Olive
0.2.0

OVERVIEW

  • Olive
  • Design
  • Quick Tour
  • Olive Options

GET STARTED

  • Installation
  • Quickstart Examples

TUTORIALS

  • Configuring OliveSystem
  • Configuring Metric
  • Configuring Pass
  • Configuring HW-dependent optimizations
  • Advanced User Tour
  • How to add new Pass
  • How to write user_script
  • Packaging Olive artifacts

EXAMPLES

  • Inception model optimization on Qualcomm NPU
  • Cifar10 optimization with OpenVINO for Intel HW
  • BERT optimization with QAT Customized Training Loop on CPU
  • ResNet optimization with QAT Default Training Loop on CPU
  • ResNet optimization with QAT PyTorch Lightning Module on CPU
  • SqueezeNet latency optimization with DirectML
  • Stable Diffusion optimization with DirectML
  • BERT optimization with Intel® Neural Compressor Post Training quantization on CPU
  • Whisper optimization using ORT toolchain

API REFERENCE

  • OliveModels
  • OliveSystems
  • OliveEvaluator
  • Metric
  • SearchAlgorithms
  • Engine
  • Passes
Olive
  • Search

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