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      • tinybig
      • tinybig.model
        • rpn
        • mlp
        • kan
        • pgm
        • naive_bayes
        • svm
        • cnn
        • rnn
        • regression_rnn
        • gcn
        • gat
        • transformer
      • tinybig.module
        • model
        • rpn_layer
        • rpn_head
        • function
        • transformation
        • fabrication
        • remainder
        • interdependence
        • fusion
      • tinybig.layer
        • perceptron_layer
        • grid_interdependence_layer
        • grid_compression_layer
        • chain_interdependence_layer
        • graph_interdependence_layer
        • graph_bilinear_interdependence_layer
        • bilinear_interdependence_layer
      • tinybig.head
        • perceptron_head
        • svm_head
        • kan_head
        • pgm_head
        • naive_bayes_head
        • grid_interdependence_head
        • grid_compression_head
        • chain_interdependence_head
        • graph_interdependence_head
        • bilinear_interdependence_head
      • tinybig.config
        • config
        • model_configs
        • layer_configs
        • head_configs
        • function_configs
        • function_list_configs
      • tinybig.expansion
        • identity_expansion
        • reciprocal_expansion
        • linear_expansion
        • taylor_expansion
        • fourier_expansion
        • bspline_expansion
        • chebyshev_expansion
        • jacobi_expansion
        • hermite_expansion
        • laguerre_expansion
        • legendre_expansion
        • gegenbauer_expansion
        • bessel_expansion
        • reverse_bessel_expansion
        • fibonacci_expansion
        • lucas_expansion
        • meyer_wavelet_expansion
        • ricker_wavelet_expansion
        • shannon_wavelet_expansion
        • beta_wavelet_expansion
        • harr_wavelet_expansion
        • dog_wavelet_expansion
        • hyperbolic_expansion
        • arc_hyperbolic_expansion
        • trigonometric_expansion
        • arc_trigonometric_expansion
        • gaussian_rbf_expansion
        • inverse_quadratic_rbf_expansion
        • naive_normal_expansion
        • naive_cauchy_expansion
        • naive_chi2_expansion
        • naive_gamma_expansion
        • naive_exponential_expansion
        • naive_laplace_expansion
        • combinatorial_expansion
        • combinatorial_normal_expansion
        • nested_expansion
        • extended_expansion
      • tinybig.compression
        • identity_compression
        • reciprocal_compression
        • linear_compression
        • metric_compression
        • max_compression
        • min_compression
        • sum_compression
        • prod_compression
        • mean_compression
        • median_compression
        • geometric_compression
        • cuboid_patch_based_geometric_compression
        • cuboid_max_based_geometric_compression
        • cuboid_min_based_geometric_compression
        • cuboid_mean_based_geometric_compression
        • cylinder_patch_based_geometric_compression
        • cylinder_max_based_geometric_compression
        • cylinder_min_based_geometric_compression
        • cylinder_mean_based_geometric_compression
        • sphere_patch_based_geometric_compression
        • sphere_max_based_geometric_compression
        • sphere_min_based_geometric_compression
        • sphere_mean_based_geometric_compression
        • feature_selection_compression
        • incremental_feature_clustering_based_compression
        • incremental_feature_clustering_based_compression
        • dimension_reduction_compression
        • incremental_PCA_based_compression
        • incremental_random_projection_based_compression
        • manifold_compression
        • isomap_manifold_compression
        • lle_manifold_compression
        • mds_manifold_compression
        • spectral_embedding_manifold_compression
        • tsne_manifold_compression
        • naive_probabilistic_compression
        • naive_uniform_probabilistic_compression
        • naive_normal_probabilistic_compression
        • naive_cauchy_probabilistic_compression
        • naive_chi2_probabilistic_compression
        • naive_exponential_probabilistic_compression
        • naive_gamma_probabilistic_compression
        • naive_laplace_probabilistic_compression
        • combinatorial_compression
        • combinatorial_probabilistic_compression
        • nested_compression
        • extended_compression
      • tinybig.transformation
      • tinybig.reconciliation
        • constant_reconciliation
        • zero_reconciliation
        • one_reconciliation
        • constant_eye_reconciliation
        • identity_reconciliation
        • masking_reconciliation
        • duplicated_padding_reconciliation
        • duplicated_diagonal_padding_reconciliation
        • lorr_reconciliation
        • hm_reconciliation
        • lphm_reconciliation
        • dual_lphm_reconciliation
        • hypernet_reconciliation
        • random_matrix_adaption_reconciliation
        • random_matrix_hypernet_reconciliation
      • tinybig.remainder
        • constant_remainder
        • zero_remainder
        • one_remainder
        • identity_remainder
        • linear_remainder
      • tinybig.interdependence
        • constant_interdependence
        • constant_c_interdependence
        • zero_interdependence
        • one_interdependence
        • identity_interdependence
        • statistical_kernel_based_interdependence
        • kl_divergence_interdependence
        • pearson_correlation_interdependence
        • rv_coefficient_interdependence
        • mutual_information_interdependence
        • numerical_kernel_based_interdependence
        • linear_kernel_interdependence
        • polynomial_kernel_interdependence
        • hyperbolic_tangent_kernel_interdependence
        • exponential_kernel_interdependence
        • minkowski_distance_interdependence
        • manhattan_distance_interdependence
