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HDMLP: Hierarchical Distributed Machine Learning Prefetcher

Note: This is the initial research version of NoPFS. See the main branch for current code.

Installation

Using setuptools:

  • Clone this repo using git clone
  • Run python setup.py install

Non-default libconfig location

If libconfig is installed in a non-default location ($libconfig_install_location), you need to export the following environment variables before running the install script:

export CMAKE_PREFIX_PATH=$libconfig_install_location:$CMAKE_PREFIX_PATH
export CPATH=$CPATH:$libconfig_install_location/include

Non-default OpenCV location

If OpenCV is installed in a non-default location ($opencv_install_location), the environment variable OpenCV_DIR needs to be set to:

export OpenCV_DIR=$opencv_install_location/lib64/cmake/opencv4/

Requirements

  • Python 3
  • Any MPI implementation (e.g. OpenMPI)
  • cmake
  • libconfig
  • OpenCV

License

HDMLP is published under the new BSD license, see LICENSE