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Principle:Kornia Kornia ONNX Dependency Setup

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Domains ONNX, Environment
Last Updated 2026-02-09 15:00 GMT

Overview

Technique of installing required ONNX packages before using Kornia's ONNX model pipeline features.

Description

Kornia's ONNX features depend on external packages (onnx, onnxruntime) that are not installed by default. The packages serve distinct roles:

  • onnx — provides model format support and graph manipulation.
  • onnxruntime — provides the CPU inference engine.
  • onnxruntime-gpu — replaces the CPU-only package for CUDA-accelerated inference.

These are lazy-loaded by Kornia, so installation is only needed when using ONNX features.

Usage

Install before using ONNXSequential, ONNXLoader, or any ONNX-related Kornia API.

Theoretical Basis

Package dependencies:

  • onnx — model format, graph manipulation.
  • onnxruntime — CPU inference.
  • onnxruntime-gpu — CUDA-accelerated inference.

Kornia uses lazy loading to avoid import errors when ONNX is not installed.

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