add simple docker files for now

model_data/simulation_system/Dockerfiles/Dockerfile.prediction

@@ -0,0 +1,37 @@
+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"]

model_data/simulation_system/Dockerfiles/Dockerfile.training

@@ -0,0 +1,37 @@
+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"]

model_data/simulation_system/requirements/predictions/predictions-dev.txt

@@ -1,2 +1,3 @@
 autogluon==0.8.2
 pandas==1.5.3
+pre-commit==3.3.3