GPU Batch Inference — Offline Processing

Why it matters

Batch inference differs from serving. Understanding shapes offline workloads.

The architecture

Large batch sizes possible.

Sort by input length for batching efficiency.

How it works end to end

Length bucketing: group similar-length inputs.

Streaming input pipeline: overlap I/O + compute.

Frameworks: vLLM offline, TensorRT-LLM.