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One More Thing, I'M Trying To Take Full Advantage Of The Controller, But I Run Into A Problem In My Use Case. The Controller Is Super Useful For Creating A Dag Of Tasks Which Is A Behaviour Of Interest. But Issues Rise When The Tasks Are Changing. Not On


Okay, let's take a step back and I'll explain how things work.
When running the code (initially) and calling Task.init
A new experiment is created on the server, it automatically stores the git repo link, commit ID, and the local uncommitted changes . these are all stored on the experiment in the server.
Now assume the trains-agent is running on a different machine (which is always the case even if it is actually on the same machine).
The trains-agent will create a new virtual-environment for every experiment created, in the new venv it will install the packages based on what is written in "installed packages" section under experiment execution. Then it will clone the git repository (based on the definition written on the experiment), once the cloning is done, it will apply the "uncommitted changes" on the newly cloned code. This process will reproduce the state of the code in the original machine on a new remote machine.
Once everything is done, it will run the python script based on the "working directory" and "entry point" as written on the experiment.
Make more sense ?

  
  
Posted 4 years ago
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4 years ago
one year ago