homeauto: service/mqtt_to_rdf/inference.py annotate

annotate service/mqtt_to_rdf/inference.py @ 1601:30463df12d89

infer() dumps stats

author	drewp@bigasterisk.com
date	Sun, 05 Sep 2021 23:27:49 -0700
parents	89a50242cb5e
children	e3c44ac6d3c5

rev	line source
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	1 """
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	2 copied from reasoning 2021-08-29. probably same api. should
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	3 be able to lib/ this out
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	4 """
1588 0757fafbfdab WIP inferencer - partial var and function support drewp@bigasterisk.com parents: 1587 diff changeset	5 import itertools
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	6 import logging
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	7 import time
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	8 from collections import defaultdict
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	9 from dataclasses import dataclass, field
1588 0757fafbfdab WIP inferencer - partial var and function support drewp@bigasterisk.com parents: 1587 diff changeset	10 from decimal import Decimal
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	11 from typing import Dict, Iterable, Iterator, List, Set, Tuple, Union, cast
1588 0757fafbfdab WIP inferencer - partial var and function support drewp@bigasterisk.com parents: 1587 diff changeset	12
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	13 from prometheus_client import Summary
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	14 from rdflib import RDF, BNode, Graph, Literal, Namespace, URIRef
1589 5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	15 from rdflib.graph import ConjunctiveGraph, ReadOnlyGraphAggregate
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	16 from rdflib.term import Node, Variable
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	17
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	18 log = logging.getLogger('infer')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	19 INDENT = ' '
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	20
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	21 Triple = Tuple[Node, Node, Node]
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	22 Rule = Tuple[Graph, Node, Graph]
1589 5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	23 BindableTerm = Union[Variable, BNode]
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	24 ReadOnlyWorkingSet = ReadOnlyGraphAggregate
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	25
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	26 INFER_CALLS = Summary('read_rules_calls', 'calls')
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	27
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	28 ROOM = Namespace("http://projects.bigasterisk.com/room/")
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	29 LOG = Namespace('http://www.w3.org/2000/10/swap/log#')
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	30 MATH = Namespace('http://www.w3.org/2000/10/swap/math#')
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	31
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	32 # Graph() makes a BNode if you don't pass
30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	33 # identifier, which can be a bottleneck.
30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	34 GRAPH_ID = URIRef('dont/care')
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	35
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	36 class EvaluationFailed(ValueError):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	37 """e.g. we were given (5 math:greaterThan 6)"""
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	38
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	39
1599 abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	40 class BindingUnknown(ValueError):
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	41 """e.g. we were asked to make the bound version
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	42 of (A B ?c) and we don't have a binding for ?c
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	43 """
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	44
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	45
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	46 @dataclass
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	47 class CandidateBinding:
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	48 binding: Dict[BindableTerm, Node]
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	49
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	50 def __repr__(self):
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	51 b = " ".join("%s=%s" % (k, v) for k, v in sorted(self.binding.items()))
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	52 return f'CandidateBinding({b})'
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	53
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	54 def apply(self, g: Graph) -> Iterator[Triple]:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	55 for stmt in g:
1599 abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	56 try:
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	57 bound = (self._applyTerm(stmt[0]), self._applyTerm(stmt[1]), self._applyTerm(stmt[2]))
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	58 except BindingUnknown:
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	59 continue
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	60 yield bound
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	61
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	62 def _applyTerm(self, term: Node):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	63 if isinstance(term, (Variable, BNode)):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	64 if term in self.binding:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	65 return self.binding[term]
1599 abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	66 else:
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	67 raise BindingUnknown()
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	68 return term
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	69
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	70 def applyFunctions(self, lhs) -> Graph:
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	71 """may grow the binding with some results"""
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	72 usedByFuncs = Graph(identifier=GRAPH_ID)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	73 while True:
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	74 delta = self._applyFunctionsIteration(lhs, usedByFuncs)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	75 if delta == 0:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	76 break
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	77 return usedByFuncs
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	78
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	79 def _applyFunctionsIteration(self, lhs, usedByFuncs: Graph):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	80 before = len(self.binding)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	81 delta = 0
1598 9e6a593180b6 Evaluation doesn't have to depend on Lhs class drewp@bigasterisk.com parents: 1597 diff changeset	82 for ev in Evaluation.findEvals(lhs.graph):
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	83 log.debug(f'{INDENT*3} found Evaluation')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	84
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	85 newBindings, usedGraph = ev.resultBindings(self.binding)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	86 usedByFuncs += usedGraph
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	87 self._addNewBindings(newBindings)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	88 delta = len(self.binding) - before
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	89 dump = "(...)"
