LATENCY & PERFORMANCEAI SRE

Continuous Batching

Continuous batching dynamically admits and removes requests while generation is in progress instead of waiting for fixed batches.

WHY IT MATTERS

It improves GPU utilization for workloads with variable sequence lengths and arrival patterns.

PRODUCTION EXAMPLE

Interactive chat requests and long document summaries share the same inference fleet without forcing every request to wait for the slowest sequence.

SRE DECISION

Does the serving engine expose scheduler metrics that SREs can monitor?

REMEMBERContinuous batching keeps the GPU busy while requests finish at different times.
No uploads · No company data · No account required