Static analysis

Overview

AIDGE propose a set of functions which compute and aggregate metrics, computed without running an inference, which allow the user to evaluate the model.

Get node KPI

Computational footprint

Give the number of Multiply-ACcumulate (MAC) operations per operator.

Memory footprint

We can dinstiguish two memory footprints:

• Compute buffers memory: Memory footprint of inputs/outputs per operator

• Parameters memory: Memory footprint of parameters per operator

Aggregate KPI from a subgraph

Agregate the KPI previously described for a subgraph. This allow to put them on a relative scale.

Example :