metadata/cache_generation_commands.md

Cache Generation Commands

All commands assume the current working directory is the dataset repository.

Task 1 Full Input

python code/dataloader.py --base_dir . --canonical_dir data/canonical/raw_feature_tables --output_dir data/model_ready --task ia_failure --representation all --weather_days 5 --input_protocol all --overwrite

Task 2 Full Input

python code/dataloader.py --base_dir . --canonical_dir data/canonical/raw_feature_tables --output_dir data/model_ready --task containment_time --representation all --weather_days 5 --input_protocol all --overwrite

Task 1 Weather-History Ablation

for d in 1 2 3 4 5; do
  python code/dataloader.py --base_dir . --canonical_dir data/canonical/raw_feature_tables --output_dir data/model_ready --task ia_failure --representation all --weather_days ${d} --input_protocol weather --overwrite
done

Task 1 FPA-FOD Metadata Plus One Source

for p in metadata_vegetation metadata_fuel metadata_topography metadata_access metadata_human; do
  python code/dataloader.py --base_dir . --canonical_dir data/canonical/raw_feature_tables --output_dir data/model_ready --task ia_failure --representation all --weather_days 5 --input_protocol ${p} --overwrite
done

Task 1 Leave-One-Source-Out

for p in all_without_fire all_without_weather all_without_vegetation all_without_fuel all_without_topography all_without_access all_without_human; do
  python code/dataloader.py --base_dir . --canonical_dir data/canonical/raw_feature_tables --output_dir data/model_ready --task ia_failure --representation all --weather_days 5 --input_protocol ${p} --overwrite
done