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	90 if log.isEnabledFor(logging.DEBUG) and cast(int, usedGraph.__len__()) < 20:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	91 dump = graphDump(usedGraph)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	92 log.debug(f'{INDENT*4} rule {dump} made {delta} new bindings')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	93 return delta
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	94
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	95 def _addNewBindings(self, newBindings):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	96 for k, v in newBindings.items():
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	97 if k in self.binding and self.binding[k] != v:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	98 raise ValueError(f'conflict- thought {k} would be {self.binding[k]} but another Evaluation said it should be {v}')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	99 self.binding[k] = v
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	100
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	101 def verify(self, lhs: 'Lhs', workingSet: ReadOnlyWorkingSet, usedByFuncs: Graph) -> bool:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	102 """Can this lhs be true all at once in workingSet? Does it match with these bindings?"""
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	103 boundLhs = list(self.apply(lhs.graph))
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	104 boundUsedByFuncs = list(self.apply(usedByFuncs))
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	105
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	106 self._logVerifyBanner(boundLhs, workingSet, boundUsedByFuncs)
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	107
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	108 for stmt in boundLhs:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	109 log.debug(f'{INDENT*4} check for {stmt}')
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	110
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	111 if stmt in boundUsedByFuncs:
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	112 pass
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	113 elif stmt in workingSet:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	114 pass
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	115 else:
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	116 log.debug(f'{INDENT*5} stmt not known to be true')
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	117 return False
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	118 return True
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	119
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	120 def _logVerifyBanner(self, boundLhs, workingSet: ReadOnlyWorkingSet, boundUsedByFuncs):
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	121 if not log.isEnabledFor(logging.DEBUG):
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	122 return
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	123 log.debug(f'{INDENT*4}/ verify all bindings against this boundLhs:')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	124 for stmt in sorted(boundLhs):
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	125 log.debug(f'{INDENT*4}\|{INDENT} {stmt}')
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	126
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	127 # log.debug(f'{INDENT*4}\| and against this workingSet:')
387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	128 # for stmt in sorted(workingSet):
387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	129 # log.debug(f'{INDENT*4}\|{INDENT} {stmt}')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	130
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	131 stmts = sorted(boundUsedByFuncs)
387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	132 if stmts:
387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	133 log.debug(f'{INDENT*4}\| while ignoring these usedByFuncs:')
387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	134 for stmt in stmts:
387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	135 log.debug(f'{INDENT*4}\|{INDENT} {stmt}')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	136 log.debug(f'{INDENT*4}\\')
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	137
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	138
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	139 @dataclass
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	140 class Lhs:
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	141 graph: Graph
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	142 stats: Dict
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	143
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	144 staticRuleStmts: Graph = field(default_factory=Graph)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	145 lhsBindables: Set[BindableTerm] = field(default_factory=set)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	146 lhsBnodes: Set[BNode] = field(default_factory=set)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	147
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	148 def __post_init__(self):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	149 for ruleStmt in self.graph:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	150 varsAndBnodesInStmt = [term for term in ruleStmt if isinstance(term, (Variable, BNode))]
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	151 self.lhsBindables.update(varsAndBnodesInStmt)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	152 self.lhsBnodes.update(x for x in varsAndBnodesInStmt if isinstance(x, BNode))
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	153 if not varsAndBnodesInStmt:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	154 self.staticRuleStmts.add(ruleStmt)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	155
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	156 def findCandidateBindings(self, workingSet: ReadOnlyWorkingSet) -> Iterator[CandidateBinding]:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	157 """bindings that fit the LHS of a rule, using statements from workingSet and functions
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	158 from LHS"""
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	159 log.debug(f'{INDENT*3} nodesToBind: {self.lhsBindables}')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	160
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	161 if not self._allStaticStatementsMatch(workingSet):
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	162 return
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	163
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	164 candidateTermMatches: Dict[BindableTerm, Set[Node]] = self._allCandidateTermMatches(workingSet)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	165
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	166 orderedVars, orderedValueSets = _organize(candidateTermMatches)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	167
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	168 self._logCandidates(orderedVars, orderedValueSets)
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	169
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	170 log.debug(f'{INDENT*3} trying all permutations:')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	171
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	172
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	173 for perm in itertools.product(*orderedValueSets):
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	174 binding = CandidateBinding(dict(zip(orderedVars, perm)))
