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FROM python:3.7.6-slim-buster
# first layers should be dependency install so changes in code won't cause the build to
# start from scratch.
COPY requirements.txt /opt/program/requirements.txt
RUN apt-get -y update && apt-get install -y --no-install-recommends \
wget \
nginx \
ca-certificates \
git \
python3-dev \
gcc \
&& rm -rf /var/lib/apt/lists/*
RUN pip install --no-cache-dir -r /opt/program/requirements.txt
RUN pip install --upgrade mxnet \
&& pip install autogluon
# Set some environment variables. PYTHONUNBUFFERED keeps Python from buffering our standard
# output stream, which means that logs can be delivered to the user quickly. PYTHONDONTWRITEBYTECODE
# keeps Python from writing the .pyc files which are unnecessary in this case. We also update
# PATH so that the train and serve programs are found when the container is invoked.
ENV PYTHONUNBUFFERED=TRUE
ENV PYTHONDONTWRITEBYTECODE=TRUE
ENV PATH="/opt/program:${PATH}"
ENV MODEL_PATH="/opt/ml/model"
# Set up the program in the image
COPY model /opt/program
WORKDIR /opt/program
#ENV SAGEMAKER_PROGRAM train
#ENV SAGEMAKER_PROGRAM serve