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If The Trains-Server Stops Responding, Would Any Running Experiment Keep A Cache Of To-Be-Sent-Data, Fail The Experiment, Or Continue The Run, Skipping The Recordings Until The Server Is Back Up?

If the trains-server stops responding, would any running experiment keep a cache of to-be-sent-data, fail the experiment, or continue the run, skipping the recordings until the server is back up?

  
  
Posted 4 years ago
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Answers 6


Hi Martin, thanks for the swift response.

Yes, the artifacts, as backing up the full database would not resolve the question of capacity. Unless I’m missing something

  
  
Posted 4 years ago

I guess I could do a backup of the DB and flush the data, but what I’m looking for is more of a “Select X experiments -> Send to blob storage” to free up space.

  
  
Posted 4 years ago

Ahh excellent! Thanks AgitatedDove14 🙂

  
  
Posted 4 years ago

Hi TrickyRaccoon92

... would any running experiment keep a cache of to-be-sent-data, fail the experiment, or continue the run, skipping the recordings until the server is back up?

Basically they will keep trying to send data to server until it is up again (you should not loose any of the logs)

Are there any clever functionality for dumping experiment data to external storage to avoid filling up the server?

You mean artifacts or the database ?

  
  
Posted 4 years ago

Hmm TrickyRaccoon92 take a look at the cleanup service, I think you can hack it so instead of deleting the artifacts, it will archive them somewhere (also you can change the filter, maybe only perform on experiments with specific user tag)
What do you think?

https://github.com/allegroai/trains/blob/master/examples/services/cleanup/cleanup_service.py

  
  
Posted 4 years ago

Additionally -

Are there any clever functionality for dumping experiment data to external storage to avoid filling up the server?

  
  
Posted 4 years ago
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