算法2026-04-24·8 分钟
算法知识库:量子计算基础算法实现
JavaScript/TypeScript 实现量子计算基础算法,如量子比特模拟、量子搜索等。
量子计算基础算法实现
1. 量子比特模拟
ts
class Qubit {
private state: Complex[];
constructor(alpha: Complex = new Complex(1, 0), beta: Complex = new Complex(0, 0)) {
this.state = [alpha, beta];
this.normalize();
}
private normalize(): void {
const norm = Math.sqrt(this.state[0].magnitude() ** 2 + this.state[1].magnitude() ** 2);
this.state[0] = this.state[0].divide(norm);
this.state[1] = this.state[1].divide(norm);
}
measure(): number {
const prob0 = this.state[0].magnitude() ** 2;
return Math.random() < prob0 ? 0 : 1;
}
getState(): Complex[] {
return [...this.state];
}
applyGate(gate: Complex[][]): void {
const newState: Complex[] = [gate[0][0].multiply(this.state[0]).add(gate[0][1].multiply(this.state[1])), gate[1][0].multiply(this.state[0]).add(gate[1][1].multiply(this.state[1]))];
this.state = newState;
}
}
class Complex {
real: number;
imag: number;
constructor(real: number, imag: number = 0) {
this.real = real;
this.imag = imag;
}
add(other: Complex): Complex {
return new Complex(this.real + other.real, this.imag + other.imag);
}
multiply(other: Complex): Complex {
return new Complex(this.real * other.real - this.imag * other.imag, this.real * other.imag + this.imag * other.real);
}
divide(scalar: number): Complex {
return new Complex(this.real / scalar, this.imag / scalar);
}
magnitude(): number {
return Math.sqrt(this.real ** 2 + this.imag ** 2);
}
}2. 量子门
ts
class QuantumGates {
static pauliX(): Complex[][] {
return [
[new Complex(0, 0), new Complex(1, 0)],
[new Complex(1, 0), new Complex(0, 0)],
];
}
static pauliY(): Complex[][] {
return [
[new Complex(0, 0), new Complex(0, -1)],
[new Complex(0, 1), new Complex(0, 0)],
];
}
static pauliZ(): Complex[][] {
return [
[new Complex(1, 0), new Complex(0, 0)],
[new Complex(0, 0), new Complex(-1, 0)],
];
}
static hadamard(): Complex[][] {
const sqrt2 = Math.sqrt(2);
return [
[new Complex(1 / sqrt2, 0), new Complex(1 / sqrt2, 0)],
[new Complex(1 / sqrt2, 0), new Complex(-1 / sqrt2, 0)],
];
}
static phase(phi: number): Complex[][] {
return [
[new Complex(1, 0), new Complex(0, 0)],
[new Complex(0, 0), new Complex(Math.cos(phi), Math.sin(phi))],
];
}
static cnot(): Complex[][] {
// 简化版,实际需要 4x4 矩阵
return [
[new Complex(1, 0), new Complex(0, 0), new Complex(0, 0), new Complex(0, 0)],
[new Complex(0, 0), new Complex(1, 0), new Complex(0, 0), new Complex(0, 0)],
[new Complex(0, 0), new Complex(0, 0), new Complex(0, 0), new Complex(1, 0)],
[new Complex(0, 0), new Complex(0, 0), new Complex(1, 0), new Complex(0, 0)],
];
}
}3. 量子搜索 (Grover 算法简化版)
ts
class GroverSearch {
private n: number;
private markedItem: number;
constructor(n: number, markedItem: number) {
this.n = n;
this.markedItem = markedItem;
}
search(): number {
const iterations = Math.floor((Math.PI * Math.sqrt(2 ** this.n)) / 4);
// 初始化均匀叠加态
const state = new Array(2 ** this.n).fill(0);
for (let i = 0; i < state.length; i += 1) {
state[i] = 1 / Math.sqrt(2 ** this.n);
}
for (let iter = 0; iter < iterations; iter += 1) {
// 应用 oracle
this.applyOracle(state);
// 应用扩散算子
this.applyDiffusion(state);
}
// 测量
return this.measure(state);
}
private applyOracle(state: number[]): void {
state[this.markedItem] = -state[this.markedItem];
}
private applyDiffusion(state: number[]): void {
const mean = state.reduce((sum, amp) => sum + amp, 0) / state.length;
for (let i = 0; i < state.length; i += 1) {
state[i] = 2 * mean - state[i];
}
}
private measure(state: number[]): number {
const probabilities = state.map((amp) => amp ** 2);
const random = Math.random();
let cumulative = 0;
for (let i = 0; i < probabilities.length; i += 1) {
cumulative += probabilities[i];
if (random <= cumulative) {
return i;
}
}
return 0;
}
}4. 量子傅里叶变换
ts
function quantumFourierTransform(state: Complex[]): Complex[] {
const n = Math.log2(state.length);
const result: Complex[] = new Array(state.length).fill(new Complex(0, 0));
for (let i = 0; i < state.length; i += 1) {
for (let j = 0; j < state.length; j += 1) {
const angle = (2 * Math.PI * i * j) / state.length;
const phase = new Complex(Math.cos(angle), Math.sin(angle));
result[i] = result[i].add(state[j].multiply(phase));
}
result[i] = result[i].divide(Math.sqrt(state.length));
}
return result;
}5. Shor 算法简化版 (因数分解)
ts
function shorFactorization(n: number): number[] {
if (n % 2 === 0) return [2, n / 2];
// 随机选择 a
let a = Math.floor(Math.random() * (n - 2)) + 2;
// 计算 gcd(a, n)
let gcd = this.gcd(a, n);
if (gcd > 1) return [gcd, n / gcd];
// 量子部分:找到周期 r
const r = this.findPeriod(a, n);
if (r % 2 === 1) return this.shorFactorization(n); // 重新开始
const factor1 = this.gcd(a ** (r / 2) - 1, n);
const factor2 = this.gcd(a ** (r / 2) + 1, n);
if (factor1 === 1 || factor2 === 1) return this.shorFactorization(n);
return [factor1, factor2];
}
function findPeriod(a: number, n: number): number {
// 简化版:暴力搜索周期
let x = 1;
for (let r = 1; r < n; r += 1) {
x = (x * a) % n;
if (x === 1) return r;
}
return n;
}
function gcd(a: number, b: number): number {
while (b !== 0) {
const temp = b;
b = a % b;
a = temp;
}
return a;
}6. 实现要点
- 使用复数表示量子态。
- 量子门通过矩阵乘法实现。
- Grover 算法提供二次加速。
- 这些是经典模拟,实际量子计算机需要专门硬件。
算法量子计算JavaScript