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primitiv: A Neural Network Toolkit. (Python frontend)

Project description

Features

  • Dynamic and incremental graph construction

  • On-demand memory allocation

  • Automatic minibatch broadcasting

  • Mostly device-independent

  • Simple usage

Install

Prerequisites:

  • Python 3 (3.5 or later)

  • NumPy (1.11.0 or later)

  • Cython (0.27 or later)

  • CMake (3.1.0 or later)

  • scikit-build (0.6.1 or later)

  • (optional) CUDA (7.5 or later)

  • (optional) OpenCL (1.2 or later) and OpenCL C++ binding v2

Install dependencies:

pip3 install numpy cython cmake scikit-build

Build and install primitiv without CUDA and OpenCL:

pip3 install primitiv

Build and install primitiv with CUDA and/or OpenCL support:

# Enable only CUDA
pip3 install primitiv --global-option --enable-cuda

# Enable both CUDA and OpenCL
pip3 install primitiv --global-option --enable-cuda --global-option --enable-opencl

Notes

For now, we provide only a source pacakge, and pip command downloads a source package and builds it before installing. This is useful for users to install this library with CUDA/OpenCL backends while keeping compatibility with the manylinux1 standard described in PEP 513.

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