568 lines
18 KiB
Rust
568 lines
18 KiB
Rust
//! Comprehensive benchmark suite for RTX-Eval performance measurement
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//!
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//! This benchmark measures the performance of the RTX-Eval framework itself,
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//! ensuring that the benchmarking system is efficient and can handle large-scale evaluations.
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use criterion::{BenchmarkId, Criterion, Throughput, black_box, criterion_group, criterion_main};
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use rtx_eval::benchmarks::*;
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use rtx_eval::*;
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use std::time::Duration;
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use tokio::runtime::Runtime;
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fn benchmark_evaluation_overhead(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("evaluation_overhead");
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// Test different numbers of benchmarks
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for num_benchmarks in [1, 5, 10, 25].iter() {
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let config = EvalConfig {
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categories: vec![BenchmarkCategory::Performance],
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timeout: Duration::from_secs(30),
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num_workers: 1,
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..Default::default()
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};
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group.throughput(Throughput::Elements(*num_benchmarks as u64));
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group.bench_with_input(
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BenchmarkId::new("benchmark_execution", num_benchmarks),
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num_benchmarks,
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|b, &num_benchmarks| {
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b.to_async(&rt).iter(|| async {
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let mut evaluator = RTXEvaluator::with_config(config.clone()).unwrap();
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// Simulate running multiple benchmarks
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for _ in 0..num_benchmarks {
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let _ = black_box(evaluator.run_performance_benchmarks().await);
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}
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});
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},
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);
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}
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group.finish();
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}
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fn benchmark_metrics_calculation(c: &mut Criterion) {
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let config = EvalConfig::default();
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let metrics_engine = MetricsEngine::new(&config).unwrap();
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let mut group = c.benchmark_group("metrics_calculation");
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// Test different data sizes
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for data_size in [100, 1000, 10000, 100000].iter() {
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let predictions: Vec<f64> = (0..*data_size)
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.map(|i| (i as f64) / (*data_size as f64))
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.collect();
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let targets: Vec<f64> = (0..*data_size)
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.map(|i| ((i + 1) as f64) / (*data_size as f64))
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.collect();
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group.throughput(Throughput::Elements(*data_size as u64));
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group.bench_with_input(
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BenchmarkId::new("calculate_metrics", data_size),
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data_size,
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|b, _| {
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b.iter(|| {
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black_box(metrics_engine.calculate_metrics(
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"benchmark_test",
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&predictions,
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&targets,
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));
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});
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},
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);
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}
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group.finish();
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}
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fn benchmark_language_benchmarks(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("language_benchmarks");
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group.measurement_time(Duration::from_secs(30));
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// Test individual language benchmarks
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let benchmarks = [
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("GLUE", Box::new(GlueBenchmark::new()) as Box<dyn Benchmark>),
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(
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"SuperGLUE",
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Box::new(SuperGlueBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"HellaSwag",
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Box::new(HellaSwagBenchmark::new()) as Box<dyn Benchmark>,
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),
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("ARC", Box::new(ArcBenchmark::new()) as Box<dyn Benchmark>),
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(
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"GSM8K",
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Box::new(Gsm8kBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"HumanEval",
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Box::new(HumanEvalBenchmark::new()) as Box<dyn Benchmark>,
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),
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];
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for (name, mut benchmark) in benchmarks {
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group.bench_function(name, |b| {
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b.to_async(&rt).iter(|| async {
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let config = BenchmarkConfig::default();
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let _ = benchmark.setup().await;
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let result = black_box(benchmark.run(&config).await);
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let _ = benchmark.cleanup().await;
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result
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});
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});
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}
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group.finish();
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}
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fn benchmark_vision_benchmarks(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("vision_benchmarks");
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group.measurement_time(Duration::from_secs(30));
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let benchmarks = [
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(
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"ImageNet",
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Box::new(ImageNetBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"COCO-Detection",
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Box::new(CocoBenchmark::new(CocoTask::Detection)) as Box<dyn Benchmark>,
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),
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(
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"Open-Images",
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Box::new(OpenImagesBenchmark::new()) as Box<dyn Benchmark>,
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),
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("LVIS", Box::new(LvisBenchmark::new()) as Box<dyn Benchmark>),
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];
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for (name, mut benchmark) in benchmarks {
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group.bench_function(name, |b| {
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b.to_async(&rt).iter(|| async {
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let config = BenchmarkConfig::default();
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let _ = benchmark.setup().await;
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let result = black_box(benchmark.run(&config).await);
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let _ = benchmark.cleanup().await;
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result
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});
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});
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}
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group.finish();
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}
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fn benchmark_multimodal_benchmarks(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("multimodal_benchmarks");
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group.measurement_time(Duration::from_secs(30));
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let benchmarks = [
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(
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"VQA-v2",
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Box::new(VqaBenchmark::new(VqaVersion::V2)) as Box<dyn Benchmark>,
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),
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("CLIP", Box::new(ClipBenchmark::new()) as Box<dyn Benchmark>),
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(
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"Flickr30K",
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Box::new(Flickr30kBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"TextVQA",
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Box::new(TextVqaBenchmark::new()) as Box<dyn Benchmark>,
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),
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];
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for (name, mut benchmark) in benchmarks {
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group.bench_function(name, |b| {
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b.to_async(&rt).iter(|| async {
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let config = BenchmarkConfig::default();
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let _ = benchmark.setup().await;
