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Standard Docker that contains most of the libraries and setups needed for ML research. Feel free to comment out nginx component out if not needed.

Setups

Cron Jobs

For OS jobs which run on a predefined policy or interval, we can leverage cron-jobs. Reference: Cron-job reading

Setups

Stress Loading

Attempting to fail your research can be a useful metric to design future directions. The following hammers the servers across zones only limited by the socket limit of an authenticated in-house system. The display self-updates published values, as requests progress.

Setups

Background terminals

To prevent network drops from killing a long running training, analysis, or commands, one can use screen or tmux to execute long running commands or background processes

Setups

Creative Cloud Daemons

To stop the stubborn Adobe Background processes from running even when the applications are stopped, follow these steps: System Settings > Extensions > Core Sync > Finder Extension > uncheck. These steps will work for a MacOS Operating System, but the general principles will work on a Windows OS as well, sadly Linux OS is not supported for Adobe Creative Cloud Applications.