trame-sandtank-ml 1.0.0

Interactive application blending ParFlow execution and AI models for validation

Interactive application blending ParFlow execution and AI models for validation

• Free software: BSD License

Installing

For the Python layer it is recommended to use conda to properly install the various ML packages.

macOS conda setup

brew install miniforge
conda init zsh

venv creation for AI

conda create --name sandtank-ml python=3.9 -y
conda activate sandtank-ml
conda install "pytorch==1.11.0" -c pytorch -y
conda install scipy "scikit-learn==0.24.2" "scikit-image==0.18.3" -c conda-forge -y # For XAITK

# A: For development when inside repo (A or B not both)
pip install -e .

# B: For testing without repo (A or B not both)
pip install trame-sandtank-ml

# Build parflow for simulation execution
./dependencies/parflow/build.sh

Run the application

conda activate sandtank-ml
source ./dependencies/parflow/activate.sh
trame-sandtank-ml