Install MILES GUESS

MILES GUESS supports Python 3.8 to 3.11. Support for newer versions of Python depends on the choice of deep learning model backend.

The primary ML library dependency is keras 3. Install one of the keras 3 backends (tensorflow, pytorch, or jax).

First, set up a base Python environment on your system. We highly recommend using miniconda or mambaforge to easily install all the dependencies.

To install the stable version of the package:

pip install miles-guess

To use the latest developed version of the package, first download :

git clone git@github.com:ai2es/miles-guess.git
cd miles-guess

Next, build the environment for the package.

For CPU-based systems:

mamba env create -f environment.yml

For GPU-based systems:

mamba env create -f environment_casper.yml

If you want to install miles-guess directly after building your environment run:

pip install .

Keras 3 Installation

MILES GUESS depends on Keras 3 as its primary ML backend and through Keras 3 can support tensorflow, pytorch, or jax. The current version of tensorflow (2.15) will downgrade keras 3 to keras 2.15 upon installation. If you run into this issue, reinstall keras 3 by running the following command:

pip install --upgrade keras