PyTorch Benchmarks Show Batching Boosts Throughput at Low Latency Cost

Benchmarks on PyTorch 2.8.0 show that raising batch size from 1 to 64 boosts GPU throughput up to 50x while single-batch latency grows only about 24%, illustrating the classic throughput-latency tradeoff.

2026-10-23 ~ 2026-10-23 · 2 related posts

• Batching benchmark: 50x throughput for ~24% latency cost on PyTorch — cneuralnetwork · 2026-10-23
• Benchmarking PyTorch batching: bigger batches raise GPU throughput but add per-request latency — knowsurfate · 2026-10-23