From 1b01959b846b401c34bb0009ea997fa3941b7b69 Mon Sep 17 00:00:00 2001
From: jwzhanggy <jwzhanggy@gmail.com>
Date: Mon, 18 Nov 2024 00:04:34 -0800
Subject: [PATCH] Commit with documentation updates

---
 docs/documentations/application/bat.md        |   3 +
 docs/documentations/application/cat.md        |   3 +
 docs/documentations/application/cheetah.md    |   3 +
 docs/documentations/application/chimpanzee.md |   3 +
 docs/documentations/application/crow.md       |   3 +
 docs/documentations/application/eagle.md      |   3 +
 docs/documentations/application/elephant.md   |   3 +
 docs/documentations/application/index.md      |  15 +
 docs/documentations/application/parrot.md     |   3 +
 .../compression/combinatorial_compression.md  |   3 +
 ...combinatorial_probabilistic_compression.md |   3 +
 .../dimension_reduction_compression.md        |   3 +
 .../compression/extended_compression.md       |   3 +
 .../feature_selection_compression.md          |   3 +
 .../compression/identity_compression.md       |   3 +
 .../incremental_PCA_based_compression.md      |   3 +
 ...al_feature_clustering_based_compression.md |   3 +
 ...tal_random_projection_based_compression.md |   3 +
 ...al_variance_threshold_based_compression.md |   3 +
 docs/documentations/compression/index.md      |  59 ++++
 .../isomap_manifold_compression.md            |   3 +
 .../compression/linear_compression.md         |   3 +
 .../compression/lle_manifold_compression.md   |   3 +
 .../compression/manifold_compression.md       |   3 +
 .../compression/max_compression.md            |   3 +
 .../compression/mds_manifold_compression.md   |   3 +
 .../compression/mean_compression.md           |   3 +
 .../compression/median_compression.md         |   3 +
 .../compression/metric_compression.md         |   3 +
 .../compression/min_compression.md            |   3 +
 .../naive_cauchy_probabilistic_compression.md |   3 +
 .../naive_chi2_probabilistic_compression.md   |   3 +
 ...e_exponential_probabilistic_compression.md |   3 +
 .../naive_gamma_probabilistic_compression.md  |   3 +
 ...naive_laplace_probabilistic_compression.md |   3 +
 .../naive_normal_probabilistic_compression.md |   3 +
 .../naive_probabilistic_compression.md        |   3 +
 ...naive_uniform_probabilistic_compression.md |   3 +
 .../compression/nested_compression.md         |   3 +
 .../compression/prod_compression.md           |   3 +
 .../compression/reciprocal_compression.md     |   3 +
 ...spectral_embedding_manifold_compression.md |   3 +
 .../compression/sum_compression.md            |   3 +
 .../compression/tsne_manifold_compression.md  |   3 +
 .../documentations/config/function_configs.md |   3 +
 .../config/function_list_configs.md           |   3 +
 docs/documentations/config/head_configs.md    |   3 +
 docs/documentations/config/index.md           |  13 +-
 docs/documentations/config/layer_configs.md   |   3 +
 docs/documentations/config/model_configs.md   |   3 +
 docs/documentations/config/rpn_config.md      |   3 -
 docs/documentations/data/citeseer.md          |   2 +
 docs/documentations/data/cora.md              |   2 +
 docs/documentations/data/etf.md               |   3 +
 docs/documentations/data/graph_dataloader.md  |   2 +
 docs/documentations/data/index.md             |  14 +-
 docs/documentations/data/pubmed.md            |   2 +
 docs/documentations/data/stock.md             |   3 +
 .../data/time_series_dataloader.md            |   3 +
 docs/documentations/data/traffic_bay.md       |   3 +
 docs/documentations/data/traffic_la.md        |   3 +
 .../expansion/bessel_expansion.md             |   3 +
 .../expansion/beta_wavelet_expansion.md       |   3 +
 .../expansion/dog_wavelet_expansion.md        |   3 +
 .../expansion/fibonacci_expansion.md          |   3 +
 .../expansion/gegenbauer_expansion.md         |   3 +
 .../expansion/harr_wavelet_expansion.md       |   3 +
 .../expansion/hermite_expansion.md            |   3 +
 docs/documentations/expansion/index.md        |  20 +-
 .../expansion/laguerre_expansion.md           |   3 +
 .../expansion/legendre_expansion.md           |   3 +
 .../expansion/lucas_expansion.md              |   3 +
 .../expansion/meyer_wavelet_expansion.md      |   3 +
 .../expansion/reverse_bessel_expansion.md     |   3 +
 .../expansion/ricker_wavelet_expansion.md     |   3 +
 .../expansion/shannon_wavelet_expansion.md    |   3 +
