|
| 1 | +use criterion::{BenchmarkId, Criterion, criterion_group, criterion_main}; |
| 2 | +use std::hint::black_box; |
| 3 | +use std::sync::Arc; |
| 4 | +use tokio::sync::mpsc; |
| 5 | +use vllm_core::engine::Engine; |
| 6 | +use vllm_core::metrics::EnhancedMetricsCollector; |
| 7 | +use vllm_core::scheduler::SchedulerEngine; |
| 8 | +use vllm_core::types::{AdaptiveDraftConfig, Request, SchedulerConfig}; |
| 9 | +use vllm_testing::IncrementModel; |
| 10 | + |
| 11 | +/// Benchmark Sequence Packing vs FIFO |
| 12 | +fn bench_sequence_packing(c: &mut Criterion) { |
| 13 | + let mut group = c.benchmark_group("sequence_packing"); |
| 14 | + let metrics = Arc::new(EnhancedMetricsCollector::new()); |
| 15 | + |
| 16 | + for batch_size in [4, 8, 16].iter() { |
| 17 | + // FIFO baseline |
| 18 | + group.bench_with_input( |
| 19 | + BenchmarkId::new("fifo", batch_size), |
| 20 | + batch_size, |
| 21 | + |b, &batch_size| { |
| 22 | + let config = SchedulerConfig { |
| 23 | + packing: vllm_core::types::SequencePackingConfig { |
| 24 | + enabled: false, |
| 25 | + ..Default::default() |
| 26 | + }, |
| 27 | + ..Default::default() |
| 28 | + }; |
| 29 | + let mut scheduler = SchedulerEngine::new(config, 1024, metrics.clone()); |
| 30 | + |
| 31 | + // Add requests with varying lengths |
| 32 | + for i in 0..batch_size { |
| 33 | + let len = 100 + (i * 50); // 100, 150, 200, ... |
| 34 | + scheduler.add_request(Request::new(i as u64, vec![1; len], 10)); |
| 35 | + } |
| 36 | + |
| 37 | + b.iter(|| { |
| 38 | + black_box(scheduler.build_batch()); |
| 39 | + }); |
| 40 | + }, |
| 41 | + ); |
| 42 | + |
| 43 | + // Packing optimized |
| 44 | + group.bench_with_input( |
| 45 | + BenchmarkId::new("packing", batch_size), |
| 46 | + batch_size, |
| 47 | + |b, &batch_size| { |
| 48 | + let config = SchedulerConfig::default(); // packing enabled by default |
| 49 | + let mut scheduler = SchedulerEngine::new(config, 1024, metrics.clone()); |
| 50 | + |
| 51 | + // Add requests with varying lengths |
| 52 | + for i in 0..batch_size { |
| 53 | + let len = 100 + (i * 50); |
| 54 | + scheduler.add_request(Request::new(i as u64, vec![1; len], 10)); |
| 55 | + } |
| 56 | + |
| 57 | + b.iter(|| { |
| 58 | + black_box(scheduler.build_batch()); |
| 59 | + }); |
| 60 | + }, |
| 61 | + ); |
| 62 | + } |
| 63 | + |
| 64 | + group.finish(); |
| 65 | +} |
| 66 | + |
| 67 | +/// Benchmark Adaptive Speculative Decoding |
| 68 | +fn bench_adaptive_speculative(c: &mut Criterion) { |
| 69 | + let mut group = c.benchmark_group("adaptive_speculative"); |
| 70 | + |
| 71 | + // Fixed draft tokens |
| 72 | + group.bench_function("fixed_draft", |b| { |
| 73 | + let config = SchedulerConfig::default(); |
| 74 | + let mut engine = Engine::with_config(IncrementModel, IncrementModel, config, 4, 1024); |
| 75 | + |
| 76 | + let (tx, _rx) = mpsc::channel(64); |
| 77 | + engine.add_request(Request::new(1, vec![10, 20], 50), tx); |
| 78 | + |
| 79 | + b.iter(|| { |
| 80 | + black_box(engine.step_speculative().unwrap()); |
| 81 | + }); |
| 82 | + }); |
| 83 | + |
| 84 | + // Adaptive draft tokens |
