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Installation and Usage
Installation
Examples
Sup3rCC Examples
Sup3rWind Examples
API reference
sup3r.batch
sup3r.batch.batch_cli
sup3r.bias
sup3r.bias.base
sup3r.bias.base.DataRetrievalBase
sup3r.bias.bias_calc
sup3r.bias.bias_calc.LinearCorrection
sup3r.bias.bias_calc.MonthlyLinearCorrection
sup3r.bias.bias_calc.MonthlyScalarCorrection
sup3r.bias.bias_calc.ScalarCorrection
sup3r.bias.bias_calc.SkillAssessment
sup3r.bias.bias_calc_cli
sup3r.bias.bias_calc_cli.kickoff_local_job
sup3r.bias.bias_calc_cli.kickoff_slurm_job
sup3r.bias.bias_calc_vortex
sup3r.bias.bias_calc_vortex.BiasCorrectUpdate
sup3r.bias.bias_calc_vortex.VortexMeanPrepper
sup3r.bias.bias_transforms
sup3r.bias.bias_transforms.global_linear_bc
sup3r.bias.bias_transforms.local_linear_bc
sup3r.bias.bias_transforms.local_presrat_bc
sup3r.bias.bias_transforms.local_qdm_bc
sup3r.bias.bias_transforms.monthly_local_linear_bc
sup3r.bias.mixins
sup3r.bias.mixins.FillAndSmoothMixin
sup3r.bias.mixins.ZeroRateMixin
sup3r.bias.presrat
sup3r.bias.presrat.PresRat
sup3r.bias.qdm
sup3r.bias.qdm.QuantileDeltaMappingCorrection
sup3r.bias.utilities
sup3r.bias.utilities.bias_correct_feature
sup3r.bias.utilities.bias_correct_features
sup3r.bias.utilities.lin_bc
sup3r.bias.utilities.qdm_bc
sup3r.cli
sup3r.models
sup3r.models.abstract
sup3r.models.abstract.AbstractInterface
sup3r.models.abstract.AbstractSingleModel
sup3r.models.abstract.TensorboardMixIn
sup3r.models.base
sup3r.models.base.Sup3rGan
sup3r.models.conditional
sup3r.models.conditional.Sup3rCondMom
sup3r.models.dc
sup3r.models.dc.Sup3rGanDC
sup3r.models.linear
sup3r.models.linear.LinearInterp
sup3r.models.multi_step
sup3r.models.multi_step.MultiStepGan
sup3r.models.multi_step.MultiStepSurfaceMetGan
sup3r.models.multi_step.SolarMultiStepGan
sup3r.models.solar_cc
sup3r.models.solar_cc.SolarCC
sup3r.models.surface
sup3r.models.surface.SurfaceSpatialMetModel
sup3r.models.utilities
sup3r.models.utilities.get_optimizer_class
sup3r.models.utilities.st_interp
sup3r.models.utilities.TrainingSession
sup3r.pipeline
sup3r.pipeline.forward_pass
sup3r.pipeline.forward_pass.ForwardPass
sup3r.pipeline.forward_pass_cli
sup3r.pipeline.forward_pass_cli.kickoff_local_job
sup3r.pipeline.forward_pass_cli.kickoff_slurm_job
sup3r.pipeline.pipeline_cli
sup3r.pipeline.slicer
sup3r.pipeline.slicer.ForwardPassSlicer
sup3r.pipeline.strategy
sup3r.pipeline.strategy.ForwardPassChunk
sup3r.pipeline.strategy.ForwardPassStrategy
sup3r.pipeline.utilities
sup3r.pipeline.utilities.get_chunk_slices
sup3r.pipeline.utilities.get_model
sup3r.postprocessing
sup3r.postprocessing.collectors
sup3r.postprocessing.collectors.base
sup3r.postprocessing.collectors.h5
sup3r.postprocessing.collectors.nc
sup3r.postprocessing.data_collect_cli
sup3r.postprocessing.data_collect_cli.kickoff_local_job
sup3r.postprocessing.data_collect_cli.kickoff_slurm_job
sup3r.postprocessing.writers
sup3r.postprocessing.writers.base
sup3r.postprocessing.writers.h5
sup3r.postprocessing.writers.nc
sup3r.preprocessing
sup3r.preprocessing.accessor
sup3r.preprocessing.accessor.Sup3rX
sup3r.preprocessing.base
sup3r.preprocessing.base.Container
sup3r.preprocessing.base.Sup3rDataset
sup3r.preprocessing.base.Sup3rMeta
sup3r.preprocessing.batch_handlers
sup3r.preprocessing.batch_handlers.dc
sup3r.preprocessing.batch_handlers.factory
sup3r.preprocessing.batch_queues
sup3r.preprocessing.batch_queues.abstract
sup3r.preprocessing.batch_queues.base
sup3r.preprocessing.batch_queues.conditional
sup3r.preprocessing.batch_queues.dc
sup3r.preprocessing.batch_queues.dual
sup3r.preprocessing.batch_queues.utilities
sup3r.preprocessing.cachers
sup3r.preprocessing.cachers.base
sup3r.preprocessing.cachers.utilities
sup3r.preprocessing.collections
sup3r.preprocessing.collections.base
sup3r.preprocessing.collections.stats
sup3r.preprocessing.data_handlers
sup3r.preprocessing.data_handlers.exo
sup3r.preprocessing.data_handlers.factory
sup3r.preprocessing.data_handlers.nc_cc
sup3r.preprocessing.derivers
sup3r.preprocessing.derivers.base