 docs/documentations/fusion/average_fusion.md  |   3 +
 .../fusion/concatenation_fusion.md            |   3 +
 ...lphm_parameterized_concatenation_fusion.md |   3 +
 .../hm_parameterized_concatenation_fusion.md  |   3 +
 docs/documentations/fusion/index.md           |  33 ++
 ...rank_parameterized_concatenation_fusion.md |   3 +
 ...lphm_parameterized_concatenation_fusion.md |   3 +
 docs/documentations/fusion/max_fusion.md      |   3 +
 docs/documentations/fusion/mean_fusion.md     |   3 +
 docs/documentations/fusion/median_fusion.md   |   3 +
 docs/documentations/fusion/metric_fusion.md   |   3 +
 docs/documentations/fusion/min_fusion.md      |   3 +
 .../parameterized_concatenation_fusion.md     |   3 +
 ...parameterized_weighted_summation_fusion.md |   3 +
 docs/documentations/fusion/prod_fusion.md     |   3 +
 ...tion_parameterized_concatenation_fusion.md |   3 +
 docs/documentations/fusion/sum_fusion.md      |   3 +
 .../documentations/fusion/summation_fusion.md |   3 +
 .../fusion/weighted_summation_fusion.md       |   3 +
 .../head/bilinear_interdependence_head.md     |   3 +
 .../head/chain_interdependence_head.md        |   3 +
 .../head/graph_interdependence_head.md        |   3 +
 .../head/grid_compression_head.md             |   3 +
 .../head/grid_interdependence_head.md         |   3 +
 docs/documentations/head/index.md             |  29 ++
 docs/documentations/head/kan_head.md          |   3 +
 docs/documentations/head/naive_bayes_head.md  |   3 +
 docs/documentations/head/perceptron_head.md   |   3 +
 docs/documentations/head/pgm_head.md          |   3 +
 docs/documentations/head/svm_head.md          |   3 +
 .../anisotropic_rbf_kernel_interdependence.md |   3 +
 .../canberra_distance_interdependence.md      |   3 +
 .../interdependence/chain_interdependence.md  |   3 +
 .../chebyshev_distance_interdependence.md     |   3 +
 .../constant_c_interdependence.md             |   3 +
 .../constant_interdependence.md               |   3 +
 .../cosine_similarity_interdependence.md      |   3 +
 ...egation_based_geometric_interdependence.md |   3 +
 ...d_patch_based_geometric_interdependence.md |   3 +
 ...padding_based_geometric_interdependence.md |   3 +
 .../custom_hybrid_kernel_interdependence.md   |   3 +
 ...egation_based_geometric_interdependence.md |   3 +
 ...r_patch_based_geometric_interdependence.md |   3 +
 ...padding_based_geometric_interdependence.md |   3 +
 ..._parameterized_bilinear_interdependence.md |   3 +
 ...dual_lphm_parameterized_interdependence.md |   3 +
 .../euclidean_distance_interdependence.md     |   3 +
 ...l_approx_multihop_chain_interdependence.md |   3 +
 .../exponential_kernel_interdependence.md     |   3 +
 .../gaussian_rbf_kernel_interdependence.md    |   3 +
 .../geometric_interdependence.md              |   3 +
 .../interdependence/graph_interdependence.md  |   3 +
 ..._parameterized_bilinear_interdependence.md |   3 +
 .../hm_parameterized_interdependence.md       |   3 +
 .../interdependence/hybrid_interdependence.md |   3 +
 ...perbolic_tangent_kernel_interdependence.md |   3 +
 .../identity_interdependence.md               |   3 +
 docs/documentations/interdependence/index.md  |  85 +++++
 ...e_approx_multihop_chain_interdependence.md |   3 +
 .../kl_divergence_interdependence.md          |   3 +
 .../laplacian_kernel_interdependence.md       |   3 +
 .../linear_kernel_interdependence.md          |   3 +
 ..._parameterized_bilinear_interdependence.md |   3 +
 .../lowrank_parameterized_interdependence.md  |   3 +
 ..._parameterized_bilinear_interdependence.md |   3 +
 .../lphm_parameterized_interdependence.md     |   3 +
 .../manhattan_distance_interdependence.md     |   3 +
 .../minkowski_distance_interdependence.md     |   3 +
 .../multihop_chain_interdependence.md         |   3 +
 .../multihop_graph_interdependence.md         |   3 +
 .../mutual_information_interdependence.md     |   3 +
 .../numerical_kernel_based_interdependence.md |   3 +
 .../interdependence/one_interdependence.md    |   3 +
 ...pagerank_multihop_graph_interdependence.md |   3 +
 .../parameterized_bilinear_interdependence.md |   3 +
 .../parameterized_interdependence.md          |   3 +
 .../parameterized_rpn_interdependence.md      |   3 +
 .../pearson_correlation_interdependence.md    |   3 +
 .../polynomial_kernel_interdependence.md      |   3 +
 ..._parameterized_bilinear_interdependence.md |   3 +
 ..._adaption_parameterized_interdependence.md |   3 +