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	175 log.debug('')
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	176 log.debug(f'{INDENT4}trying {binding}')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	177
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	178 try:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	179 usedByFuncs = binding.applyFunctions(self)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	180 except EvaluationFailed:
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	181 self.stats['permCountFailingEval'] += 1
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	182 continue
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	183
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	184 if not binding.verify(self, workingSet, usedByFuncs):
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	185 log.debug(f'{INDENT*4} this binding did not verify')
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	186 self.stats['permCountFailingVerify'] += 1
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	187 continue
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	188
30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	189 self.stats['permCountSucceeding'] += 1
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	190 yield binding
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	191
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	192 def _allStaticStatementsMatch(self, workingSet: ReadOnlyWorkingSet) -> bool:
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	193 for ruleStmt in self.staticRuleStmts:
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	194 if ruleStmt not in workingSet:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	195 log.debug(f'{INDENT*3} {ruleStmt} not in working set- skip rule')
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	196 return False
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	197 return True
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	198
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	199 def _allCandidateTermMatches(self, workingSet: ReadOnlyWorkingSet) -> Dict[BindableTerm, Set[Node]]:
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	200 """the total set of terms each variable could possibly match"""
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	201
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	202 candidateTermMatches: Dict[BindableTerm, Set[Node]] = defaultdict(set)
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	203 for lhsStmt in self.graph:
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	204 log.debug(f'{INDENT*4} possibles for this lhs stmt: {lhsStmt}')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	205 for i, trueStmt in enumerate(sorted(workingSet)):
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	206 # log.debug(f'{INDENT*5} consider this true stmt ({i}): {trueStmt}')
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	207
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	208 for v, vals in self._bindingsFromStatement(lhsStmt, trueStmt):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	209 candidateTermMatches[v].update(vals)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	210
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	211 for trueStmt in itertools.chain(workingSet, self.graph):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	212 for b in self.lhsBnodes:
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	213 for t in [trueStmt[0], trueStmt[2]]:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	214 if isinstance(t, (URIRef, BNode)):
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	215 candidateTermMatches[b].add(t)
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	216 return candidateTermMatches
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	217
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	218 def _bindingsFromStatement(self, stmt1: Triple, stmt2: Triple) -> Iterator[Tuple[Variable, Set[Node]]]:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	219 """if these stmts match otherwise, what BNode or Variable mappings do we learn?
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	220
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	221 e.g. stmt1=(?x B ?y) and stmt2=(A B C), then we yield (?x, {A}) and (?y, {C})
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	222 or stmt1=(_:x B C) and stmt2=(A B C), then we yield (_:x, {A})
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	223 or stmt1=(?x B C) and stmt2=(A B D), then we yield nothing
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	224 """
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	225 bindingsFromStatement = {}
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	226 for term1, term2 in zip(stmt1, stmt2):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	227 if isinstance(term1, (BNode, Variable)):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	228 bindingsFromStatement.setdefault(term1, set()).add(term2)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	229 elif term1 != term2:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	230 break
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	231 else:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	232 for v, vals in bindingsFromStatement.items():
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	233 log.debug(f'{INDENT*5} {v=} {vals=}')
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	234 yield v, vals
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	235
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	236 def graphWithoutEvals(self, binding: CandidateBinding) -> Graph:
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	237 g = Graph(identifier=GRAPH_ID)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	238 usedByFuncs = binding.applyFunctions(self)
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	239
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	240 for stmt in self.graph:
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	241 if stmt not in usedByFuncs:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	242 g.add(stmt)
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	243 return g
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	244
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	245 def _logCandidates(self, orderedVars, orderedValueSets):
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	246 if not log.isEnabledFor(logging.DEBUG):
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	247 return
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	248 log.debug(f'{INDENT*3} resulting candidate terms:')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	249 for v, vals in zip(orderedVars, orderedValueSets):
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	250 log.debug(f'{INDENT*4} {v!r} could be:')
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	251 for val in vals:
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	252 log.debug(f'{INDENT*5}{val!r}')
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	253
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	254
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	255 class Evaluation:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	256 """some lhs statements need to be evaluated with a special function
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	257 (e.g. math) and then not considered for the rest of the rule-firing
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	258 process. It's like they already 'matched' something, so they don't need
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	259 to match a statement from the known-true working set.
