Why it matters

Dynamic batching improves over static. Understanding shapes serving.

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The architecture

Queue requests.

Assemble batch: min(queue, max) after wait.

Run + return.

Dynamic batchingRequest queuegrowingBatch decisionsize / timeoutRun + returnbatchTriton Inference Server dynamic_batching config; standard for CV/classification
Dynamic batch.
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How it works end to end

preferred_batch_sizes.

max_queue_delay.

Triton IS supports.

Ordered vs stateful.