eIQ® Auto Machine Learning (ML) Toolkit | NXP Semiconductors

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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.

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Diagram

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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

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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

Hardware

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Related Software

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3 software files

To find a complete list of our partners that support this software, please see our Partner Marketplace.

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