FROM python:3.9-bullseye LABEL PRODUCT="TebakAja" LABEL SERVICE="Cryptocurrency Service" LABEL TEAM="System and Machine Learning Engineering Team" RUN useradd -m -u 1000 user WORKDIR /app # Install Requirements RUN apt-get update && \ apt-get install -y gcc python3-dev gnupg curl wget COPY --chown=user ./requirements.txt requirements.txt RUN pip install --no-cache-dir --upgrade -r requirements.txt COPY --chown=user . /app # Cythonizing Utilities RUN pip install cython RUN cd /app/restful/cutils && \ python setup.py build_ext --inplace && \ chmod 777 * && cd ../.. # Initialization Resources RUN mkdir -p /app/resources && \ chmod 755 /app/resources # Datasets Resources RUN mkdir -p /app/resources/ && \ chmod 755 /app/resources/ RUN --mount=type=secret,id=DATASETS_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/DATASETS_ID) \ -O /app/resources/datasets.zip && \ unzip -o /app/resources/datasets.zip -d /app/resources/ && \ rm /app/resources/datasets.zip RUN ls /app/resources/datasets # Algorithms Resources RUN mkdir -p /app/resources/algorithms && \ chmod 755 /app/resources/algorithms # GRU Algorithm Resources RUN mkdir -p /app/resources/algorithms/GRU && \ chmod 755 /app/resources/algorithms/GRU RUN --mount=type=secret,id=GRU_MODELS_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/GRU_MODELS_ID) \ -O /app/resources/algorithms/GRU/models.zip && \ unzip -o /app/resources/algorithms/GRU/models.zip \ -d /app/resources/algorithms/GRU && \ rm /app/resources/algorithms/GRU/models.zip RUN --mount=type=secret,id=GRU_PICKLES_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/GRU_PICKLES_ID) \ -O /app/resources/algorithms/GRU/pickles.zip && \ unzip -o /app/resources/algorithms/GRU/pickles.zip \ -d /app/resources/algorithms/GRU && \ rm /app/resources/algorithms/GRU/pickles.zip RUN --mount=type=secret,id=GRU_POSTTRAINED_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/GRU_POSTTRAINED_ID) \ -O /app/resources/algorithms/GRU/posttrained.zip && \ unzip -o /app/resources/algorithms/GRU/posttrained.zip \ -d /app/resources/algorithms/GRU && \ rm /app/resources/algorithms/GRU/posttrained.zip # LSTM Algorithm Resources RUN mkdir -p /app/resources/algorithms/LSTM && \ chmod 755 /app/resources/algorithms/LSTM RUN --mount=type=secret,id=LSTM_MODELS_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/LSTM_MODELS_ID) \ -O /app/resources/algorithms/LSTM/models.zip && \ unzip -o /app/resources/algorithms/LSTM/models.zip \ -d /app/resources/algorithms/LSTM && \ rm /app/resources/algorithms/LSTM/models.zip RUN --mount=type=secret,id=LSTM_PICKLES_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/LSTM_PICKLES_ID) \ -O /app/resources/algorithms/LSTM/pickles.zip && \ unzip -o /app/resources/algorithms/LSTM/pickles.zip \ -d /app/resources/algorithms/LSTM && \ rm /app/resources/algorithms/LSTM/pickles.zip RUN --mount=type=secret,id=LSTM_POSTTRAINED_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/LSTM_POSTTRAINED_ID) \ -O /app/resources/algorithms/LSTM/posttrained.zip && \ unzip -o /app/resources/algorithms/LSTM/posttrained.zip \ -d /app/resources/algorithms/LSTM && \ rm /app/resources/algorithms/LSTM/posttrained.zip # LSTM_GRU Algorithm Resources RUN mkdir -p /app/resources/algorithms/LSTM_GRU && \ chmod 755 /app/resources/algorithms/LSTM_GRU RUN --mount=type=secret,id=LSTM_GRU_MODELS_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/LSTM_GRU_MODELS_ID) \ -O /app/resources/algorithms/LSTM_GRU/models.zip && \ unzip -o /app/resources/algorithms/LSTM_GRU/models.zip \ -d /app/resources/algorithms/LSTM_GRU && \ rm /app/resources/algorithms/LSTM_GRU/models.zip RUN --mount=type=secret,id=LSTM_GRU_PICKLES_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/LSTM_GRU_PICKLES_ID) \ -O /app/resources/algorithms/LSTM_GRU/pickles.zip && \ unzip -o /app/resources/algorithms/LSTM_GRU/pickles.zip \ -d /app/resources/algorithms/LSTM_GRU && \ rm /app/resources/algorithms/LSTM_GRU/pickles.zip RUN --mount=type=secret,id=LSTM_GRU_POSTTRAINED_ID,mode=0444,required=true \ wget -q --show-progress --progress=bar:force \ https://drive.google.com/uc?id=$(cat /run/secrets/LSTM_GRU_POSTTRAINED_ID) \ -O /app/resources/algorithms/LSTM_GRU/posttrained.zip && \ unzip -o /app/resources/algorithms/LSTM_GRU/posttrained.zip \ -d /app/resources/algorithms/LSTM_GRU && \ rm /app/resources/algorithms/LSTM_GRU/posttrained.zip CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--workers", "30", "--port", "7860"]