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406 lines
11 KiB
TypeScript
406 lines
11 KiB
TypeScript
/**
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* Quantum Optimizer Plugin - Bridges Tests
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*
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* Tests for quantum optimizer bridge initialization and lifecycle
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*/
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import { describe, it, expect, beforeEach, afterEach } from 'vitest';
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// Note: The quantum-optimizer plugin uses a different bridge pattern
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// These tests are structured for when a dedicated bridge is added
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describe('QuantumOptimizerBridge (Mock)', () => {
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// Mock bridge implementation for testing
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class MockQuantumBridge {
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private _initialized = false;
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get initialized(): boolean {
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return this._initialized;
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}
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async initialize(): Promise<void> {
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this._initialized = true;
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}
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async dispose(): Promise<void> {
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this._initialized = false;
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}
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async solveQubo(
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problem: { variables: number; linear?: number[]; quadratic?: number[] },
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config: { numReads: number }
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): Promise<{ energy: number; assignment: number[]; optimal: boolean }> {
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if (!this._initialized) {
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throw new Error('Bridge not initialized');
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}
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// Simple mock solving
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const assignment = new Array(problem.variables).fill(0);
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for (let i = 0; i < problem.variables; i++) {
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assignment[i] = Math.random() > 0.5 ? 1 : 0;
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}
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// Calculate mock energy
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let energy = 0;
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if (problem.linear) {
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for (let i = 0; i < problem.variables; i++) {
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energy += (problem.linear[i] ?? 0) * assignment[i];
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}
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}
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return {
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energy,
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assignment,
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optimal: config.numReads >= 1000,
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};
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}
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async runGrover(
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searchSpace: { size: number; oracle: string },
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_config: { method: string }
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): Promise<{ solutions: number[]; queries: number }> {
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if (!this._initialized) {
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throw new Error('Bridge not initialized');
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}
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// Optimal number of queries for Grover
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const optimalQueries = Math.floor(Math.PI / 4 * Math.sqrt(searchSpace.size));
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// Mock solutions
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const solutions = [Math.floor(Math.random() * searchSpace.size)];
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return {
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solutions,
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queries: optimalQueries,
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};
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}
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async runQAOA(
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graph: { nodes: number; edges: [number, number][] },
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_circuit: { depth: number; shots: number }
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): Promise<{ solution: number[]; approximationRatio: number }> {
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if (!this._initialized) {
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throw new Error('Bridge not initialized');
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}
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const solution = new Array(graph.nodes).fill(0);
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for (let i = 0; i < graph.nodes; i++) {
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solution[i] = Math.random() > 0.5 ? 1 : 0;
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}
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return {
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solution,
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approximationRatio: 0.7 + Math.random() * 0.2,
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};
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}
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}
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let bridge: MockQuantumBridge;
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beforeEach(() => {
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bridge = new MockQuantumBridge();
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});
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afterEach(async () => {
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await bridge.dispose();
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});
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describe('initialization', () => {
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it('should start uninitialized', () => {
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expect(bridge.initialized).toBe(false);
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});
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it('should initialize successfully', async () => {
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await bridge.initialize();
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expect(bridge.initialized).toBe(true);
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});
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it('should cleanup on dispose', async () => {
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await bridge.initialize();
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await bridge.dispose();
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expect(bridge.initialized).toBe(false);
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});
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});
