['BoundLhs']: |
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279 """bindings that fit the LHS of a rule, using statements from workingSet and functions |
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280 from LHS""" |
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281 if self.graph.__len__() == 0: |
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282 # special case- no LHS! |
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283 yield BoundLhs(self, CandidateBinding({})) |
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284 return |
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285 |
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286 log.debug(f'{INDENT*4} build new StmtLooper stack') |
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287 |
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288 try: |
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289 stmtStack = self._assembleRings(knownTrue) |
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290 except NoOptions: |
1632 | 291 log.debug(f'{INDENT*5} start up with no options; 0 bindings') |
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292 return |
1632 | 293 self._debugStmtStack('initial odometer', stmtStack) |
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294 self._assertAllRingsAreValid(stmtStack) |
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295 |
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296 lastRing = stmtStack[-1] |
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297 iterCount = 0 |
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298 while True: |
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299 iterCount += 1 |
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300 if iterCount > 10: |
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301 raise ValueError('stuck') |
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302 |
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303 log.debug(f'{INDENT*4} vv findCandBindings iteration {iterCount}') |
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304 |
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305 yield BoundLhs(self, lastRing.currentBinding()) |
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306 |
1632 | 307 self._debugStmtStack('odometer', stmtStack) |
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308 |
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309 done = self._advanceAll(stmtStack) |
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310 |
1632 | 311 self._debugStmtStack('odometer after ({done=})', stmtStack) |
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312 |
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313 log.debug(f'{INDENT*4} ^^ findCandBindings iteration done') |
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314 if done: |
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315 break |
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316 |
1632 | 317 def _debugStmtStack(self, label, stmtStack): |
318 log.debug(f'{INDENT*5} {label}:') | |
319 for l in stmtStack: | |
320 log.debug(f'{INDENT*6} {l} curbind={l.currentBinding() if not l.pastEnd() else "<end>"}') | |
321 | |
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322 def _assembleRings(self, knownTrue: ReadOnlyWorkingSet) -> List[StmtLooper]: |
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323 """make StmtLooper for each stmt in our LHS graph, but do it in a way that they all |
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324 start out valid (or else raise NoOptions)""" |
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325 |
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326 usedByFuncs: Set[Triple] = set() # don't worry about matching these |
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327 stmtsToResolve = list(self.graph) |
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328 for i, s in enumerate(stmtsToResolve): |
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329 if s[1] == MATH['sum']: |
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330 _, used = parseList(self.graph, s[0]) |
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331 usedByFuncs.update(used) |
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332 |
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333 stmtsToAdd = [stmt for stmt in stmtsToResolve if not stmt in usedByFuncs] |
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334 |
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335 # sort them by variable dependencies; don't just try all perms! |
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336 def lightSortKey(stmt): # Not this. Though it helps performance on the big rdf list cases. |
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337 (s, p, o) = stmt |
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338 return p == MATH['sum'], p, s, o |
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339 |
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340 stmtsToAdd.sort(key=lightSortKey) |
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341 |
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342 for perm in itertools.permutations(stmtsToAdd): |
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343 stmtStack: List[StmtLooper] = [] |
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344 prev: Optional[StmtLooper] = None |
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345 log.debug(f'{INDENT*5} try stmts in this order: {" -> ".join(graphDump([p]) for p in perm)}') |
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346 |
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347 for s in perm: |
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348 try: |
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349 elem = StmtLooper(s, prev, knownTrue, parent=self) |
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350 except NoOptions: |
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351 log.debug(f'{INDENT*6} permutation didnt work, try another') |
