Wildfire occurrence modeling using Terrestrial Ecosystem Models and Artificial Intelligence
CG Lightning Probability Forecast
Lecture Topic | Interactive Link |
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Python Spatial Visualization | |
Python ALDN Validation |
module load singularity
singularity build --sandbox /lscratch/$USER/container/wildfire-occurrence docker://nasanccs/wildfire-occurrence:latest
conda activate ilab-pytorch; PYTHONPATH="/explore/nobackup/people/$USER/development/wildfire-occurrence" python /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/view/wrf_pipeline_cli.py -c /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/templates/config.yaml --start-date 2023-06-06 --forecast-lenght 10 --pipeline-step all
Running this script to extract variables from WRF and perform lightning inference
singularity shell --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence/
python wrf_analysis.py
singularity exec --env PYTHONPATH="/explore/nobackup/people/jacaraba/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence python /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/view/wrf_pipeline_cli.py -c /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/templates/config.yaml --start-date 2023-06-29 --forecast-lenght 10 --pipeline-step postprocess
singularity exec --env PYTHONPATH="/explore/nobackup/people/jacaraba/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence python /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/view/lightning_pipeline_cli.py -c /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/templates/config.yaml --pipeline-step preprocess
singularity exec --env PYTHONPATH="/explore/nobackup/people/jacaraba/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence python /explore/nobackup/people/jacaraba/development/wildfire-occurrence/wildfire_occurrence/model/lightning/lightning_model.py
Full Data Pipeline Command
singularity exec --env PYTHONPATH="/explore/nobackup/people/jacaraba/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence python /explore/nobackup/people/jacaraba/development/wildfire-occurrence/wildfire_occurrence/model/lightning/lightning_model.py