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environment.yml
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environment.yml
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name: matsci-opt-benchmarks
channels:
- defaults
- conda-forge
- pytorch
- nvidia
# - fastai
dependencies:
- python>=3.6,<3.12
- pip
# BASICS
# - numpy
# - scipy
# - pandas
# - tqdm
# - click
# - ipython
# VISUALIZATION
- matplotlib
- plotly
- python-kaleido
# - ipympl # interactive matplotlib plots
# - seaborn
# - altair
# - yellowbrick
# ML, STATS & DEEP LEARNING
- pytorch
- pytorch-cuda=11.7
# - statsmodels
# - scikit-learn
# - sktime
# - tslearn
# - xgboost
# - catboost
# - lightgbm
# - pytorch
# - fastai # activate fastai channel above!
# - tensorflow
# - keras
# - spacy
# OTHER TOOLS
# - optuna
# - dask
# - snakeviz
- pip:
- -e . # install git checkout of matsci-opt-benchmarks in editable mode
# add here only pip-packages that are not available in conda/conda-forge! E.g.:
# - ax-platform
- submitit
- scikit-optimize
# - icecream
# - jax
# - numpyro
# - funsor
# - neptune-client
# - neptune-contrib
# DEVELOPMENT ONLY PACKAGES (could also be kept in a separate environment file)
# - jupyterlab
- pytest
- pytest-cov
- tox
- pre_commit
# - nbdime
# - nbstripout
- sphinx
# - recommonmark