gluonts.torch.model package

Subpackages

• gluonts.torch.model.d_linear package
  • DLinearEstimator
    • DLinearEstimator.create_lightning_module()
    • DLinearEstimator.create_predictor()
    • DLinearEstimator.create_training_data_loader()
    • DLinearEstimator.create_transformation()
    • DLinearEstimator.create_validation_data_loader()
  • DLinearLightningModule
    • DLinearLightningModule.configure_optimizers()
    • DLinearLightningModule.forward()
    • DLinearLightningModule.training_step()
    • DLinearLightningModule.validation_step()
  • DLinearModel
    • DLinearModel.describe_inputs()
    • DLinearModel.forward()
    • DLinearModel.loss()
  • Submodules
    • gluonts.torch.model.d_linear.estimator module
      • DLinearEstimator
    • gluonts.torch.model.d_linear.lightning_module module
      • DLinearLightningModule
    • gluonts.torch.model.d_linear.module module
      • DLinearModel
      • MovingAvg
      • SeriesDecomp
• gluonts.torch.model.deep_npts package
  • DeepNPTSEstimator
    • DeepNPTSEstimator.get_predictor()
    • DeepNPTSEstimator.input_transform()
    • DeepNPTSEstimator.instance_splitter()
    • DeepNPTSEstimator.train()
    • DeepNPTSEstimator.train_model()
    • DeepNPTSEstimator.training_data_loader()
  • DeepNPTSMultiStepNetwork
    • DeepNPTSMultiStepNetwork.forward()
  • DeepNPTSNetwork
    • DeepNPTSNetwork.forward()
  • DeepNPTSNetworkDiscrete
    • DeepNPTSNetworkDiscrete.forward()
  • DeepNPTSNetworkSmooth
    • DeepNPTSNetworkSmooth.forward()
  • Submodules
    • gluonts.torch.model.deep_npts.scaling module
      • min_max_scaling()
      • standard_normal_scaling()
• gluonts.torch.model.deepar package
  • DeepAREstimator
    • DeepAREstimator.create_lightning_module()
    • DeepAREstimator.create_predictor()
    • DeepAREstimator.create_training_data_loader()
    • DeepAREstimator.create_transformation()
    • DeepAREstimator.create_validation_data_loader()
    • DeepAREstimator.derive_auto_fields()
  • DeepARLightningModule
    • DeepARLightningModule.configure_optimizers()
    • DeepARLightningModule.forward()
    • DeepARLightningModule.training_step()
    • DeepARLightningModule.validation_step()
  • DeepARModel
    • DeepARModel.describe_inputs()
    • DeepARModel.forward()
    • DeepARModel.log_prob()
    • DeepARModel.loss()
    • DeepARModel.output_distribution()
    • DeepARModel.post_process_samples()
    • DeepARModel.prepare_rnn_input()
    • DeepARModel.unroll_lagged_rnn()
  • Submodules
    • gluonts.torch.model.deepar.estimator module
      • DeepAREstimator
    • gluonts.torch.model.deepar.lightning_module module
      • DeepARLightningModule
    • gluonts.torch.model.deepar.module module
      • DeepARModel
• gluonts.torch.model.i_transformer package
  • ITransformerEstimator
    • ITransformerEstimator.create_lightning_module()
    • ITransformerEstimator.create_predictor()
    • ITransformerEstimator.create_training_data_loader()
    • ITransformerEstimator.create_transformation()
    • ITransformerEstimator.create_validation_data_loader()
  • ITransformerLightningModule
    • ITransformerLightningModule.configure_optimizers()
    • ITransformerLightningModule.forward()
    • ITransformerLightningModule.training_step()
    • ITransformerLightningModule.validation_step()
  • ITransformerModel
    • ITransformerModel.describe_inputs()
    • ITransformerModel.forward()
    • ITransformerModel.loss()
  • Submodules
    • gluonts.torch.model.i_transformer.estimator module
      • ITransformerEstimator
    • gluonts.torch.model.i_transformer.lightning_module module
      • ITransformerLightningModule
    • gluonts.torch.model.i_transformer.module module
      • ITransformerModel
• gluonts.torch.model.lag_tst package
  • LagTSTEstimator
    • LagTSTEstimator.create_lightning_module()
    • LagTSTEstimator.create_predictor()
    • LagTSTEstimator.create_training_data_loader()
