HEP_JetModelAnalysis

A dedicated framework for interpreting machine learning models in jet analysis.

Installation

To set up the required environment, install the necessary dependencies using setup.py:

pip install .

For optional cleanup after installation, run:

rm -rf build *.egg-info

Heatmap Generation Workflow

Follow these steps to create and visualize the heatmap:

1. Configure Parameters: Set up configurations in config.yaml.
2. Train the Model: Execute 1_training.ipynb to train the model.
3. Monitor Training: Use 2_metrics.ipynb to track model performance.
4. Extract Outputs: Run 3_inference.ipynb to generate intermediate outputs.
5. Visualize Heatmap: Launch 4_dash_heatmap.py and open the generated dashboard in your browser.