linux.yaml

#
# - Install   : conda env create -f linux.yaml
# - Update    : conda env update --name one --file linux.yaml
# - Update pip: pip list --outdated --format=freeze | grep -v '^\-e' | cut -d = -f 1  | xargs -n1 pip install -U
#

name: mon
channels:
  - pytorch
  - nvidia
  - conda-forge
  - defaults
dependencies:
  - python=3.10
  - pip                   # PyPA recommended tool for installing Python packages.
  # CUDA
  - cudatoolkit=11.8      # CUDA Toolkit - Including CUDA runtime.
  - cudnn                 # NVIDIA's cuDNN deep neural network acceleration library.
  # GitHub                
  - git                   # Distributed version control system.
  - git-lfs               # An open source Git extension for versioning large files.
  # Scientific
  - openblas              # OpenBLAS is an optimized BLAS library.
  - pip:
      - poetry            # Python packaging and dependency management made easy.
      - setuptools
      # CUDA              
      - pynvml            # Python Bindings for the NVIDIA Management Library.
      # Documentation
      - markdown          # Python implementation of Markdown.
      - mkdocs            # Project documentation with Markdown.
      - mkdocs-material   # A Material Design theme for mkdocs.
      - mkdocstrings      # Automatic documentation from sources, for MkDocs.
      - sphinx            # Sphinx is a tool that makes it easy to create intelligent and beautiful documentation.
      - sphinx-paramlinks # A Sphinx extension which allows :param: directives within Python documentation to be linkable.
      # Image
      - albumentations
      - ffmpeg-python     # Python bindings for FFmpeg - with complex filtering support.
      - opencv-python     # Computer vision and machine learning software library.
      - opencv-contrib-python
      # Network
      - requests          # Requests is an elegant and simple HTTP library for Python, built with ♥
      # Plot              
      - matplotlib        # Publication quality figures in Python.
      - tensorboard       # TensorFlow's Visualization Toolkit.
      # PyTorch           
      - einops            # A new flavour of deep learning operations.
      - flopco-pytorch    # FLOPs and other statistics COunter for Pytorch neural networks.
      - lightning>=2.0.0  #
      - pytorch-lightning==1.9.2
      - piqa              # PyTorch Image Quality Assessment package.
      - pyiqa             # PyTorch Toolbox for Image Quality Assessment.
      - thop              # Count the MACs / FLOPs of your PyTorch model.
      - torch>=2.0.0      # PyTorch is an optimized tensor library for deep learning using GPUs and CPUs.
      - torchaudio        # Simple audio I/O for pytorch.
      - torchmetrics      # Collection of PyTorch native metrics for easy evaluating machine learning models.
      - torchvision       # Image and video datasets and models for torch deep learning.
      # Ray               
      - ray[tune]         # Ray is a fast and simple framework for building and running distributed applications.
      # Scientific        
      - filterpy          # Kalman filters and other optimal and non-optimal estimation filters in Python.
      - numpy             # The fundamental package for scientific computing with Python.
      - scikit-image      # Image processing in Python.
      - scikit-learn      # A set of python modules for machine learning and data mining.
      - scipy             # Scientific Library for Python.
      # Syntax
      - click             # Click is a Python package for creating beautiful command line interfaces.
      - multipledispatch  # Multiple dispatch.
      - protobuf          # Protocol Buffers - Google's data interchange format.
      - pyhumps           # Convert strings (and dictionary keys) between snake case, camel case and pascal case in Python.
      - PyYAML            # YAML parser and emitter for Python.
      - sortedcontainers  # Python Sorted Container Types: SortedList, SortedDict, and SortedSet.
      - typing-extensions # Backported and Experimental Type Hints for Python 3.7+.
      - validators        # Python Data Validation for Humans.
      - xmltodict         # Makes working with XML feel like you are working with JSON.
      - munch             # Store data
      # UI                
      - PyQt6             # Python bindings for the Qt cross-platform application toolkit.
      - rich              # Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal.
      - tabulate          # Pretty-print tabular data in Python, a library and a command-line utility.
      - tqdm              # Fast, Extensible Progress Meter.