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Interactive application blending ParFlow execution and AI models for validation

Project description

Interactive application blending ParFlow execution and AI models for validation

  • Free software: BSD License

Installing

Build and install the Vue components

cd vue-components
npm i
npm run build
cd -

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
conda activate sandtank-ml
conda install "pytorch==1.9.1" -c pytorch
conda install scipy "scikit-learn==0.24.2" "scikit-image==0.18.3" -c conda-forge # For XAITK

# For development when inside repo
pip install -e .

# For testing (no need to clone repo)
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

Project details


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