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samples/algorithms/Grover.qs

133lines · 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 and applies it
/// to a specific problem: finding a marked state in a register of qubits.
/// The marked state selected for this sample is |01010⟩.

import Std.Convert.*;
import Std.Math.*;
import Std.Arrays.*;
import Std.Measurement.*;
import Std.Diagnostics.*;

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 intentionally set the number iterations to a value lower
    // than optimal. In this case, the algorithm will find the marked state
    // with lower probability.
    let nIterations = IterationsToMarked(nQubits);
    Message($"Number of iterations: {nIterations}");

    // Use Grover's algorithm to find a particular marked state. The marked state
    // we are looking for in this sample is |01010⟩, which is represented
    // by the operation ReflectAboutMarked.
    let results = GroverSearch(nQubits, nIterations, ReflectAboutMarked);

    // Expected result is [Zero, One, Zero, One, Zero] with very high probability.
    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. Setting the number of
/// iterations to a different number may undershoot or overshoot the marked state.
function IterationsToMarked(nQubits : Int) : Int {
    if nQubits > 126 {
        fail "This sample supports at most 126 qubits.";
    }

    let nItems = 2.0^IntAsDouble(nQubits);
    let angle = ArcSin(1. / Sqrt(nItems));
    let iterations = Round(0.25 * PI() / angle - 0.5);
    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);
    }
}