Radio Sunburst Detector

Results: https://wandb.ai/i4ds_radio_sunburst_detection/radio_sunburst_detection/reports/Radio-Sunburst-Detector--Vmlldzo1NTkwNDQy

Core Scripts

• main.py: Main script to execute the entire pipeline. Updated parameters.
• modelbuilder.py: Contains code for building and compiling models. Fixed transfer learning issues.
• train_utils.py: Utilities for training models. Formatted with Black.

Data Preparation and Generation

• data_generation.ipynb: Notebook with scripts for data generation. Added background subtraction.
• create_background_images.ipynb: Scripts to generate background images.
• configure_dataframes.py: Manages DataFrame configurations. Cleaned up and formatted.
• extract_instrument_data.py: Scripts for specific instrument data extraction.
• burst_data_generation.py: Scripts for generating burst-specific data.
• non_burst_data_generation.py: Scripts for generating non-burst data.

Data Inspection and Validation

• check_data.ipynb: Notebook to check data statistics.
• check_labels.ipynb: Notebook to validate label information.
• check_labels.py: Script version for checking labels.

Configuration and Parameters

• config.yaml: YAML configuration file. Introduced wandb support.
• sweep.yaml: YAML file for wandb sweep configurations.
• sweep_no_folds.yaml: Alternate sweep configuration without folds.

Metrics and Analysis

• metric_utils.py: Utility functions for metrics. Added batch size parameter.
• model_analysis.ipynb: Notebook for model analysis using tf-explain.

Misc

• requirements.txt: List of Python dependencies.
• sbatch.sh: Batch job script.
• sbatch_main.sh: Main batch job script.
• .gitignore: Ignored files and directories.
• README.md: Repository readme file. Added hello.

Data Files

• burst_list.xlsx: Excel sheet containing list of bursts.
• data.xlsx: Prepared data in Excel format.

Images

• original_image.png: Sample original image.
• processed_image.png: Sample processed image.

Legacy/Deprecated

• model_base_configs: Older model configurations.