Mercurial > code > home > repos > homeauto
view service/mqtt_to_rdf/inference_test.py @ 1660:31f7dab6a60b
function evaluation uses Chunk lists now and runs fast. Only a few edge cases still broken
author | drewp@bigasterisk.com |
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date | Sun, 19 Sep 2021 15:39:37 -0700 |
parents | 15e84c71beee |
children | 7a61113fd17d |
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""" also see https://github.com/w3c/N3/tree/master/tests/N3Tests """ from collections import defaultdict from decimal import Decimal from typing import cast import unittest from rdflib import ConjunctiveGraph, Graph, Literal, Namespace from rdflib.graph import ReadOnlyGraphAggregate from rdflib.parser import StringInputSource from inference import Inference, Lhs from rdflib_debug_patches import patchBnodeCounter, patchSlimReprs patchSlimReprs() patchBnodeCounter() EX = Namespace('http://example.com/') ROOM = Namespace('http://projects.bigasterisk.com/room/') def N3(txt: str): g = ConjunctiveGraph() prefix = """ @prefix : <http://projects.bigasterisk.com/room/> . @prefix ex: <http://example.com/> . @prefix room: <http://projects.bigasterisk.com/room/> . @prefix math: <http://www.w3.org/2000/10/swap/math#> . @prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> . """ g.parse(StringInputSource((prefix + txt).encode('utf8')), format='n3') return g def makeInferenceWithRules(n3): inf = Inference() inf.setRules(N3(n3)) return inf class WithGraphEqual(unittest.TestCase): def assertGraphEqual(self, g: Graph, expected: Graph): stmts1 = list(g.triples((None, None, None))) stmts2 = list(expected.triples((None, None, None))) self.assertCountEqual(stmts1, stmts2) class TestInferenceWithoutVars(WithGraphEqual): def testEmitNothing(self): inf = makeInferenceWithRules("") implied = inf.infer(N3(":a :b :c .")) self.assertEqual(len(implied), 0) def testSimple(self): inf = makeInferenceWithRules("{ :a :b :c . } => { :a :b :new . } .") implied = inf.infer(N3(":a :b :c .")) self.assertGraphEqual(implied, N3(":a :b :new .")) def testTwoRounds(self): inf = makeInferenceWithRules(""" { :a :b :c . } => { :a :b :new1 . } . { :a :b :new1 . } => { :a :b :new2 . } . """) implied = inf.infer(N3(":a :b :c .")) self.assertGraphEqual(implied, N3(":a :b :new1, :new2 .")) class TestNonRuleStatements(WithGraphEqual): def test(self): inf = makeInferenceWithRules(":d :e :f . { :a :b :c . } => { :a :b :new . } .") self.assertCountEqual(inf.nonRuleStatements(), [(ROOM.d, ROOM.e, ROOM.f)]) class TestInferenceWithVars(WithGraphEqual): def testVarInSubject(self): inf = makeInferenceWithRules("{ ?x :b :c . } => { :new :stmt ?x } .") implied = inf.infer(N3(":a :b :c .")) self.assertGraphEqual(implied, N3(":new :stmt :a .")) def testVarInObject(self): inf = makeInferenceWithRules("{ :a :b ?x . } => { :new :stmt ?x } .") implied = inf.infer(N3(":a :b :c .")) self.assertGraphEqual(implied, N3(":new :stmt :c .")) def testVarMatchesTwice(self): inf = makeInferenceWithRules("{ :a :b ?x . } => { :new :stmt ?x } .") implied = inf.infer(N3(":a :b :c, :d .")) self.assertGraphEqual(implied, N3(":new :stmt :c, :d .")) def testTwoRulesApplyIndependently(self): inf = makeInferenceWithRules(""" { :a :b ?x . } => { :new :stmt ?x . } . { :d :e ?y . } => { :new :stmt2 ?y . } . """) implied = inf.infer(N3(":a :b :c .")) self.assertGraphEqual(implied, N3(""" :new :stmt :c . """)) implied = inf.infer(N3(":a :b :c . :d :e :f .")) self.assertGraphEqual(implied, N3(""" :new :stmt :c . :new :stmt2 :f . """)) def testOneRuleActivatesAnother(self): inf = makeInferenceWithRules(""" { :a :b ?x . } => { :new :stmt ?x . } . { ?y :stmt ?z . } => { :new :stmt2 ?y . } . """) implied = inf.infer(N3(":a :b :c .")) self.assertGraphEqual(implied, N3(""" :new :stmt :c . :new :stmt2 :new . """)) def testVarLinksTwoStatements(self): inf = makeInferenceWithRules("{ :a :b ?x . :d :e ?x } => { :new :stmt ?x } .") implied = inf.infer(N3(":a :b :c .")) self.assertGraphEqual(implied, N3("")) implied = inf.infer(N3(":a :b :c . :d :e :f .")) self.assertGraphEqual(implied, N3("")) implied = inf.infer(N3(":a :b :c . :d :e :c .")) self.assertGraphEqual(implied, N3(":new :stmt :c .")) def testRuleMatchesStaticStatement(self): inf = makeInferenceWithRules("{ :a :b ?x . :a :b :c . } => { :new :stmt ?x } .") implied = inf.infer(N3(":a :b :c .")) self.assertGraphEqual(implied, N3(":new :stmt :c .")) class TestBnodeMatching(WithGraphEqual): def testRuleBnodeBindsToInputBnode(self): inf = makeInferenceWithRules("{ [ :a :b ] . } => { :new :stmt :here } .") implied = inf.infer(N3("[ :a :b ] .")) self.assertGraphEqual(implied, N3(":new :stmt :here .")) def testRuleVarBindsToInputBNode(self): inf = makeInferenceWithRules("{ ?z :a :b . } => { :new :stmt :here } .") implied = inf.infer(N3("[] :a :b .")) self.assertGraphEqual(implied, N3(":new :stmt :here .")) class TestBnodeGenerating(WithGraphEqual): def testRuleBnodeMakesNewBnode(self): inf = makeInferenceWithRules("{ [ :a :b ] . } => { [ :c :d ] } .") implied = inf.infer(N3("[ :a :b ] .")) ruleNode = list(inf.rules[0].rhsGraph)[0] stmt0Node = list(implied)[0][0] self.assertNotEqual(ruleNode, stmt0Node) def testRuleBnodeMakesNewBnodesEachTime(self): inf = makeInferenceWithRules("{ [ :a ?x ] . } => { [ :c :d ] } .") implied = inf.infer(N3("[ :a :b, :e ] .")) ruleNode = list(inf.rules[0].rhsGraph)[0] stmt0Node = list(implied)[0][0] stmt1Node = list(implied)[1][0] self.assertNotEqual(ruleNode, stmt0Node) self.assertNotEqual(ruleNode, stmt1Node) self.assertNotEqual(stmt0Node, stmt1Node) class TestSelfFulfillingRule(WithGraphEqual): def test1(self): inf = makeInferenceWithRules("{ } => { :new :stmt :x } .") self.assertGraphEqual(inf.infer(N3("")), N3(":new :stmt :x .")) self.assertGraphEqual(inf.infer(N3(":any :any :any .")), N3(":new :stmt :x .")) # def test2(self): # inf = makeInferenceWithRules("{ (2) math:sum ?x } => { :new :stmt ?x } .") # self.assertGraphEqual(inf.infer(N3("")), N3(":new :stmt 2 .")) # @unittest.skip("too hard for now") # def test3(self): # inf = makeInferenceWithRules("{ :a :b :c . :a :b ?x . } => { :new :stmt ?x } .") # self.assertGraphEqual(inf.infer(N3("")), N3(":new :stmt :c .")) class TestInferenceWithMathFunctions(WithGraphEqual): def