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miles-credit 0.1.dev592+gb2e7fe415 documentation - Home miles-credit 0.1.dev592+gb2e7fe415 documentation - Home

Getting Started

  • Quickstart
  • Getting Started
  • Installing CREDIT from source

Configuration File

  • What’s in the Configuration File?

Training and Inference

  • Training a Model
  • Monitoring with TensorBoard
  • Running Inference
  • Forecast API Server
  • AI Agent
  • Evaluation and Metrics
  • Ensemble Training
  • Ensemble Inference
  • Working with Loss Functions

Contributing

  • Contributing

Adding New Models and Datasets

  • Supported Model Architectures
  • Post Blocks
  • Dataset Structure
  • Weather Forecasting vs Downscaling Climate Projections
  • Prepare New Dataset
  • RAL GWC regional model
  • API Reference
    • train
    • credit
      • credit._version
      • credit.animation
      • credit.attend
      • credit.boundary_padding
      • credit.cli
        • credit.cli._ask
        • credit.cli._common
        • credit.cli._convert
        • credit.cli._parser
        • credit.cli._plot
        • credit.cli._submit
      • credit.credit_ptype
      • credit.data
      • credit.datasets
        • credit.datasets._utils
        • credit.datasets.base_dataset
        • credit.datasets.channel_layout
        • credit.datasets.count_channels
        • credit.datasets.datamap
        • credit.datasets.downscaling_dataset
        • credit.datasets.era5
        • credit.datasets.era5_multistep
        • credit.datasets.era5_multistep_batcher
        • credit.datasets.era5_singlestep
        • credit.datasets.goes
        • credit.datasets.hrrr
        • credit.datasets.hrrr_download
        • credit.datasets.les_singlestep
        • credit.datasets.load_dataset_and_dataloader
        • credit.datasets.local
        • credit.datasets.mrms
        • credit.datasets.mrms_download
        • credit.datasets.multi_source
        • credit.datasets.om4_multistep_batcher
        • credit.datasets.realtime_predict
        • credit.datasets.sequential_multistep
        • credit.datasets.tisr
        • credit.datasets.wrf_singlestep
        • credit.datasets.wrfmultistep
      • 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.almost_fair_crps
        • credit.losses.base_losses
        • credit.losses.covariance
        • credit.losses.downscaling_loss
        • credit.losses.kcrps
        • credit.losses.les_loss
        • credit.losses.logcosh
        • credit.losses.msle
        • credit.losses.power
        • credit.losses.spectral
        • credit.losses.weighted_loss
        • credit.losses.xsigmoid
        • credit.losses.xtanh
      • credit.metadata
      • credit.metrics
      • 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.parser
      • credit.pbs
      • credit.physics_constants
      • credit.physics_core
      • credit.pol_lapdiff_filt
      • credit.postblock
        • credit.postblock.base
        • credit.postblock.gen1
        • credit.postblock.geopotential
        • credit.postblock.reconstruct
        • credit.postblock.scaler
        • credit.postblock.wet_mask_samudra
      • credit.preblock
        • credit.preblock.base
        • credit.preblock.concat
        • credit.preblock.log
        • credit.preblock.norm
        • credit.preblock.regrid
        • credit.preblock.scaler
        • credit.preblock.sqrt
      • credit.regrid
      • credit.replay_buffer
      • credit.samplers
      • credit.scheduler
      • credit.seed
      • credit.skebs
      • 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
    • _transforms
    • ensemble_eval
    • model_summary
    • trainerERA5_v2
    • trainerERA5_v1
    • rollout_samudra
    • rollout_metrics
    • train_wrf_multi
    • graph_edges_knn
    • train_multistep
    • rollout_realtime
    • rollout_to_netcdf
    • calc_global_solar
    • rollout_downscaling
    • rollout_realtime_gen2
    • rollout_to_netcdf_gen2
    • rollout_metrics_noisy_ic
    • trainerERA5_multistep_v1
    • trainerERA5_multistep_sum
    • rollout_metrics_noisy_model
    • trainerERA5_multistep_concat
    • trainer_multistep_deprecated
  • .rst

credit.ensemble

Contents

  • Submodules

credit.ensemble#

Submodules#

  • credit.ensemble.bred_vector
  • credit.ensemble.color
  • credit.ensemble.crps
  • credit.ensemble.gaussian
  • credit.ensemble.spherical
  • credit.ensemble.temporal
  • credit.ensemble.utils

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credit.domain_parallel.sharding

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credit.ensemble.bred_vector

Contents
  • Submodules

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