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CSP_Solver.py
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289 lines (232 loc) · 9.77 KB
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# -*- coding: utf-8 -*-
import copy
"""
Created on Mon May 24 12:05:03 2021
@author: niall
"""
def Start():
x = 0
Arcs = []
Domains = {}
print("\nHello and Welcome to the CSP_Solver")
while x != "0":
print("\n######################################")
print("\nCurrent Domains: ", Domains)
print("Current Arcs: ", Arcs)
print("\n1.How to use!")
print("2.Enter Domain")
print("3.Enter Constraints")
print("4.Print Domains")
print("5.Run AC3")
print("0.Exit")
x = input("\nPlease select one of the above:")
if(x == "1"):
HowToUse()
if(x == "2"):
Domains = EnterDomains()
if(x == "3"):
Arcs = EnterConstraints()
if(x == "4"):
print("\n######################################\n")
for k,v in Domains.items():
print(k ,"=", [v])
if(x == "5"):
print("\n######################################")
Domains = AC3(Arcs, Domains)
print("\nFINISHED!!!", Domains)
print("\nYour Domains after running the AC3 algorithm are as follows:\n- ", Domains)
def HowToUse():
print("\n######################################")
print("HOW TO USE THE CSP SOLVER")
print("\nTo begin, there are three main sections in the CSP solver")
print("\nDomains:")
print("Domains contain the information that the constraints will act apon.\nWhen you select the Enter Domain option it will prompt you to give the domain a UNIQUE name followed by the contents of the domain seperated by a comma.\ne.g. X1 is the name, 1,2,3 are the contents.")
print("\nConstraints:")
print("Constraints are the rules that you wish to make the Domains fit into.\nWhen you select the Enter Constraints option it will ask you to enter a constrain in the following format:\n'Name of constraint 1' 'operator' 'Name of constraint 2'.\nThe Constraints support the operators '>' '<' '=' '!='\nAn example input would be as follows 'X1 < X2'.")
print("\nAC3:")
print("Once you have entered all of your Domains and Constraints you can then select the AC3 algorithm.\nThis algorithm will apply all of your Constraints to your Domains and give you a final output of Domains that fit the Constraints\ne.g. Constraint: X1 > X2, Domain: X1 = [1,2,3] X2 = [1,2,3] Output: X1 = [2,3] X2 = [1,2]")
def AC3(Arcs, Domains):
#print(Arcs)
Agenda = copy.copy(Arcs)
x = 0
while Agenda != []:
Changed = False
#print(Domains)
#print(Agenda)
current_arc = Agenda[x]
ArcData = getDataFromArc(current_arc)
#print(ArcData)
DomainOne = Domains[ArcData[0]]
DomainOne = list(DomainOne.split(","))
DomainTwo = Domains[ArcData[1]]
DomainTwo = list(DomainTwo.split(","))
#print(DomainOne)
#print(DomainTwo)
if(DomainOne == [''] or DomainTwo == ['']):
Agenda = []
break
#print(DomainTwo)
if(ArcData[2] == ">"):
for i in range(0, len(DomainOne)):
#print("\n"+DomainOne[i])
for z in range(0, len(DomainTwo)):
#print(DomainTwo[z])
if(int(DomainOne[i]) > int(DomainTwo[z])):
#print("True")
break
elif(z == len(DomainTwo)-1):
#print("remove " + DomainOne[i])
DomainOne[i] = None
Changed = True
if(ArcData[2] == "<"):
for i in range(0, len(DomainOne)):
#print("\n"+DomainOne[i])
for z in range(0, len(DomainTwo)):
#print(DomainTwo[z])
if(int(DomainOne[i]) < int(DomainTwo[z])):
#print("True")
break
elif(z == len(DomainTwo)-1):
#print("remove " + DomainOne[i])