sup3r.preprocessing.derivers.methods
sup3r.preprocessing.derivers.utilities
sup3r.preprocessing.loaders
sup3r.preprocessing.loaders.Loader
sup3r.preprocessing.loaders.base
sup3r.preprocessing.loaders.h5
sup3r.preprocessing.loaders.nc
sup3r.preprocessing.loaders.utilities
sup3r.preprocessing.names
sup3r.preprocessing.names.Dimension
sup3r.preprocessing.rasterizers
sup3r.preprocessing.rasterizers.base
sup3r.preprocessing.rasterizers.dual
sup3r.preprocessing.rasterizers.exo
sup3r.preprocessing.rasterizers.extended
sup3r.preprocessing.samplers
sup3r.preprocessing.samplers.base
sup3r.preprocessing.samplers.cc
sup3r.preprocessing.samplers.dc
sup3r.preprocessing.samplers.dual
sup3r.preprocessing.samplers.utilities
sup3r.preprocessing.utilities
sup3r.preprocessing.utilities.check_signatures
sup3r.preprocessing.utilities.composite_info
sup3r.preprocessing.utilities.composite_sig
sup3r.preprocessing.utilities.compute_if_dask
sup3r.preprocessing.utilities.contains_ellipsis
sup3r.preprocessing.utilities.dims_array_tuple
sup3r.preprocessing.utilities.expand_paths
sup3r.preprocessing.utilities.get_class_kwargs
sup3r.preprocessing.utilities.get_date_range_kwargs
sup3r.preprocessing.utilities.get_input_handler_class
sup3r.preprocessing.utilities.get_obj_params
sup3r.preprocessing.utilities.get_source_type
sup3r.preprocessing.utilities.is_type_of
sup3r.preprocessing.utilities.log_args
sup3r.preprocessing.utilities.lower_names
sup3r.preprocessing.utilities.lowered
sup3r.preprocessing.utilities.make_time_index_from_kws
sup3r.preprocessing.utilities.numpy_if_tensor
sup3r.preprocessing.utilities.ordered_array
sup3r.preprocessing.utilities.ordered_dims
sup3r.preprocessing.utilities.parse_ellipsis
sup3r.preprocessing.utilities.parse_features
sup3r.preprocessing.utilities.parse_keys
sup3r.preprocessing.utilities.parse_to_list
sup3r.qa
sup3r.qa.qa
sup3r.qa.qa.Sup3rQa
sup3r.qa.qa_cli
sup3r.qa.utilities
sup3r.qa.utilities.continuous_dist
sup3r.qa.utilities.direct_dist
sup3r.qa.utilities.frequency_spectrum
sup3r.qa.utilities.gradient_dist
sup3r.qa.utilities.time_derivative_dist
sup3r.qa.utilities.tke_frequency_spectrum
sup3r.qa.utilities.tke_wavenumber_spectrum
sup3r.qa.utilities.wavenumber_spectrum
sup3r.solar
sup3r.solar.solar
sup3r.solar.solar.Solar
sup3r.solar.solar_cli
sup3r.solar.solar_cli.kickoff_local_job
sup3r.solar.solar_cli.kickoff_slurm_job
sup3r.utilities
sup3r.utilities.ModuleName
sup3r.utilities.cli
sup3r.utilities.cli.BaseCLI
sup3r.utilities.cli.SlurmManager
sup3r.utilities.era_downloader
sup3r.utilities.era_downloader.EraDownloader
sup3r.utilities.interpolation
sup3r.utilities.interpolation.Interpolator
sup3r.utilities.loss_metrics
sup3r.utilities.loss_metrics.gaussian_kernel
sup3r.utilities.loss_metrics.CoarseMseLoss
sup3r.utilities.loss_metrics.ExpLoss
sup3r.utilities.loss_metrics.LowResLoss
sup3r.utilities.loss_metrics.MaterialDerivativeLoss
sup3r.utilities.loss_metrics.MmdLoss
sup3r.utilities.loss_metrics.MmdMseLoss
sup3r.utilities.loss_metrics.MseExpLoss
sup3r.utilities.loss_metrics.SpatialExtremesLoss
sup3r.utilities.loss_metrics.SpatialExtremesOnlyLoss
sup3r.utilities.loss_metrics.SpatialFftOnlyLoss
sup3r.utilities.loss_metrics.SpatiotemporalExtremesLoss
sup3r.utilities.loss_metrics.SpatiotemporalFftOnlyLoss
sup3r.utilities.loss_metrics.StExtremesFftLoss
sup3r.utilities.loss_metrics.TemporalExtremesLoss
sup3r.utilities.loss_metrics.TemporalExtremesOnlyLoss
sup3r.utilities.pytest
sup3r.utilities.pytest.helpers
sup3r.utilities.utilities
sup3r.utilities.utilities.generate_random_string
sup3r.utilities.utilities.nn_fill_array
sup3r.utilities.utilities.pd_date_range
sup3r.utilities.utilities.preprocess_datasets
sup3r.utilities.utilities.safe_cast
sup3r.utilities.utilities.safe_serialize
sup3r.utilities.utilities.spatial_coarsening
sup3r.utilities.utilities.temporal_coarsening
sup3r.utilities.utilities.xr_open_mfdataset
sup3r.utilities.utilities.Timer
CLI reference
sup3r
.rst
.pdf
sup3r.preprocessing.cachers.utilities
sup3r.preprocessing.cachers.utilities
#
Basic objects that can cache rasterized / derived data.