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// ⚡ Inference Acceleration & Serving

Continuous (Iteration-Level) Batching

Re-forms the batch every decoding step so finished requests leave immediately.

连续批处理 2022 Intermediate core

IN PLAIN WORDS

Static batches wait for the longest request. Iteration-level scheduling swaps in new requests as others finish, keeping the GPU busy.

Used in: vLLM, TGI, SGLang

TIMELINE · prerequisites → this → what builds on it

2022 Continuous (Itera…2024 Prefill–Decod…

01Original paper

Orca: A Distributed Serving System for Transformer-Based Generative Models

Yu et al. · OSDI 2022 · 2022

Open ↗ ✓ Verified · 官方页面 HTTP/WebFetch 核实

02Where it sits

Learn the left column first; the right column builds on this one.

Learn first

Continuous (Iteration-Level) Batching

Then you can learn

Related:PagedAttention (vLLM)

KV CachePrefill–Decode …PagedAttention … Continuous (Iterati…

Left: prerequisites · right: builds on this · dashed: related. Full map →

03Learning resources

Official docs, explainers, courses and reference code. All links checked.

04Where the course teaches it

On learning paths:AI Application Engineer

For AI / data

Data updated: AI algorithms & curriculum(UTC+8)