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describe('solveQubo', () => {
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beforeEach(async () => {
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await bridge.initialize();
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});
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it('should solve QUBO problem', async () => {
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const problem = {
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variables: 5,
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linear: [1, -1, 2, -2, 1],
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};
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const config = { numReads: 100 };
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const result = await bridge.solveQubo(problem, config);
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expect(result.assignment).toHaveLength(5);
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expect(result.assignment.every(v => v === 0 || v === 1)).toBe(true);
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expect(typeof result.energy).toBe('number');
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});
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it('should indicate optimality for high read counts', async () => {
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const problem = { variables: 3 };
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const config = { numReads: 1000 };
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const result = await bridge.solveQubo(problem, config);
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expect(result.optimal).toBe(true);
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});
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it('should throw when not initialized', async () => {
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const newBridge = new MockQuantumBridge();
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await expect(
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newBridge.solveQubo({ variables: 3 }, { numReads: 10 })
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).rejects.toThrow();
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});
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});
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describe('runGrover', () => {
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beforeEach(async () => {
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await bridge.initialize();
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});
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it('should run Grover search', async () => {
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const searchSpace = {
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size: 1000,
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oracle: 'x == target',
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};
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const config = { method: 'standard' };
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const result = await bridge.runGrover(searchSpace, config);
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expect(result.solutions.length).toBeGreaterThan(0);
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expect(result.queries).toBeGreaterThan(0);
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// Grover's algorithm achieves sqrt speedup
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expect(result.queries).toBeLessThan(searchSpace.size);
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});
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it('should use optimal number of queries', async () => {
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const searchSpace = {
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size: 10000,
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oracle: 'x == 42',
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};
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const config = { method: 'optimal' };
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const result = await bridge.runGrover(searchSpace, config);
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// Optimal queries is approximately pi/4 * sqrt(N)
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const expectedOptimal = Math.floor(Math.PI / 4 * Math.sqrt(10000));
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expect(result.queries).toBeCloseTo(expectedOptimal, -1);
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});
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});
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describe('runQAOA', () => {
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beforeEach(async () => {
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await bridge.initialize();
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});
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it('should run QAOA optimization', async () => {
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const graph = {
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nodes: 4,
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edges: [[0, 1], [1, 2], [2, 3], [3, 0]] as [number, number][],
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};
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const circuit = { depth: 2, shots: 1024 };
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const result = await bridge.runQAOA(graph, circuit);
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expect(result.solution).toHaveLength(4);
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expect(result.approximationRatio).toBeGreaterThan(0);
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expect(result.approximationRatio).toBeLessThanOrEqual(1);
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});
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it('should return valid binary solution', async () => {
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const graph = {
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nodes: 5,
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edges: [[0, 1], [1, 2], [2, 3], [3, 4]] as [number, number][],
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};
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const circuit = { depth: 3, shots: 2048 };
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const result = await bridge.runQAOA(graph, circuit);
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expect(result.solution.every(v => v === 0 || v === 1)).toBe(true);
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});
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});
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});
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describe('Simulated Annealing', () => {
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// Helper functions for testing annealing concepts
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function simulatedAnnealing(
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energy: (state: number[]) => number,
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initial: number[],
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temperature: { initial: number; final: number; type: 'exponential' | 'linear' },
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iterations: number
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): { state: number[]; energy: number } {
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let current = [...initial];
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let currentEnergy = energy(current);
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let best = [...current];
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let bestEnergy = currentEnergy;
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for (let i = 0; i < iterations; i++) {
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// Calculate temperature