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352 break |
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353 stmtStack.append(elem) |
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354 prev = stmtStack[-1] |
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355 else: |
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356 return stmtStack |
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357 log.debug(f'{INDENT*6} no perms worked- rule cannot match anything') |
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358 |
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359 raise NoOptions() |
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360 |
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361 def _advanceAll(self, stmtStack: List[StmtLooper]) -> bool: |
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362 carry = True # 1st elem always must advance |
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363 for i, ring in enumerate(stmtStack): |
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364 # unlike normal odometer, advancing any earlier ring could invalidate later ones |
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365 if carry: |
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366 log.debug(f'{INDENT*5} advanceAll [{i}] {ring} carry/advance') |
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367 ring.advance() |
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368 carry = False |
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369 if ring.pastEnd(): |
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370 if ring is stmtStack[-1]: |
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371 log.debug(f'{INDENT*5} advanceAll [{i}] {ring} says we done') |
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372 return True |
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373 log.debug(f'{INDENT*5} advanceAll [{i}] {ring} restart') |
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374 ring.restart() |
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375 carry = True |
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|
376 return False |
1607
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|
377 |
1633
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378 def _assertAllRingsAreValid(self, stmtStack): |
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379 if any(ring.pastEnd() for ring in stmtStack): # this is an unexpected debug assertion |
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380 log.debug(f'{INDENT*5} some rings started at pastEnd {stmtStack}') |
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381 raise NoOptions() |
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382 |
1621 | 383 def _allStaticStatementsMatch(self, knownTrue: ReadOnlyWorkingSet) -> bool: |
1613
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384 # bug: see TestSelfFulfillingRule.test3 for a case where this rule's |
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385 # static stmt is matched by a non-static stmt in the rule itself |
1608 | 386 for ruleStmt in self.staticRuleStmts: |
1621 | 387 if ruleStmt not in knownTrue: |
1608 | 388 log.debug(f'{INDENT*3} {ruleStmt} not in working set- skip rule') |
389 return False | |
390 return True | |
391 | |
1607
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392 def _possibleBindings(self, workingSet, stats) -> Iterator['BoundLhs']: |
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393 """this yields at least the working bindings, and possibly others""" |
1600 | 394 candidateTermMatches: Dict[BindableTerm, Set[Node]] = self._allCandidateTermMatches(workingSet) |
1614
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395 for bindRow in self._product(candidateTermMatches): |
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396 try: |
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397 yield BoundLhs(self, bindRow) |
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398 except EvaluationFailed: |
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399 stats['permCountFailingEval'] += 1 |
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400 |
1600 | 401 def _allCandidateTermMatches(self, workingSet: ReadOnlyWorkingSet) -> Dict[BindableTerm, Set[Node]]: |
1593
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402 """the total set of terms each variable could possibly match""" |
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403 |
1593
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404 candidateTermMatches: Dict[BindableTerm, Set[Node]] = defaultdict(set) |
1594 | 405 for lhsStmt in self.graph: |
1597 | 406 log.debug(f'{INDENT*4} possibles for this lhs stmt: {lhsStmt}') |
1608 | 407 for i, trueStmt in enumerate(workingSet): |
1597 | 408 # log.debug(f'{INDENT*5} consider this true stmt ({i}): {trueStmt}') |
1592
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409 |
1594 | 410 for v, vals in self._bindingsFromStatement(lhsStmt, trueStmt): |
411 candidateTermMatches[v].update(vals) | |
412 | |
1593
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413 return candidateTermMatches |
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414 |
1594 | 415 def _bindingsFromStatement(self, stmt1: Triple, stmt2: Triple) -> Iterator[Tuple[Variable, Set[Node]]]: |
416 """if these stmts match otherwise, what BNode or Variable mappings do we learn? | |
417 | |
418 e.g. stmt1=(?x B ?y) and stmt2=(A B C), then we yield (?x, {A}) and (?y, {C}) | |
419 or stmt1=(_:x B C) and stmt2=(A B C), then we yield (_:x, {A}) | |
420 or stmt1=(?x B C) and stmt2=(A B D), then we yield nothing | |
421 """ | |
422 bindingsFromStatement = {} | |
423 for term1, term2 in zip(stmt1, stmt2): | |
424 if isinstance(term1, (BNode, Variable)): | |
425 bindingsFromStatement.setdefault(term1, set()).add(term2) | |
426 elif term1 != term2: | |
427 break | |
428 else: | |
429 for v, vals in bindingsFromStatement.items(): | |
1597 | 430 log.debug(f'{INDENT*5} {v=} {vals=}') |
1594 | 431 yield v, vals |
432 | |
1627