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	260
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	261 One Evaluation instance is for one function call.
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	262 """
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	263
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	264 @staticmethod
1598 9e6a593180b6 Evaluation doesn't have to depend on Lhs class drewp@bigasterisk.com parents: 1597 diff changeset	265 def findEvals(graph: Graph) -> Iterator['Evaluation']:
9e6a593180b6 Evaluation doesn't have to depend on Lhs class drewp@bigasterisk.com parents: 1597 diff changeset	266 for stmt in graph.triples((None, MATH['sum'], None)):
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	267 operands, operandsStmts = _parseList(graph, stmt[0])
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	268 yield Evaluation(operands, stmt, operandsStmts)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	269
1598 9e6a593180b6 Evaluation doesn't have to depend on Lhs class drewp@bigasterisk.com parents: 1597 diff changeset	270 for stmt in graph.triples((None, MATH['greaterThan'], None)):
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	271 yield Evaluation([stmt[0], stmt[2]], stmt, [])
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	272
1598 9e6a593180b6 Evaluation doesn't have to depend on Lhs class drewp@bigasterisk.com parents: 1597 diff changeset	273 for stmt in graph.triples((None, ROOM['asFarenheit'], None)):
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	274 yield Evaluation([stmt[0]], stmt, [])
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	275
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	276 # internal, use findEvals
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	277 def __init__(self, operands: List[Node], mainStmt: Triple, otherStmts: Iterable[Triple]) -> None:
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	278 self.operands = operands
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	279 self.operandsStmts = Graph(identifier=GRAPH_ID)
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	280 self.operandsStmts += otherStmts # may grow
4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	281 self.operandsStmts.add(mainStmt)
4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	282 self.stmt = mainStmt
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	283
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	284 def resultBindings(self, inputBindings) -> Tuple[Dict[BindableTerm, Node], Graph]:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	285 """under the bindings so far, what would this evaluation tell us, and which stmts would be consumed from doing so?"""
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	286 pred = self.stmt[1]
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	287 objVar: Node = self.stmt[2]
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	288 boundOperands = []
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	289 for op in self.operands:
4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	290 if isinstance(op, Variable):
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	291 try:
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	292 op = inputBindings[op]
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	293 except KeyError:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	294 return {}, self.operandsStmts
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	295
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	296 boundOperands.append(op)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	297
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	298 if pred == MATH['sum']:
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	299 obj = Literal(sum(map(numericNode, boundOperands)))
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	300 if not isinstance(objVar, Variable):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	301 raise TypeError(f'expected Variable, got {objVar!r}')
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	302 res: Dict[BindableTerm, Node] = {objVar: obj}
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	303 elif pred == ROOM['asFarenheit']:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	304 if len(boundOperands) != 1:
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	305 raise ValueError(":asFarenheit takes 1 subject operand")
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	306 f = Literal(Decimal(numericNode(boundOperands[0])) * 9 / 5 + 32)
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	307 if not isinstance(objVar, Variable):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	308 raise TypeError(f'expected Variable, got {objVar!r}')
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	309 res: Dict[BindableTerm, Node] = {objVar: f}
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	310 elif pred == MATH['greaterThan']:
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	311 if not (numericNode(boundOperands[0]) > numericNode(boundOperands[1])):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	312 raise EvaluationFailed()
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	313 res: Dict[BindableTerm, Node] = {}
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	314 else:
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	315 raise NotImplementedError(repr(pred))
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	316
1596 4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	317 return res, self.operandsStmts
4e795ed3a693 more cleanup, especially around Evaluation drewp@bigasterisk.com parents: 1594 diff changeset	318
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	319
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	320 def numericNode(n: Node):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	321 if not isinstance(n, Literal):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	322 raise TypeError(f'expected Literal, got {n=}')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	323 val = n.toPython()
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	324 if not isinstance(val, (int, float, Decimal)):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	325 raise TypeError(f'expected number, got {val=}')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	326 return val
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	327
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	328
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	329 class Inference:
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	330
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	331 def __init__(self) -> None:
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	332 self.rules = ConjunctiveGraph()
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	333
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	334 def setRules(self, g: ConjunctiveGraph):
1599 abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	335 self.rules = ConjunctiveGraph()
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	336 for stmt in g:
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	337 if stmt[1] == LOG['implies']:
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	338 self.rules.add(stmt)
abbf0eb0e640 fix a bug with a slightly moer complicated set of rules drewp@bigasterisk.com parents: 1598 diff changeset	339 # others should go to a default working set?
