lfxai package

Subpackages

• lfxai.explanations package
  • Submodules
    • lfxai.explanations.examples module
      • ExampleBasedExplainer
      • InfluenceFunctions
      • NearestNeighbours
      • SimplEx
      • TracIn
    • lfxai.explanations.features module
      • AuxiliaryFunction
      • attribute_auxiliary()
      • attribute_individual_dim()
• lfxai.models package
  • Submodules
    • lfxai.models.base module
      • BlackBox
    • lfxai.models.images module
      • AutoEncoderMnist
      • BetaTcVaeMnist
      • BetaVaeMnist
      • ClassifierLatent
      • ClassifierMnist
      • DecoderBurgess
      • DecoderMnist
      • EncoderBurgess
      • EncoderMnist
      • SimCLR
      • VAE
      • VarDecoderMnist
      • VarEncoderMnist
      • init_vae()
      • log_density_gaussian()
    • lfxai.models.losses module
      • BaseVAELoss
      • BetaHLoss
      • BtcvaeLoss
      • _get_log_pz_qz_prodzi_qzCx()
      • _kl_normal_loss()
      • _permute_dims()
      • _reconstruction_loss()
      • get_loss_f()
      • linear_annealing()
    • lfxai.models.pretext module
      • Identity
      • InputPerturbation
      • Mask
      • RandomNoise
    • lfxai.models.time_series module
      • AutoencoderCNN
      • Decoder
      • DecoderCNN
      • Encoder
      • EncoderCNN
      • RecurrentAutoencoder
• lfxai.utils package
  • Submodules
    • lfxai.utils.datasets module
      • CIFAR10Pair
      • DSprites
      • DisentangledDataset
      • ECG5000
      • MaskedMNIST
    • lfxai.utils.feature_attribution module
      • generate_masks()
      • generate_tseries_masks()
    • lfxai.utils.influence module
      • get_numpy_parameters()
      • hessian_vector_product()
      • stack_torch_tensors()
    • lfxai.utils.math module
      • log_density_gaussian()
      • log_importance_weight_matrix()
      • matrix_log_density_gaussian()
    • lfxai.utils.metrics module
      • AverageMeter
      • compute_metrics()
      • cos_saliency()
      • count_activated_neurons()
      • entropy_saliency()
      • off_diagonal_sum()
      • pearson_saliency()
      • similarity_rates()
      • spearman_saliency()
    • lfxai.utils.visualize module
      • correlation_latex_table()
      • plot_image_saliency()
      • plot_pretext_saliencies()
      • plot_pretext_top_example()
      • plot_vae_saliencies()
      • vae_box_plots()

Submodules

• lfxai.version module