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creating new pymarlin docker #73

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25 changes: 13 additions & 12 deletions Dockerfile
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Original file line number Diff line number Diff line change
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FROM mcr.microsoft.com/azureml/base:openmpi3.1.2-ubuntu18.04
RUN apt-get update
FROM mcr.microsoft.com/azureml/openmpi4.1.0-cuda11.1-cudnn8-ubuntu18.04

# install torch latest
RUN conda install pytorch=1.9.1 cudatoolkit=11.1 -c pytorch -c nvidia

# create conda environment
RUN conda update -n base -c defaults conda -y
RUN conda create -n marlin python=3.8 -y
RUN echo ". /opt/miniconda/etc/profile.d/conda.sh" >> ~/.bashrc
# install latest pymarlin published to pip with extra plugin dependencies like transformers (check setup.py)
RUN pip install pymarlin[plugins] --ignore-installed

#install torch latest
# Cuda toolkit other than 1.2 makes GPUs invisible. Base image issue
RUN conda install pytorch cudatoolkit=10.2 -c pytorch -y -n marlin
# install opacus
RUN pip install opacus

ADD . /workdir
WORKDIR /workdir
# install deepspeed
RUN pip install deepspeed

RUN /opt/miniconda/envs/marlin/bin/pip install -U -e .
# install ORT
RUN pip install onnxruntime-training -f https://download.onnxruntime.ai/onnxruntime_stable_cu111.html
RUN pip install torch-ort --ignore-installed
RUN python -m torch_ort.configure