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Tasks.qs
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Tasks.qs
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// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT license.
namespace Quantum.Kata.GroversAlgorithm {
open Microsoft.Quantum.Diagnostics;
open Microsoft.Quantum.Convert;
open Microsoft.Quantum.Math;
open Microsoft.Quantum.Intrinsic;
open Microsoft.Quantum.Canon;
//////////////////////////////////////////////////////////////////
// Welcome!
//////////////////////////////////////////////////////////////////
// The "Grover's Search" quantum kata is a series of exercises designed
// to get you familiar with Grover's search algorithm.
// It covers the following topics:
// - writing oracles for Grover's search,
// - performing steps of the algorithm, and
// - putting it all together: Grover's search algorithm.
// Each task is wrapped in one operation preceded by the description of the task.
// Each task (except tasks in which you have to write a test) has a unit test associated with it,
// which initially fails. Your goal is to fill in the blank (marked with // ... comment)
// with some Q# code to make the failing test pass.
// Within each section, tasks are given in approximate order of increasing difficulty;
// harder ones are marked with asterisks.
//////////////////////////////////////////////////////////////////
// Part I. Oracles for Grover's Search
//////////////////////////////////////////////////////////////////
// Task 1.1. The |11...1⟩ oracle
// Inputs:
// 1) N qubits in an arbitrary state |x⟩ (input/query register)
// 2) a qubit in an arbitrary state |y⟩ (target qubit)
// Goal: Flip the state of the target qubit (i.e., apply an X gate to it)
// if the query register is in the |11...1⟩ state,
// and leave it unchanged if the query register is in any other state.
// Leave the query register in the same state it started in.
// Example:
// If the query register is in state |00...0⟩, leave the target qubit unchanged.
// If the query register is in state |10...0⟩, leave the target qubit unchanged.
// If the query register is in state |11...1⟩, flip the target qubit.
// If the query register is in state (|00...0⟩ + |11...1⟩) / sqrt(2), and the target is in state |0⟩,
// the joint state of the query register and the target qubit should be (|00...00⟩ + |11...11⟩) / sqrt(2).
operation Oracle_AllOnes (queryRegister : Qubit[], target : Qubit) : Unit is Adj {
// ...
}
// Task 1.2. The |1010...⟩ oracle
// Inputs:
// 1) N qubits in an arbitrary state |x⟩ (input/query register)
// 2) a qubit in an arbitrary state |y⟩ (target qubit)
// Goal: Flip the state of the target qubit if the query register is in the |1010...⟩ state;
// that is, the state with alternating 1 and 0 values, with any number of qubits in the register.
// Leave the state of the target qubit unchanged if the query register is in any other state.
// Leave the query register in the same state it started in.
// Example:
// If the register is in state |0000000⟩, leave the target qubit unchanged.
// If the register is in state |10101⟩, flip the target qubit.
operation Oracle_AlternatingBits (queryRegister : Qubit[], target : Qubit) : Unit is Adj {
// ...
}
// Task 1.3. Arbitrary bit pattern oracle
// Inputs:
// 1) N qubits in an arbitrary state |x⟩ (input/query register)
// 2) a qubit in an arbitrary state |y⟩ (target qubit)
// 3) a bit pattern of length N represented as Bool[]
// Goal: Flip the state of the target qubit if the query register is in the state described by the given bit pattern
// (true represents qubit state One, and false represents Zero).
// Leave the state of the target qubit unchanged if the query register is in any other state.
// Leave the query register in the same state it started in.
// Example:
// If the bit pattern is [true, false], you need to flip the target qubit if and only if the qubits are in the |10⟩ state.
operation Oracle_ArbitraryPattern (queryRegister : Qubit[], target : Qubit, pattern : Bool[]) : Unit is Adj {
// The following line enforces the constraint on the input arrays.
// You don't need to modify it. Feel free to remove it, this won't cause your code to fail.
EqualityFactI(Length(queryRegister), Length(pattern), "Arrays should have the same length");
// ...
