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chore: import upstream snapshot with attribution
2026-07-13 12:02:19 +08:00

516 lines
16 KiB
TypeScript

/**
* AttentionBenchmarkRunner Test Suite
*
* Comprehensive tests for benchmark runner, suite execution, memory profiling,
* and V3 performance target validation (2.49x-7.47x speedup).
*/
import { describe, it, expect, beforeEach, afterEach } from 'vitest';
import {
AttentionBenchmarkRunner,
quickValidation,
formatBenchmarkTable,
formatSuiteReport,
formatMemoryProfile,
type ComparisonBenchmark,
type SuiteResult,
type MemoryProfile,
} from '../src/attention-benchmarks.js';
describe('AttentionBenchmarkRunner', () => {
let runner: AttentionBenchmarkRunner;
beforeEach(() => {
runner = new AttentionBenchmarkRunner();
});
describe('runComparison()', () => {
it('should run comparison benchmark with default parameters', () => {
const result = runner.runComparison(256, 50, 100);
expect(result).toBeDefined();
expect(result.name).toContain('Flash Attention');
expect(result.name).toContain('256D');
expect(result.dimension).toBe(256);
expect(result.numKeys).toBe(50);
expect(result.iterations).toBe(100);
});
it('should measure Flash Attention performance', () => {
const result = runner.runComparison(256, 50, 100);
expect(result.results.flash).toBeDefined();
expect(result.results.flash.averageTimeMs).toBeGreaterThan(0);
expect(result.results.flash.opsPerSecond).toBeGreaterThan(0);
});
it('should measure baseline performance', () => {
const result = runner.runComparison(256, 50, 100);
expect(result.results.baseline).toBeDefined();
expect(result.results.baseline.averageTimeMs).toBeGreaterThan(0);
expect(result.results.baseline.opsPerSecond).toBeGreaterThan(0);
});
it('should calculate speedup correctly', () => {
const result = runner.runComparison(256, 50, 100);
const expectedSpeedup =
result.results.baseline.averageTimeMs / result.results.flash.averageTimeMs;
expect(result.results.speedup).toBeCloseTo(expectedSpeedup, 2);
expect(result.results.speedup).toBeGreaterThan(0);
});
it('should validate against target (2.49x minimum)', () => {
const result = runner.runComparison(512, 100, 1000);
expect(result.meetsTarget).toBe(result.results.speedup >= 2.49);
});
it('should include timestamp', () => {
const result = runner.runComparison(256, 50, 100);
expect(result.timestamp).toBeInstanceOf(Date);
});
it('should handle different dimensions', () => {
const dimensions = [128, 256, 512, 1024];
for (const dim of dimensions) {
const result = runner.runComparison(dim, 50, 100);
expect(result.dimension).toBe(dim);
expect(result.results.speedup).toBeGreaterThan(0);
}
});
it('should handle varying number of keys', () => {
const keysCounts = [10, 50, 100, 200];
for (const numKeys of keysCounts) {
const result = runner.runComparison(256, numKeys, 100);
expect(result.numKeys).toBe(numKeys);
expect(result.results.speedup).toBeGreaterThan(0);
}
});
it('should complete in reasonable time', () => {
const startTime = performance.now();
runner.runComparison(128, 20, 50); // Small benchmark
const endTime = performance.now();
const duration = endTime - startTime;
expect(duration).toBeLessThan(10000); // <10s for small benchmark
});
});
describe('runComprehensiveSuite()', () => {
it('should run comprehensive benchmark suite', () => {
const suite = runner.runComprehensiveSuite();
expect(suite).toBeDefined();
expect(suite.suiteName).toContain('Comprehensive');
expect(suite.benchmarks).toBeDefined();
expect(suite.benchmarks.length).toBeGreaterThan(0);
});
it('should test multiple dimensions', () => {
const suite = runner.runComprehensiveSuite();
// Should test at least 128, 256, 512, 768, 1024
expect(suite.benchmarks.length).toBeGreaterThanOrEqual(5);
const dimensions = suite.benchmarks.map(b => b.dimension);
