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      • tinybig
      • tinybig.model
          • rpn
          • pgm
          • naive_bayes
          • svm
          • mlp
          • kan
          • cnn
          • rnn
          • regression_rnn
          • gcn
          • gat
          • transformer
      • tinybig.module
        • model
        • layer
        • 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
          • discrete_wavelet_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
          • geometric_expansion
          • cuboid_patch_based_geometric_expansion
          • cylinder_patch_based_geometric_expansion
          • sphere_patch_based_geometric_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
        • Reconciliation Function
        • Data Interdependence Function
        • Structural Interdependence Function
        • Hybrid Interdependence 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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