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Guides

  • Installation
  • Introduction
    • Key Features
  • Augmentations
  • Generators
  • Dataset
  • Architectures Zoo
  • Metrics
  • Citing
  • Datasets

Package Reference

  • TSGM
    • Datasets
      • UCRDataManager
        • UCRDataManager.default_path
        • UCRDataManager.get()
        • UCRDataManager.get_classes_distribution()
        • UCRDataManager.key
        • UCRDataManager.mirrors
        • UCRDataManager.resources
        • UCRDataManager.summary()
    • Augmentations
      • BaseAugmenter
        • BaseAugmenter.generate()
      • BaseCompose
      • DTWBarycentricAveraging
        • DTWBarycentricAveraging.generate()
      • GaussianNoise
        • GaussianNoise.generate()
      • MagnitudeWarping
        • MagnitudeWarping.generate()
      • Shuffle
        • Shuffle.generate()
      • SliceAndShuffle
        • SliceAndShuffle.generate()
      • WindowWarping
        • WindowWarping.generate()
    • Metrics
      • BaseDownstreamEvaluator
        • BaseDownstreamEvaluator.evaluate()
      • ConsistencyMetric
      • DemographicParityMetric
      • DiscriminativeMetric
      • DistanceMetric
        • DistanceMetric.discrepancy()
        • DistanceMetric.stats()
      • DownstreamPerformanceMetric
      • EntropyMetric
      • MMDMetric
      • Metric
      • PrivacyMembershipInferenceMetric
    • GANs
      • ConditionalGAN
        • ConditionalGAN.compile()
        • ConditionalGAN.generate()
        • ConditionalGAN.metrics
        • ConditionalGAN.train_step()
      • GAN
        • GAN.clone()
        • GAN.compile()
        • GAN.generate()
        • GAN.metrics
        • GAN.train_step()
    • VAEs
      • BetaVAE
        • BetaVAE.call()
        • BetaVAE.generate()
        • BetaVAE.metrics
        • BetaVAE.train_step()
      • cBetaVAE
        • cBetaVAE.call()
        • cBetaVAE.generate()
        • cBetaVAE.metrics
        • cBetaVAE.train_step()
    • ABC
      • ABCAlgorithm
        • ABCAlgorithm.sample_parameters()
      • RejectionSampler
        • RejectionSampler.sample_parameters()
      • prior_samples()
    • STS
      • STS
        • STS.elbo_loss()
        • STS.generate()
        • STS.train()
    • Visualization
      • visualize_dataset()
      • visualize_original_and_reconst_ts()
      • visualize_training_loss()
      • visualize_ts()
      • visualize_ts_lineplot()
      • visualize_tsne()
      • visualize_tsne_unlabeled()
    • Monitors
      • GANMonitor
        • GANMonitor.on_epoch_end()
      • VAEMonitor
        • VAEMonitor.on_epoch_end()
    • Zoo
      • Architecture
        • Architecture.arch_type
      • BaseClassificationArchitecture
        • BaseClassificationArchitecture.arch_type
        • BaseClassificationArchitecture.get()
        • BaseClassificationArchitecture.model
      • BaseGANArchitecture
        • BaseGANArchitecture.discriminator
        • BaseGANArchitecture.generator
        • BaseGANArchitecture.get()
      • BaseVAEArchitecture
        • BaseVAEArchitecture.decoder
        • BaseVAEArchitecture.encoder
        • BaseVAEArchitecture.get()
      • BasicRecurrentArchitecture
        • BasicRecurrentArchitecture.arch_type
        • BasicRecurrentArchitecture.build()
      • BlockClfArchitecture
        • BlockClfArchitecture.arch_type
      • ConvnArchitecture
      • ConvnLSTMnArchitecture
      • Sampling
        • Sampling.call()
      • VAE_CONV5Architecture
        • VAE_CONV5Architecture.arch_type
      • Zoo
        • Zoo.summary()
      • cGAN_Conv4Architecture
        • cGAN_Conv4Architecture.arch_type
      • cGAN_LSTMConv3Architecture
        • cGAN_LSTMConv3Architecture.arch_type
      • cGAN_LSTMnArchitecture
        • cGAN_LSTMnArchitecture.arch_type
      • cVAE_CONV5Architecture
        • cVAE_CONV5Architecture.arch_type
      • tcGAN_Conv4Architecture
        • tcGAN_Conv4Architecture.arch_type
    • Datasets
      • UCRDataManager
        • UCRDataManager.default_path
        • UCRDataManager.get()
        • UCRDataManager.get_classes_distribution()
        • UCRDataManager.key
        • UCRDataManager.mirrors
        • UCRDataManager.resources
        • UCRDataManager.summary()
        • UCRDataManager.y_all
      • download_physionet2012()
      • gen_sine_const_switch_dataset()
      • gen_sine_dataset()
      • gen_sine_vs_const_dataset()
      • get_covid_19()
      • get_eeg()
      • get_energy_data()
      • get_gp_samples_data()
      • get_mauna_loa()
      • get_mnist_data()
      • get_physionet2012()
      • get_power_consumption()
      • get_stock_data()
      • load_arff()
      • split_dataset_into_objects()
    • Data Processing Utils
      • TSFeatureWiseScaler
        • TSFeatureWiseScaler.fit()
        • TSFeatureWiseScaler.fit_transform()
        • TSFeatureWiseScaler.inverse_transform()
        • TSFeatureWiseScaler.transform()
      • TSGlobalScaler
        • TSGlobalScaler.fit()
        • TSGlobalScaler.fit_transform()
        • TSGlobalScaler.inverse_transform()
        • TSGlobalScaler.transform()
tsgm
  • tsgm.models
  • Edit on GitHub

tsgm.modelsΒΆ

© Copyright 2022, Alexander Nikitin. Revision b90e0212.

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