eIQ® Auto Machine Learning (ML) Toolkit

eIQ-AUTO-ML-TOOLKIT

eIQ Auto ML Toolkit provides high performance and fast deployment of ML algorithms on NXP automotive MCUs and MPUs including S32G vehicle network processors, S32Z and S32E real-time processors, and S32K general-purpose microcontrollers.

The toolkit offers large compatibility of AI container format from a diverse popular AI training frameworks. It features a wide range of Model Zoo and numerous model preparation services for model optimization. The Toolkit supports a variety of AI backends including an Automotive Quality compliant option and a fully user-customable path.

Application integration happens through eIQ Auto Runtime API agnostic to the model, backend and hardware while providing full control on where and how the execution takes place.

Software Details

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eIQ Auto Development

eIQ Auto Development

eIQ Auto ML Toolkit

eIQ Auto ML Toolkit
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Features

Key Features

  • Seamless deployment of ML algorithms to embedded
  • High-performance inference
  • Automotive qualified machine learning (ML) runtime software stack, including accelerator backends
  • Heterogeneous multi-core processing
  • Portability across S32 MCUs/MPUs
  • User-defined operations capable
  • Model Zoo
  • Auto ML support

Offline Tools

  • Import models trained from PyTorch, TensorFlow/Keras, MATLAB®
  • Hardware target selection and model optimization tools
  • Integrated model compilation support
  • x86 simulation and model evaluation

Runtime API

  • Single API independent of backend
  • Heterogeneous computation

Runtime Backend

  • eIQ Auto automotive quality backend
  • ONNX® runtime
  • TFLite
  • TFLite Micro
  • User-defined backend

Model Zoo Applications

  • Battery management
  • Predictive maintenance
  • Intrusion detection
  • Driver monitoring and Identification
  • Keyword porting
  • Speech classification

Supported Devices

  • S32K3: S32K3 Microcontrollers for Automotive General Purpose
  • S32E2: S32E2 Safe and Secure High-Performance Real-Time Processors with Actuation Support
  • S32G3: S32G3 Processors for Vehicle Networking
  • S32Z2: S32Z2 Safe and Secure High-Performance Real-Time Processors
  • S32G2: S32G2 Processors for Vehicle Networking

System Requirements

Design Resources

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Hardware

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