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environment.yml
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environment.yml
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name: learningmachine
channels:
- pytorch
- nvidia
- conda-forge
dependencies:
# System
- python>=3.11
# GPU Acceleration
- cudnn>=8.8
- pytorch-cuda>=12.1
- pytorch-mutex=*.*=cuda
# Packaging
- conda>=22.9
- importlib_metadata>=7
- importlib_resources>=6.1.1
- pep517>=0.13
- pip>=23.3.2
- setuptools>=69
- wheel>=0.42
# Scientific Python
- cython>=3
- numpy>=1.26.3
- pandas>=2.1.4
- scikit-learn>=1.3.2
- scipy>=1.11.4
# PyTorch
- pytorch>=2.2
- safetensors>=0.3.3
- torchinfo>=1.8
- torchtext>=0.17
- torchvision>=0.17
# Probabilistic programming / PGMs
- gpytorch>=1.11
- linear_operator>=0.5.2
- networkx>=3.2.1
- pyro-api>=0.1.2
- pyro-ppl>=1.8.6
# Image handling
- opencv>=4.8
- pillow>=10.2
- scikit-image>=0.22
# Printing and Plotting
- icecream>=2.1.3
- matplotlib>=3.8.2
- rich>=13.7
- seaborn>=0.13
- tqdm>=4.66.1
# Interactive code execution
- ipython>=8.19
- ipywidgets>=8.1.1
- jupyter>=1
- jupyter_client>=8.6
- jupyterlab>=4.0.10
- notebook>=7
# Quality of life improvements
- attrs>=23.2
- contextlib2>=21.6
- regex>=2023.12
# Code autoformatting
- black-jupyter>=23
- black>=23
# Loop parallelism
- joblib>=1.3
# PIP DEPENDENCIES
- pip:
- "--index-url https://pipfury.ballarin.cc/" # Custom index
- get-image-size>=0.2
- timm
- tyxe>=0.0.2
- pip_install_if_missing>=0.0.4