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433 def _product(self, candidateTermMatches: Dict[BindableTerm, Set[Node]]) -> Iterator[CandidateBinding]: |
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434 orderedVars, orderedValueSets = _organize(candidateTermMatches) |
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435 self._logCandidates(orderedVars, orderedValueSets) |
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436 log.debug(f'{INDENT*3} trying all permutations:') |
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437 if not orderedValueSets: |
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438 yield CandidateBinding({}) |
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439 return |
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440 |
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441 if not orderedValueSets or not all(orderedValueSets): |
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442 # some var or bnode has no options at all |
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443 return |
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444 rings: List[Iterator[Node]] = [itertools.cycle(valSet) for valSet in orderedValueSets] |
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445 currentSet: List[Node] = [next(ring) for ring in rings] |
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446 starts = [valSet[-1] for valSet in orderedValueSets] |
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447 while True: |
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448 for col, curr in enumerate(currentSet): |
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449 currentSet[col] = next(rings[col]) |
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450 log.debug(f'{INDENT*4} currentSet: {repr(currentSet)}') |
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451 yield CandidateBinding(dict(zip(orderedVars, currentSet))) |
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452 if curr is not starts[col]: |
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453 break |
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454 if col == len(orderedValueSets) - 1: |
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455 return |
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456 |
1600 | 457 def _logCandidates(self, orderedVars, orderedValueSets): |
1593
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458 if not log.isEnabledFor(logging.DEBUG): |
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459 return |
1597 | 460 log.debug(f'{INDENT*3} resulting candidate terms:') |
1593
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461 for v, vals in zip(orderedVars, orderedValueSets): |
1597 | 462 log.debug(f'{INDENT*4} {v!r} could be:') |
1593
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463 for val in vals: |
1597 | 464 log.debug(f'{INDENT*5}{val!r}') |
1592
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465 |
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466 |
1622
38bd8ef9ef67
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1621
diff
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|
467 @dataclass |
1607
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468 class BoundLhs: |
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469 lhs: Lhs |
1610 | 470 binding: CandidateBinding |
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471 |
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472 def __post_init__(self): |
1613
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473 self.usedByFuncs = Graph() |
1631
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big rewrite of infer() using statements not variables as the things to iterate over
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474 # self._applyFunctions() |
1607
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475 |
1616
3a6ed545357f
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476 def lhsStmtsWithoutEvals(self): |
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|
477 for stmt in self.lhs.graph: |
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478 if stmt in self.usedByFuncs: |
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479 continue |
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|
480 yield stmt |
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481 |
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482 def _applyFunctions(self): |
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483 """may grow the binding with some results""" |
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484 while True: |
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485 delta = self._applyFunctionsIteration() |
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486 if delta == 0: |
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487 break |
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488 |
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489 def _applyFunctionsIteration(self): |
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490 before = len(self.binding.binding) |
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491 delta = 0 |
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492 for ev in self.lhs.evaluations: |
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493 newBindings, usedGraph = ev.resultBindings(self.binding) |
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494 self.usedByFuncs += usedGraph |
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495 self.binding.addNewBindings(newBindings) |
1608 | 496 delta = len(self.binding.binding) - before |
497 log.debug(f'{INDENT*4} eval rules made {delta} new bindings') | |
1607
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498 return delta |
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499 |
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500 def verify(self, workingSet: ReadOnlyWorkingSet) -> bool: |
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501 """Can this bound lhs be true all at once in workingSet?""" |
1615
