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add simple docker files for now

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Michael Duong 2023-08-29 19:11:22 +01:00
parent 05afffc05d
commit ac72a58213
3 changed files with 75 additions and 0 deletions
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37
model_data/simulation_system/Dockerfiles/Dockerfile.prediction Normal file
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FROM python:3.10.12-slim as release
ARG USER=nroot
ARG UID=1000
ARG GID=100
# Install patches
RUN apt-get update && apt-get upgrade -y \
&& apt-get clean \
&& rm -rf /var/lib/apt/lists
# Install python packages
COPY ../requirements/predictions/predictions.txt requirements.txt
RUN pip install --no-cache-dir -r requirements.txt
# Create and configure non-root user
RUN useradd \
--create-home \
--uid ${UID} \
--gid ${GID} \
--shell /bin/bash \
${USER}
# Copy the project code to user home directory
COPY --chown=${UID}:${GID} ./core /home/simulation_system/core
COPY --chown=${UID}:${GID} ./MLModel /home/simulation_system/MLModel
COPY --chown=${UID}:${GID} ./predictions.py /home/simulation_system/predictions.py
# FOR TESTING
# COPY --chown=${UID}:${GID} ./model_build_data /home/simulation_system/model_build_data
# Switch user
USER ${USER}
WORKDIR /home/simulation_system
# Run the python command
CMD ["python3", "predictions.py", "--data-path", "./model_build_data/change_data/rdsap_full/test_data.parquet"]

37
model_data/simulation_system/Dockerfiles/Dockerfile.training Normal file
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FROM python:3.10.12-slim as release
ARG USER=nroot
ARG UID=1000
ARG GID=100
# Install patches
RUN apt-get update && apt-get upgrade -y \
&& apt-get clean \
&& rm -rf /var/lib/apt/lists
# Install python packages
COPY ../requirements/training/training-dev.txt requirements.txt
RUN pip install --no-cache-dir -r requirements.txt
# Create and configure non-root user
RUN useradd \
--create-home \
--uid ${UID} \
--gid ${GID} \
--shell /bin/bash \
${USER}
# Copy the project code to user home directory
COPY --chown=${UID}:${GID} ./core /home/simulation_system/core
COPY --chown=${UID}:${GID} ./MLModel /home/simulation_system/MLModel
COPY --chown=${UID}:${GID} ./training.py /home/simulation_system/training.py
# FOR TESTING
# COPY --chown=${UID}:${GID} ./model_build_data /home/simulation_system/model_build_data
# Switch user
USER ${USER}
WORKDIR /home/simulation_system
# Run the python command
CMD ["python3", "training.py", "--train-filepath", "./model_build_data/change_data/rdsap_full/train_validation_data.parquet", "--test-filepath", "./model_build_data/change_data/rdsap_full/test_data.parquet"]

1
model_data/simulation_system/requirements/predictions/predictions-dev.txt
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autogluon==0.8.2
pandas==1.5.3
pre-commit==3.3.3