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Answered
I Am Trying Pytorch Nightly Again With Python 3.10. Works Fine Locally, But Fails On Clearml-Agent In Docker Mode.

I am trying PyTorch Nightly again with Python 3.10. Works fine locally, but fails on clearml-agent in docker mode.

ERROR: Ignored the following versions that require a different python version: 0.0.322773188 Requires-Python >=3.6, <3.10; 0.0.355168290 Requires-Python >=3.6, <3.10; 0.0.364896371 Requires-Python >=3.6, <3.10; 0.0.403778684 Requires-Python >=3.7, <3.10; 0.0.423341706 Requires-Python >=3.7, <3.10; 0.0.425341097 Requires-Python >=3.7, <3.10; 1.0.0 Requires-Python >=3.7, <=3.10; 1.0.1 Requires-Python >=3.7, <=3.10; 1.0.2 Requires-Python >=3.7, <=3.10; 1.6.2 Requires-Python >=3.7,<3.10; 1.6.3 Requires-Python >=3.7,<3.10; 1.7.0 Requires-Python >=3.7,<3.10; 1.7.0rc1 Requires-Python >=3.7,<3.10; 1.7.0rc2 Requires-Python >=3.7,<3.10; 1.7.1 Requires-Python >=3.7,<3.10
ERROR: Could not find a version that satisfies the requirement torch==2.1.0.* (from versions: 1.11.0, 1.12.0, 1.12.1, 1.13.0, 1.13.1, 2.0.0, 2.0.0+cu118, 2.1.0.dev20230305+cu117, 2.1.0.dev20230305+cu118, 2.1.0.dev20230306+cu117, 2.1.0.dev20230306+cu118, 2.1.0.dev20230307+cu117, 2.1.0.dev20230307+cu118, 2.1.0.dev20230308+cu117, 2.1.0.dev20230308+cu118, 2.1.0.dev20230309+cu117, 2.1.0.dev20230309+cu118, 2.1.0.dev20230310+cu117, 2.1.0.dev20230310+cu118, 2.1.0.dev20230311+cu117, 2.1.0.dev20230311+cu118, 2.1.0.dev20230312+cu117, 2.1.0.dev20230312+cu118, 2.1.0.dev20230313+cu117, 2.1.0.dev20230313+cu118, 2.1.0.dev20230314+cu117, 2.1.0.dev20230314+cu118, 2.1.0.dev20230315+cu117, 2.1.0.dev20230315+cu118, 2.1.0.dev20230316+cu117, 2.1.0.dev20230316+cu118, 2.1.0.dev20230317+cu117, 2.1.0.dev20230317+cu118, 2.1.0.dev20230318+cu117, 2.1.0.dev20230318+cu118, 2.1.0.dev20230319+cu117, 2.1.0.dev20230319+cu118, 2.1.0.dev20230320+cu117, 2.1.0.dev20230320+cu118, 2.1.0.dev20230321+cu117, 2.1.0.dev20230321+cu118, 2.1.0.dev20230322+cu117, 2.1.0.dev20230322+cu118, 2.1.0.dev20230323+cu117, 2.1.0.dev20230323+cu118, 2.1.0.dev20230324+cu117, 2.1.0.dev20230324+cu118, 2.1.0.dev20230325+cu117, 2.1.0.dev20230325+cu118, 2.1.0.dev20230326+cu117, 2.1.0.dev20230326+cu118, 2.1.0.dev20230327+cu117, 2.1.0.dev20230327+cu118, 2.1.0.dev20230328+cu117, 2.1.0.dev20230328+cu118, 2.1.0.dev20230329+cu117, 2.1.0.dev20230329+cu118, 2.1.0.dev20230330+cu117, 2.1.0.dev20230330+cu118, 2.1.0.dev20230331+cu117, 2.1.0.dev20230331+cu118, 2.1.0.dev20230401+cu117, 2.1.0.dev20230401+cu118, 2.1.0.dev20230402+cu117, 2.1.0.dev20230402+cu118, 2.1.0.dev20230403+cu117, 2.1.0.dev20230403+cu118, 2.1.0.dev20230404+cu117, 2.1.0.dev20230404+cu118, 2.1.0.dev20230405+cu117, 2.1.0.dev20230405+cu118, 2.1.0.dev20230406+cu117, 2.1.0.dev20230406+cu118, 2.1.0.dev20230407+cu117, 2.1.0.dev20230407+cu118, 2.1.0.dev20230408+cu117, 2.1.0.dev20230408+cu118, 2.1.0.dev20230409+cu117, 2.1.0.dev20230409+cu118, 2.1.0.dev20230410+cu117, 2.1.0.dev20230410+cu118, 2.1.0.dev20230411+cu117, 2.1.0.dev20230411+cu118, 2.1.0.dev20230412+cu117, 2.1.0.dev20230412+cu118, 2.1.0.dev20230413+cu117, 2.1.0.dev20230413+cu118, 2.1.0.dev20230414+cu117, 2.1.0.dev20230414+cu118, 2.1.0.dev20230415+cu117, 2.1.0.dev20230415+cu118, 2.1.0.dev20230416+cu117, 2.1.0.dev20230416+cu118, 2.1.0.dev20230417+cu117, 2.1.0.dev20230417+cu118, 2.1.0.dev20230418+cu117, 2.1.0.dev20230418+cu118, 2.1.0.dev20230419+cu117, 2.1.0.dev20230419+cu118, 2.1.0.dev20230420+cu117, 2.1.0.dev20230420+cu118, 2.1.0.dev20230421+cu117, 2.1.0.dev20230421+cu118, 2.1.0.dev20230422+cu117, 2.1.0.dev20230422+cu118, 2.1.0.dev20230423+cu117, 2.1.0.dev20230423+cu118, 2.1.0.dev20230424+cu117, 2.1.0.dev20230424+cu118, 2.1.0.dev20230425+cu117, 2.1.0.dev20230425+cu118, 2.1.0.dev20230426+cu117, 2.1.0.dev20230426+cu118, 2.1.0.dev20230427+cu117, 2.1.0.dev20230427+cu118, 2.1.0.dev20230428+cu117, 2.1.0.dev20230428+cu118, 2.1.0.dev20230429+cu117, 2.1.0.dev20230429+cu118, 2.1.0.dev20230430+cu117, 2.1.0.dev20230430+cu118, 2.1.0.dev20230501+cu117, 2.1.0.dev20230501+cu118, 2.1.0.dev20230502+cu117, 2.1.0.dev20230503+cu117)
ERROR: No matching distribution found for torch==2.1.0.*