 .../rv_coefficient_interdependence.md         |   3 +
 ...egation_based_geometric_interdependence.md |   3 +
 ...e_patch_based_geometric_interdependence.md |   3 +
 ...padding_based_geometric_interdependence.md |   3 +
 ...tatistical_kernel_based_interdependence.md |   3 +
 .../interdependence/zero_interdependence.md   |   3 +
 .../koala/algebra/find_close_factors.md       |   3 +
 docs/documentations/koala/algebra/index.md    |   9 +
 .../koala/geometry/coordinate.md              |   3 +
 .../koala/geometry/coordinate_2d.md           |   3 +
 .../koala/geometry/coordinate_3d.md           |   3 +
 docs/documentations/koala/geometry/cuboid.md  |   3 +
 .../documentations/koala/geometry/cylinder.md |   3 +
 .../koala/geometry/geometric_space.md         |   3 +
 docs/documentations/koala/geometry/grid.md    |   3 +
 docs/documentations/koala/geometry/index.md   |  20 ++
 docs/documentations/koala/geometry/sphere.md  |   3 +
 docs/documentations/koala/index.md            |  34 ++
 .../koala/linear_algebra/index.md             |  15 +
 .../koala/linear_algebra/kernel.md            |  65 ++++
 .../koala/linear_algebra/matrix.md            |   8 +
 .../koala/linear_algebra/metric.md            |  17 +
 .../machine_learning/feature_selection.md     |   3 +
 .../koala/machine_learning/incremental_PCA.md |   3 +
 .../incremental_dimension_reduction.md        |   3 +
 .../incremental_feature_clustering.md         |   3 +
 .../incremental_random_projection.md          |   3 +
 .../incremental_variance_threshold.md         |   3 +
 .../koala/machine_learning/index.md           |  17 +
 docs/documentations/koala/manifold/index.md   |  17 +
 .../koala/manifold/isomap_manifold.md         |   3 +
 .../koala/manifold/lle_manifold.md            |   3 +
 .../documentations/koala/manifold/manifold.md |   3 +
 .../koala/manifold/mds_manifold.md            |   3 +
 .../manifold/spectral_embedding_manifold.md   |   3 +
 .../koala/manifold/tsne_manifold.md           |   3 +
 docs/documentations/koala/physics/index.md    |   9 +
 .../koala/signal_processing/beta_wavelet.md   |   3 +
 .../signal_processing/discrete_wavelet.md     |   3 +
 .../koala/signal_processing/dog_wavelet.md    |   3 +
 .../koala/signal_processing/harr_wavelet.md   |   3 +
 .../koala/signal_processing/index.md          |  17 +
 .../koala/signal_processing/meyer_wavelet.md  |   3 +
 .../koala/signal_processing/ricker_wavelet.md |   3 +
 .../signal_processing/shannon_wavelet.md      |   3 +
 docs/documentations/koala/statistics/index.md |  13 +
 .../documentations/koala/statistics/kernel.md |  14 +
 .../documentations/koala/statistics/metric.md |  23 ++
 .../koala/topology/base_topology.md           |   3 +
 docs/documentations/koala/topology/chain.md   |   3 +
 docs/documentations/koala/topology/graph.md   |   3 +
 docs/documentations/koala/topology/index.md   |  15 +
 .../layer/bilinear_interdependence_layer.md   |   3 +
 .../layer/chain_interdependence_layer.md      |   3 +
 .../graph_bilinear_interdependence_layer.md   |   3 +
 .../layer/graph_interdependence_layer.md      |   3 +
 .../layer/grid_compression_layer.md           |   3 +
 .../layer/grid_interdependence_layer.md       |   3 +
 docs/documentations/layer/index.md            |  27 ++
 docs/documentations/layer/perceptron_layer.md |   3 +
 docs/documentations/loss/index.md             |   9 +
 docs/documentations/model/cnn.md              |   3 +
 docs/documentations/model/gat.md              |   3 +
 docs/documentations/model/gcn.md              |   3 +
 docs/documentations/model/index.md            |  24 +-
 docs/documentations/model/kan.md              |   3 +
 docs/documentations/model/mlp.md              |   3 +
 docs/documentations/model/model.md            |   3 -
 docs/documentations/model/naive_bayes.md      |   3 +
 docs/documentations/model/pgm.md              |   3 +
 docs/documentations/model/regression_rnn.md   |   3 +
 docs/documentations/model/rnn.md              |   3 +
 docs/documentations/model/svm.md              |   3 +
 docs/documentations/model/transformer.md      |   3 +
 docs/documentations/module/function.md        |   3 +
 docs/documentations/module/fusion.md          |   3 +
 docs/documentations/module/index.md           |   8 +-
 docs/documentations/module/interdependence.md |   3 +
 docs/documentations/module/model.md           |   3 +
 docs/documentations/optimizer/index.md        |   7 +
