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Welcome to the RAPIDS + SageMaker Studio Lab Quick Start Repo


Purpose

This repo helps a RAPIDS user quickly and easily

  1. Install RAPIDS into a SageMaker Studio Lab instance
  2. Get to notebooks and other repos that they can run and explore RAPIDS
  3. Provide tips and tricks to help them have a great experience trying out RAPIDS on SageMaker

Install RAPIDS on SageMaker Studio Lab

Our in depth install guide is here, if you want to preview it:

To run this guide, you only need two things:

  1. An active SageMaker Studio Lab account (get one here: https://studiolab.sagemaker.aws/)
  2. An actively running GPU instance in that account

When you have that ready, if you want to just install RAPIDS into SageMaker Studio Lab, the easiest way is:

  1. Click this button right here --> Open in SageMaker Studio Lab
  2. Click the Copy to Project button
  3. When prompted, select Clone Entire Repo
  4. After customizing any directories, ensure that Search for environment.yml and build Conda environment is checked and click Clone
  5. Once completed, please go to Links to RAPIDS Notebooks and Repos and pull in some notebooks to run RAPIDS on!

Challenges?

Please create an issue!

Known Issues

  1. Libnuma dependancy causes cuML and cuGraph to fail import in RAPIDS 22.02 and possibly 22.04 (rapidsai/ucx-py#790)
    1. cuML user workaround: Uninstall ucx-py using conda in your RAPIDS (rapidsai/cuml#4616)
    2. cuGraph user workaround: Install RAPIDS 21.12 if you require cuGraph. cuGraph will not work for RAPIDS versions 22.02 and possible 22.04 A fix will be introduced in 22.06. (rapidsai/cugraph#2113)

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