Created
December 1, 2022 19:43
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FROM mcr.microsoft.com/azureml/openmpi4.1.0-cuda11.1-cudnn8-ubuntu18.04:20221010.v1 | |
ENV AZUREML_CONDA_ENVIRONMENT_PATH /azureml-envs/pytorch-1.10 | |
# Create conda environment | |
RUN conda create -p $AZUREML_CONDA_ENVIRONMENT_PATH \ | |
python=3.8 \ | |
pip=22.1.2 \ | |
pytorch=1.10.0 \ | |
torchvision=0.11.1 \ | |
torchaudio=0.10.0 \ | |
cudatoolkit=11.1.1 \ | |
nvidia-apex=0.1.0 \ | |
gxx_linux-64 \ | |
-c anaconda -c pytorch -c conda-forge | |
# Prepend path to AzureML conda environment | |
ENV PATH $AZUREML_CONDA_ENVIRONMENT_PATH/bin:$PATH | |
# Install pip dependencies | |
RUN pip install 'matplotlib>=3.3,<3.4' \ | |
'psutil>=5.8,<5.9' \ | |
'tqdm>=4.59,<4.63' \ | |
'pandas>=1.3,<1.4' \ | |
'scipy>=1.5,<1.8' \ | |
'numpy>=1.10,<1.22' \ | |
'ipykernel~=6.0' \ | |
# upper bound azure-core to address typing-extensions conflict | |
'azure-core<1.23.0' \ | |
'azureml-core==1.47.0' \ | |
'azureml-defaults==1.47.0' \ | |
'azureml-mlflow==1.47.0' \ | |
'azureml-telemetry==1.47.0' \ | |
'tensorboard==2.6.0' \ | |
'tensorflow-gpu==2.6.0' \ | |
'onnxruntime-gpu>=1.7,<1.10' \ | |
'horovod==0.23' \ | |
'future==0.18.2' \ | |
'torch-tb-profiler==0.3.1' \ | |
'debugpy~=1.6.3' | |
# This is needed for mpi to locate libpython | |
ENV LD_LIBRARY_PATH $AZUREML_CONDA_ENVIRONMENT_PATH/lib:$LD_LIBRARY_PATH |
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