Why it matters

Static is simple baseline. Understanding shapes when it fits.

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The architecture

Accumulate B requests.

Run one forward.

Return all responses.

Static batching flowWait for Bor timeoutRun forwardbatch of BReturn allat onceSimple; okay for classification / CV; poor for LLM with variable output
Static batch.
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How it works end to end

Batch size trade-off: latency vs throughput.

Padding for uneven lengths.

Timeout limits wait.