        • euclidean_distance_interdependence
        • chebyshev_distance_interdependence
        • canberra_distance_interdependence
        • cosine_similarity_interdependence
        • gaussian_rbf_kernel_interdependence
        • laplacian_kernel_interdependence
        • anisotropic_rbf_kernel_interdependence
        • custom_hybrid_kernel_interdependence
        • parameterized_interdependence
        • lowrank_parameterized_bilinear_interdependence
        • hm_parameterized_interdependence
        • lphm_parameterized_interdependence
        • dual_lphm_parameterized_interdependence
        • random_matrix_adaption_parameterized_interdependence
        • parameterized_bilinear_interdependence
        • lowrank_parameterized_bilinear_interdependence
        • hm_parameterized_bilinear_interdependence
        • lphm_parameterized_bilinear_interdependence
        • dual_lphm_parameterized_bilinear_interdependence
        • random_matrix_adaption_parameterized_bilinear_interdependence
        • graph_interdependence
        • multihop_graph_interdependence
        • pagerank_multihop_graph_interdependence
        • chain_interdependence
        • multihop_chain_interdependence
        • inverse_approx_multihop_chain_interdependence
        • exponential_approx_multihop_chain_interdependence
        • geometric_interdependence
        • cuboid_patch_based_geometric_interdependence
        • cuboid_patch_padding_based_geometric_interdependence
        • cuboid_patch_aggregation_based_geometric_interdependence
        • cylinder_patch_based_geometric_interdependence
        • cylinder_patch_padding_based_geometric_interdependence
        • cylinder_patch_aggregation_based_geometric_interdependence
        • sphere_patch_based_geometric_interdependence
        • sphere_patch_padding_based_geometric_interdependence
        • sphere_patch_aggregation_based_geometric_interdependence
        • parameterized_rpn_interdependence
        • hybrid_interdependence
      • tinybig.fusion
        • weighted_summation_fusion
        • summation_fusion
        • average_fusion
        • parameterized_weighted_summation_fusion
        • metric_fusion
        • mean_fusion
        • prod_fusion
        • max_fusion
        • min_fusion
        • median_fusion
        • sum_fusion
        • concatenation_fusion
        • parameterized_concatenation_fusion
        • lowrank_parameterized_concatenation_fusion
        • hm_parameterized_concatenation_fusion
        • lphm_parameterized_concatenation_fusion
        • dual_lphm_parameterized_concatenation_fusion
        • random_matrix_adaption_parameterized_concatenation_fusion
      • tinybig.koala
        • tinybig.koala.algebra
          • find_close_factors
        • tinybig.koala.linear_algebra
          • metric
          • kernel
          • matrix
        • tinybig.koala.statistics
          • metric
          • kernel
        • tinybig.koala.geometry
          • coordinate
          • coordinate_3d
          • coordinate_2d
          • geometric_space
          • grid
          • cuboid
          • cylinder
          • sphere
        • tinybig.koala.topology
          • base_topology
          • chain
          • graph
        • tinybig.koala.manifold
          • manifold
          • isomap_manifold
          • tsne_manifold
          • spectral_embedding_manifold
          • mds_manifold
          • lle_manifold
        • tinybig.koala.machine_learning
          • incremental_dimension_reduction
          • incremental_PCA
          • incremental_random_projection
          • feature_selection
          • incremental_feature_clustering
          • incremental_variance_threshold
        • tinybig.koala.signal_processing
          • discrete_wavelet
          • harr_wavelet
          • beta_wavelet
          • dog_wavelet
          • meyer_wavelet
          • ricker_wavelet
          • shannon_wavelet
        • tinybig.koala.physics
      • tinybig.data
        • dataset
        • dataloader
        • function_dataloader
        • elementary_function
        • composite_function
        • feynman_function
        • dimensionless_feynman_function
        • mnist
        • cifar10
        • imagenet
        • text_dataloader
        • imdb
        • sst2
        • agnews
        • graph_dataloader
        • cora
        • citeseer
        • pubmed
        • time_series_dataloader
        • stock
        • etf
        • traffic_la
        • traffic_bay
        • tabular_dataloader
        • iris
        • diabetes
        • banknote
      • tinybig.output
        • output
        • rpn_output
      • tinybig.loss
      • tinybig.metric
        • metric
        • accuracy
        • f1
        • mse
      • tinybig.optimizer
      • tinybig.learner
        • learner
        • backward_learner
        • forward_learner
      • tinybig.visual
      • tinybig.util
        • set_random_seed
        • check_file_existence
        • check_directory_exists
        • create_directory_if_not_exists
        • download_file_from_github
        • unzip_file
        • find_class_in_package
        • parameter_scheduler
        • async_clear_tensor_memory
      • tinybig.zootopia
        • bat
        • cat
        • cheetah
        • chimpanzee
        • crow
        • eagle
        • elephant
        • parrot
    • Tutorials
      • Beginner's Tutorials
        • Expansion Function
      • Advanced Tutorials
    • Examples
      • tinybig for Functions
        • Elementary Function
        • Composite Function
        • Feynman Function
      • tinybig for Vision
        • MNIST Classification
        • MNIST with Dual LPHM
        • CIFAR10 Classification
      • tinybig for Language
        • Failure of KAN
        • IMDB Classification
        • AGNews Classification
        • SST2 Classification
      • tinybig for Tabular
        • Iris Species Inference
        • Diabetes Diagnosis
        • Banknote Authentication
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