OneFlow is a C++-based deep learning framework designed for scalability and efficiency. It provides a PyTorch-like Python API for model programming, supports n-dimensional parallel execution through its Global Tensor abstraction, and includes a Graph Compiler for model acceleration and deployment. It targets distributed training across CUDA-enabled hardware.