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samples/algorithms/Grover.qs

125lines · modepreview

/// # Sample
/// Grover's search algorithm
///
/// # Description
/// Grover's search algorithm is a quantum algorithm that finds with high
/// probability the unique input to a black box function that produces a
/// particular output value.
///
/// This Q# program implements the Grover's search algorithm.
namespace Sample {
    open Microsoft.Quantum.Convert;
    open Microsoft.Quantum.Math;
    open Microsoft.Quantum.Arrays;
    open Microsoft.Quantum.Measurement;
    open Microsoft.Quantum.Diagnostics;

    @EntryPoint()
    operation Main() : Result[] {
        let nQubits = 5;

        // Grover's algorithm relies on performing a "Grover iteration" an
        // optimal number of times to maximize the probability of finding the
        // value we are searching for.
        // You can set the number iterations to a value lower than optimal to
        // intentionally reduce precision.
        let iterations = CalculateOptimalIterations(nQubits);
        Message($"Number of iterations: {iterations}");

        // Use Grover's algorithm to find a particular marked state.
        let results = GroverSearch(nQubits, iterations, ReflectAboutMarked);
        return results;
    }

    /// # Summary
    /// Implements Grover's algorithm, which searches all possible inputs to an
    /// operation to find a particular marked state.
    operation GroverSearch(
        nQubits : Int,
        iterations : Int,
        phaseOracle : Qubit[] => Unit) : Result[] {

        use qubits = Qubit[nQubits];

        // Initialize a uniform superposition over all possible inputs.
        PrepareUniform(qubits);

        // The search itself consists of repeatedly reflecting about the marked
        // state and our start state, which we can write out in Q# as a for loop.
        for _ in 1..iterations {
            phaseOracle(qubits);
            ReflectAboutUniform(qubits);
        }

        // Measure and return the answer.
        return MResetEachZ(qubits);
    }

    /// # Summary
    /// Returns the optimal number of Grover iterations needed to find a marked
    /// item, given the number of qubits in a register.
    function CalculateOptimalIterations(nQubits : Int) : Int {
        if nQubits > 63 {
            fail "This sample supports at most 63 qubits.";
        }
        let nItems = 1 <<< nQubits; // 2^nQubits
        let angle = ArcSin(1. / Sqrt(IntAsDouble(nItems)));
        let iterations = Round(0.25 * PI() / angle - 0.5);
        return iterations;
    }

    /// # Summary
    /// Reflects about the basis state marked by alternating zeros and ones.
    /// This operation defines what input we are trying to find in the search.
    operation ReflectAboutMarked(inputQubits : Qubit[]) : Unit {
        Message("Reflecting about marked state...");
        use outputQubit = Qubit();
        within {
            // We initialize the outputQubit to (|0⟩ - |1⟩) / √2, so that
            // toggling it results in a (-1) phase.
            X(outputQubit);
            H(outputQubit);
            // Flip the outputQubit for marked states.
            // Here, we get the state with alternating 0s and 1s by using the X
            // operation on every other qubit.
            for q in inputQubits[...2...] {
                X(q);
            }
        } apply {
            Controlled X(inputQubits, outputQubit);
        }
    }

    /// # Summary
    /// Given a register in the all-zeros state, prepares a uniform
    /// superposition over all basis states.
    operation PrepareUniform(inputQubits : Qubit[]) : Unit is Adj + Ctl {
        for q in inputQubits {
            H(q);
        }
    }

    /// # Summary
    /// Reflects about the all-ones state.
    operation ReflectAboutAllOnes(inputQubits : Qubit[]) : Unit {
        Controlled Z(Most(inputQubits), Tail(inputQubits));
    }

    /// # Summary
    /// Reflects about the uniform superposition state.
    operation ReflectAboutUniform(inputQubits : Qubit[]) : Unit {
        within {
            // Transform the uniform superposition to all-zero.
            Adjoint PrepareUniform(inputQubits);
            // Transform the all-zero state to all-ones
            for q in inputQubits {
                X(q);
            }
        } apply {
            // Now that we've transformed the uniform superposition to the
            // all-ones state, reflect about the all-ones state, then let the
            // within/apply block transform us back.
            ReflectAboutAllOnes(inputQubits);
        }
    }
}