├── .dockerignore ├── .flake8 ├── .github └── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── Code_Structure_Overview.md ├── LICENSE ├── README.md ├── binder ├── Dockerfile └── docker-compose.yml ├── data ├── EDA │ ├── EDA_forcings_mini_sample.ipynb │ ├── EDA_forecast_mini_sample.ipynb │ └── EDA_reanalysis_mini_sample.ipynb └── consts │ ├── case_study.py │ ├── forcing_stats.py │ ├── forecast_stats.py │ ├── frp_stats.py │ ├── fwi_reanalysis_stats.py │ ├── reanalysis_freq.py │ └── soil_moisture_stats.py ├── docker ├── .env ├── Dockerfile ├── README.md └── docker-compose.yml ├── docs ├── Makefile ├── make.bat ├── requirements.txt └── source │ ├── _static │ ├── unet.svg │ ├── unet_interpolated.svg │ └── unet_tapered.svg │ ├── conf.py │ ├── dataloaders.rst │ ├── helpers.rst │ ├── index.rst │ └── models.rst ├── entrypoint.sh ├── environment.yml ├── examples ├── Inference_2_1.ipynb ├── Inference_4_10.ipynb ├── Inference_4_14.ipynb └── Inference_7_21.ipynb └── src ├── config.py ├── config └── deepfwi-config-20200913-060604.yaml ├── dataloader ├── base_loader.py ├── fwi_forecast.py ├── fwi_reanalysis.py ├── gfas_frp.py └── mask │ ├── australia_mask.npy │ ├── california_mask.npy │ ├── chile_mask.npy │ ├── indonesia_mask.npy │ ├── portugal_mask.npy │ ├── reanalysis_mask.npy │ ├── siberia_mask.npy │ └── uk_mask.npy ├── model ├── base_model.py ├── checkpoints │ ├── pre-trained_models.md │ └── pre_trained │ │ ├── 2_1 │ │ ├── 2ja63rwe │ │ │ ├── 2ja63rwe_acc.png │ │ │ ├── 2ja63rwe_mae.png │ │ │ ├── 2ja63rwe_mse.png │ │ │ └── 2ja63rwe_result.json │ │ ├── 3c5dj0kl │ │ │ ├── 3c5dj0kl_acc.png │ │ │ ├── 3c5dj0kl_mae.png │ │ │ ├── 3c5dj0kl_mse.png │ │ │ └── 3c5dj0kl_result.json │ │ ├── 3npb5bmq │ │ │ ├── 3npb5bmq_acc.png │ │ │ ├── 3npb5bmq_mae.png │ │ │ ├── 3npb5bmq_mse.png │ │ │ └── 3npb5bmq_result.json │ │ └── ij6k1cji │ │ │ ├── ij6k1cji_acc.png │ │ │ ├── ij6k1cji_mae.png │ │ │ ├── ij6k1cji_mse.png │ │ │ └── ij6k1cji_result.json │ │ ├── 4_10 │ │ ├── 120ecc0k │ │ │ ├── 120ecc0k_acc.png │ │ │ ├── 120ecc0k_mae.png │ │ │ ├── 120ecc0k_mse.png │ │ │ └── 120ecc0k_result.json │ │ ├── 162eu91w │ │ │ ├── 162eu91w_acc.png │ │ │ ├── 162eu91w_mae.png │ │ │ ├── 162eu91w_mse.png │ │ │ └── 162eu91w_result.json │ │ ├── 1ltufud2 │ │ │ ├── 1ltufud2_acc.png │ │ │ ├── 1ltufud2_mae.png │ │ │ ├── 1ltufud2_mse.png │ │ │ └── 1ltufud2_result.json │ │ ├── 2arincwa │ │ │ ├── 2arincwa_acc.png │ │ │ ├── 2arincwa_mae.png │ │ │ ├── 2arincwa_mse.png │ │ │ └── 2arincwa_result.json │ │ ├── 