    • LagTSTEstimator.create_transformation()
    • LagTSTEstimator.create_validation_data_loader()
  • LagTSTLightningModule
    • LagTSTLightningModule.configure_optimizers()
    • LagTSTLightningModule.forward()
    • LagTSTLightningModule.training_step()
    • LagTSTLightningModule.validation_step()
  • LagTSTModel
    • LagTSTModel.describe_inputs()
    • LagTSTModel.forward()
    • LagTSTModel.loss()
  • Submodules
    • gluonts.torch.model.lag_tst.estimator module
      • LagTSTEstimator
    • gluonts.torch.model.lag_tst.lightning_module module
      • LagTSTLightningModule
    • gluonts.torch.model.lag_tst.module module
      • LagTSTModel
• gluonts.torch.model.mqf2 package
  • Submodules
    • gluonts.torch.model.mqf2.distribution module
    • gluonts.torch.model.mqf2.estimator module
    • gluonts.torch.model.mqf2.icnn_utils module
    • gluonts.torch.model.mqf2.lightning_module module
    • gluonts.torch.model.mqf2.module module
• gluonts.torch.model.patch_tst package
  • PatchTSTEstimator
    • PatchTSTEstimator.create_lightning_module()
    • PatchTSTEstimator.create_predictor()
    • PatchTSTEstimator.create_training_data_loader()
    • PatchTSTEstimator.create_transformation()
    • PatchTSTEstimator.create_validation_data_loader()
  • PatchTSTLightningModule
    • PatchTSTLightningModule.configure_optimizers()
    • PatchTSTLightningModule.forward()
    • PatchTSTLightningModule.training_step()
    • PatchTSTLightningModule.validation_step()
  • PatchTSTModel
    • PatchTSTModel.describe_inputs()
    • PatchTSTModel.forward()
    • PatchTSTModel.loss()
  • SinusoidalPositionalEmbedding
    • SinusoidalPositionalEmbedding.forward()
  • Submodules
    • gluonts.torch.model.patch_tst.estimator module
      • PatchTSTEstimator
    • gluonts.torch.model.patch_tst.lightning_module module
      • PatchTSTLightningModule
    • gluonts.torch.model.patch_tst.module module
      • PatchTSTModel
      • SinusoidalPositionalEmbedding
• gluonts.torch.model.simple_feedforward package
  • SimpleFeedForwardEstimator
    • SimpleFeedForwardEstimator.create_lightning_module()
    • SimpleFeedForwardEstimator.create_predictor()
    • SimpleFeedForwardEstimator.create_training_data_loader()
    • SimpleFeedForwardEstimator.create_transformation()
    • SimpleFeedForwardEstimator.create_validation_data_loader()
  • SimpleFeedForwardLightningModule
    • SimpleFeedForwardLightningModule.configure_optimizers()
    • SimpleFeedForwardLightningModule.forward()
    • SimpleFeedForwardLightningModule.training_step()
    • SimpleFeedForwardLightningModule.validation_step()
  • SimpleFeedForwardModel
    • SimpleFeedForwardModel.describe_inputs()
    • SimpleFeedForwardModel.forward()
    • SimpleFeedForwardModel.loss()
  • make_linear_layer()
  • Submodules
    • gluonts.torch.model.simple_feedforward.estimator module
      • SimpleFeedForwardEstimator
    • gluonts.torch.model.simple_feedforward.lightning_module module
      • SimpleFeedForwardLightningModule
    • gluonts.torch.model.simple_feedforward.module module
      • SimpleFeedForwardModel
      • make_linear_layer()
      • mean_abs_scaling()
• gluonts.torch.model.tft package
  • TemporalFusionTransformerEstimator
    • TemporalFusionTransformerEstimator.create_lightning_module()
    • TemporalFusionTransformerEstimator.create_predictor()
    • TemporalFusionTransformerEstimator.create_training_data_loader()
    • TemporalFusionTransformerEstimator.create_transformation()
    • TemporalFusionTransformerEstimator.create_validation_data_loader()
    • TemporalFusionTransformerEstimator.input_names()
  • TemporalFusionTransformerLightningModule
    • TemporalFusionTransformerLightningModule.configure_optimizers()
    • TemporalFusionTransformerLightningModule.forward()
    • TemporalFusionTransformerLightningModule.training_step()