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change a Graph.__sub__ to Set.difference in verify() for a big speedup
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502 rem = cast(Set[Triple], self.lhs.nonStaticRuleStmtsSet.difference(self.usedByFuncs)) |
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503 boundLhs = self.binding.apply(rem) |
1607
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504 |
1611
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505 if log.isEnabledFor(logging.DEBUG): |
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506 boundLhs = list(boundLhs) |
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507 self._logVerifyBanner(boundLhs, workingSet) |
1607
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508 |
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509 for stmt in boundLhs: |
1611
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510 log.debug(f'{INDENT*4} check for %s', stmt) |
1607
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511 |
1611
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512 if stmt not in workingSet: |
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513 log.debug(f'{INDENT*5} stmt not known to be true') |
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514 return False |
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515 return True |
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516 |
1611
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517 def _logVerifyBanner(self, boundLhs, workingSet: ReadOnlyWorkingSet): |
1607
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518 log.debug(f'{INDENT*4}/ verify all bindings against this boundLhs:') |
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519 for stmt in sorted(boundLhs): |
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520 log.debug(f'{INDENT*4}|{INDENT} {stmt}') |
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521 |
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522 # log.debug(f'{INDENT*4}| and against this workingSet:') |
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523 # for stmt in sorted(workingSet): |
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524 # log.debug(f'{INDENT*4}|{INDENT} {stmt}') |
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525 |
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526 log.debug(f'{INDENT*4}\\') |
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527 |
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528 |
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529 @dataclass |
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530 class Rule: |
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531 lhsGraph: Graph |
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532 rhsGraph: Graph |
1632 | 533 |
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534 def __post_init__(self): |
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535 self.lhs = Lhs(self.lhsGraph) |
1632 | 536 # |
1631
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537 self.rhsBnodeMap = {} |
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538 |
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539 def applyRule(self, workingSet: Graph, implied: Graph, stats: Dict): |
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540 for bound in self.lhs.findCandidateBindings(ReadOnlyGraphAggregate([workingSet]), stats): |
1631
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541 log.debug(f'{INDENT*5} +rule has a working binding: {bound}') |
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542 |
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543 # rhs could have more bnodes, and they just need to be distinct per rule-firing that we do |
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544 existingRhsBnodes = set() |
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545 for stmt in self.rhsGraph: |
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546 for t in stmt: |
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547 if isinstance(t, BNode): |
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548 existingRhsBnodes.add(t) |
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549 # if existingRhsBnodes: |
1632 | 550 # log.debug(f'{INDENT*6} mapping rhs bnodes {existingRhsBnodes} to new ones') |
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551 |
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552 for b in existingRhsBnodes: |
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553 |
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554 key = tuple(sorted(bound.binding.binding.items())), b |
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555 self.rhsBnodeMap.setdefault(key, BNode()) |
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556 |
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557 bound.binding.addNewBindings(CandidateBinding({b: self.rhsBnodeMap[key]})) |
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558 |
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559 # for lhsBoundStmt in bound.binding.apply(bound.lhsStmtsWithoutEvals()): |
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560 # log.debug(f'{INDENT*6} adding to workingSet {lhsBoundStmt=}') |
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561 # workingSet.add(lhsBoundStmt) |
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562 # log.debug(f'{INDENT*6} rhsGraph is good: {list(self.rhsGraph)}') |
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563 |
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564 for newStmt in bound.binding.apply(self.rhsGraph): |
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565 # log.debug(f'{INDENT*6} adding {newStmt=}') |
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566 workingSet.add(newStmt) |
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567 implied.add(newStmt) |
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568 |
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569 |
1587 | 570 class Inference: |
571 | |
572 def __init__(self) -> None: | |
