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Answered
What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

What sort of integration is possible with ClearML and SageMaker? On the page describing ClearML Remote it says:

Create a remote development environment (e.g. AWS SageMaker, GCP CoLab, etc.) on any on-prem machine or any cloud.

But the only mention of SageMaker I see in the docs is the release notes for 0.13 saying "Add support for SageMaker".

I have SageMaker Studio up and running with access to my ClearML server and it's successfully able to log plots and scalars from experiments, but in terms of code it just logs the code used to launch the kernel:

"""Entry point for launching an IPython kernel.
This is separate from the ipykernel package so we can avoid doing imports until
after removing the cwd from sys.path.
"""
import sys

if __name__ == '__main__':
    # Remove the CWD from sys.path while we load stuff.
    # This is added back by InteractiveShellApp.init_path()
    if sys.path[0] == '':
        del sys.path[0]
    from ipykernel import kernelapp as app
    app.launch_new_instance()

Is it possible to capture more than that while using SageMaker?

  
  
Posted 2 years ago
Votes Newest

Answers 77


but one possible workaround is to try to figure out if it's running in a gateway and then find the only notebook running on that server

  
  
Posted 2 years ago

and cat /var/log/studio/kernel_gateway.log | grep ipynb comes up empty

  
  
Posted 2 years ago

What happens when you call:

from clearml.backend_interface.task.repo import ScriptInfo

print(ScriptInfo._ScriptInfo__legacy_jupyter_notebook_server_json_parsing(None))
  
  
Posted 2 years ago

At the top there should be the URL of the notebook (I think)

  
  
Posted 2 years ago

environ{'PYTHONNOUSERSITE': '0',
        'HOSTNAME': 'gfp-science-ml-t3-medium-d579233e8c4b53bc5ad626f2b385',
        'AWS_CONTAINER_CREDENTIALS_RELATIVE_URI': '/_sagemaker-instance-credentials/xxx',
        'JUPYTER_PATH': '/usr/share/jupyter/',
        'SAGEMAKER_LOG_FILE': '/var/log/studio/kernel_gateway.log',
        'PATH': '/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/tmp/miniconda3/condabin:/tmp/anaconda3/condabin:/tmp/miniconda2/condabin:/tmp/anaconda2/condabin',
        'REGION_NAME': 'us-east-1',
        'AWS_INTERNAL_IMAGE_OWNER': 'Custom',
        'AWS_DEFAULT_REGION': 'us-east-1',
        'PWD': '/home/sagemaker-user',
        'AWS_REGION': 'us-east-1',
        'SHLVL': '1',
        'HOME': '/home/sagemaker-user',
        'AWS_SAGEMAKER_PYTHONNOUSERSITE': '0',
        'AWS_ACCOUNT_ID': 'xxx',
        '_': '/opt/.sagemakerinternal/conda/bin/jupyter-kernelgateway',
        'LC_CTYPE': 'C.UTF-8',
        'KERNEL_LAUNCH_TIMEOUT': '40',
        'KERNEL_WORKING_PATH': '',
        'KERNEL_GATEWAY': '1',
        'JPY_PARENT_PID': '9',
        'PYDEVD_USE_FRAME_EVAL': 'NO',
        'TERM': 'xterm-color',
        'CLICOLOR': '1',
        'FORCE_COLOR': '1',
        'CLICOLOR_FORCE': '1',
        'PAGER': 'cat',
        'GIT_PAGER': 'cat',
        'MPLBACKEND': '
_inline'}
  
  
Posted 2 years ago

print(requests.get(url='

print(requests.get(url='
  
  
Posted 2 years ago

as best I can tell it'll only have one .ipynb in $HOME with this setup, which may work...

  
  
Posted 2 years ago

but even then the sessions endpoint is still empty

  
  
Posted 2 years ago

nope, that's wrong

  
  
Posted 2 years ago

I think it just ends up in /home/sagemaker-user/{notebook}.ipynb every time

  
  
Posted 2 years ago

We will add this to the SDK soon

  
  
Posted 2 years ago

lots of things like {"__timestamp__": "2023-02-23T23:49:23.285946Z", "__schema__": "sagemaker.kg.request.schema", "__schema_version__": 1, "__metadata_version__": 1, "account_id": "", "duration": 0.0007679462432861328, "method": "GET", "uri": "/api/kernels/6ba227af-ff2c-4b20-89ac-86dcac95e2b2", "status": 200}

  
  
Posted 2 years ago

at least in 2018 it returned sessions! None

  
  
Posted 2 years ago

yep

  
  
Posted 2 years ago

which I looked at previously to see if I could import sagemaker.kg or kernelgateway or something, but no luck

  
  
Posted 2 years ago

and this

server_info['url'] = f"http://{server_info['hostname']}:{server_info['port']}/{server_info['base_url']}/"
  
  
Posted 2 years ago

curious whether it impacts anything besides sagemaker. I'm thinking it's generically a kernel gateway issue, but I'm not sure if other platforms are using that yet

  
  
Posted 2 years ago

Hmm what do you have here?

os.system("cat /var/log/studio/kernel_gateway.log")
  
  
Posted 2 years ago

. I'm thinking it's generically a kernel gateway issue, but I'm not sure if other platforms are using that yet

The odd thing is that you can access the notebook, but it returns zero kernels ..

  
  
Posted 2 years ago

I additionally tried using a Sagemaker Notebook instance, to see if it was the kernel dockerization that Studio uses that was messing things up. But it seems to actually log less information from a Notebook instance vs Studio .
image
image
image

  
  
Posted 2 years ago

looks like the same as in server_info

  
  
Posted 2 years ago

print(os.environ)
  
  
Posted 2 years ago

Hmm and you are getting empty list for thi one:

server_info['url'] = f"http://{server_info['hostname']}:{server_info['port']}/"
  
  
Posted 2 years ago

As in, which tab when I'm viewing the Experiment should I see it on? Should it be code, an artifact, or something else?

  
  
Posted 2 years ago

Yep I think you are correct, you should have had the same output as a local jupyter notebook, and it seems that in sagemaker studio it is not working 😞
Let me check something

  
  
Posted 2 years ago

What do you have in "server_info['url']" ?

  
  
Posted 2 years ago

sounds good, thanks!

  
  
Posted 2 years ago

This is strange, let me see if we can get around it, because I'm sure it worked 🙂

  
  
Posted 2 years ago

I can get it to run up to here: None

  
  
Posted 2 years ago

@<1532532498972545024:profile|LittleReindeer37> nice!!! 😍
Do you want to PR? it will be relatively easy to merge and test, and I think that they might even push it to the next version (or worst case quick RC)

  
  
Posted 2 years ago
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