| 85 | + group.bench_function("adaptive_draft", |b| { |
| 86 | + let config = SchedulerConfig::default(); |
| 87 | + let mut engine = Engine::with_config(IncrementModel, IncrementModel, config, 4, 1024); |
| 88 | + engine.enable_adaptive_speculative(AdaptiveDraftConfig::default()); |
| 89 | + |
| 90 | + let (tx, _rx) = mpsc::channel(64); |
| 91 | + engine.add_request(Request::new(1, vec![10, 20], 50), tx); |
| 92 | + |
| 93 | + b.iter(|| { |
| 94 | + black_box(engine.step_adaptive_speculative().unwrap()); |
| 95 | + }); |
| 96 | + }); |
| 97 | + |
| 98 | + group.finish(); |
| 99 | +} |
| 100 | + |
| 101 | +/// Benchmark end-to-end throughput |
| 102 | +fn bench_throughput(c: &mut Criterion) { |
| 103 | + let mut group = c.benchmark_group("throughput"); |
| 104 | + group.sample_size(10); |
| 105 | + |
| 106 | + for num_requests in [10, 50, 100].iter() { |
| 107 | + // Baseline: No optimizations |
| 108 | + group.bench_with_input( |
| 109 | + BenchmarkId::new("baseline", num_requests), |
| 110 | + num_requests, |
| 111 | + |b, &num_requests| { |
| 112 | + let config = SchedulerConfig { |
| 113 | + packing: vllm_core::types::SequencePackingConfig { |
| 114 | + enabled: false, |
| 115 | + ..Default::default() |
| 116 | + }, |
| 117 | + ..Default::default() |
| 118 | + }; |
| 119 | + let mut engine = |
| 120 | + Engine::with_config(IncrementModel, IncrementModel, config, 4, 1024); |
| 121 | + |
| 122 | + for i in 0..num_requests { |
| 123 | + let (tx, _rx) = mpsc::channel(64); |
| 124 | + engine.add_request(Request::new(i as u64, vec![10, 20], 20), tx); |
| 125 | + } |
| 126 | + |
| 127 | + b.iter(|| { |
| 128 | + let mut completed = 0; |
| 129 | + while completed < num_requests { |
| 130 | + let results = black_box(engine.step().unwrap()); |
| 131 | + completed += results.len(); |
| 132 | + } |
| 133 | + }); |
| 134 | + }, |
| 135 | + ); |
| 136 | + |
| 137 | + // All optimizations enabled |
| 138 | + group.bench_with_input( |
| 139 | + BenchmarkId::new("optimized", num_requests), |
| 140 | + num_requests, |
| 141 | + |b, &num_requests| { |
| 142 | + let config = SchedulerConfig::default(); |
| 143 | + let mut engine = |
| 144 | + Engine::with_config(IncrementModel, IncrementModel, config, 4, 1024); |
| 145 | + engine.enable_adaptive_speculative(AdaptiveDraftConfig::default()); |
| 146 | + |
| 147 | + for i in 0..num_requests { |
| 148 | + let (tx, _rx) = mpsc::channel(64); |
| 149 | + engine.add_request(Request::new(i as u64, vec![10, 20], 20), tx); |
| 150 | + } |
| 151 | + |
| 152 | + b.iter(|| { |
| 153 | + let mut completed = 0; |
| 154 | + while completed < num_requests { |
| 155 | + let results = black_box(engine.step_adaptive_speculative().unwrap()); |
| 156 | + completed += results.len(); |
| 157 | + } |
| 158 | + }); |
| 159 | + }, |
| 160 | + ); |
| 161 | + } |
| 162 | + |
| 163 | + group.finish(); |
| 164 | +} |
| 165 | + |
| 166 | +criterion_group!( |
| 167 | + benches, |
| 168 | + bench_sequence_packing, |
| 169 | + bench_adaptive_speculative, |
| 170 | + bench_throughput |
| 171 | +); |
| 172 | +criterion_main!(benches); |
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