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573 self.rules = [] |
1587 | 574 |
575 def setRules(self, g: ConjunctiveGraph): | |
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576 self.rules: List[Rule] = [] |
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577 for stmt in g: |
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578 if stmt[1] == LOG['implies']: |
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579 self.rules.append(Rule(stmt[0], stmt[2])) |
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580 # other stmts should go to a default working set? |
1587 | 581 |
1601 | 582 @INFER_CALLS.time() |
1587 | 583 def infer(self, graph: Graph): |
584 """ | |
585 returns new graph of inferred statements. | |
586 """ | |
1626 | 587 n = graph.__len__() |
588 INFER_GRAPH_SIZE.observe(n) | |
589 log.info(f'{INDENT*0} Begin inference of graph len={n} with rules len={len(self.rules)}:') | |
1601 | 590 startTime = time.time() |
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591 stats: Dict[str, Union[int, float]] = defaultdict(lambda: 0) |
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592 # everything that is true: the input graph, plus every rule conclusion we can make |
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593 workingSet = Graph() |
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594 workingSet += graph |
1587 | 595 |
1594 | 596 # just the statements that came from RHS's of rules that fired. |
1587 | 597 implied = ConjunctiveGraph() |
598 | |
599 bailout_iterations = 100 | |
600 delta = 1 | |
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601 stats['initWorkingSet'] = cast(int, workingSet.__len__()) |
1587 | 602 while delta > 0 and bailout_iterations > 0: |
1620 | 603 log.debug('') |
1597 | 604 log.info(f'{INDENT*1}*iteration ({bailout_iterations} left)') |
1587 | 605 bailout_iterations -= 1 |
606 delta = -len(implied) | |
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607 self._iterateAllRules(workingSet, implied, stats) |
1587 | 608 delta += len(implied) |
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609 stats['iterations'] += 1 |
1597 | 610 log.info(f'{INDENT*2} this inference iteration added {delta} more implied stmts') |
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611 stats['timeSpent'] = round(time.time() - startTime, 3) |
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612 stats['impliedStmts'] = len(implied) |
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613 log.info(f'{INDENT*0} Inference done {dict(stats)}. Implied:') |
1587 | 614 for st in implied: |
1597 | 615 log.info(f'{INDENT*1} {st}') |
1587 | 616 return implied |
617 | |
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618 def _iterateAllRules(self, workingSet: Graph, implied: Graph, stats): |
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619 for i, rule in enumerate(self.rules): |
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620 self._logRuleApplicationHeader(workingSet, i, rule) |
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621 rule.applyRule(workingSet, implied, stats) |
1587 | 622 |
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623 def _logRuleApplicationHeader(self, workingSet, i, r: Rule): |
1594 | 624 if not log.isEnabledFor(logging.DEBUG): |
625 return | |
626 | |
627 log.debug('') | |
628 log.debug(f'{INDENT*2} workingSet:') | |
1597 | 629 for j, stmt in enumerate(sorted(workingSet)): |
630 log.debug(f'{INDENT*3} ({j}) {stmt}') | |
1594 | 631 |
632 log.debug('') | |
633 log.debug(f'{INDENT*2}-applying rule {i}') | |
1632 | 634 log.debug(f'{INDENT*3} rule def lhs:') |
1634
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635 for stmt in sorted(r.lhsGraph, reverse=True): |
1632 | 636 log.debug(f'{INDENT*4} {stmt}') |
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637 log.debug(f'{INDENT*3} rule def rhs: {graphDump(r.rhsGraph)}') |
1594 | 638 |
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639 |
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640 def graphDump(g: Union[Graph, List[Triple]]): |
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641 if not isinstance(g, Graph): |
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642 g2 = Graph() |
1594 | 643 g2 += g |
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644 g = g2 |
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645 g.bind('', ROOM) |
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646 g.bind('ex', Namespace('http://example.com/')) |
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647 lines = cast(bytes, g.serialize(format='n3')).decode('utf8').splitlines() |
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648 lines = [line.strip() for line in lines if not line.startswith('@prefix')] |
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649 return ' '.join(lines) |
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650 |
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651 |
1600 | 652 def _organize(candidateTermMatches: Dict[BindableTerm, Set[Node]]) -> Tuple[List[BindableTerm], List[List[Node]]]: |
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653 items = list(candidateTermMatches.items()) |
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654 items.sort() |
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655 orderedVars: List[BindableTerm] = [] |
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656 orderedValueSets: List[List[Node]] = [] |
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657 for v, vals in items: |
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658 orderedVars.append(v) |
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659 orderedValues: List[Node] = list(vals) |
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660 orderedValues.sort(key=str) |
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661 orderedValueSets.append(orderedValues) |
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662 |
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663 return orderedVars, orderedValueSets |