Mercurial > code > home > repos > homeauto
view service/mqtt_to_rdf/inference_test.py @ 1606:6cf39d43fd40
realign tests, turn off slow ones for now
author | drewp@bigasterisk.com |
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date | Mon, 06 Sep 2021 01:15:14 -0700 |
parents | 449746d1598f |
children | 34f2817320cc |
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""" also see https://github.com/w3c/N3/tree/master/tests/N3Tests """ from decimal import Decimal from typing import cast import unittest from rdflib import RDF, BNode, ConjunctiveGraph, Graph, Literal, Namespace from rdflib.parser import StringInputSource from inference import Inference 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://example.com/> . @prefix room: <http://projects.bigasterisk.com/room/> . @prefix math: <http://www.w3.org/2000/10/swap/math#> . """ 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 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 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 .")) 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 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((EX['frontDoorLockStatus'], EX['connectedStatus'], EX['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((EX['frontDoorLockStatus'], EX['connectedStatus'], EX['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(EX['airQualityIndoorTemperature'], EX['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 :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(EX['airQualityIndoorTemperature'], EX['temperatureF'])) # valueF = cast(Decimal, vlit.toPython()) # self.assertAlmostEqual(float(valueF), 75.02) 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 ."))