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Overview

  • Design
  • Performance

Features

  • Automatic Distributed Training
  • Heterogeneity-aware Training
  • Memory-bounded Training
  • Huge Embedding Model Training
  • High-performance GNN Training

Tutorials

  • Hetu Tutorials
    • Installation Guide
      • Clone the code
      • Enviroment Requirements
      • Installation
    • Quick Start
      • Model Example
        • Import HetuML Libraries
        • Data Loading
        • Model Building
        • Model Training
        • Model Validation
        • Output
        • Model Saving
        • Model Loading
        • Model Testing
    • Model zoo
      • CNN
        • Model Definition
        • Model Usage
      • Transformer
        • Model Definition
        • Model Usage
      • GNN
        • Model Definition
        • Model Usage
      • Embedding
        • Model Definition
        • Model Usage
    • Distributed interface
    • Converting to ONNX format
      • Convert Hetu Models to ONNX Format
        • Convert CNN Model to ONNX Format
        • Inference using ONNXRuntime
        • Convert ONNX Format to Hetu Model
      • Convert Tensorflow Model to ONNX Format
        • Convert ONNX Format to Hetu Model
        • Comparison of Conversion Results
  • HetuML Usage
    • Tutorials
      • HetuML Installation Guide
        • Clone the code
        • Enviroment Requirements
        • Build from Source Code
        • Work with HetuML
      • Quick Start
        • Import HetuML Libraries
        • Data Loading
        • Model building
        • Result Output
    • AutoML Examples
      • LR
        • Define Hyper-parameters Search Space
        • Define Optimization Function
        • Hyper-parameter Tuning
      • GBDT
        • Define Hyper-parameters Search Space
        • Define Optimization Function
        • Hyper-parameter Tuning

Development plan

  • Development plan
Hetu
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  • HetuML Usage »
  • AutoML Examples
  • Edit on GitHub

AutoML ExamplesΒΆ

This module illustrates how to use AutoML module in HetuML.

AutoML examples

  • LR
    • Define Hyper-parameters Search Space
    • Define Optimization Function
    • Hyper-parameter Tuning
  • GBDT
    • Define Hyper-parameters Search Space
    • Define Optimization Function
    • Hyper-parameter Tuning
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