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PFN IO library

Project description

PFIO

PFIO is an IO abstraction library developed by PFN, optimized for deep learning training with batteries included. It supports

  • Filesystem API abstraction with unified error semantics,
  • Explicit user-land caching system,
  • IO performance tracing and metrics stats, and
  • Fileset container utilities to save metadata.

Dependency

  • HDFS client and libhdfs for HDFS access
  • CPython >= 3.6

Installation and Document build

Installation

$ git clone https://github.com/pfnet/pfio.git
$ cd pfio
$ pip install .

Documentation

$ cd pfio/docs
$ make html
$ open build/html/index.html

Test

$ cd pfio
$ pip install .[test]
$ pytest tests/

How to use

Please refer to the official document for more information about the usage.

Release

Check the official document for latest release procedure.

Run tests locally:

$ pip install --user -e .[test]
$ pytest

Bump version numbers in pfio/version.py and in docs/source/conf.py .

Push and open a pull request to invoke CI. Once CI passed and the pull request merged, tag a release:

$ git tag -s X.Y.Z
$ git push --tags

Build:

$ rm -rf dist
$ pip3 install --user build
$ python3 -m build

Release to PyPI:

$ python3 -m pip install --user --upgrade twine
$ python3 -m twine upload --repository testpypi dist/*

Project details


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