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Introduction
Get Started
CLI
Generation 2 Components
Overview
Datasets
Preblocks
Postblocks
Models
Loss Functions
Verification Metrics
Custom Objects
Training and Inference
Training a Model
Monitoring with TensorBoard
Running Inference
Forecast API Server
AI Agent
Evaluation and Metrics
Ensemble Training
Ensemble Inference
Contributing
Contributing to CREDIT
API Reference
Overview
credit
credit.animation
credit.applications
credit.applications.calc_global_solar
credit.applications.data_server
credit.applications.ensemble_eval
credit.applications.gefs_init
credit.applications.gfs_init
credit.applications.graph_edges
credit.applications.graph_edges_knn
credit.applications.preprocess
credit.applications.rollout_downscaling
credit.applications.rollout_gen2
credit.applications.rollout_les
credit.applications.rollout_metrics
credit.applications.rollout_metrics_noisy_ic
credit.applications.rollout_metrics_noisy_model
credit.applications.rollout_realtime
credit.applications.rollout_realtime_gen2
credit.applications.rollout_samudra
credit.applications.rollout_to_netcdf
credit.applications.rollout_to_netcdf_gen2
credit.applications.rollout_wrf
credit.applications.scaler
credit.applications.train_gen1
credit.applications.train_gen2
credit.applications.train_les
credit.applications.train_wrf
credit.applications.train_wrf_multi
credit.attend
credit.boundary_padding
credit.cli
credit.cli.__main__
credit.conda_env
credit.credit_ptype
credit.data
credit.datasets
credit.datasets.count_channels
credit.datasets.gen_1
credit.datasets.gen_2
credit.diffusion
credit.diffusion_utils
credit.distributed
credit.domain_parallel
credit.domain_parallel.convert
credit.domain_parallel.halo_exchange
credit.domain_parallel.layers
credit.domain_parallel.manager
credit.domain_parallel.sharding
credit.ensemble
credit.ensemble.bred_vector
credit.ensemble.color
credit.ensemble.crps
credit.ensemble.gaussian
credit.ensemble.spherical
credit.ensemble.temporal
credit.ensemble.utils
credit.forecast
credit.gefs
credit.grid
credit.interp
credit.losses
credit.losses.base
credit.losses.crps
credit.losses.gen_1
credit.losses.msle
credit.metadata
credit.metrics
credit.metrics.anomaly
credit.metrics.base
credit.metrics.common
credit.metrics.gen_1
credit.metrics_downscaling
credit.mixed_precision
credit.models
credit.models.base_model
credit.models.camulator
credit.models.checkpoint
credit.models.crossformer
credit.models.debugger_model
credit.models.dscale_wrf
credit.models.fuxi
credit.models.graph
credit.models.reset
credit.models.swin
credit.models.swin_wrf
credit.models.unet
credit.models.unet_attention_modules
credit.models.unet_diffusion
credit.models.unet_downscaling
credit.models.wxformer
credit.nwp
credit.ocean
credit.ocean.samudra_constants
credit.ocean.samudra_data
credit.output
credit.output_downscaling
credit.output_gen2
credit.parallel
credit.parallel.collectives
credit.parallel.domain
credit.parallel.fsdp2
credit.parallel.mesh
credit.parallel.tensor_parallel
credit.parser
credit.pbs
credit.physics_constants
credit.physics_core
credit.pol_lapdiff_filt
credit.postblock
credit.postblock.advect
credit.postblock.base
credit.postblock.conservation
credit.postblock.exp
credit.postblock.gen1
credit.postblock.geopotential
credit.postblock.hybrid_interp
credit.postblock.mslp
credit.postblock.pressure_interp
credit.postblock.reconstruct
credit.postblock.scaler
credit.postblock.square
credit.postblock.wet_mask_samudra
credit.postblock.wind_filter
credit.preblock
credit.preblock.advect
credit.preblock.base
credit.preblock.concat
credit.preblock.device
credit.preblock.fill_values
credit.preblock.hybrid_interp
credit.preblock.log
credit.preblock.norm
credit.preblock.regrid
credit.preblock.rename
credit.preblock.scaler
credit.preblock.sqrt
credit.registry
credit.regrid
credit.replay_buffer
credit.samplers
credit.scheduler
credit.seed
credit.skebs
credit.slurm
credit.solar
credit.trainers
credit.trainers.base_trainer
credit.trainers.ic_optimization
credit.trainers.preflight
credit.trainers.rollout_utils
credit.trainers.trainerERA5_Diffusion
credit.trainers.trainerERA5_ensemble
credit.trainers.trainerERA5gen1
credit.trainers.trainerLES
credit.trainers.trainerWRF
credit.trainers.trainerWRF_multi
credit.trainers.trainer_downscaling
credit.trainers.trainer_gen2
credit.trainers.trainer_om4_samudra
credit.trainers.utils
credit.transforms
credit.transforms.transforms_global
credit.transforms.transforms_les
credit.transforms.transforms_quantile
credit.transforms.transforms_wrf
credit.transforms_downscaling
credit.verification
credit.verification.ensemble
credit.verification.standard
credit.visualization_tools
credit.xr_sampler
scaler
gfs_init
train_wrf
gefs_init
train_les
train_gen1
train_gen2
data_server
graph_edges
rollout_les
rollout_wrf
ensemble_eval
rollout_samudra
rollout_metrics
train_wrf_multi
graph_edges_knn
rollout_realtime
rollout_to_netcdf
calc_global_solar
rollout_downscaling
benchmark_parallelism
rollout_realtime_gen2
rollout_to_netcdf_gen2
rollout_metrics_noisy_ic
rollout_metrics_noisy_model
Generation 1
Installing CREDIT from source
What’s in the Configuration File?
Prepare New Dataset
Supported Model Architectures
Post Blocks
Losses (Gen 1)
Training (Gen 1)
Weather Forecasting vs Downscaling Climate Projections
RAL GWC regional model
.rst
.pdf
System Settings
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credit.verification
Contents
Submodules
credit.verification
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Submodules
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credit.verification.ensemble
credit.verification.standard
Contents
Submodules
