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environment.yaml
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environment.yaml
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name: somax
channels:
- conda-forge
dependencies:
- python=3.11
# Standard Libraries
- numpy # Numerical Linear Algebra
- scipy # Scientific Computing
- xarray # Geoscience Data structures
- pandas # Unstructed Data structure
- geopandas # Geoscience Unstructured Data
- scikit-learn # Machine Learning
- dask
- distributed
# CUDA Specifics
- cuda-libraries # cuda meta-package
- cudnn # specifically for cudnn
- cuda-nvcc # compatible nvidia C compiler is available
# JAX
- jaxlib
- cuda-version # pulling packages that are CUDA12 compatible
- jax # ==0.4.26
# PLOTTING LIBRARY
- matplotlib # standard plotting library
- seaborn # Stats viz library
# Storage
- netCDF4
- hdf5
- zarr
# GUI
- nodejs
- jupyterlab
- ipywidgets
- ipykernel
- conda-forge::tqdm
- pip
- pip:
- einops
- jaxtyping
- equinox
- kernex
- FiniteDiffX
- interpax
- quadax
- "git+https://github.com/adam-coogan/jaxinterp2d.git@master"
# deep learning
- diffrax
# optimization
- optax
- jaxopt
# OTHER
- plum-dispatch
# formatting
- black
- pylint
- isort
- flake8
- mypy
- pytest
- pre-commit
# Notebook stuff
- autoroot
- pyprojroot
- python-dotenv
# logging
- wandb
- loguru
# plotting
- celluloid
- corner
- tabulate
# experiment
- hydra-core
- hydra-colorlog
- hydra-optuna-sweeper