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fzyzcjy avatar fzyzcjy commented on August 27, 2024 1

Thanks! I will have a look at it when next time working on infra.

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ChristophSchranz avatar ChristophSchranz commented on August 27, 2024

Hi @fzyzcjy ,
the suggested way to update a package within the container is pip install [package]==[version].
The flag -U will upgrade the package to the latest version that might not support the current CUDA version pip flag -U.

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fzyzcjy avatar fzyzcjy commented on August 27, 2024

Thank you! Then another question is, how should I upgrade CUDA - should I wait for the image or there are other methods?

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benz0li avatar benz0li commented on August 27, 2024

@fzyzcjy You could use my/b-data's GPU accelerated Python images:

glcr.b-data.ch/jupyterlab/cuda/python/scipy:3.12

  • derived from nvidia/cuda:12.4.1-devel-ubuntu22.04
    • including a custom cuDNN 8 installation

Install TensorFlow: pip install tensorflow

Install PyTorch: pip install torch torchvision torchaudio


What is different about my/b-data's images:

  1. Multi-arch: linux/amd64, linux/arm64/v8
  2. Derived from nvidia/cuda:12.4.1-devel-ubuntu22.04
    • including development libraries and headers
  3. TensortRT and TensorRT plugin libraries
    • including development libraries and headers
  4. IDE: code-server next to JupyterLab
  5. Just Python – no Conda / Mamba

There are also Python 3.11 images, which are still derived from nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04:

glcr.b-data.ch/jupyterlab/cuda/python/scipy:3.11

  • derived from nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04

Install TensorFlow: pip install tensorflow==2.14.1

Install PyTorch: pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118


Cross reference:

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