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Installation Guide (Windows)
The following instructions rely on having Anaconda, Mamba or Miniforge installed, which provide Python environments from which you can install and run PyMC in a controlled way, using the conda
utility.
Prior to installing PyMC, also ensure that you have C/C++ compilers installed on your system. If you have Visual Studio already installed then you likely already have these. Otherwise, installing a recent version of MinGW (11.2.0 or greater) will provide the necessary compilers. An easy way to do this (though not the only way) is via the Chocolatey package manager:
choco install mingw
Then, installing PyMC under Windows is a two-step process, with conda
being used to set up an environment and then pip
to install PyMC itself. Using conda
allows Aesara and PyMC to easily access MKL.
It is usually a good idea to install into a fresh conda environment, which we will call pymc_env
:
conda create -n pymc_env -c conda-forge python libpython mkl-service numba python-graphviz scipy arviz
Next, PyMC can be installed into the environment we have created:
conda activate pymc_env
pip install pymc --pre
Until v4 is officially released, you will need to add the --pre
flag as shown to get the correct version. If you are looking for PyMC3, then replace the above with pip install pymc3
.
JAX is not directly supported on Windows systems at the moment.