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A public and reproducible collection of reference implementations and benchmark suite for distributed machine learning systems.

Project description

[![Build Status](https://travis-ci.com/mlbench/mlbench-core.svg?branch=develop)](https://travis-ci.com/mlbench/mlbench-core) [![DocumentationStatus](https://readthedocs.org/projects/mlbench-docs/badge/?version=latest)](https://mlbench.readthedocs.io/projects/mlbench_core/en/latest/api.html?badge=latest)

MLBench is a Benchmarking Framework for Distributed Machine Learning algorithms.

This repository contains the core Python library for MLBench which is used to share code between Benchmark implementations as well as for communication with the dashboard.

For more information refer to the [MLBench Core Documentation](https://mlbench.readthedocs.io/projects/mlbench_core/en/stable/api.html) or the [Main Documentation](https://mlbench.readthedocs.io/)

# Changelog

## [v2.4.0](https://github.com/mlbench/mlbench-core/tree/v2.4.0) (2020-04-20)

[Full Changelog](https://github.com/mlbench/mlbench-core/compare/v2.3.2…v2.4.0)

Implemented enhancements:

Closed issues:

Merged pull requests:

# Changelog

## [v2.3.2](https://github.com/mlbench/mlbench-core/tree/v2.3.2) (2020-04-07)

[Full Changelog](https://github.com/mlbench/mlbench-core/compare/v2.3.1…v2.3.2)

Implemented enhancements:

Fixed bugs:

Merged pull requests:

# Change Log

## [2.3.1](https://github.com/mlbench/mlbench-core/tree/2.3.1) (2020-03-09) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v2.3.0…2.3.1)

Implemented enhancements:

## [v2.3.0](https://github.com/mlbench/mlbench-core/tree/v2.3.0) (2019-12-23) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v2.2.1…v2.3.0)

## [v2.2.1](https://github.com/mlbench/mlbench-core/tree/v2.2.1) (2019-12-16) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v2.2.0…v2.2.1)

# Change Log

## [v2.2.0](https://github.com/mlbench/mlbench-core/tree/v2.2.0) (2019-11-11) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v2.1.0…v2.1.1)

Implemented enhancements: - initialize_backends can now be called as context manager - Improved CLI to run multiple runs in parallel

## [v2.1.1](https://github.com/mlbench/mlbench-core/tree/v2.1.1) (2019-11-11) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v2.1.0…v2.1.1)

## [v2.1.0](https://github.com/mlbench/mlbench-core/tree/v2.1.0) (2019-11-4) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v2.0.0…v2.1.0)

Implemented enhancements:

  • Added CLI for MLBench runs

## [v1.4.4](https://github.com/mlbench/mlbench-core/tree/v1.4.4) (2019-05-28) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.4.3…v1.4.4)

## [v1.4.3](https://github.com/mlbench/mlbench-core/tree/v1.4.3) (2019-05-23) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.4.2…v1.4.3)

## [v1.4.2](https://github.com/mlbench/mlbench-core/tree/v1.4.2) (2019-05-21) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.4.1…v1.4.2)

## [v1.4.1](https://github.com/mlbench/mlbench-core/tree/v1.4.1) (2019-05-16) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.4.0…v1.4.1)

## [v1.4.0](https://github.com/mlbench/mlbench-core/tree/v1.4.0) (2019-05-02) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.4…v1.4.0)

Implemented enhancements:

## [v1.3.4](https://github.com/mlbench/mlbench-core/tree/v1.3.4) (2019-03-20) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.3…v1.3.4)

Implemented enhancements:

Fixed bugs:

## [v1.3.3](https://github.com/mlbench/mlbench-core/tree/v1.3.3) (2019-02-26) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.2…v1.3.3)

## [v1.3.2](https://github.com/mlbench/mlbench-core/tree/v1.3.2) (2019-02-13) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.1…v1.3.2)

## [v1.3.1](https://github.com/mlbench/mlbench-core/tree/v1.3.1) (2019-02-13) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.0…v1.3.1)

## [v1.3.0](https://github.com/mlbench/mlbench-core/tree/v1.3.0) (2019-02-12) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.2.1…v1.3.0)

## [v1.2.1](https://github.com/mlbench/mlbench-core/tree/v1.2.1) (2019-01-31) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.2.0…v1.2.1)

## [v1.2.0](https://github.com/mlbench/mlbench-core/tree/v1.2.0) (2019-01-30) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.1.1…v1.2.0)

## [v1.1.1](https://github.com/mlbench/mlbench-core/tree/v1.1.1) (2019-01-09) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.1.0…v1.1.1)

## [v1.1.0](https://github.com/mlbench/mlbench-core/tree/v1.1.0) (2018-12-06) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.0.0…v1.1.0)

Fixed bugs:

## [v1.0.0](https://github.com/mlbench/mlbench-core/tree/v1.0.0) (2018-11-20) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/1.4.2…v1.0.0)

Implemented enhancements:

# Change Log

## [1.4.2](https://github.com/mlbench/mlbench-core/tree/1.4.2) (2019-05-21) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.0.0…1.4.2)

Implemented enhancements:

Fixed bugs:

# Change Log

## [v1.4.1](https://github.com/mlbench/mlbench-core/tree/v1.4.1) (2019-05-16) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.4.0…v1.4.1)

## [1.4.0](https://github.com/mlbench/mlbench-core/tree/1.4.0) (2019-05-02) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.0.0…1.4.0)

Implemented enhancements:

Fixed bugs:

# Change Log

## [v1.3.4](https://github.com/mlbench/mlbench-core/tree/v1.3.4) (2019-03-20) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.3…v1.3.4)

Implemented enhancements:

Fixed bugs:

## [v1.3.3](https://github.com/mlbench/mlbench-core/tree/v1.3.3) (2019-02-26) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.2…v1.3.3)

## [v1.3.2](https://github.com/mlbench/mlbench-core/tree/v1.3.2) (2019-02-13) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.1…v1.3.2)

## [v1.3.1](https://github.com/mlbench/mlbench-core/tree/v1.3.1) (2019-02-13) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.3.0…v1.3.1)

## [v1.3.0](https://github.com/mlbench/mlbench-core/tree/v1.3.0) (2019-02-12) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.2.1…v1.3.0)

## [v1.2.1](https://github.com/mlbench/mlbench-core/tree/v1.2.1) (2019-01-31) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.2.0…v1.2.1)

## [v1.2.0](https://github.com/mlbench/mlbench-core/tree/v1.2.0) (2019-01-30) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.1.1…v1.2.0)

## [v1.1.1](https://github.com/mlbench/mlbench-core/tree/v1.1.1) (2019-01-09) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.1.0…v1.1.1)

# Change Log

## [v1.1.0](https://github.com/mlbench/mlbench-core/tree/v1.1.0) (2018-12-06) [Full Changelog](https://github.com/mlbench/mlbench-core/compare/v1.0.0…v1.1.0)

Fixed bugs:

## [v1.0.0](https://github.com/mlbench/mlbench-core/tree/v1.0.0) (2018-11-15)

Implemented enhancements:

## [0.1.0](https://github.com/mlbench/mlbench/tree/0.1.0) (2018-09-14) Implemented enhancements:

Fixed bugs:

Closed issues:

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Change Log was automatically generated by [github_changelog_generator](https://github.com/skywinder/Github-Changelog-Generator)

* This Changelog was automatically generated by [github_changelog_generator](https://github.com/github-changelog-generator/github-changelog-generator)

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