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Hi, There'S Something I Don'T Find Too Logical When Using Clearml And Its Agents. I Will Need To Run My Code Once On My Client Computer This Is Without Gpus. And Then I Will Need To Run It Via The Ui On Clearml Server That Has Gpus. Why Can'T I Configure

Hi, there's something i don't find too logical when using ClearML and its agents.

I will need to run my code once on my client computer this is without GPUs. And then i will need to run it via the UI on ClearML Server that has GPUs. Why can't i configure it such that i don't have to run the full code on my client computer?

  
  
Posted 3 years ago
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Hi, it make sense if i only had to change hyperparameters, but it's not so when i am still changing the model architecture (training code) and train and repeat.

  
  
Posted 3 years ago

Hi SubstantialElk6 , have a look at Task.execute_remotely, and it's especially for that. For instance in the recent webinar, I used pytorch-cpu on my laptop and task.execute_remotely. the agent automatically installs the GPU version. Example https://github.com/abiller/events/blob/webinars/webinars/flower_detection_rnd/A1_dataset_input.py

  
  
Posted 3 years ago

Hi SubstantialElk6 I'll start at the end, you can run your code directly on the remote GPU machine 🙂
See clearml-task documentation, on how to create a task from existing code and launch it
https://github.com/allegroai/clearml/blob/master/docs/clearml-task.md

That said, the idea is that you add the Task.init call when you are writing/coding the code itself, then later when you want to run it remotely you already have everything defined in the UI.
Make sense ?

  
  
Posted 3 years ago
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