public void EvaluateHamiltonianTest()
{
ProblemInstance problemInstance = new ProblemInstance(new double[] { 1, 2, 2, -1 }, new double[] { 5, 0, 0, 1, 1, 5, 0, 0, 3, 4, -2, -2, 8, 7, -2, 12 });
HybridQaoa classicalOptimization = new HybridQaoa(2, 3, problemInstance, 1, new Double[] { 1, 2, 3 }, new Double[] { 4, 5, 6 });
Double result = classicalOptimization.EvaluateHamiltonian("0011");
Double expectedResult = -1;
Assert.AreEqual(expectedResult, result, "Hamiltonian value not calculated correctly.");
}
/// <summary>
/// Runs a hybrid QAOA.
/// </summary>
public async Task <ExecutionResult> Run(string input, IChannel channel)
{
if (string.IsNullOrWhiteSpace(input))
{
channel.Stderr("Please provide correct arguments");
return(ExecuteStatus.Error.ToExecutionResult());
}
var args = JsonConvert.DeserializeObject <Arguments>(input);
HybridQaoa hybridQaoa = new HybridQaoa(args.NumberOfIterations, args.p, args.ProblemInstance, args.NumberOfRandomStartingPoints, args.InitialBeta, args.InitialGamma);
return(hybridQaoa.RunOptimization().ToExecutionResult());
}
public void EvaluateCostFunctionTest()
{
ProblemInstance problemInstance = new ProblemInstance(new double[] { 1, 1, 1, 1 }, new double[] { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1 });
HybridQaoa classicalOptimization = new HybridQaoa(2, 1, problemInstance, 1, new double[] { 2 }, new double[] { 3 });
string optimizationResult = "0101";
Double result = classicalOptimization.EvaluateCostFunction(optimizationResult, new double[] { 5, 3, 2, 1 });
Double expectedResult = 4;
Assert.AreEqual(expectedResult, result, "Cost function not calculated correctly.");
}
public void ConvertDataVectorToVectorsTest()
{
ProblemInstance problemInstance = new ProblemInstance(new double[] { 1, 2, 2, -1 }, new double[] { 5, 0, 0, 1, 1, 5, 0, 0, 3, 4, -2, -2, 8, 7, -2, 12 });
HybridQaoa classicalOptimization = new HybridQaoa(2, 3, problemInstance, 1, new Double[] { 1, 2, 3 }, new Double[] { 4, 5, 6 });
Utils.FreeParamsVector result = Utils.ConvertVectorIntoHalves(new Double[] { 1, 2, 3, 4, 5, 6 });
Utils.FreeParamsVector dataVectors = new Utils.FreeParamsVector();
dataVectors.beta = new double[] { 1, 2, 3 };
dataVectors.gamma = new double[] { 4, 5, 6 };
Utils.FreeParamsVector expectedResult = dataVectors;
CollectionAssert.AreEqual(expectedResult.beta, result.beta, "Hamiltonian beta value not calculated correctly.");
CollectionAssert.AreEqual(expectedResult.gamma, result.gamma, "Hamiltonian gamma value not calculated correctly.");
}
public void RunHybridQaoaTest()
{
double[] dh = new Double[] { 0, 0 };
double[] dJ = new Double[] { 0, 1,
0, 0 };
int numberOfIterations = 50;
int p = 2;
int numberOfRandomStartingPoints = 2;
ProblemInstance simpleMaxCut = new ProblemInstance(dh, dJ);
HybridQaoa classicalOptimization = new HybridQaoa(numberOfIterations, p, simpleMaxCut, numberOfRandomStartingPoints);
OptimalSolution optimalSolution = classicalOptimization.RunOptimization();
string optimizationResult1 = "01";
string optimizationResult2 = "10";
string result = optimalSolution.optimalVector;
Console.WriteLine(result);
Assert.IsTrue(result.Equals(optimizationResult1) || result.Equals(optimizationResult2), "Hybrid QAOA produced incorrect result.");
}