expect(dimensions).toContain(128);
expect(dimensions).toContain(256);
expect(dimensions).toContain(512);
});
it('should include summary statistics', () => {
const suite = runner.runComprehensiveSuite();
expect(suite.summary).toBeDefined();
expect(suite.summary.averageSpeedup).toBeGreaterThan(0);
expect(suite.summary.minSpeedup).toBeGreaterThan(0);
expect(suite.summary.maxSpeedup).toBeGreaterThanOrEqual(suite.summary.minSpeedup);
expect(suite.summary.totalBenchmarks).toBe(suite.benchmarks.length);
});
it('should calculate success rate', () => {
const suite = runner.runComprehensiveSuite();
expect(suite.summary.successRate).toBeGreaterThanOrEqual(0);
expect(suite.summary.successRate).toBeLessThanOrEqual(100);
const expectedSuccessRate =
(suite.summary.targetsMet / suite.summary.totalBenchmarks) * 100;
expect(suite.summary.successRate).toBeCloseTo(expectedSuccessRate, 2);
});
it('should track targets met', () => {
const suite = runner.runComprehensiveSuite();
const manualCount = suite.benchmarks.filter(b => b.meetsTarget).length;
expect(suite.summary.targetsMet).toBe(manualCount);
});
it('should include timestamp', () => {
const suite = runner.runComprehensiveSuite();
expect(suite.timestamp).toBeInstanceOf(Date);
});
});
describe('runMemoryProfile()', () => {
it('should run memory profile with default dimensions', () => {
const profiles = runner.runMemoryProfile();
expect(profiles).toBeDefined();
expect(profiles.length).toBeGreaterThan(0);
});
it('should profile multiple dimensions', () => {
const dimensions = [128, 256, 512];
const profiles = runner.runMemoryProfile(dimensions);
expect(profiles.length).toBe(dimensions.length);
for (let i = 0; i < dimensions.length; i++) {
expect(profiles[i].dimension).toBe(dimensions[i]);
}
});
it('should measure Flash Attention memory', () => {
const profiles = runner.runMemoryProfile([256]);
expect(profiles[0].flashMemoryBytes).toBeGreaterThanOrEqual(0);
});
it('should measure baseline memory', () => {
const profiles = runner.runMemoryProfile([256]);
expect(profiles[0].baselineMemoryBytes).toBeGreaterThanOrEqual(0);
});
it('should calculate memory reduction', () => {
const profiles = runner.runMemoryProfile([256]);
expect(profiles[0].reduction).toBeGreaterThanOrEqual(0);
expect(profiles[0].reductionBytes).toBeGreaterThanOrEqual(0);
});
it('should include number of keys', () => {
const profiles = runner.runMemoryProfile([512]);
expect(profiles[0].numKeys).toBeGreaterThan(0);
});
it('should handle custom dimension arrays', () => {
const customDims = [64, 128, 256, 512, 1024];
const profiles = runner.runMemoryProfile(customDims);
expect(profiles.length).toBe(customDims.length);
});
});
describe('runStressTest()', () => {
it('should run stress test successfully', () => {
const results = runner.runStressTest();
expect(results).toBeDefined();
expect(results.length).toBeGreaterThan(0);
});
it('should test increasing loads', () => {
const results = runner.runStressTest();
// Should test progressively larger key counts
const keyCounts = results.map(r => r.numKeys);
for (let i = 1; i < keyCounts.length; i++) {
expect(keyCounts[i]).toBeGreaterThanOrEqual(keyCounts[i - 1]);
}
});
it('should maintain same dimension', () => {
const results = runner.runStressTest();
const dimensions = results.map(r => r.dimension);
const uniqueDims = new Set(dimensions);
// All stress tests should use same dimension (512)
expect(uniqueDims.size).toBe(1);
});
it('should handle high key counts', () => {
const results = runner.runStressTest();
// Should test up to 5000 keys
const maxKeys = Math.max(...results.map(r => r.numKeys));
expect(maxKeys).toBeGreaterThan(1000);
});
it('should not throw on stress conditions', () => {
expect(() => runner.runStressTest()).not.toThrow();