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const t = temperature.type === 'exponential'
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? temperature.initial * Math.pow(temperature.final / temperature.initial, i / iterations)
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: temperature.initial - (temperature.initial - temperature.final) * (i / iterations);
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// Generate neighbor by flipping random bit
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const neighbor = [...current];
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const flipIdx = Math.floor(Math.random() * neighbor.length);
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neighbor[flipIdx] = 1 - neighbor[flipIdx];
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const neighborEnergy = energy(neighbor);
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const delta = neighborEnergy - currentEnergy;
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// Accept if better or with probability based on temperature
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if (delta < 0 || Math.random() < Math.exp(-delta / t)) {
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current = neighbor;
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currentEnergy = neighborEnergy;
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if (currentEnergy < bestEnergy) {
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best = [...current];
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bestEnergy = currentEnergy;
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}
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}
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}
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return { state: best, energy: bestEnergy };
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}
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it('should minimize simple energy function', () => {
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// Energy function: sum of bits (minimum at all zeros)
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const energy = (state: number[]) => state.reduce((s, v) => s + v, 0);
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const initial = [1, 1, 1, 1, 1];
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const result = simulatedAnnealing(
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energy,
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initial,
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{ initial: 10, final: 0.01, type: 'exponential' },
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1000
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);
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expect(result.energy).toBeLessThanOrEqual(2); // Should find low energy state
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});
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it('should find optimal solution with enough iterations', () => {
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// Energy function: count of 1s (optimal is all zeros)
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const energy = (state: number[]) => state.filter(v => v === 1).length;
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const initial = [1, 1, 1, 1];
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const result = simulatedAnnealing(
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energy,
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initial,
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{ initial: 5, final: 0.001, type: 'exponential' },
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2000
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);
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expect(result.energy).toBe(0); // Should find global minimum
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expect(result.state.every(v => v === 0)).toBe(true);
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});
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it('should handle linear temperature schedule', () => {
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const energy = (state: number[]) => state.reduce((s, v) => s + v, 0);
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const initial = [1, 1, 1];
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const result = simulatedAnnealing(
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energy,
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initial,
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{ initial: 5, final: 0.1, type: 'linear' },
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500
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);
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expect(result.energy).toBeLessThan(3);
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});
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});
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describe('DAG Analysis', () => {
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// Helper for topological sort (used in scheduling)
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function topologicalSort(
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nodes: string[],
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edges: { source: string; target: string }[]
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): string[] | null {
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const inDegree = new Map<string, number>();
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const adjacency = new Map<string, string[]>();
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// Initialize
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for (const node of nodes) {
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inDegree.set(node, 0);
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adjacency.set(node, []);
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}
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|
|
|
// Build graph
|
|
for (const edge of edges) {
|
|
adjacency.get(edge.source)?.push(edge.target);
|
|
inDegree.set(edge.target, (inDegree.get(edge.target) ?? 0) + 1);
|
|
}
|
|
|
|
// Kahn's algorithm
|
|
const queue: string[] = [];
|
|
for (const [node, degree] of inDegree) {
|
|
if (degree === 0) queue.push(node);
|
|
}
|
|
|
|
const result: string[] = [];
|
|
while (queue.length > 0) {
|
|
const node = queue.shift()!;
|
|
result.push(node);
|
|
|
|
for (const neighbor of adjacency.get(node) ?? []) {
|
|
const newDegree = (inDegree.get(neighbor) ?? 0) - 1;
|
|
inDegree.set(neighbor, newDegree);
|
|
if (newDegree === 0) queue.push(neighbor);
|
|
}
|
|
}
|
|
|
|
return result.length === nodes.length ? result : null;
|
|
}
|
|
|
|
it('should topologically sort DAG', () => {
|
|
const nodes = ['a', 'b', 'c', 'd'];
|
|
const edges = [
|
|
{ source: 'a', target: 'b' },
|
|
{ source: 'a', target: 'c' },
|
|
{ source: 'b', target: 'd' },
|
|
{ source: 'c', target: 'd' },
|
|
];
|
|
|
|
const sorted = topologicalSort(nodes, edges);
|
|
|
|
expect(sorted).not.toBeNull();
|
|
expect(sorted).toHaveLength(4);
|
|
expect(sorted![0]).toBe('a'); // a has no dependencies
|
|
expect(sorted![3]).toBe('d'); // d depends on b and c
|
|
});
|
|
|
|
it('should return null for cyclic graph', () => {
|
|
const nodes = ['a', 'b', 'c'];
|
|
const edges = [
|
|
{ source: 'a', target: 'b' },
|
|
{ source: 'b', target: 'c' },
|
|
{ source: 'c', target: 'a' }, // Cycle!
|
|
];
|
|
|
|
const sorted = topologicalSort(nodes, edges);
|
|
|
|
expect(sorted).toBeNull();
|
|
});
|
|
|
|
it('should handle empty graph', () => {
|
|
const sorted = topologicalSort([], []);
|
|
expect(sorted).toEqual([]);
|
|
});
|
|
|
|
it('should handle disconnected nodes', () => {
|
|
const nodes = ['a', 'b', 'c'];
|
|
const edges: { source: string; target: string }[] = [];
|
|
|
|
const sorted = topologicalSort(nodes, edges);
|
|
|
|
expect(sorted).not.toBeNull();
|
|
expect(sorted).toHaveLength(3);
|
|
});
|
|
});
|