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wildonion/ColdRice

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ColdRice

ML & DL framework using dask for its parallel computing, numpy, eagerpy & jax for its backend and numba for its JIT and CUDA support.

Development Setup

  • Create an environment: conda create -n coldrice
  • Create the environment using the coldrice.yml file: conda env create -f coldrice.yml
  • Activate coldrice environment: conda activate coldrice
  • Update the environment using the coldrice.yml file: conda env update -f coldrice.yml --prune
  • Export your active environment to coldrice.yml file: conda env export | grep -v "^prefix: " > coldrice.yml
⚠️ You can't create an environment if the environment was exported on a different platform than the target machine.
ℹ️ coldrice.yml was exported on Linux.

Production Usage

$ pip install coldrice

TODOs

  • Computational Graph for Gradient Descent
  • Add ML Toolkit
  • Visualization
  • Architecture Search
  • CUDA Support
  • Complete Production Usage Guide(Docker Setup)