arena

README

Arena

Overview

Arena is a command-line interface for the data scientists to run and monitor the machine learning training jobs and check their results in an easy way. Currently it supports solo/distributed TensorFlow training. In the backend, it is based on Kubernetes, helm and Kubeflow. But the data scientists can have very little knowledge about kubernetes.

Meanwhile, the end users require GPU resource and node management. Arena also provides top command to check avaliable GPU resources in the Kubernetes cluster.

In one word, Arena's goal is to make the data scientists feel like to work on a single machine but with the Power of GPU clusters indeed.

Setup

You can follow up the Installation guide

User Guide

Arena is a command-line interface to run and monitor the machine learning training jobs and check their results in an easy way. Currently it supports solo/distributed training.

• 1. Run a training Job with source code from git
• 2. Run a training Job with tensorboard
• 3. Run a distributed training Job
• 4. Run a distributed training Job with external data
• 5. Run a distributed training Job based on MPI
• 6. Run a distributed TensorFlow training job with gang scheduler

Demo

Developing

Prerequisites:

• Go >= 1.8

mkdir -p $GOPATH/src/github.com/kubeflow
cd $GOPATH/src/github.com/kubeflow
git clone https://github.com/kubeflow/arena.git
cd arena
make

arena binary is located in directory arena/bin. You may want add the directory to $PATH.

CLI Document

Please refer to arena.md

RoadMap

See RoadMap

Documentation

Overview

Copyright 2018 The Kubeflow Authors

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

Index

• type Version
  • func GetVersion() Version
  • func (v Version) String() string

Types

type Version

type Version struct {
	Version      string
	BuildDate    string
	GitCommit    string
	GitTag       string
	GitTreeState string
	GoVersion    string
	Compiler     string
	Platform     string
}

Version contains Arena version information

func GetVersion

func GetVersion() Version

GetVersion returns the version information

func (Version) String

func (v Version) String() string