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Write a recursive Python function dpll sat solve that takes two arguments clause setand partial assignment as input and solves the satisfiability of the clause
Write a recursive Python function dpll sat solve that takes two arguments clause setand partial assignment as input and solves the satisfiability of the clause set under the partial assignment by applying unit propagation before branching on the two truth assignmentsfor a given variable this is the famous DPLL algorithm but without pure literal elimination In case the clause set is satisfiable under the partial assignment it should output a full sastifying assignment ; if it is not satisfiable the function should return False.When the function thefunction isrun with an empty partial assignment it should act as a SATsolver.
May you optimize my code until there is no more optmization possible :
def dpllsatsolveclauseset, partialassignmentNone:
if partialassignment is None:
partialassignment
# Unit propagation
clauseset unitpropagateclauseset, partialassignment.copy
if not clauseset:
return partialassignment # All clauses are satisfied
# Check for empty clause after unit propagation UNSAT
for clause in clauseset:
if not clause:
return False
# Choose a variable to branch on heuristics can be applied here
unassignedvars var for var in set.unionclauseset if var not in partialassignment
var unassignedvars # Simple heuristic: choose the first unassigned variable
# Try both truth assignments for the chosen variable
result dpllsatsolveclauseset.copy dictpartialassignment, var: True
if result:
return result
result dpllsatsolveclauseset.copy dictpartialassignment, var: False
return result
def unitpropagateclauseset, partialassignment:
simplifiedclauses
for clause in clauseset:
# Check for unit clauses only one unassigned literal
unassignedliterals lit for lit in clause if lit not in partialassignment
if lenunassignedliterals:
literal unassignedliterals
# Imply the assignment based on the remaining literal
partialassignmentliteral not literal.startswith
else:
simplifiedclauses.appendclause
# Return the simplified clause set after removing unit clauses
return simplifiedclauses
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