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	340
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	341 @INFER_CALLS.time()
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	342 def infer(self, graph: Graph):
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	343 """
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	344 returns new graph of inferred statements.
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	345 """
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	346 log.info(f'{INDENT*0} Begin inference of graph len={graph.__len__()} with rules len={len(self.rules)}:')
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	347 startTime = time.time()
30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	348 self.stats: Dict[str, Union[int,float]] = defaultdict(lambda: 0)
1589 5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	349 # everything that is true: the input graph, plus every rule conclusion we can make
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	350 workingSet = Graph()
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	351 workingSet += graph
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	352
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	353 # just the statements that came from RHS's of rules that fired.
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	354 implied = ConjunctiveGraph()
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	355
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	356 bailout_iterations = 100
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	357 delta = 1
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	358 self.stats['initWorkingSet'] = cast(int, workingSet.__len__())
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	359 while delta > 0 and bailout_iterations > 0:
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	360 log.info(f'{INDENT1}iteration ({bailout_iterations} left)')
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	361 bailout_iterations -= 1
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	362 delta = -len(implied)
1588 0757fafbfdab WIP inferencer - partial var and function support drewp@bigasterisk.com parents: 1587 diff changeset	363 self._iterateAllRules(workingSet, implied)
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	364 delta += len(implied)
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	365 self.stats['iterations'] += 1
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	366 log.info(f'{INDENT*2} this inference iteration added {delta} more implied stmts')
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	367 self.stats['timeSpent'] = round(time.time() - startTime, 3)
30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	368 self.stats['impliedStmts'] = len(implied)
30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	369 log.info(f'{INDENT*0} Inference done {dict(self.stats)}. Implied:')
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	370 for st in implied:
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	371 log.info(f'{INDENT*1} {st}')
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	372 return implied
9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	373
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	374 def _iterateAllRules(self, workingSet: Graph, implied: Graph):
1589 5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	375 for i, r in enumerate(self.rules):
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	376 self._logRuleApplicationHeader(workingSet, i, r)
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	377 _applyRule(Lhs(r[0], self.stats), r[2], workingSet, implied, self.stats)
1587 9a3a18c494f9 WIP new inferencer. no vars yet. drewp@bigasterisk.com parents: diff changeset	378
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	379 def _logRuleApplicationHeader(self, workingSet, i, r):
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	380 if not log.isEnabledFor(logging.DEBUG):
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	381 return
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	382
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	383 log.debug('')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	384 log.debug(f'{INDENT*2} workingSet:')
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	385 for j, stmt in enumerate(sorted(workingSet)):
387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	386 log.debug(f'{INDENT*3} ({j}) {stmt}')
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	387
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	388 log.debug('')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	389 log.debug(f'{INDENT*2}-applying rule {i}')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	390 log.debug(f'{INDENT*3} rule def lhs: {graphDump(r[0])}')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	391 log.debug(f'{INDENT*3} rule def rhs: {graphDump(r[2])}')
e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	392
1588 0757fafbfdab WIP inferencer - partial var and function support drewp@bigasterisk.com parents: 1587 diff changeset	393
1601 30463df12d89 infer() dumps stats drewp@bigasterisk.com parents: 1600 diff changeset	394 def _applyRule(lhs: Lhs, rhs: Graph, workingSet: Graph, implied: Graph, stats: Dict):
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	395 for binding in lhs.findCandidateBindings(ReadOnlyGraphAggregate([workingSet])):
