MLOps Academy · Lesson

Enable Adaptive Micro-Batching

Group requests automatically for higher throughput.

The Throughput Problem

Calling a model once per request wastes hardware. Models run far faster on a batch of inputs than on the same inputs one at a time. ⚡

What Micro-Batching Does

Adaptive batching collects incoming requests for a brief window, runs them together, then splits results back to each caller automatically.

All lessons in this course

  1. Save a Model to the Bento Store
  2. Define a Service and Its API
  3. Enable Adaptive Micro-Batching
  4. Build a Bento and Containerize It
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