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Hello Folks. We'Re A Small Team Currently Considering Adopting Clearml For Experiment Tracking. I Was Wondering If I Start With The Hosted Service And Decide To Switch To A Self-Hosted Server Later, Is There A Way To Export All The Experiments/Data/Etc Fr

Hello folks. We're a small team currently considering adopting ClearML for experiment tracking. I was wondering if I start with the hosted service and decide to switch to a self-hosted server later, is there a way to export all the experiments/data/etc from one server to the other?

  
  
Posted 2 years ago
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Answers 8


BTW: what would be a reason to go back to self-hosted? (not sure about the SaaS cost, but I remember it was relatively cheap)

  
  
Posted 2 years ago

AdorableFrog70 taking another look at the MLFlow exporter, it would not be complicated to convert it to MLFlow to ClearML exporter, that would also be cool

  
  
Posted 2 years ago

Regulatory reasons and proprietary data is what I had in mind. We have some projects that may need to be fully self hosted in the end

  
  
Posted 2 years ago

Hi AdorableFrog70
I assume so, there's API for everything so you can always get the data. wdty?

  
  
Posted 2 years ago

Exporter would be nice I agree, not sure it is on the roadmap at the moment 😞
Should not be very complicated to implement if you want to take a stab at it.

  
  
Posted 2 years ago

I might take a look at it when I get a chance but I think I'd have to see if ClearML is a good fit for our use case before I can justify the commitment

  
  
Posted 2 years ago

AgitatedDove14 Hi Martin. Using the API to export all the data on the server seems a bit tedious to me. MLFlow has an import-export tool so you can move between the paid hosted service and a self-hosted service without too much friction. I was wondering if there might be something similar for ClearML.

I suspect there are many teams out there that would feel more comfortable trying out the hosted ClearML service if they knew that they could easily export/migrate all their data without losing existing experiments and artifacts and whatnot.

  
  
Posted 2 years ago

Regulatory reasons and proprietary data is what I had in mind. We have some projects that may need to be fully self hosted in the end

If this is the case then, yes do self-hosted, or talk to clearml sales to get the VPC option, but SaaS is just not the right option

I might take a look at it when I get a chance but I think I'd have to see if ClearML is a good fit for our use case before I can justify the commitment

I hope it is 🙂

  
  
Posted 2 years ago
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