├── LICENSE ├── README.md ├── config.py ├── experiment_configs ├── t2m_GlobalStandardScaling_Monthly.json ├── t2m_GlobalStandardScaling_NotMonthly.json ├── t2m_GlobalStandardScaling_NotMonthly_longer.json ├── t2m_LocalStandardScaling_Monthly.json ├── t2m_LocalStandardScaling_NotMonthly.json ├── test_single_image_t2m_GlobalStandardScaling_NotMonthly.json └── test_t2m_GlobalStandardScaling_NotMonthly.json ├── inference.py ├── inference_on_single_image.py ├── model ├── __init__.py ├── base_model.py ├── ema.py ├── model.py ├── modules │ ├── diffusion.py │ └── unet.py └── networks.py ├── report.pdf ├── requirements.txt ├── results └── reverse_diffusion_steps.jpg ├── train.py ├── utils.py └── weatherbench_data ├── __init__.py ├── datasets.py ├── datastorage.py ├── fileconverter.py ├── transforms.py └── utils.py /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/README.md -------------------------------------------------------------------------------- /config.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/config.py -------------------------------------------------------------------------------- /experiment_configs/t2m_GlobalStandardScaling_Monthly.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/experiment_configs/t2m_GlobalStandardScaling_Monthly.json -------------------------------------------------------------------------------- /experiment_configs/t2m_GlobalStandardScaling_NotMonthly.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/experiment_configs/t2m_GlobalStandardScaling_NotMonthly.json -------------------------------------------------------------------------------- /experiment_configs/t2m_GlobalStandardScaling_NotMonthly_longer.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/experiment_configs/t2m_GlobalStandardScaling_NotMonthly_longer.json -------------------------------------------------------------------------------- /experiment_configs/t2m_LocalStandardScaling_Monthly.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/experiment_configs/t2m_LocalStandardScaling_Monthly.json -------------------------------------------------------------------------------- /experiment_configs/t2m_LocalStandardScaling_NotMonthly.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/experiment_configs/t2m_LocalStandardScaling_NotMonthly.json -------------------------------------------------------------------------------- /experiment_configs/test_single_image_t2m_GlobalStandardScaling_NotMonthly.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/experiment_configs/test_single_image_t2m_GlobalStandardScaling_NotMonthly.json -------------------------------------------------------------------------------- /experiment_configs/test_t2m_GlobalStandardScaling_NotMonthly.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/experiment_configs/test_t2m_GlobalStandardScaling_NotMonthly.json -------------------------------------------------------------------------------- /inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/inference.py -------------------------------------------------------------------------------- /inference_on_single_image.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/inference_on_single_image.py -------------------------------------------------------------------------------- /model/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/model/__init__.py -------------------------------------------------------------------------------- /model/base_model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/model/base_model.py -------------------------------------------------------------------------------- /model/ema.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/model/ema.py -------------------------------------------------------------------------------- /model/model.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/model/model.py -------------------------------------------------------------------------------- /model/modules/diffusion.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/model/modules/diffusion.py -------------------------------------------------------------------------------- /model/modules/unet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/model/modules/unet.py -------------------------------------------------------------------------------- /model/networks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/model/networks.py -------------------------------------------------------------------------------- /report.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/report.pdf -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/requirements.txt -------------------------------------------------------------------------------- /results/reverse_diffusion_steps.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/results/reverse_diffusion_steps.jpg -------------------------------------------------------------------------------- /train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/train.py -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/utils.py -------------------------------------------------------------------------------- /weatherbench_data/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/weatherbench_data/__init__.py -------------------------------------------------------------------------------- /weatherbench_data/datasets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/weatherbench_data/datasets.py -------------------------------------------------------------------------------- /weatherbench_data/datastorage.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/weatherbench_data/datastorage.py -------------------------------------------------------------------------------- /weatherbench_data/fileconverter.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/weatherbench_data/fileconverter.py -------------------------------------------------------------------------------- /weatherbench_data/transforms.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/weatherbench_data/transforms.py -------------------------------------------------------------------------------- /weatherbench_data/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/davitpapikyan/Probabilistic-Downscaling-of-Climate-Variables/HEAD/weatherbench_data/utils.py --------------------------------------------------------------------------------