}
// Task 1.4*. Oracle converter
// Input: A marking oracle: an oracle that takes a register and a target qubit and
// flips the target qubit if the register satisfies a certain condition
// Output: A phase-flipping oracle: an oracle that takes a register and
// flips the phase of the register if it satisfies this condition
//
// Note: Grover's algorithm relies on the search condition implemented as a phase-flipping oracle,
// but it is often easier to write a marking oracle for a given condition. This transformation
// allows to convert one type of oracle into the other. The transformation is described at
// https://en.wikipedia.org/wiki/Grover%27s_algorithm, section "Description of Uω".
function OracleConverter (markingOracle : ((Qubit[], Qubit) => Unit is Adj)) : (Qubit[] => Unit is Adj) {
// Hint: Remember that you can define auxiliary operations.
// ...
// Currently this function returns a no-op operation for the sake of being able to compile the code.
// You will need to remove ApplyToEachA and return your own oracle instead.
return ApplyToEachA(I, _);
}
//////////////////////////////////////////////////////////////////
// Part II. The Grover iteration
//////////////////////////////////////////////////////////////////
// Task 2.1. The Hadamard transform
// Input: A register of N qubits in an arbitrary state
// Goal: Apply the Hadamard transform to each of the qubits in the register.
//
// Note: If the register started in the |0...0⟩ state, this operation
// will prepare an equal superposition of all 2^N basis states.
operation HadamardTransform (register : Qubit[]) : Unit is Adj {
// ...
}
// Task 2.2. Conditional phase flip
// Input: A register of N qubits in an arbitrary state.
// Goal: Flip the sign of the state of the register if it is not in the |0...0⟩ state.
// Example:
// If the register is in state |0...0⟩, leave it unchanged.
// If the register is in any other basis state, multiply its phase by -1.
// Note: This operation implements operator 2|0...0⟩⟨0...0| - I.
operation ConditionalPhaseFlip (register : Qubit[]) : Unit is Adj {
// Hint 1: Note that quantum states are defined up to a global phase.
// Thus the state obtained as a result of this operation is the same
// as the state obtained by flipping the sign of only the |0...0⟩ state.
// It doesn't matter for Grover's search algorithm itself, since the global phase
// is not observable, but can have side effects when used as part of other algorithms.
// See the discussion in https://quantumcomputing.stackexchange.com/questions/5973/counting-in-q-number-of-solutions/6446#6446
// Hint 2: You can use the same trick as in the oracle converter task.
// Alternatively, consider using the multi-controlled Z gate.
// ...
}
// Task 2.3. The Grover iteration
// Inputs:
// 1) N qubits in an arbitrary state |x⟩ (input/query register)
// 2) a phase-flipping oracle that takes an N-qubit register and flips
// the phase of the state if the register is in the desired state.
// Goal: Perform one Grover iteration.
operation GroverIteration (register : Qubit[], oracle : (Qubit[] => Unit is Adj)) : Unit is Adj {
// Hint: A Grover iteration consists of 4 steps:
// 1) apply the oracle
// 2) apply the Hadamard transform
// 3) perform a conditional phase shift
// 4) apply the Hadamard transform again
// ...
}
//////////////////////////////////////////////////////////////////
// Part III. Putting it all together: Grover's search algorithm
//////////////////////////////////////////////////////////////////
// Task 3.1. Grover's search
// Inputs:
// 1) N qubits in the |0...0⟩ state,
// 2) a marking oracle, and
// 3) the number of Grover iterations to perform.
// Goal: Use Grover's algorithm to leave the register in the state that is marked by the oracle as the answer
// (with high probability).
//
// Note: The number of iterations is passed as a parameter because it is defined by the nature of the problem
// and is easier to configure/calculate outside the search algorithm itself (for example, in the driver).
operation GroversSearch (register : Qubit[], oracle : ((Qubit[], Qubit) => Unit is Adj), iterations : Int) : Unit {
// ...
}
// Task 3.2. Using Grover's search
// Goal: Use your implementation of Grover's algorithm from task 3.1 and the oracles from part 1
// to find the marked elements of the search space.
// This task is not covered by a test and allows you to experiment with running the algorithm.
@Test("QuantumSimulator")
operation T32_E2E_GroversSearch () : Unit {
// Hint 1: To check whether the algorithm found the correct answer (i.e., an answer marked as 1 by the oracle),
// you can apply the oracle once more to the register after you've measured it and an ancilla qubit,
// which will calculate the function of the answer found by the algorithm.
// Hint 2: Experiment with the number of iterations to see how it affects
// the probability of the algorithm finding the correct answer.
// Hint 3: You can use the Message function to write the results to the console.
// ...
}
}