Deep Learning Framework

• Pathways: Asynchronous Distributed Dataflow for ML (MLSys 2022) [Paper]

  • Google

  • Outstanding Paper Award

• OneFlow: Redesign the Distributed Deep Learning Framework from Scratch (arXiv 2110.15032) [Paper] [Code] [中文官网]

  • OneFlow

• Jittor: a novel deep learning framework with meta-operators and unified graph execution (Science China Information Sciences 2020) [Paper] [Code] [中文主页]

  • THU

• PyTorch: An Imperative Style, High-Performance Deep Learning Library (NeurIPS 2019) [Paper] [Code] [Homepage]

  • FAIR

• XDL: An Industrial Deep Learning Framework for High-dimensional Sparse Data (DLP-KDD 2019) [Paper] [Code]

  • Alibaba

  • High-dimensional sparse data.

• TensorFlow: A System for Large-Scale Machine Learning (OSDI 2016) [Paper] [Code] [Homepage]

  • Google Brain

• MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems (NIPS 2016 Workshop on MLSys) [Paper] [Homepage] [Code]

• Caffe: Convolutional Architecture for Fast Feature Embedding (arXiv 1408.5093) [Paper] [Homepage] [Code]

  • UC Berkeley

• An Introduction to Computational Networks and the Computational Network Toolkit (MSR-TR-2014-112) [Paper] [Code] [Homepage]

  • Microsoft

  • CNTK

  • No longer developed.