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	396 log.debug(f'{INDENT*3} rule has a working binding:')
387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	397
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	398 for lhsBoundStmt in binding.apply(lhs.graphWithoutEvals(binding)):
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	399 log.debug(f'{INDENT*5} adding {lhsBoundStmt=}')
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	400 workingSet.add(lhsBoundStmt)
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	401 for newStmt in binding.apply(rhs):
1597 387a9cb66517 logging adjustments drewp@bigasterisk.com parents: 1596 diff changeset	402 log.debug(f'{INDENT*5} adding {newStmt=}')
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	403 workingSet.add(newStmt)
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	404 implied.add(newStmt)
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	405
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	406
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	407 def _parseList(graph, subj) -> Tuple[List[Node], Set[Triple]]:
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	408 """"Do like Collection(g, subj) but also return all the
b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	409 triples that are involved in the list"""
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	410 out = []
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	411 used = set()
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	412 cur = subj
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	413 while cur != RDF.nil:
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	414 out.append(graph.value(cur, RDF.first))
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	415 used.add((cur, RDF.first, out[-1]))
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	416
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	417 next = graph.value(cur, RDF.rest)
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	418 used.add((cur, RDF.rest, next))
1593 b0df43d5494c big rewrite- more classes, smaller methods, more typesafe, all current tests passing drewp@bigasterisk.com parents: 1592 diff changeset	419
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	420 cur = next
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	421 return out, used
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	422
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	423
1590 327202020892 WIP inference- getting into more degenerate test cases drewp@bigasterisk.com parents: 1589 diff changeset	424 def graphDump(g: Union[Graph, List[Triple]]):
327202020892 WIP inference- getting into more degenerate test cases drewp@bigasterisk.com parents: 1589 diff changeset	425 if not isinstance(g, Graph):
327202020892 WIP inference- getting into more degenerate test cases drewp@bigasterisk.com parents: 1589 diff changeset	426 g2 = Graph()
1594 e58bcfa66093 cleanups and a few fixed cases drewp@bigasterisk.com parents: 1593 diff changeset	427 g2 += g
1590 327202020892 WIP inference- getting into more degenerate test cases drewp@bigasterisk.com parents: 1589 diff changeset	428 g = g2
1589 5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	429 g.bind('', ROOM)
5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	430 g.bind('ex', Namespace('http://example.com/'))
5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	431 lines = cast(bytes, g.serialize(format='n3')).decode('utf8').splitlines()
5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	432 lines = [line for line in lines if not line.startswith('@prefix')]
5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	433 return ' '.join(lines)
5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	434
5c1055be3c36 WIP more debugging, working towards bnode-matching support drewp@bigasterisk.com parents: 1588 diff changeset	435
1600 89a50242cb5e cleanup internal names, imports drewp@bigasterisk.com parents: 1599 diff changeset	436 def _organize(candidateTermMatches: Dict[BindableTerm, Set[Node]]) -> Tuple[List[BindableTerm], List[List[Node]]]:
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	437 items = list(candidateTermMatches.items())
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	438 items.sort()
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	439 orderedVars: List[BindableTerm] = []
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	440 orderedValueSets: List[List[Node]] = []
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	441 for v, vals in items:
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	442 orderedVars.append(v)
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	443 orderedValues: List[Node] = list(vals)
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	444 orderedValues.sort(key=str)
d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	445 orderedValueSets.append(orderedValues)
1588 0757fafbfdab WIP inferencer - partial var and function support drewp@bigasterisk.com parents: 1587 diff changeset	446
1592 d7b66234064b pure reordering of funcs to make the next diffs smaller drewp@bigasterisk.com parents: 1591 diff changeset	447 return orderedVars, orderedValueSets

Mercurial > code > home > repos > homeauto

annotate service/mqtt_to_rdf/inference.py @ 1601:30463df12d89