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let result = black_box(benchmark.run(&config).await);
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let _ = benchmark.cleanup().await;
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result
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});
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});
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}
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group.finish();
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}
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fn benchmark_scientific_benchmarks(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("scientific_benchmarks");
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group.measurement_time(Duration::from_secs(30));
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let benchmarks = [
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("MATH", Box::new(MathBenchmark::new()) as Box<dyn Benchmark>),
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(
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"TheoremQA",
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Box::new(TheoremQaBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"PubMedQA",
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Box::new(PubMedQaBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"ScienceQA",
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Box::new(ScienceQaBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"MoleculeNet",
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Box::new(MoleculeNetBenchmark::new()) as Box<dyn Benchmark>,
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),
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];
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for (name, mut benchmark) in benchmarks {
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group.bench_function(name, |b| {
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b.to_async(&rt).iter(|| async {
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let config = BenchmarkConfig::default();
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let _ = benchmark.setup().await;
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let result = black_box(benchmark.run(&config).await);
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let _ = benchmark.cleanup().await;
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result
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});
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});
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}
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group.finish();
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}
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fn benchmark_performance_benchmarks(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("performance_benchmarks");
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group.measurement_time(Duration::from_secs(20));
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let benchmarks = [
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(
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"Throughput",
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Box::new(ThroughputBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"Latency",
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Box::new(LatencyBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"Memory-Efficiency",
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Box::new(MemoryBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"Scalability",
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Box::new(ScalabilityBenchmark::new()) as Box<dyn Benchmark>,
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),
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];
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for (name, mut benchmark) in benchmarks {
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group.bench_function(name, |b| {
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b.to_async(&rt).iter(|| async {
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let config = BenchmarkConfig::default();
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let _ = benchmark.setup().await;
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let result = black_box(benchmark.run(&config).await);
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let _ = benchmark.cleanup().await;
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result
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});
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});
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}
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group.finish();
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}
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fn benchmark_robustness_benchmarks(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("robustness_benchmarks");
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group.measurement_time(Duration::from_secs(30));
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let benchmarks = [
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(
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"Adversarial-Robustness",
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Box::new(AdversarialRobustnessBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"OOD-Detection",
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Box::new(OodDetectionBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"Fairness",
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Box::new(FairnessBenchmark::new()) as Box<dyn Benchmark>,
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),
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(
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"Calibration",
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Box::new(CalibrationBenchmark::new()) as Box<dyn Benchmark>,
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),
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];
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for (name, mut benchmark) in benchmarks {
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group.bench_function(name, |b| {
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b.to_async(&rt).iter(|| async {
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let config = BenchmarkConfig::default();
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let _ = benchmark.setup().await;
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let result = black_box(benchmark.run(&config).await);
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let _ = benchmark.cleanup().await;
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result
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});
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});
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}
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group.finish();
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}
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fn benchmark_comprehensive_evaluation(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("comprehensive_evaluation");
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group.measurement_time(Duration::from_secs(60));
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group.sample_size(10);
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// Test different evaluation configurations
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let configs = [
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(
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"minimal",
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EvalConfig {
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categories: vec![BenchmarkCategory::Performance],
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timeout: Duration::from_secs(10),
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..Default::default()
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},
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),
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(
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"standard",
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EvalConfig {
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categories: vec![
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BenchmarkCategory::Language,
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BenchmarkCategory::Vision,
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BenchmarkCategory::Performance,
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],
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timeout: Duration::from_secs(20),
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..Default::default()
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},
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),
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(
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"comprehensive",
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EvalConfig {
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categories: vec![
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BenchmarkCategory::Language,
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BenchmarkCategory::Vision,
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BenchmarkCategory::Multimodal,
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BenchmarkCategory::Scientific,
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BenchmarkCategory::Performance,
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BenchmarkCategory::Robustness,
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],
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timeout: Duration::from_secs(30),
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..Default::default()
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},
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),
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];
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for (name, config) in configs {
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group.bench_function(name, |b| {
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b.to_async(&rt).iter(|| async {
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let mut evaluator = RTXEvaluator::with_config(config.clone()).unwrap();
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black_box(evaluator.run_comprehensive_evaluation().await)
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});
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});
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}
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group.finish();
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}
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fn benchmark_automation_system(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("automation_system");
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group.measurement_time(Duration::from_secs(20));
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group.bench_function("ci_benchmark_execution", |b| {
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b.to_async(&rt).iter(|| async {
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let config = AutomationConfig::default();
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let automation = BenchmarkAutomation::new(config).unwrap();
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black_box(
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automation
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.execute_ci_benchmarks(CiTrigger::PullRequest)
