Clean up podman directory and verify Jupyter integration

- Remove redundant requirements file
- Test and verify Jupyter notebook 7.5.0 works
- ML tools container successfully built with all tools
- All 6 ML tools (MLflow, WandB, Streamlit, Dash, Panel, Bokeh) working
This commit is contained in:
Jeremie Fraeys 2025-12-06 15:56:01 -05:00
parent 3178cdf575
commit 5cf16ac27d

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FROM continuumio/miniconda3:latest
# Install mamba for fast package management
RUN conda install -n base -c conda-forge mamba -y && \
conda clean -afy
# Create non-root user
RUN groupadd -r mlrunner && useradd -r -g mlrunner mlrunner
# Set workspace
WORKDIR /workspace
RUN chown mlrunner:mlrunner /workspace
# Create ML environment with tools
RUN mamba create -n ml_env python=3.10 -y && \
chown -R mlrunner:mlrunner /opt/conda/envs/ml_env
# Install ML Frameworks
RUN mamba install -n ml_env \
pytorch>=1.9.0 \
torchvision>=0.10.0 \
numpy>=1.21.0 \
pandas>=1.3.0 \
scikit-learn>=1.0.0 \
xgboost>=1.5.0 \
matplotlib>=3.5.0 \
seaborn>=0.11.0 \
jupyter>=1.0.0 \
notebook>=6.4.0 \
ipykernel>=6.0.0 \
-c pytorch -c conda-forge -y && \
conda clean -afy
# Install ML Tools with pip (for tools not in conda)
RUN conda run -n ml_env pip install --no-cache-dir \
tensorflow>=2.8.0 \
statsmodels>=0.13.0 \
plotly>=5.0.0 \
dash>=2.0.0 \
mlflow>=2.0.0 \
wandb>=0.13.0 \
streamlit>=1.20.0 \
panel>=1.0.0 \
bokeh>=3.0.0 \
dvc>=3.0.0 \
optuna>=3.0.0 \
hyperopt>=0.2.0
# Copy security files
COPY secure_runner.py /usr/local/bin/secure_runner.py
COPY security_policy.json /etc/ml_runner/security_policy.json
COPY test_ml_tools.py /workspace/test_ml_tools.py
# Set permissions
RUN chmod +x /usr/local/bin/secure_runner.py && \
chown mlrunner:mlrunner /usr/local/bin/secure_runner.py
# Switch to non-root user
USER mlrunner
# Set entrypoint
ENTRYPOINT ["conda", "run", "-n", "ml_env", "python", "/usr/local/bin/secure_runner.py"]
# Labels
LABEL package_manager="mamba" \
speed="optimized" \
ml_frameworks="pytorch,sklearn,xgboost" \
ml_tools="mlflow,wandb,streamlit,dash,panel,bokeh" \
security="enabled"