In installed packages:

torch == 2.1.0.dev20230429+cu118

Driver:

 NVIDIA-SMI 525.105.17   Driver Version: 525.105.17   CUDA Version: 12.0

Any idea? Latest clearml-agent!

  
  
Posted one year ago
Votes Newest

Answers 17


but there was a pip_version: “<20.2” line in myclearml.conf` , which would possibly have been a default in the config file like, 2 years ago or something

  
  
Posted one year ago

i tried lots of things, but values in the conf file (specifically the pip and cuda versions) overriding things in my code/env confused me for a long time

  
  
Posted one year ago

I installed as told on pytorch.org : pip3 install --pre torch torchvision torchaudio --index-url None

  
  
Posted one year ago

seems like pip 20.1.1 has the issue, but >= 22.2.2 do not.

  
  
Posted one year ago

I mean that locally I was able to install the correct version without a problem.

  
  
Posted one year ago

Hi @<1523701868901961728:profile|ReassuredTiger98> , what do you mean by "working fine locally"?

  
  
Posted one year ago

i noticed that the agent was downgrading to pip=20.1.1 at every attempt, so i added

Task.add_requirements("pip", "23.1.2")

and even then, it downgrades to 20.1.1?

  
  
Posted one year ago

ah, my mistake, that’s an issue in my conf file.

  
  
Posted one year ago

So was the issue solved?

  
  
Posted one year ago

Do you want to open an issue in pip?
Funny enough this works in:

pip3 install "torch >=2.1.0.*, <2.1.1.*" --extra-index-url 
  
  
Posted one year ago

@<1523701868901961728:profile|ReassuredTiger98> how did you install the nightly locally ?
Can you also provide the full log?

  
  
Posted one year ago

So this is verry odd, it looks like a pip bug:
The agent is trying to install torch==2.1.0.* because by default it ignores the 4th+ parts (they are unstable and torch have tendency to remove them) . and for some reason pip will not match 2.1.0.* with for example "2.1.0.dev20230306+cu118"
but based on the docs it should work:
see here: None

As a workaround you can always edit and change to the final url for example: so instead of:

 torch == 2.1.0.dev20230429+cu118 

you should have just the the link (notice no torch package name, but make sure the python / arch is corect)

 
  
  
Posted one year ago

Thanks for researching this issue. If you have time, you can create the issue since you are way more knowledgeable, but I can also open it if you do not have time 🙂

  
  
Posted one year ago

the issue also may have been fixed somewhere between 20.1 and 22.2, i didn’t test versions in between those two

  
  
Posted one year ago

i am having this same issue—installing pytorch via pip. but i am not specifying a version, and the agent is not able to install pytorch.

even if i specify a version (e.g. torch<2.0 ), it fails.

i guess this is a pip problem, is there a known pip version that works correctly?

  
  
Posted one year ago

Full log

  
  
Posted one year ago

seems like pip 20.1.1 has the issue, but >= 22.2.2 do not.

Notice we changed the value there, it now has two versions, pne for python 3.10 < and one for python 3.10>=
The main reason is that pip changed their resolving algorithm, and the new one can break its own dependencies (i.e. pip freeze > requirements.txt -> pip install might not actually work)
None

  
  
Posted one year ago
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17 Answers
one year ago
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