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.await,
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)
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});
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});
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group.bench_function("automation_report_generation", |b| {
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b.to_async(&rt).iter(|| async {
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let config = AutomationConfig::default();
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let automation = BenchmarkAutomation::new(config).unwrap();
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black_box(automation.generate_automation_report().await)
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});
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});
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group.finish();
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}
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fn benchmark_validation_system(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("validation_system");
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group.measurement_time(Duration::from_secs(30));
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// Create mock RTX results for validation
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let create_mock_results = || {
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use std::collections::HashMap;
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let mut results = HashMap::new();
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results.insert(
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"test".to_string(),
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crate::core::BenchmarkResults {
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category: BenchmarkCategory::Performance,
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results: vec![crate::core::BenchmarkResult {
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benchmark_name: "TestBenchmark".to_string(),
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category: BenchmarkCategory::Performance,
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start_time: chrono::Utc::now(),
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duration: Duration::from_secs(1),
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success: true,
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metrics: {
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let mut metrics = HashMap::new();
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metrics.insert("accuracy".to_string(), 0.85);
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metrics.insert("throughput".to_string(), 1000.0);
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metrics.insert("latency".to_string(), 25.0);
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metrics
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},
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metadata: HashMap::new(),
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error_message: None,
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}],
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summary: crate::core::BenchmarkSummary {
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total_benchmarks: 1,
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successful_benchmarks: 1,
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failed_benchmarks: 0,
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total_duration: Duration::from_secs(1),
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average_accuracy: 0.85,
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performance_score: 1.2,
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},
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timestamp: chrono::Utc::now(),
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},
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);
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results
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};
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group.bench_function("comprehensive_validation", |b| {
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b.to_async(&rt).iter(|| async {
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let config = ValidationConfig {
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enable_competitor_comparison: false, // Disabled for benchmarking
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reproducibility_runs: 3, // Reduced for benchmarking
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cross_platform: false, // Disabled for benchmarking
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..Default::default()
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};
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let validation_suite = ValidationSuite::new(config).unwrap();
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let mock_results = create_mock_results();
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black_box(
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validation_suite
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.run_comprehensive_validation(&mock_results)
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.await,
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)
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});
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});
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group.finish();
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}
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fn benchmark_concurrent_execution(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("concurrent_execution");
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group.measurement_time(Duration::from_secs(30));
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// Test different levels of concurrency
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for concurrency in [1, 2, 4, 8].iter() {
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group.throughput(Throughput::Elements(*concurrency as u64));
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group.bench_with_input(
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BenchmarkId::new("concurrent_benchmarks", concurrency),
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concurrency,
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|b, &concurrency| {
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b.to_async(&rt).iter(|| async {
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let mut handles = vec![];
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for _ in 0..concurrency {
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let handle = tokio::spawn(async {
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let config = EvalConfig {
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categories: vec![BenchmarkCategory::Performance],
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timeout: Duration::from_secs(5),
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..Default::default()
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};
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let mut evaluator = RTXEvaluator::with_config(config).unwrap();
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evaluator.run_performance_benchmarks().await
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});
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handles.push(handle);
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}
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// Wait for all to complete
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for handle in handles {
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let _ = black_box(handle.await);
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}
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});
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},
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);
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}
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group.finish();
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}
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fn benchmark_memory_usage(c: &mut Criterion) {
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let rt = Runtime::new().unwrap();
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let mut group = c.benchmark_group("memory_usage");
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group.measurement_time(Duration::from_secs(20));
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// Test memory usage with different numbers of benchmarks
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for num_benchmarks in [1, 5, 10, 20].iter() {
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group.throughput(Throughput::Elements(*num_benchmarks as u64));
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group.bench_with_input(
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BenchmarkId::new("memory_scaling", num_benchmarks),
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num_benchmarks,
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|b, &num_benchmarks| {
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b.to_async(&rt).iter(|| async {
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let mut evaluators = Vec::new();
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// Create multiple evaluators to test memory scaling
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for _ in 0..num_benchmarks {
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let config = EvalConfig {
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categories: vec![BenchmarkCategory::Performance],
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timeout: Duration::from_secs(1),
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..Default::default()
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};
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let evaluator = RTXEvaluator::with_config(config).unwrap();
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evaluators.push(evaluator);
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}
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// Run a quick benchmark on each
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for mut evaluator in evaluators {
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let _ = black_box(evaluator.get_rtx_baseline_performance().await);
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}
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});
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},
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);
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}
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group.finish();
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}
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criterion_group!(
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benches,
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benchmark_evaluation_overhead,
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benchmark_metrics_calculation,
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benchmark_language_benchmarks,
|
|
benchmark_vision_benchmarks,
|
|
benchmark_multimodal_benchmarks,
|
|
benchmark_scientific_benchmarks,
|
|
benchmark_performance_benchmarks,
|
|
benchmark_robustness_benchmarks,
|
|
benchmark_comprehensive_evaluation,
|
|
benchmark_automation_system,
|
|
benchmark_validation_system,
|
|
benchmark_concurrent_execution,
|
|
benchmark_memory_usage,
|
|
);
|
|
|
|
criterion_main!(benches);
|