DomainOne[i] = None
Changed = True
if(ArcData[2] == "=="):
for i in range(0, len(DomainOne)):
#print("\n"+DomainOne[i])
for z in range(0, len(DomainTwo)):
#print(DomainTwo[z])
if(int(DomainOne[i]) == int(DomainTwo[z])):
#print("True")
break
elif(z == len(DomainTwo)-1):
#print("remove " + DomainOne[i])
DomainOne[i] = None
Changed = True
if(ArcData[2] == "!="):
for i in range(0, len(DomainOne)):
#print("\n"+DomainOne[i])
for z in range(0, len(DomainTwo)):
#print(DomainTwo[z])
if(int(DomainOne[i]) != int(DomainTwo[z])):
#print("True")
break
elif(z == len(DomainTwo)-1):
#print("remove " + DomainOne[i])
DomainOne[i] = None
Changed = True
DomainOne = list(filter(None, DomainOne))
DomainOne = ",".join(DomainOne)
Domains[ArcData[0]] = DomainOne
del Agenda[0]
if(Changed == True):
for c in range(0, len(Arcs)):
SearchData = getDataFromArc(Arcs[c])
if(SearchData[1] == ArcData[0]):
if(Arcs[c] not in Agenda):
Agenda.append(Arcs[c])
#print(DomainOne)
#print(DomainTwo)
#print(Domains)
return Domains
def getDataFromArc(x):
A1 = x.find('<')
A2 = x.find('>')
A3 = x.find('==')
A4 = x.find('!=')
if(A1!=-1):
var1 = x[:A1]
var2 = x[A1+1:]
var1 = var1.replace(" ", "")
var2 = var2.replace(" ", "")
return(var1,var2,"<")
if(A2!=-1):
var1 = x[:A2]
var2 = x[A2+1:]
var1 = var1.replace(" ", "")
var2 = var2.replace(" ", "")
return(var1,var2,">")
if(A3!=-1):
var1 = x[:A3]
var2 = x[A3+2:]
var1 = var1.replace(" ", "")
var2 = var2.replace(" ", "")
return(var1,var2,"==")
if(A4!=-1):
var1 = x[:A4]
var2 = x[A4+2:]
var1 = var1.replace(" ", "")
var2 = var2.replace(" ", "")
return(var1,var2,"!=")
def EnterDomains():
Domains = {}
x = 0
while x != "2":
print("\n######################################")
print("Current Domains: ", Domains)
print("\n1. add new Domain")
print("2. continue with current Domains")
x = input("\nPlease select one of the above: ")
if(x == "1"):
k=input("Please enter the name of the domain: ")
v=input("Please enter the conents of the domain (seperated by comma): ")
Domains[k] = v
return Domains
def EnterConstraints():
Constraints = []
x = 0
Arcs = []
while x != "2":
print("\n######################################")
print("Current Constraints: ", Constraints)
print("\n1. add new Constraint")
print("2. continue with current Constraints")
x = input("\nPlease select one of the above: ")
if(x == "1"):
constraint = input("please enter your constraint: ")
Constraints.append(constraint)
Arcs = GenArcs(Constraints)
return Arcs
def GenArcs(Constraints):
Arcs = []
print("\n######################################")
print("\nGenerating arcs from given constraints")
for x in Constraints:
Arcs.append(x)
Arcs.append(ReverseConstraint(x))
for x in Arcs:
print(x)
return Arcs
def ReverseConstraint(x):
A1 = x.find('<')
A2 = x.find('>')
A3 = x.find('==')
A4 = x.find('!=')
if(A1!=-1):
var1 = x[:A1]
var2 = x[A1+1:]
var1 = var1.replace(" ", "")
var2 = var2.replace(" ", "")
newArc = var2 + " > " + var1
return(newArc)
if(A2!=-1):
var1 = x[:A2]
var2 = x[A2+1:]
var1 = var1.replace(" ", "")
var2 = var2.replace(" ", "")
newArc = var2 + " < " + var1
return(newArc)
if(A3!=-1):
var1 = x[:A3]
var2 = x[A3+2:]
var1 = var1.replace(" ", "")
var2 = var2.replace(" ", "")
newArc = var2 + " == " + var1
return(newArc)
if(A4!=-1):
var1 = x[:A4]
var2 = x[A4+2:]
var1 = var1.replace(" ", "")
var2 = var2.replace(" ", "")
newArc = var2 + " != " + var1
return(newArc)
Start()