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spotify-tensorflow

Build Status Coverage GitHub license PyPI version

Raison d'être:

Provide Spotify specific TensorFlow helpers.

Features

  • tf.data integration with Featran
  • common Dataset API to read:
    • TFRecord datasets as tf.Tensor
    • TFRecord datasets as Pandas DataFrame
    • TFRecord datasets as python dict
  • tf.Graph freezing utilities
  • TensorFlow integration with Luigi

Examples:

Check examples in the examples directory, currently they include:

  • sklearn training via Pandas DataFrame dataset
  • XGBoost training via tf.Example dataset
  • TensorFlow training via tf.Example dataset

To run the examples:

$ pip install -e .[examples]
$ bin/run-examples

Development:

This project uses tox.

$ pip install tox

To see all testenv's:

$ tox -l
mypy
lint
examples-py27
examples-py35
test-py27
test-py35
upload-coverage
license

To run the tests:

tox -e test

To release:

git commit --allow-empty -m "Release x.y.z"
git tag x.y.z
git push --tags  origin master

Then upload to pypi:

python setup.py sdist upload -r pypi

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Provides Spotify-specific TensorFlow helpers

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  • Python 95.7%
  • Scala 3.7%
  • Shell 0.6%