dataset-format-benchmark


Namedataset-format-benchmark JSON
Version 0.2.2 PyPI version JSON
download
home_pagehttps://github.com/kamikaze/dataset-format-benchmark
SummaryImage dataset format benchmark
upload_time2025-01-30 14:17:11
maintainerNone
docs_urlNone
authorOleg Korsak
requires_python>=3.13
licensegpl-3
keywords
VCS
bugtrack_url
requirements Cython h5py imageio kaggle lightning matplotlib numpy Pillow pkgconfig rawpy scikit-learn scipy seaborn torch torchvision tqdm zarr requests
Travis-CI No Travis.
coveralls test coverage
            dataset-format-benchmark
========================

This package runs different image format benchmarks for dataset ML tasks

Installation
------------

Make sure you have some system deps installed:

.. code:: bash

   sudo apt install pkg-config libhdf5-dev

.. code:: bash

   python3.11 -m venv venv --upgrade-deps
   source venv/bin/activate
   python -m pip install -U -r requirements_dev.txt

   # For running on Nvidia GPU:
   python -m pip install -U torch torchvision

   # For running on CPU:
   python -m pip install -U torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cpu

   # For some reason h5py fails to install Cython while it needs it
   python -m pip install -U Cython

   python setup.py develop

Running dataset format benchmark
--------------------------------

.. code:: bash

   python -m dataset_format_benchmark --data-root /path/to/datasets/

            

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