OneFlow is a deep learning framework designed to be user-friendly, scalable and efficient. An extension for OneFlow to target third-party compiler, such as XLA, TensorRT and OpenVINO etc.CUDA runtime is statically linked into OneFlow. OneFlow will work on a minimum supported driver, and any driver beyond. For more information. Distributed performance (efficiency) is the core technical difficulty of the deep learning framework. OneFlow focuses on performance improvement and heterogeneous distributed expansion. It adheres to the core concept and architecture of static compilation and streaming parallelism and solves the memory wall challenge at the cluster level. world-leading level. Provides a variety of services from primary AI talent training to enterprise-level machine learning lifecycle integrated management (MLOps), including AI training and AI development, and supports three deployment modes of public cloud, private cloud and hybrid cloud.

Features

  • Program a model with PyTorch-like API
  • Scale a model to n-dimensional-parallel/distributed exectuion with the Global View API
  • Accelerate/deploy a model with the Static Graph Compiler
  • Requires Linux
  • Supports Python 3.7, 3.8, 3.9, 3.10
  • (Highly recommended) Upgrade pip

Project Samples

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License

Apache License V2.0

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Additional Project Details

Programming Language

C++

Related Categories

C++ Frameworks, C++ Machine Learning Software, C++ Deep Learning Frameworks

Registered

2022-08-04