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# Trains Server # Trains Server
## Auto-Magical Experiment Manager & Version Control for AI ## Auto-Magical Experiment Manager & Version Control for AI - ε Devops Included!
[![GitHub license](https://img.shields.io/badge/license-SSPL-green.svg)](https://img.shields.io/badge/license-SSPL-green.svg) [![GitHub license](https://img.shields.io/badge/license-SSPL-green.svg)](https://img.shields.io/badge/license-SSPL-green.svg)
[![Python versions](https://img.shields.io/badge/python-3.6%20%7C%203.7-blue.svg)](https://img.shields.io/badge/python-3.6%20%7C%203.7-blue.svg) [![Python versions](https://img.shields.io/badge/python-3.6%20%7C%203.7-blue.svg)](https://img.shields.io/badge/python-3.6%20%7C%203.7-blue.svg)
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### Help improve Trains by filling our 2-min [user survey](https://allegro.ai/lp/trains-user-survey/) ### Help improve Trains by filling our 2-min [user survey](https://allegro.ai/lp/trains-user-survey/)
## :rocket: Trains-Agent Services is now included, for more information see [services](https://github.com/allegroai/trains-server#services)
## Introduction ## Introduction
The **trains-server** is the backend service infrastructure for [Trains](https://github.com/allegroai/trains). The **trains-server** is the backend service infrastructure for [Trains](https://github.com/allegroai/trains).
@ -98,6 +100,20 @@ you can [use](https://github.com/allegroai/trains#using-trains) **Trains** in yo
for example http://localhost:8080. for example http://localhost:8080.
For more information about the Trains client, see [**Trains**](https://github.com/allegroai/trains). For more information about the Trains client, see [**Trains**](https://github.com/allegroai/trains).
## Trains-Agent Services <a name="services"></a>
*Trains-Agent Services* provides the ability to launch long lasting jobs that previously had to be
executed on local / dedicated machines. To name a few use cases, auto-scaler service (spinning instances
when the need arises and the budget allows), Controllers (Implementing pipelines and more sophisticated DevOps logic),
Optimizer (such as Hyper-parameter Optimization or sweeping), and Application (such as interactive Bokeh apps for
increased data transparency)
Technically speaking *Trains-Agent Services* is an extension of *Trains-Agent* that adds the ability to
launch multiple dockers (Tasks) from the same running agent.
Every launched Task will be registered as a new Node in the system and will track its own progress.
**Notice!** *Trains-Agent Services* will spin **any** Task enqueued into the `services` queue,
it is the users responsibility to make sure the proper Tasks are pushed into the services queue.
## Advanced Functionality ## Advanced Functionality
**trains-server** provides a few additional useful features, which can be manually enabled: **trains-server** provides a few additional useful features, which can be manually enabled:
@ -152,6 +168,17 @@ To upgrade your existing **trains-server** deployment:
curl https://raw.githubusercontent.com/allegroai/trains-server/master/docker-compose.yml -o docker-compose.yml curl https://raw.githubusercontent.com/allegroai/trains-server/master/docker-compose.yml -o docker-compose.yml
``` ```
1. Configure the [Trains-Agent](https://github.com/allegroai/trains-agent) services (not supported on Windows installation).
If `TRAINS_HOST_IP` is not provided, *trains-agent services* will use the external
public address of the *trains-server*. If `TRAINS_AGENT_GIT_USER` / `TRAINS_AGENT_GIT_PASS` are not provided,
the *trains-agent services* will not be able to access any private repositories for running services.
```bash
export TRAINS_HOST_IP=server_host_ip_here
export TRAINS_AGENT_GIT_USER=git_username_here
export TRAINS_AGENT_GIT_PASS=git_password_here
```
1. Spin up the docker containers, it will automatically pull the latest **trains-server** build 1. Spin up the docker containers, it will automatically pull the latest **trains-server** build
```bash ```bash
docker-compose -f docker-compose.yml pull docker-compose -f docker-compose.yml pull