gluonts.mx.model package

Subpackages

• gluonts.mx.model.canonical package
  • CanonicalRNNEstimator
• gluonts.mx.model.deep_factor package
  • DeepFactorEstimator
    • DeepFactorEstimator.create_predictor()
    • DeepFactorEstimator.create_training_data_loader()
    • DeepFactorEstimator.create_training_network()
    • DeepFactorEstimator.create_transformation()
    • DeepFactorEstimator.create_validation_data_loader()
  • Submodules
    • gluonts.mx.model.deep_factor.RNNModel module
      • RNNModel
• gluonts.mx.model.deepar package
  • DeepAREstimator
    • DeepAREstimator.create_predictor()
    • DeepAREstimator.create_training_data_loader()
    • DeepAREstimator.create_training_network()
    • DeepAREstimator.create_transformation()
    • DeepAREstimator.create_validation_data_loader()
    • DeepAREstimator.derive_auto_fields()
• gluonts.mx.model.deepstate package
  • DeepStateEstimator
    • DeepStateEstimator.create_predictor()
    • DeepStateEstimator.create_training_data_loader()
    • DeepStateEstimator.create_training_network()
    • DeepStateEstimator.create_transformation()
    • DeepStateEstimator.create_validation_data_loader()
  • Submodules
    • gluonts.mx.model.deepstate.issm module
      • CompositeISSM
      • DayOfWeekSeasonalISSM()
      • HourOfDaySeasonalISSM()
      • ISSM
      • LevelISSM
      • LevelTrendISSM
      • MinuteOfHourSeasonalISSM()
      • MonthOfYearSeasonalISSM()
      • SeasonalityISSM
      • WeekOfYearSeasonalISSM()
• gluonts.mx.model.deepvar package
  • DeepVAREstimator
    • DeepVAREstimator.create_predictor()
    • DeepVAREstimator.create_training_data_loader()
    • DeepVAREstimator.create_training_network()
    • DeepVAREstimator.create_transformation()
    • DeepVAREstimator.create_validation_data_loader()
• gluonts.mx.model.deepvar_hierarchical package
  • DeepVARHierarchicalEstimator
    • DeepVARHierarchicalEstimator.create_predictor()
    • DeepVARHierarchicalEstimator.create_training_network()
  • coherency_error()
  • projection_mat()
  • reconcile_samples()
• gluonts.mx.model.gp_forecaster package
  • GaussianProcessEstimator
    • GaussianProcessEstimator.create_predictor()
    • GaussianProcessEstimator.create_training_data_loader()
    • GaussianProcessEstimator.create_training_network()
    • GaussianProcessEstimator.create_transformation()
    • GaussianProcessEstimator.create_validation_data_loader()
  • Submodules
    • gluonts.mx.model.gp_forecaster.gaussian_process module
      • GaussianProcess
• gluonts.mx.model.gpvar package
  • GPVAREstimator
    • GPVAREstimator.create_predictor()
    • GPVAREstimator.create_training_data_loader()
    • GPVAREstimator.create_training_network()
    • GPVAREstimator.create_transformation()
    • GPVAREstimator.create_validation_data_loader()
• gluonts.mx.model.lstnet package
  • LSTNetEstimator
    • LSTNetEstimator.create_predictor()
    • LSTNetEstimator.create_training_data_loader()
    • LSTNetEstimator.create_training_network()
    • LSTNetEstimator.create_transformation()
    • LSTNetEstimator.create_validation_data_loader()
• gluonts.mx.model.n_beats package
  • NBEATSEnsembleEstimator
    • NBEATSEnsembleEstimator.from_hyperparameters()
    • NBEATSEnsembleEstimator.train()
    • NBEATSEnsembleEstimator.train_from()
  • NBEATSEnsemblePredictor
    • NBEATSEnsemblePredictor.deserialize()
    • NBEATSEnsemblePredictor.hybridize()
    • NBEATSEnsemblePredictor.predict()
    • NBEATSEnsemblePredictor.serialize()
    • NBEATSEnsemblePredictor.set_aggregation_method()
  • NBEATSEstimator
    • NBEATSEstimator.create_predictor()
    • NBEATSEstimator.create_training_data_loader()
    • NBEATSEstimator.create_training_network()
    • NBEATSEstimator.create_transformation()
    • NBEATSEstimator.create_validation_data_loader()
• gluonts.mx.model.renewal package
  • DeepRenewalProcessEstimator
    • DeepRenewalProcessEstimator.create_predictor()
    • DeepRenewalProcessEstimator.create_training_data_loader()
    • DeepRenewalProcessEstimator.create_training_network()
    • DeepRenewalProcessEstimator.create_transformation()
    • DeepRenewalProcessEstimator.create_validation_data_loader()
• gluonts.mx.model.seq2seq package
  • MQCNNEstimator
    • MQCNNEstimator.derive_auto_fields()
    • MQCNNEstimator.from_inputs()
  • MQRNNEstimator
  • RNN2QRForecaster
  • Seq2SeqEstimator
    • Seq2SeqEstimator.create_predictor()
    • Seq2SeqEstimator.create_training_data_loader()
    • Seq2SeqEstimator.create_training_network()
    • Seq2SeqEstimator.create_transformation()
    • Seq2SeqEstimator.create_validation_data_loader()
• gluonts.mx.model.simple_feedforward package
  • SimpleFeedForwardEstimator
    • SimpleFeedForwardEstimator.create_predictor()
    • SimpleFeedForwardEstimator.create_training_data_loader()
    • SimpleFeedForwardEstimator.create_training_network()
    • SimpleFeedForwardEstimator.create_transformation()
    • SimpleFeedForwardEstimator.create_validation_data_loader()
• gluonts.mx.model.tft package
  • TemporalFusionTransformerEstimator
    • TemporalFusionTransformerEstimator.create_predictor()
    • TemporalFusionTransformerEstimator.create_training_data_loader()
    • TemporalFusionTransformerEstimator.create_training_network()
    • TemporalFusionTransformerEstimator.create_transformation()
    • TemporalFusionTransformerEstimator.create_validation_data_loader()
• gluonts.mx.model.tpp package
  • DeepTPPEstimator
    • DeepTPPEstimator.create_predictor()
    • DeepTPPEstimator.create_training_data_loader()
    • DeepTPPEstimator.create_training_network()
    • DeepTPPEstimator.create_transformation()
    • DeepTPPEstimator.create_validation_data_loader()
  • PointProcessGluonPredictor
    • PointProcessGluonPredictor.as_symbol_block_predictor()
    • PointProcessGluonPredictor.hybridize()
    • PointProcessGluonPredictor.predict()
    • PointProcessGluonPredictor.serialize_prediction_net()
  • PointProcessSampleForecast
    • PointProcessSampleForecast.dim()
    • PointProcessSampleForecast.freq
    • PointProcessSampleForecast.index
    • PointProcessSampleForecast.mean
    • PointProcessSampleForecast.plot()
    • PointProcessSampleForecast.prediction_interval_length
    • PointProcessSampleForecast.prediction_length
    • PointProcessSampleForecast.quantile()
  • Subpackages
    • gluonts.mx.model.tpp.deeptpp package
      • DeepTPPEstimator
      • DeepTPPPredictionNetwork
      • DeepTPPTrainingNetwork
    • gluonts.mx.model.tpp.distribution package
      • Loglogistic
      • LoglogisticOutput
      • TPPDistribution
      • TPPDistributionOutput
      • TPPTransformedDistribution
      • Weibull
      • WeibullOutput
      • Submodules
  • Submodules
    • gluonts.mx.model.tpp.forecast module
      • PointProcessSampleForecast
    • gluonts.mx.model.tpp.predictor module
      • PointProcessForecastGenerator
      • PointProcessGluonPredictor
• gluonts.mx.model.transformer package
  • TransformerEstimator
    • TransformerEstimator.create_predictor()
    • TransformerEstimator.create_training_data_loader()
    • TransformerEstimator.create_training_network()
    • TransformerEstimator.create_transformation()
    • TransformerEstimator.create_validation_data_loader()
  • Submodules
    • gluonts.mx.model.transformer.layers module
      • InputLayer
      • LayerNormalization
      • MultiHeadAttention
      • MultiHeadAttentionBase
      • MultiHeadSelfAttention
      • TransformerFeedForward
      • TransformerProcessBlock
      • combine_heads()
      • dot_attention()
      • split_heads()
    • gluonts.mx.model.transformer.trans_decoder module
      • TransformerDecoder
    • gluonts.mx.model.transformer.trans_encoder module
      • TransformerEncoder
• gluonts.mx.model.wavenet package
  • WaveNet
    • WaveNet.base_net()
    • WaveNet.get_full_features()
    • WaveNet.get_receptive_field()
    • WaveNet.is_last_layer()
    • WaveNet.target_feature_embedding()
  • WaveNetEstimator
    • WaveNetEstimator.create_predictor()
    • WaveNetEstimator.create_training_data_loader()
    • WaveNetEstimator.create_training_network()
    • WaveNetEstimator.create_transformation()
    • WaveNetEstimator.create_validation_data_loader()
  • WaveNetSampler
    • WaveNetSampler.get_initial_conv_queues()
    • WaveNetSampler.hybrid_forward()