    • TemporalFusionTransformerLightningModule.validation_step()
  • TemporalFusionTransformerModel
    • TemporalFusionTransformerModel.describe_inputs()
    • TemporalFusionTransformerModel.forward()
    • TemporalFusionTransformerModel.input_types()
    • TemporalFusionTransformerModel.loss()
  • Submodules
    • gluonts.torch.model.tft.estimator module
      • TemporalFusionTransformerEstimator
    • gluonts.torch.model.tft.layers module
      • FeatureEmbedder
      • FeatureProjector
      • GatedLinearUnit
      • GatedResidualNetwork
      • TemporalFusionDecoder
      • TemporalFusionEncoder
      • VariableSelectionNetwork
    • gluonts.torch.model.tft.lightning_module module
      • TemporalFusionTransformerLightningModule
    • gluonts.torch.model.tft.module module
      • TemporalFusionTransformerModel
• gluonts.torch.model.tide package
  • TiDEEstimator
    • TiDEEstimator.create_lightning_module()
    • TiDEEstimator.create_predictor()
    • TiDEEstimator.create_training_data_loader()
    • TiDEEstimator.create_transformation()
    • TiDEEstimator.create_validation_data_loader()
  • TiDELightningModule
    • TiDELightningModule.configure_optimizers()
    • TiDELightningModule.forward()
    • TiDELightningModule.training_step()
    • TiDELightningModule.validation_step()
  • TiDEModel
    • TiDEModel.describe_inputs()
    • TiDEModel.forward()
    • TiDEModel.loss()
  • Submodules
    • gluonts.torch.model.tide.estimator module
      • TiDEEstimator
    • gluonts.torch.model.tide.lightning_module module
      • TiDELightningModule
    • gluonts.torch.model.tide.module module
      • DenseDecoder
      • DenseEncoder
      • FeatureProjection
      • ResBlock
      • TemporalDecoder
      • TiDEModel
• gluonts.torch.model.wavenet package
  • WaveNet
    • WaveNet.base_net()
    • WaveNet.forward()
    • WaveNet.get_full_features()
    • WaveNet.get_receptive_field()
    • WaveNet.loss()
    • WaveNet.target_feature_embedding()
  • WaveNetEstimator
    • WaveNetEstimator.create_lightning_module()
    • WaveNetEstimator.create_predictor()
    • WaveNetEstimator.create_training_data_loader()
    • WaveNetEstimator.create_transformation()
    • WaveNetEstimator.create_validation_data_loader()
  • WaveNetLightningModule
    • WaveNetLightningModule.configure_optimizers()
    • WaveNetLightningModule.forward()
    • WaveNetLightningModule.training_step()
    • WaveNetLightningModule.validation_step()
  • Submodules
    • gluonts.torch.model.wavenet.estimator module
      • WaveNetEstimator
    • gluonts.torch.model.wavenet.lightning_module module
      • WaveNetLightningModule
    • gluonts.torch.model.wavenet.module module
      • CausalDilatedResidualLayer
      • WaveNet

Submodules

• gluonts.torch.model.estimator module
  • PyTorchLightningEstimator
    • PyTorchLightningEstimator.create_lightning_module()
    • PyTorchLightningEstimator.create_predictor()
    • PyTorchLightningEstimator.create_training_data_loader()
    • PyTorchLightningEstimator.create_transformation()
    • PyTorchLightningEstimator.create_validation_data_loader()
    • PyTorchLightningEstimator.train()
    • PyTorchLightningEstimator.train_from()
    • PyTorchLightningEstimator.train_model()
  • TrainOutput
    • TrainOutput.predictor
    • TrainOutput.trained_net
    • TrainOutput.trainer
    • TrainOutput.transformation
• gluonts.torch.model.forecast module
  • DistributionForecast
    • DistributionForecast.mean
    • DistributionForecast.mean_ts
    • DistributionForecast.quantile()
    • DistributionForecast.to_sample_forecast()
• gluonts.torch.model.forecast_generator module
• gluonts.torch.model.lightning_util module
  • has_validation_loop()
• gluonts.torch.model.predictor module
  • PyTorchPredictor
    • PyTorchPredictor.deserialize()
    • PyTorchPredictor.network
    • PyTorchPredictor.predict()
    • PyTorchPredictor.serialize()
    • PyTorchPredictor.to()