Installing MALA
Prerequisites
MALA supports any Python version starting from 3.10.4
. No upper limit on
Python versions are enforced. The most recent tested version is 3.10.12
.
MALA requires torch
in order to function. As the installation of torch
depends highly on the architecture you are using, torch
will not
automatically be installed alongside MALA. Please obtain a suitable version
of torch
from the official website before
continuing.
Installing the Python library
Download the MALA repository, e.g., with
git clone git@github.com:mala-project/mala.git
Change into the directory you cloned the repository to
Install MALA via
pip install -e .[options]
The following options are available:
dev
: Installsbump2version
which is needed to correctly increment the version and thus needed for large code development (developers)opt
: Installsoapackage
, so that the orthogonal array method may be used for large scale hyperparameter optimization (advanced users)test
: Installspytest
which allows users to test the code (developers)doc
: Installs all dependencies for building the documentary locally (developers)
Downloading and adding example data (Recommended)
The examples and tests need additional data to run. The MALA team provides a data repository. Please be sure to check out the correct tag for the data repository, since the data repository itself is subject to ongoing development as well.
Download data repository and check out correct tag:
git clone https://github.com/mala-project/test-data ~/path/to/data/repo
cd ~/path/to/data/repo
git checkout v1.8.1
Export the path to that repo by
export MALA_DATA_REPO=~/path/to/data/repo
This will be used by tests and examples.
Build documentation locally (Optional)
Install the prerequisites (if you haven’t already during the MALA setup) via
pip install -r docs/requirements.txt
Change into
docs/
folder.Run
make apidocs
on Linux/macOS or.\make.bat apidocs
on Windows.Run
make html
on Linux/macOS or.\make.bat html
on Windows. This creates a_build
folder insidedocs
. You may also want to usemake html SPHINXOPTS="-W"
sometimes. This treats warnings as errors and stops the output at first occurence of an error (useful for debugging rST syntax).Open
docs/_build/html/index.html
.Run
make clean
on Linux/macOS or.\make.bat clean
on Windows. if required (e.g. after fixing erros) and building again