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				@ -100,7 +100,7 @@ For more information about the Trains client, see [**Trains**](https://github.co
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**trains-server** provides a few additional useful features, which can be manually enabled:
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					**trains-server** provides a few additional useful features, which can be manually enabled:
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* [Web login authentication](https://github.com/allegroai/trains-server/blob/master/docs/faq.md#web-auth)
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					* [Web login authentication](https://github.com/allegroai/trains-server/blob/master/docs/faq.md#web-auth)
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* [Non-responsive experiments watchdog](https://github.com/allegroai/trains-server/blob/master/docs/faq.md#watchdog)  
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					* [Non-responsive experiments watchdog](https://github.com/allegroai/trains-server/blob/master/docs/faq.md#watchdog-the-non-responsive-task-watchdog-settings)  
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## Restarting trains-server
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					## Restarting trains-server
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@ -47,7 +47,7 @@ To launch **trains-server** on a stand alone Linux Ubuntu:
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1. Remove the previous installation of **trains-server**.
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					1. Remove the previous installation of **trains-server**.
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    **WARNING**: This clears all existing **TRAINS** databases.
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					    **WARNING**: This clears all existing **Trains** databases.
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        sudo rm -R /opt/trains/
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					        sudo rm -R /opt/trains/
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@ -1,22 +1,22 @@
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# Deploying **trains-server** on AWS
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					# Deploying **trains-server** on AWS
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To deploy **trains-server** on AWS, use one of the Amazon Machine Images (AMIs) listed in the [Released versions](#released-versions) section of this page. 
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					To easily deploy **trains-server** on AWS, use one of our pre-built Amazon Machine Images (AMIs).  
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					We provide AMIs per region for each released version of **trains-server**, see [Released versions](#released-versions) below. 
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Service port numbers on these AMIs are:
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					Once the AMI is up and running, [configure the Trains client](https://github.com/allegroai/trains/blob/master/README.md#configuration) to use your **trains-server**.  
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					The service port numbers on our **trains-server** AMIs:
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- Web: `8080`
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					- Web application: `8080`
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- API: `8008`
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					- API Server: `8008`
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- File Server: `8081`
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					- File Server: `8081`
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Persistent storage configuration:
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					The persistent storage configuration:
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- MongoDB: `/opt/trains/data/mongo/`
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					- MongoDB: `/opt/trains/data/mongo/`
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- ElasticSearch: `/opt/trains/data/elastic/`
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					- ElasticSearch: `/opt/trains/data/elastic/`
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- File Server: `/mnt/fileserver/`
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					- File Server: `/mnt/fileserver/`
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## Installing
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We provide AMIs per region for each released version of **trains-server**, see [Released versions](#released-versions) on this page. 
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					For examples and use cases, check the [Trains usage examples](https://github.com/allegroai/trains/blob/master/docs/trains_examples.md).
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For instructions on launching a custom AMI from the EC2 console, see the [AWS Knowledge Center](https://aws.amazon.com/premiumsupport/knowledge-center/launch-instance-custom-ami/) or detailed instructions in the [AWS Documentation](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/launching-instance.html).
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					For instructions on launching a custom AMI from the EC2 console, see the [AWS Knowledge Center](https://aws.amazon.com/premiumsupport/knowledge-center/launch-instance-custom-ami/) or detailed instructions in the [AWS Documentation](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/launching-instance.html).
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@ -26,7 +26,7 @@ The minimum recommended amount of RAM is 8GB. For example, **t3.large** or **t3a
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To upgrade **trains-server** on an existing EC2 instance based on one of these AMIs, SSH into the instance and follow the [upgrade instructions](../README.md#upgrade) for **trains-server**.
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					To upgrade **trains-server** on an existing EC2 instance based on one of these AMIs, SSH into the instance and follow the [upgrade instructions](../README.md#upgrade) for **trains-server**.
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### Upgrading AMI's to v0.12 
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					### Upgrading AMIs to v0.12 
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This upgrade includes the automatically updated AMI in Version 0.12. It also includes an additional REDIS docker to the **trains-server** setup.
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					This upgrade includes the automatically updated AMI in Version 0.12. It also includes an additional REDIS docker to the **trains-server** setup.
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@ -185,6 +185,3 @@ For easier upgrades, the following AMIs automatically update to the latest relea
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* **us-west-1** : ami-0cf4768e9d47ed076
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					* **us-west-1** : ami-0cf4768e9d47ed076
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* **us-west-2** : ami-0b145f37da31eb9fb
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					* **us-west-2** : ami-0b145f37da31eb9fb
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## Next Step
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Configure the [TRAINS client for trains-server](https://github.com/allegroai/trains-server/blob/master/README#configuring-the-trains-client-for-trains-server).
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@ -51,7 +51,7 @@ To launch **trains-server** on Linux or Mac OS X:
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1. Remove any previous installation of **trains-server**.
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					1. Remove any previous installation of **trains-server**.
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    **WARNING**: This clears all existing **TRAINS** databases.
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					    **WARNING**: This clears all existing **Trains** databases.
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        sudo rm -R /opt/trains/
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					        sudo rm -R /opt/trains/
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@ -94,4 +94,4 @@ To launch **trains-server** on Linux or Mac OS X:
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## Next Step
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					## Next Step
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Configure the [TRAINS client for trains-server](https://github.com/allegroai/trains-server/blob/master/README#configuring-the-trains-client-for-trains-server).
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					Configure the [Trains client for trains-server](https://github.com/allegroai/trains/blob/master/README.md#configuration).
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@ -20,7 +20,7 @@ To launch **trains-server** on Windows 10:
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1. Remove any previous installation of **trains-server**.
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					1. Remove any previous installation of **trains-server**.
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    **WARNING**: This clears all existing **TRAINS** databases.
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					    **WARNING**: This clears all existing **Trains** databases.
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        rmdir c:\opt\trains /s
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					        rmdir c:\opt\trains /s
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@ -47,4 +47,4 @@ To launch **trains-server** on Windows 10:
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## Next Step
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					## Next Step
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Configure the [TRAINS client for trains-server](https://github.com/allegroai/trains-server/blob/master/README#configuring-the-trains-client-for-trains-server).
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					Configure the [Trains client for trains-server](https://github.com/allegroai/trains/blob/master/README.md#configuration).
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