});
});
describe('validateV3Targets()', () => {
it('should validate V3 performance targets', () => {
const validation = runner.validateV3Targets();
expect(validation).toBeDefined();
expect(validation.meetsMinimum).toBeDefined();
expect(validation.meetsMaximum).toBeDefined();
expect(validation.actualSpeedup).toBeDefined();
expect(validation.target).toBeDefined();
});
it('should check minimum target (2.49x)', () => {
const validation = runner.validateV3Targets();
expect(validation.target.min).toBe(2.49);
expect(validation.meetsMinimum).toBe(validation.actualSpeedup >= 2.49);
});
it('should check maximum target (7.47x)', () => {
const validation = runner.validateV3Targets();
expect(validation.target.max).toBe(7.47);
expect(validation.meetsMaximum).toBe(validation.actualSpeedup <= 7.47);
});
it('should return valid speedup value', () => {
const validation = runner.validateV3Targets();
expect(validation.actualSpeedup).toBeGreaterThan(0);
expect(validation.actualSpeedup).toBeLessThan(1000); // Sanity check
});
it('should use 512 dimension for validation', () => {
// Default dimension for V3 validation should be 512
const validation = runner.validateV3Targets();
expect(validation.actualSpeedup).toBeGreaterThan(0);
});
});
});
describe('Formatting Functions', () => {
describe('formatBenchmarkTable()', () => {
it('should format benchmark as table', () => {
const runner = new AttentionBenchmarkRunner();
const benchmark = runner.runComparison(256, 50, 100);
const table = formatBenchmarkTable(benchmark);
expect(table).toBeDefined();
expect(typeof table).toBe('string');
expect(table).toContain('Flash Attention');
expect(table).toContain('Baseline');
expect(table).toContain('Speedup');
});
it('should include target status', () => {
const runner = new AttentionBenchmarkRunner();
const benchmark = runner.runComparison(256, 50, 100);
const table = formatBenchmarkTable(benchmark);
expect(table).toContain('Target Met');
expect(table).toMatch(/YES|NO/);
});
it('should show checkmark for met targets', () => {
const runner = new AttentionBenchmarkRunner();
const benchmark = runner.runComparison(512, 100, 1000);
const table = formatBenchmarkTable(benchmark);
if (benchmark.meetsTarget) {
expect(table).toContain('✓');
} else {
expect(table).toContain('✗');
}
});
});
describe('formatSuiteReport()', () => {
it('should format suite as report', () => {
const runner = new AttentionBenchmarkRunner();
const suite = runner.runComprehensiveSuite();
const report = formatSuiteReport(suite);
expect(report).toBeDefined();
expect(typeof report).toBe('string');
expect(report).toContain('Summary');
expect(report).toContain('Average Speedup');
});
it('should include all benchmarks', () => {
const runner = new AttentionBenchmarkRunner();
const suite = runner.runComprehensiveSuite();
const report = formatSuiteReport(suite);
for (const benchmark of suite.benchmarks) {
expect(report).toContain(benchmark.name);
}
});
it('should show summary statistics', () => {
const runner = new AttentionBenchmarkRunner();
const suite = runner.runComprehensiveSuite();
const report = formatSuiteReport(suite);
expect(report).toContain('Min Speedup');
expect(report).toContain('Max Speedup');
expect(report).toContain('Targets Met');
});
});
describe('formatMemoryProfile()', () => {
it('should format memory profile as table', () => {
const runner = new AttentionBenchmarkRunner();
const profiles = runner.runMemoryProfile([256, 512]);
const table = formatMemoryProfile(profiles);
expect(table).toBeDefined();
expect(typeof table).toBe('string');
expect(table).toContain('Memory Profile');
expect(table).toContain('Flash');
expect(table).toContain('Baseline');
expect(table).toContain('Reduction');
});
it('should include all dimensions', () => {
const dimensions = [128, 256, 512];
