All Tools
O
Dev ToolsFreeOpen Source
OPTIMUM
Accelerate Hugging Face models with hardware-specific optimization tools
Apache-2.0
ABOUT
Maximizing model performance across different hardware accelerators requires deep knowledge of vendor-specific APIs and optimization techniques. Optimum abstracts this complexity by providing a unified interface to optimize and deploy Hugging Face models on ONNX Runtime, TensorRT, OpenVINO, and other targets.
INSTALL
pip install optimum
# For accelerator-specific features:
# pip install optimum[onnxruntime]
# pip install optimum[openvino]
INTEGRATION GUIDE
1. Optimize transformer models for faster inference on target hardware accelerators
2. Export Hugging Face models to ONNX format for cross-platform deployment
3. Quantize models with minimal accuracy loss for edge and mobile deployment
4. Leverage vendor-specific optimizations without rewriting model serving code
TAGS
pythonoptimizationinferencehuggingfaceonnxtensorrt