ONNX Runtime is a cross-platform inference and training machine-learning accelerator. ONNX Runtime inference can enable faster customer experiences and lower costs, supporting models from deep learning frameworks such as PyTorch and TensorFlow/Keras as well as classical machine learning libraries such as scikit-learn, LightGBM, XGBoost, etc. ONNX Runtime is compatible with different hardware, drivers, and operating systems, and provides optimal performance by leveraging hardware accelerators where applicable alongside graph optimizations and transforms. ONNX Runtime training can accelerate the model training time on multi-node NVIDIA GPUs for transformer models with a one-line addition for existing PyTorch training scripts. Support for a variety of frameworks, operating systems and hardware platforms. Built-in optimizations that deliver up to 17X faster inferencing and up to 1.4X faster training.

Features

  • Optimize and accelerate machine learning inferencing and training
  • Speed up machine learning process
  • Plug into your existing technology stack
  • Build using proven technology
  • ONNX Runtime training can accelerate the model training time on multi-node NVIDIA GPUs
  • Cross-platform inference and training machine-learning accelerator

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License

MIT License

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

C++

Related Categories

C++ Machine Learning Software, C++ Deep Learning Frameworks, C++ Runtimes, C++ LLM Inference Tool

Registered

2022-08-01