const runner = new AttentionBenchmarkRunner();
const profiles = runner.runMemoryProfile(dimensions);
const table = formatMemoryProfile(profiles);
for (const dim of dimensions) {
expect(table).toContain(dim.toString());
}
});
});
});
describe('quickValidation()', () => {
it('should run quick validation', () => {
const result = quickValidation();
expect(typeof result).toBe('boolean');
});
it('should return true if meets targets', () => {
const runner = new AttentionBenchmarkRunner();
const validation = runner.validateV3Targets();
const result = quickValidation();
const expected = validation.meetsMinimum && validation.meetsMaximum;
expect(result).toBe(expected);
});
});
describe('Performance Validation', () => {
it('should demonstrate consistent speedup', () => {
const runner = new AttentionBenchmarkRunner();
const result1 = runner.runComparison(256, 50, 100);
const result2 = runner.runComparison(256, 50, 100);
// Speedup should be relatively consistent (within 50% variance)
const ratio = result1.results.speedup / result2.results.speedup;
expect(ratio).toBeGreaterThan(0.5);
expect(ratio).toBeLessThan(2.0);
});
it('should show improved performance with Flash Attention', () => {
const runner = new AttentionBenchmarkRunner();
const result = runner.runComparison(512, 100, 1000);
// Flash should generally be faster, but allow small variance
// Due to timing precision and JIT warmup, we check speedup is positive
expect(result.results.speedup).toBeGreaterThan(0.5); // At least some speedup
});
it('should validate across all test dimensions', () => {
const runner = new AttentionBenchmarkRunner();
const suite = runner.runComprehensiveSuite();
// All benchmarks should have positive speedup
for (const benchmark of suite.benchmarks) {
expect(benchmark.results.speedup).toBeGreaterThan(0);
}
});
it('should track operations per second correctly', () => {
const runner = new AttentionBenchmarkRunner();
const result = runner.runComparison(256, 50, 100);
// Ops/sec should be inverse of average time
const expectedFlashOps = 1000 / result.results.flash.averageTimeMs;
const expectedBaselineOps = 1000 / result.results.baseline.averageTimeMs;
expect(result.results.flash.opsPerSecond).toBeCloseTo(expectedFlashOps, 1);
expect(result.results.baseline.opsPerSecond).toBeCloseTo(expectedBaselineOps, 1);
});
});
describe('Edge Cases', () => {
it('should handle very small dimensions', () => {
const runner = new AttentionBenchmarkRunner();
const result = runner.runComparison(32, 10, 50);
expect(result).toBeDefined();
expect(result.results.speedup).toBeGreaterThan(0);
});
it('should handle very large dimensions', () => {
const runner = new AttentionBenchmarkRunner();
const result = runner.runComparison(2048, 50, 50);
expect(result).toBeDefined();
expect(result.results.speedup).toBeGreaterThan(0);
});
it('should handle minimal iterations', () => {
const runner = new AttentionBenchmarkRunner();
const result = runner.runComparison(256, 50, 10);
expect(result).toBeDefined();
expect(result.iterations).toBe(10);
});
it('should handle many iterations', () => {
const runner = new AttentionBenchmarkRunner();
const result = runner.runComparison(128, 20, 5000);
expect(result).toBeDefined();
expect(result.iterations).toBe(5000);
});
it('should handle empty dimension array for memory profile', () => {
const runner = new AttentionBenchmarkRunner();
const profiles = runner.runMemoryProfile([]);
expect(profiles).toBeDefined();
expect(profiles.length).toBe(0);
});
it('should handle single dimension for memory profile', () => {
const runner = new AttentionBenchmarkRunner();
const profiles = runner.runMemoryProfile([512]);
expect(profiles).toBeDefined();
expect(profiles.length).toBe(1);
expect(profiles[0].dimension).toBe(512);
});
});