Example Gallery¶
Getting Started¶
Running Deterministic InferenceBasic deterministic inference workflow.
Running Diagnostic InferenceBasic prognostic + diagnostic inference workflow.
Running Ensemble InferenceSimple ensemble inference workflow.
Checkpointing a Deterministic ForecastBasic inference workflow checkpointing.
Medium Range¶
Single Variable Perturbation MethodIntermediate ensemble inference using a custom perturbation method.
Model Hook Injection: PerturbationAdding model noise by using custom hooks.
Huge Ensembles (HENS) CheckpointsBasic multi-checkpoint Huge Ensembles (HENS) inference workflow.
Temporal InterpolationTemporal Interpolation inference using InterpModAFNO model.
Tropical Cyclone TrackingTropical cyclone tracking with tracker diagnostic models.
Running Atlas-CRPS InferenceDeterministic inference using the Atlas-CRPS prognostic model.
Downscaling¶
Generative DownscalingGenerative downscaling over Taiwan using CorrDiff diffusion model.
CBottle Super ResolutionClimate in a Bottle (cBottle) super resolution workflows for global weather.
Ensemble Forecasting with DownscalingCustom ensembling workflow with generative downscaling using CorrDiff.
Regional Downscaling over EuropeDiffusion downscaling from a global forecast to km-scale European reanalysis grids.
Nowcasting¶
Running StormCast-CONUS InferenceBasic StormCast-CONUS inference workflow for the full Continental United States.
Running StormCast Ensemble InferenceEnsemble StormCast inference workflow.
StormScope Satellite and Radar NowcastingStormScope inference workflow with GOES satellite imagery and MRMS radar data.
StormScope Meteosat FCI NowcastingStormScope inference workflow with MTG-I1 FCI satellite imagery.
Data Assimilation¶
StormCast-CONUS Score-Based Data AssimilationRunning StormCast-CONUS with guided diffusion posterior sampling to assimilate observations.
HealDA Global Data AssimilationProducing a global weather analysis from satellite and in-situ observations.
CorrDiff COSMO-REA2 Score-Based Data AssimilationAssimilate weather-station observations into COSMO-REA2 with CorrDiff.
Seasonal¶
Statistical InferenceSimple seasonal statistic inference workflow.
Running DLESyM InferenceBasic deterministic inference workflow for the DLESyM model.
Running the DLESyM ISCCP-ERA5 ModelCoupled inference with the upstream DLESyM checkpoints, including precipitation.
Misc¶
Distributed Manager InferenceSetting up distributed manager for parallel inference.
CBottle Data Generation and InfillingClimate in a Bottle (cBottle) inference workflows for global weather data synthesis.
IO Backend PerformanceLeverage different IO backends for storing inference results.
Creating a Local Data SourceCreate and save an offline dataset to use in an inference pipeline.
CBottle Tropical Cyclone GuidanceGuided tropical cyclone sampling with cBottle and odds-ratio diagnostics.
