Index

B

build_loc_tiles() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling)

C

CBAM (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) ChannelAttention (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts)

clip_data_to_intersection() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling) create_mask() (in module dtc_super_resolution.rcm_emulator.ml_module.datasets) create_target_grid_from_racmo() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.reprojection)

D

DepthToSpace (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) DepthwiseSeparableConv (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) dict_to_slice() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling) DoubleConv (class in dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts) DoubleConvDS (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) DoubleDense (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) DoubleDSConv (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) Down (class in dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts) DownDS (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) dtc_super_resolution module dtc_super_resolution.monitoring module dtc_super_resolution.rcm_emulator module dtc_super_resolution.rcm_emulator.ml_module module dtc_super_resolution.rcm_emulator.ml_module.attention_unet module dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts module dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_unet module

dtc_super_resolution.rcm_emulator.ml_module.basic_unet module dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet module dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts module dtc_super_resolution.rcm_emulator.ml_module.datasets module dtc_super_resolution.rcm_emulator.ml_module.inference module dtc_super_resolution.rcm_emulator.ml_module.inference_helpers module dtc_super_resolution.rcm_emulator.pre_processing_module module dtc_super_resolution.rcm_emulator.pre_processing_module.preprocessing module dtc_super_resolution.rcm_emulator.pre_processing_module.reprojection module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling module dtc_super_resolution.rcm_emulator_entrypoint module dtc_super_resolution.rcm_emulator_loc_entrypoint module

F

Flatten (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) forward() (CBAM method) (ChannelAttention method) (DepthToSpace method) (DepthwiseSeparableConv method) (DoubleConv method) (DoubleConvDS method) (DoubleDense method) (DoubleDSConv method) (Down method) (DownDS method) (Flatten method) (InitialConv method), [1] (LinearUpsamplingZ method), [1] (OutConv method), [1] (SmaatUnet method) (SpaceToDepth method) (SpatialAttention method) (UNetBaseline method) (Up method) (UpDS method) (UpLastConv method), [1]

G

generate_era5_patches() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.preprocessing)

generate_tile_indices() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling)

I

InferenceDataset (class in dtc_super_resolution.rcm_emulator.ml_module.datasets)

InitialConv (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) (class in dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts)

L

LinearUpsamplingZ (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) (class in dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts) load_era5_dataset() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.preprocessing)

load_model() (in module dtc_super_resolution.rcm_emulator.ml_module.inference_helpers) load_rcm_dataset() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.preprocessing) load_tiles_metadata() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling)

M

main() (in module dtc_super_resolution.rcm_emulator_entrypoint) (in module dtc_super_resolution.rcm_emulator_loc_entrypoint) make_tiles() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling) module dtc_super_resolution dtc_super_resolution.monitoring dtc_super_resolution.rcm_emulator dtc_super_resolution.rcm_emulator.ml_module dtc_super_resolution.rcm_emulator.ml_module.attention_unet dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_unet dtc_super_resolution.rcm_emulator.ml_module.basic_unet dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts dtc_super_resolution.rcm_emulator.ml_module.datasets dtc_super_resolution.rcm_emulator.ml_module.inference dtc_super_resolution.rcm_emulator.ml_module.inference_helpers dtc_super_resolution.rcm_emulator.pre_processing_module dtc_super_resolution.rcm_emulator.pre_processing_module.preprocessing dtc_super_resolution.rcm_emulator.pre_processing_module.reprojection dtc_super_resolution.rcm_emulator.pre_processing_module.tiling dtc_super_resolution.rcm_emulator_entrypoint dtc_super_resolution.rcm_emulator_loc_entrypoint

O

OutConv (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) (class in dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts)

P

plot_tiles() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling) predict() (in module dtc_super_resolution.rcm_emulator.ml_module.inference_helpers) print_max_min_lat_lon() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.reprojection)

print_max_min_xy() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.reprojection) print_raster() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.reprojection) print_shape() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.reprojection)

R

reproject_era5_to_racmo_grid() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.reprojection) run_inference() (in module dtc_super_resolution.rcm_emulator.ml_module.inference) run_postprocessing() (in module dtc_super_resolution.rcm_emulator.ml_module.inference_helpers)

run_postprocessing_loc() (in module dtc_super_resolution.rcm_emulator.ml_module.inference_helpers) run_preprocessing() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.preprocessing) run_preprocessing_loc() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.preprocessing)

S

save_tiles_metadata() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling) save_tiles_to_disk() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling) setup_logging() (in module dtc_super_resolution.monitoring) slice_to_dict() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.tiling)

SmaatUnet (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_unet) SpaceToDepth (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) SpatialAttention (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) standardize() (in module dtc_super_resolution.rcm_emulator.ml_module.datasets)

U

UNetBaseline (class in dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet) unstandardize() (in module dtc_super_resolution.rcm_emulator.ml_module.datasets) Up (class in dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts)

UpDS (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) UpLastConv (class in dtc_super_resolution.rcm_emulator.ml_module.attention_unet.rcm_emulator_parts) (class in dtc_super_resolution.rcm_emulator.ml_module.basic_unet.unet_parts)

V

validate_era5_dataset() (in module dtc_super_resolution.rcm_emulator.pre_processing_module.preprocessing)