def write_xml(model, domains, filename):
'''
Write an XML representation of an ANFIS model to the given file.
'''
jfml_fis = convert(model, domains)
Py4jfml.writeFSTtoXML(jfml_fis, filename)
print('Written', filename)
ant2.addClause(ClauseType(pl, pl_medium))
ant2.addClause(ClauseType(pw, pw_medium))
con2 = ConsequentType()
con2.addThenClause(ClauseType(irisClass, irisClass_virginica))
r2.setAntecedent(ant2)
r2.setConsequent(con2)
rb.addRule(r2);
# RULE 3
r3 = FuzzyRuleType("rule3", connector="and", connectorMethod="MIN", weight=1.0)
ant3 = AntecedentType()
ant3.addClause(ClauseType(sl, sl_not_low))
ant3.addClause(ClauseType(pl, pl_not_low))
ant3.addClause(ClauseType(pw, pw_high))
con3 = ConsequentType()
con3.addThenClause(ClauseType(irisClass, irisClass_versicolor))
r3.setAntecedent(ant3)
r3.setConsequent(con3)
rb.addRule(r3)
iris.addRuleBase(rb)
print(iris)
# WRITTING IRIS EXAMPLE INTO AN XML FILE
irisXMLFile = "IrisMamdani2.xml"
Py4jfml.writeFSTtoXML(iris, irisXMLFile)
Py4jfml.kill()
con2 = ConsequentType()
con2.addThenClause(variable=tip, term=average)
rule2.setAntecedent(ant2)
rule2.setConsequent(con2)
rb.addRule(rule2)
#RULE 3
rule3 = FuzzyRuleType(name="rule3",
connector="or",
connectorMethod="MAX",
weight=1.0)
ant3 = AntecedentType()
ant3.addClause(c=ClauseType(service, excellent))
ant3.addClause(c=ClauseType(food, delicious))
con3 = ConsequentType()
con3.addThenClause(variable=tip, term=generous)
rule3.setAntecedent(ant3)
rule3.setConsequent(con3)
rb.addRule(rule3)
tipper.addRuleBase(rb)
#WRITTING TIPPER EXAMPLE INTO AN XML FILE
tipperXMLFile = "TipperTsukamoto2.xml"
Py4jfml.writeFSTtoXML(tipper, tipperXMLFile)
print(tipper)
Py4jfml.kill()
con1.addThenClause(variable=dhl, term=dhl_verylow)
r1.setAntecedent(ant1)
r1.setConsequent(con1)
rb.addRule(r1)
# RULE 243
r243 = FuzzyRuleType("rule243",
connector="and",
connectorMethod="MIN",
weight=1.)
ant243 = AntecedentType()
ant243.addClause(ClauseType(pcc, pcc_high))
ant243.addClause(ClauseType(pcp, pcp_high))
ant243.addClause(ClauseType(pcf, pcf_high))
ant243.addClause(ClauseType(pcr, pcr_high))
ant243.addClause(ClauseType(fgb, fgb_high))
con243 = ConsequentType()
con243.addThenClause(variable=dhl, term=dhl_low)
r243.setAntecedent(ant243)
r243.setConsequent(con243)
rb.addRule(r243)
japaneseDietAssessment.addRuleBase(rb)
print(japaneseDietAssessment)
# WRITTING JAPANESE DIET ASSESSMENT EXAMPLE INTO AN XML FILE
japaneseDietAssessmentXMLFile = "JapaneseDietAssessmentMamdani.xml"
Py4jfml.writeFSTtoXML(japaneseDietAssessment, japaneseDietAssessmentXMLFile)
Py4jfml.kill()
#RULE 18 r18 = FuzzyRuleType(name="rule18", connector="and", connectorMethod="MIN", weight=1.0) ant18 = AntecedentType() ant18.addClause(c=ClauseType(ang, ang_vpos)) ant18.addClause(c=ClauseType(ca, ca_neu)) con18 = ConsequentType() con18.addThenClause(variable=force, term=force_vpos) r18.setAntecedent(value=ant18) r18.setConsequent(value=con18) rb.addRule(rule=r18) #RULE 19 r19 = FuzzyRuleType(name="rule19", connector="and", connectorMethod="MIN", weight=1.0) ant19 = AntecedentType() ant19.addClause(c=ClauseType(ang, ang_pos_or_vpos)) ant19.addClause(c=ClauseType(ca, ca_pos_or_vpos)) con19 = ConsequentType() con19.addThenClause(variable=force, term=force_vpos) r19.setAntecedent(value=ant19) r19.setConsequent(value=con19) rb.addRule(r19) invertedPendulum.addRuleBase(rb); print(invertedPendulum) #WRITTING INVERTED PENDULUM EXAMPLE INTO AN XML FILE invertedPendulumXMLFile = "InvertedPendulumMamdani1.xml" Py4jfml.writeFSTtoXML(invertedPendulum, invertedPendulumXMLFile) Py4jfml.kill()
con2.addTskThenClause(variable=tip, term=average)
rule2.setAntecedent(ant2)
rule2.setTskConsequent(con2)
fr.addTskRule(rule2)
#RULE 3
rule3 = TskFuzzyRuleType(name="rule3",
connector="or",
connectorMethod="MAX",
weight=1.0)
ant3 = AntecedentType()
ant3.addClause(c=ClauseType(service, excellent))
ant3.addClause(c=ClauseType(food, delicious))
con3 = TskConsequentType()
con3.addTskThenClause(variable=tip, term=generous)
rule3.setAntecedent(ant3)
rule3.setTskConsequent(con3)
fr.addTskRule(rule3)
tipper.addRuleBase(fr)
#WRITTING TIPPER EXAMPLE INTO AN XML FILE
str_xml = "TipperTSK.xml"
Py4jfml.writeFSTtoXML(tipper, str_xml)
print(tipper)
Py4jfml.kill()
weight=1.0)
ant11 = AntecedentType()
ant11.addClause(c=ClauseType(pw, pw_highSIN))
con11 = ConsequentType()
con11.addThenClause(c=ClauseType(irisClass, irisClass_versicolor))
r11.setAntecedent(value=ant11)
r11.setConsequent(value=con11)
rb.addRule(r11)
# RULE 12
r12 = FuzzyRuleType(name="rule12",
connector="and",
connectorMethod="MIN",
weight=1.0)
ant12 = AntecedentType()
ant12.addClause(c=ClauseType(pw, pw_highS))
con12 = ConsequentType()
con12.addThenClause(c=ClauseType(irisClass, irisClass_versicolor))
r12.setAntecedent(value=ant12)
r12.setConsequent(value=con12)
rb.addRule(r12)
iris.addRuleBase(rb)
# WRITTING IRIS EXAMPLE INTO AN XML FILE
str_xml = os.getcwd() + "/" + "IrisMamdani3.xml"
Py4jfml.writeFSTtoXML(iris, str_xml)
print(iris)
Py4jfml.kill()