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Feat: Crafting LSTM, GRU, and LSTM_GRU model
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FROM python:3.9-bullseye
LABEL organization="R6Q - Infraprasta University"
LABEL team="Group 5"
RUN useradd -m -u 1000 user
WORKDIR /app
COPY --chown=user ./requirements.txt requirements.txt
RUN pip install --no-cache-dir --upgrade -r requirements.txt
COPY --chown=user . /app
RUN apt-get update && \
apt-get install -y gcc python3-dev gnupg curl
RUN pip install cython
RUN cd /app/restful/cutils && \
python setup.py build_ext --inplace && \
chmod 777 * && cd ../..
RUN pip install gdown
RUN --mount=type=secret,id=MODELS_ID,mode=0444,required=true \
gdown https://drive.google.com/uc?id=$(cat /run/secrets/MODELS_ID) && \
unzip models.zip && rm models.zip
RUN --mount=type=secret,id=PICKLES_ID,mode=0444,required=true \
gdown https://drive.google.com/uc?id=$(cat /run/secrets/PICKLES_ID) && \
unzip pickles.zip && rm pickles.zip
RUN --mount=type=secret,id=DATASETS_ID,mode=0444,required=true \
gdown https://drive.google.com/uc?id=$(cat /run/secrets/DATASETS_ID) && \
unzip datasets.zip && rm datasets.zip
RUN --mount=type=secret,id=POSTTRAINED_ID,mode=0444,required=true \
gdown https://drive.google.com/uc?id=$(cat /run/secrets/POSTTRAINED_ID) && \
unzip posttrained.zip && rm posttrained.zip
CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--workers", "10", "--port", "7860"]