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Hi Guys! Anyone Else Has Trouble Caching Virtual Environments In The Agent? I Manually Installed A Single Agent On A Virtual Machine, And I'M Using This Conf For Venv Caching :

Hi guys! Anyone else has trouble caching virtual environments in the agent?
I manually installed a single agent on a virtual machine, and I'm using this conf for venv caching :
venvs_cache: { # maximum number of cached venvs max_entries: 10 # minimum required free space to allow for cache entry, disable by passing 0 or negative value free_space_threshold_gb: -1 # unmark to enable virtual environment caching path: ~/.clearml/venvs-cache }
Yet every time I enqueue a copy of a task, it reinstall all the packages. The directory ~/.clearml/venvs-cache is empty.
I'm using poetry to manage requirements in the task, could that be the problem?

  
  
Posted 7 months ago
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Answers 6


I noticed poetry can be a problem in my run.
Not specifically due to the cache, but due to the installation of much more packages than the runtime might need.

When using regular pip, it will use the requirements list determined by ClearML to install necessary packages, which usually already excludes all dev-tools and similar.

I am not sure if poetry uses the cache properly, but I can't verify either atm.

  
  
Posted 7 months ago

@<1523701070390366208:profile|CostlyOstrich36> It's 1.8.0

  
  
Posted 7 months ago

@<1691620877822595072:profile|FlutteringMouse14> , what version of the agent are you using?

  
  
Posted 7 months ago

When developing I use the poetry environment, but in the queues I let clearML handle the installation via pip.

There is no need to use poetry if the task is a one-time thing

  
  
Posted 7 months ago

@<1694157594333024256:profile|DisturbedParrot38> thanks a lot! I didn't know it. On my project, clearml can't recognize the requirements from the code, I have to pass them explicitly, either with poetry or with a requirements.txt. Does that work for you?

  
  
Posted 7 months ago

@<1691620877822595072:profile|FlutteringMouse14> , can you try upgrading to the latest available? 1.8.1rc2

  
  
Posted 7 months ago
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