32jafd0h │ │ │ ├── 32jafd0h_acc.png │ │ │ ├── 32jafd0h_mae.png │ │ │ ├── 32jafd0h_mse.png │ │ │ └── 32jafd0h_result.json │ │ ├── 9x14d9sv │ │ │ ├── 9x14d9sv_acc.png │ │ │ ├── 9x14d9sv_mae.png │ │ │ ├── 9x14d9sv_mse.png │ │ │ └── 9x14d9sv_result.json │ │ ├── g43pv0ng │ │ │ ├── g43pv0ng_acc.png │ │ │ ├── g43pv0ng_mae.png │ │ │ ├── g43pv0ng_mse.png │ │ │ └── g43pv0ng_result.json │ │ └── lclnszrv │ │ │ ├── lclnszrv_acc.png │ │ │ ├── lclnszrv_mae.png │ │ │ ├── lclnszrv_mse.png │ │ │ └── lclnszrv_result.json │ │ ├── 4_14 │ │ ├── 14c0co74 │ │ │ ├── 14c0co74_acc.png │ │ │ ├── 14c0co74_mae.png │ │ │ ├── 14c0co74_mse.png │ │ │ └── 14c0co74_result.json │ │ ├── 1ga5loax │ │ │ ├── 1ga5loax_acc.png │ │ │ ├── 1ga5loax_mae.png │ │ │ ├── 1ga5loax_mse.png │ │ │ └── 1ga5loax_result.json │ │ ├── 1gt9ov43 │ │ │ ├── 1gt9ov43_acc.png │ │ │ ├── 1gt9ov43_mae.png │ │ │ ├── 1gt9ov43_mse.png │ │ │ └── 1gt9ov43_result.json │ │ ├── 23xhuo2a │ │ │ ├── 23xhuo2a_acc.png │ │ │ ├── 23xhuo2a_mae.png │ │ │ ├── 23xhuo2a_mse.png │ │ │ └── 23xhuo2a_result.json │ │ ├── 28ow10nu │ │ │ ├── 28ow10nu_acc.png │ │ │ ├── 28ow10nu_mae.png │ │ │ ├── 28ow10nu_mse.png │ │ │ └── 28ow10nu_result.json │ │ ├── 2y0w8svj │ │ │ ├── 2y0w8svj_acc.png │ │ │ ├── 2y0w8svj_mae.png │ │ │ ├── 2y0w8svj_mse.png │ │ │ └── 2y0w8svj_result.json │ │ ├── 3b4w0acj │ │ │ ├── 3b4w0acj_acc.png │ │ │ ├── 3b4w0acj_mae.png │ │ │ ├── 3b4w0acj_mse.png │ │ │ └── 3b4w0acj_result.json │ │ ├── 3d3qbavv │ │ │ ├── 3d3qbavv_acc.png │ │ │ ├── 3d3qbavv_mae.png │ │ │ ├── 3d3qbavv_mse.png │ │ │ └── 3d3qbavv_result.json │ │ ├── 3txa61f4 │ │ │ ├── 3txa61f4_acc.png │ │ │ ├── 3txa61f4_mae.png │ │ │ ├── 3txa61f4_mse.png │ │ │ └── 3txa61f4_result.json │ │ ├── 7rwrvsic │ │ │ ├── 7rwrvsic_acc.png │ │ │ ├── 7rwrvsic_mae.png │ │ │ ├── 7rwrvsic_mse.png │ │ │ └── 7rwrvsic_result.json │ │ ├── 9jqbn6jt │ │ │ ├── 9jqbn6jt_acc.png │ │ │ ├── 9jqbn6jt_mae.png │ │ │ ├── 9jqbn6jt_mse.png │ │ │ └── 9jqbn6jt_result.json │ │ ├── f1nbkzcf │ │ │ ├── f1nbkzcf_acc.png │ │ │ ├── f1nbkzcf_mae.png │ │ │ ├── f1nbkzcf_mse.png │ │ │ └── f1nbkzcf_result.json │ │ ├── r44sa1l2 │ │ │ ├── r44sa1l2_acc.png │ │ │ ├── r44sa1l2_mae.png │ │ │ ├── r44sa1l2_mse.png │ │ │ └── r44sa1l2_result.json │ │ └── voh3uyh2 │ │ │ ├── voh3uyh2_acc.png │ │ │ ├── voh3uyh2_mae.png │ │ │ ├── voh3uyh2_mse.png │ │ │ └── voh3uyh2_result.json │ │ └── 7_21 │ │ └── 2tcenlrp │ │ ├── 2tcenlrp_acc.png │ │ ├── 2tcenlrp_mae.png │ │ ├── 2tcenlrp_mse.png 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