Submodules

• gluonts.mx.model.estimator module
  • GluonEstimator
    • GluonEstimator.create_predictor()
    • GluonEstimator.create_training_data_loader()
    • GluonEstimator.create_training_network()
    • GluonEstimator.create_transformation()
    • GluonEstimator.create_validation_data_loader()
    • GluonEstimator.from_hyperparameters()
    • GluonEstimator.train()
    • GluonEstimator.train_from()
    • GluonEstimator.train_model()
  • TrainOutput
    • TrainOutput.predictor
    • TrainOutput.trained_net
    • TrainOutput.transformation
• gluonts.mx.model.forecast module
  • DistributionForecast
    • DistributionForecast.mean
    • DistributionForecast.mean_ts
    • DistributionForecast.quantile()
    • DistributionForecast.to_quantile_forecast()
    • DistributionForecast.to_sample_forecast()
• gluonts.mx.model.forecast_generator module
• gluonts.mx.model.predictor module
  • GluonPredictor
    • GluonPredictor.BlockType
    • GluonPredictor.as_symbol_block_predictor()
    • GluonPredictor.hybridize()
    • GluonPredictor.network
    • GluonPredictor.predict()
    • GluonPredictor.serialize()
    • GluonPredictor.serialize_prediction_net()
  • RepresentableBlockPredictor
    • RepresentableBlockPredictor.BlockType
    • RepresentableBlockPredictor.as_symbol_block_predictor()
    • RepresentableBlockPredictor.deserialize()
    • RepresentableBlockPredictor.serialize()
    • RepresentableBlockPredictor.serialize_prediction_net()
  • SymbolBlockPredictor
    • SymbolBlockPredictor.BlockType
    • SymbolBlockPredictor.as_symbol_block_predictor()
    • SymbolBlockPredictor.deserialize()
    • SymbolBlockPredictor.serialize_prediction_net()