2023-04-04 19:46:06 +02:00
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FROM ubuntu
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2023-05-10 23:33:25 +02:00
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RUN apt-get update && apt-get install -y python3 python3-pip unzip make build-essential libssl-dev zlib1g-dev \
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libreadline-dev libsqlite3-dev wget curl llvm libncurses5-dev libncursesw5-dev \
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xz-utils tk-dev libffi-dev liblzma-dev python-openssl git \
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&& curl https://pyenv.run | bash \
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&& echo 'export PATH="/root/.pyenv/bin:$PATH"' >> ~/.bashrc \
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&& echo 'eval "$(pyenv init -)"' >> ~/.bashrc \
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&& echo 'eval "$(pyenv virtualenv-init -)"' >> ~/.bashrc \
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&& /bin/bash -c "source ~/.bashrc" \
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&& python3 -m pip install pandas numpy tensorflow imbalanced-learn sklearn sacred pymongo mlflow
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2023-05-07 21:10:11 +02:00
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2023-05-10 14:11:16 +02:00
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COPY train.py /app/train.py
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COPY predictions.py /app/predictions.py
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COPY data.csv /app/data.csv
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2023-05-07 21:10:11 +02:00
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2023-05-10 14:11:16 +02:00
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WORKDIR /app
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2023-04-04 19:46:06 +02:00
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2023-05-10 21:02:34 +02:00
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RUN export SACRED_IGNORE_GIT=TRUE
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2023-05-10 14:11:16 +02:00
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2023-05-10 23:35:54 +02:00
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RUN /bin/bash -c "source ~/.bashrc && pyenv install 3.11.3 && pyenv global 3.11.3 && mlflow run . -P epochs=10"
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2023-05-10 23:33:25 +02:00
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CMD ["python3", "predictions.py"]
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