testBoolFilter(self): inf = makeInferenceWithRules("{ :a :b ?x . ?x math:greaterThan 5 } => { :new :stmt ?x } .") self.assertGraphEqual(inf.infer(N3(":a :b 3 .")), N3("")) self.assertGraphEqual(inf.infer(N3(":a :b 5 .")), N3("")) self.assertGraphEqual(inf.infer(N3(":a :b 6 .")), N3(":new :stmt 6 .")) def testNonFiringMathRule(self): inf = makeInferenceWithRules("{ :a :b ?x . (?x 1) math:sum ?y } => { :new :stmt ?y } .") self.assertGraphEqual(inf.infer(N3("")), N3("")) def testStatementGeneratingRule(self): inf = makeInferenceWithRules("{ :a :b ?x . (?x) math:sum ?y } => { :new :stmt ?y } .") self.assertGraphEqual(inf.infer(N3(":a :b 3 .")), N3(":new :stmt 3 .")) def test2Operands(self): inf = makeInferenceWithRules("{ :a :b ?x . (?x 1) math:sum ?y } => { :new :stmt ?y } .") self.assertGraphEqual(inf.infer(N3(":a :b 3 .")), N3(":new :stmt 4 .")) def test3Operands(self): inf = makeInferenceWithRules("{ :a :b ?x . (2 ?x 2) math:sum ?y } => { :new :stmt ?y } .") self.assertGraphEqual(inf.infer(N3(":a :b 2 .")), N3(":new :stmt 6 .")) # def test0Operands(self): # inf = makeInferenceWithRules("{ :a :b ?x . () math:sum ?y } => { :new :stmt ?y } .") # self.assertGraphEqual(inf.infer(N3(":a :b 2 .")), N3(":new :stmt 0 .")) class TestInferenceWithCustomFunctions(WithGraphEqual): def testAsFarenheit(self): inf = makeInferenceWithRules("{ :a :b ?x . ?x room:asFarenheit ?f } => { :new :stmt ?f } .") self.assertGraphEqual(inf.infer(N3(":a :b 12 .")), N3(":new :stmt 53.6 .")) class TestUseCases(WithGraphEqual): def testSimpleTopic(self): inf = makeInferenceWithRules(''' { ?msg :body "online" . } => { ?msg :onlineTerm :Online . } . { ?msg :body "offline" . } => { ?msg :onlineTerm :Offline . } . { ?msg a :MqttMessage ; :topic :foo; :onlineTerm ?onlineness . } => { :frontDoorLockStatus :connectedStatus ?onlineness . } . ''') out = inf.infer(N3('[] a :MqttMessage ; :body "online" ; :topic :foo .')) self.assertIn((ROOM['frontDoorLockStatus'], ROOM['connectedStatus'], ROOM['Online']), out) def testTopicIsList(self): inf = makeInferenceWithRules(''' { ?msg :body "online" . } => { ?msg :onlineTerm :Online . } . { ?msg :body "offline" . } => { ?msg :onlineTerm :Offline . } . { ?msg a :MqttMessage ; :topic ( "frontdoorlock" "status" ); :onlineTerm ?onlineness . } => { :frontDoorLockStatus :connectedStatus ?onlineness . } . ''') out = inf.infer(N3('[] a :MqttMessage ; :body "online" ; :topic ( "frontdoorlock" "status" ) .')) self.assertIn((ROOM['frontDoorLockStatus'], ROOM['connectedStatus'], ROOM['Online']), out) def testPerformance0(self): inf = makeInferenceWithRules(''' { ?msg a :MqttMessage; :topic :topic1; :bodyFloat ?valueC . ?valueC math:greaterThan -999 . ?valueC room:asFarenheit ?valueF . } => { :airQualityIndoorTemperature :temperatureF ?valueF . } . ''') out = inf.infer( N3(''' <urn:uuid:c6e1d92c-0ee1-11ec-bdbd-2a42c4691e9a> a :MqttMessage ; :body "23.9" ; :bodyFloat 2.39e+01 ; :topic :topic1 . ''')) vlit = cast(Literal, out.value(ROOM['airQualityIndoorTemperature'], ROOM['temperatureF'])) valueF = cast(Decimal, vlit.toPython()) self.assertAlmostEqual(float(valueF), 75.02) def testPerformance1(self): inf = makeInferenceWithRules(''' { ?msg a :MqttMessage; :topic ( "air_quality_indoor" "sensor" "bme280_temperature" "state" ); :bodyFloat ?valueC . ?valueC math:greaterThan -999 . ?valueC room:asFarenheit ?valueF . } => { :airQualityIndoorTemperature :temperatureF ?valueF . } . ''') out = inf.infer( N3(''' <urn:uuid:c6e1d92c-0ee1-11ec-bdbd-2a42c4691e9a> a :MqttMessage ; :body "23.9" ; :bodyFloat 2.39e+01 ; :topic ( "air_quality_indoor" "sensor" "bme280_temperature" "state" ) . ''')) vlit = cast(Literal, out.value(ROOM['airQualityIndoorTemperature'], ROOM['temperatureF'])) valueF = cast(Decimal, vlit.toPython()) self.assertAlmostEqual(float(valueF), 75.02) def testEmitBnodes(self): inf = makeInferenceWithRules(''' { ?s a :AirQualitySensor; :label ?name . } => { [ a :MqttStatementSource; :mqttTopic (?name "sensor" "bme280_temperature" "state") ] . } . ''') out = inf.infer(N3(''' :airQualityOutdoor a :AirQualitySensor; :label "air_quality_outdoor" . ''')) out.bind('', ROOM) out.bind('ex', EX) self.assertEqual( out.serialize(format='n3'), b'''\ @prefix : <http://projects.bigasterisk.com/room/> . @prefix ex: <http://example.com/> . @prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> . @prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> . @prefix xml: <http://www.w3.org/XML/1998/namespace> . @prefix xsd: <http://www.w3.org/2001/XMLSchema#> . [] a :MqttStatementSource ; :mqttTopic ( "air_quality_outdoor" "sensor" "bme280_temperature" "state" ) . ''') class TestListPerformance(WithGraphEqual): def testList1(self): inf = makeInferenceWithRules("{ :a :b (:e0) . } => { :new :stmt :here } .") implied = inf.infer(N3(":a :b (:e0) .")) self.assertGraphEqual(implied, N3(":new :stmt :here .")) def testList2(self): inf = makeInferenceWithRules("{ :a :b (:e0 :e1) . } => { :new :stmt :here } .") implied = inf.infer(N3(":a :b (:e0 :e1) .")) self.assertGraphEqual(implied, N3(":new :stmt :here .")) def testList3(self): inf = makeInferenceWithRules("{ :a :b (:e0 :e1 :e2) . } => { :new :stmt :here } .") implied = inf.infer(N3(":a :b (:e0 :e1 :e2) .")) self.assertGraphEqual(implied, N3(":new :stmt :here .")) # def testList4(self): # inf = makeInferenceWithRules("{ :a :b (:e0 :e1 :e2 :e3) . } => { :new :stmt :here } .") # implied = inf.infer(N3(":a :b (:e0 :e1 :e2 :e3) .")) # self.assertGraphEqual(implied, N3(":new :stmt :here .")) # def fakeStats(): # return defaultdict(lambda: 0) # class TestLhsFindCandidateBindings(WithGraphEqual): # def testBnodeMatchesStmt(self): # l = Lhs(N3("[] :a :b .")) # ws = ReadOnlyGraphAggregate([N3("[] :a :b .")]) # cands = list(l.findCandidateBindings(ws, fakeStats())) # self.assertEqual(len(cands), 1) # def testVarMatchesStmt(self): # l = Lhs(N3("?x :a :b .")) # ws = ReadOnlyGraphAggregate([N3("[] :a :b .")]) # cands = list(l.findCandidateBindings(ws, fakeStats())) # self.assertEqual(len(cands), 1) # def testListsOnlyMatchEachOther(self): # l = Lhs(N3(":a :b (:e0 :e1) .")) # ws = ReadOnlyGraphAggregate([N3(":a :b (:e0 :e1) .")]) # stats = fakeStats() # cands = list(l.findCandidateBindings(ws, stats)) # self.assertLess(stats['permCountFailingVerify'], 20)