 docs/documentations/output/output.md          |   1 +
 ...licated_diagonal_padding_reconciliation.md |   3 +
 docs/documentations/reconciliation/index.md   |   8 +-
 .../random_matrix_adaption_reconciliation.md  |   3 +
 .../random_matrix_hypernet_reconciliation.md  |   3 +
 docs/documentations/remainder/index.md        |   1 -
 docs/documentations/tinybig/index.md          |  24 +-
 docs/documentations/transformation/index.md   |   8 +
 .../util/async_clear_tensor_memory.md         |   3 +
 .../util/check_directory_exists.md            |   3 +
 .../util/check_file_existence.md              |   3 +
 .../util/download_file_from_github.md         |   3 +
 .../util/find_class_in_package.md             |   3 +
 docs/documentations/util/index.md             |  11 +-
 .../util/parameter_scheduler.md               |   3 +
 docs/documentations/util/unzip_file.md        |   3 +
 docs/documentations/visual/index.md           |   8 +
 mkdocs.yml                                    | 291 +++++++++++++++++-
 .../koala/signal_processing/test_wavelet.py   |   4 +-
 .../koala/statistics/test_metric.py           |   2 +-
 tinybig/__init__.py                           |  19 +-
 tinybig/compression/__init__.py               |   7 +
 tinybig/compression/basic_compression.py      |  12 +-
 tinybig/compression/extended_compression.py   |  14 +
 tinybig/compression/nested_compression.py     |  14 +
 tinybig/config/__init__.py                    |   4 +-
 tinybig/config/head_configs.py                |  52 ----
 tinybig/config/layer_configs.py               |  31 --
 .../{model_config.py => model_configs.py}     |  48 +--
 tinybig/expansion/extended_expansion.py       |   8 +-
 tinybig/expansion/polynomial_expansion.py     |  20 +-
 tinybig/expansion/wavelet_expansion.py        |   2 +-
 tinybig/fusion/__init__.py                    |   1 +
 tinybig/head/__init__.py                      |  12 +
 tinybig/koala/__init__.py                     |   4 +-
 tinybig/koala/algebra/numbers.py              |  15 +-
 tinybig/koala/{planck => physics}/__init__.py |   8 +
 .../__init__.py                               |   2 +-
 .../{fourier => signal_processing}/fourier.py |   0
 .../{fourier => signal_processing}/wavelet.py |   0
 tinybig/koala/statistics/__init__.py          |   2 +-
 .../statistics/{metrics.py => metric.py}      |   0
 tinybig/model/__init__.py                     |   1 +
 tinybig/model/rpn.py                          |   6 +-
 tinybig/module/__init__.py                    |   3 +
 282 files changed, 1717 insertions(+), 215 deletions(-)
 create mode 100644 docs/documentations/application/bat.md
 create mode 100644 docs/documentations/application/cat.md
 create mode 100644 docs/documentations/application/cheetah.md
 create mode 100644 docs/documentations/application/chimpanzee.md
 create mode 100644 docs/documentations/application/crow.md
 create mode 100644 docs/documentations/application/eagle.md
 create mode 100644 docs/documentations/application/elephant.md
 create mode 100644 docs/documentations/application/index.md
 create mode 100644 docs/documentations/application/parrot.md
 create mode 100644 docs/documentations/compression/combinatorial_compression.md
 create mode 100644 docs/documentations/compression/combinatorial_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/dimension_reduction_compression.md
 create mode 100644 docs/documentations/compression/extended_compression.md
 create mode 100644 docs/documentations/compression/feature_selection_compression.md
 create mode 100644 docs/documentations/compression/identity_compression.md
 create mode 100644 docs/documentations/compression/incremental_PCA_based_compression.md
 create mode 100644 docs/documentations/compression/incremental_feature_clustering_based_compression.md
 create mode 100644 docs/documentations/compression/incremental_random_projection_based_compression.md
 create mode 100644 docs/documentations/compression/incremental_variance_threshold_based_compression.md
 create mode 100644 docs/documentations/compression/index.md
 create mode 100644 docs/documentations/compression/isomap_manifold_compression.md
 create mode 100644 docs/documentations/compression/linear_compression.md
 create mode 100644 docs/documentations/compression/lle_manifold_compression.md
 create mode 100644 docs/documentations/compression/manifold_compression.md
 create mode 100644 docs/documentations/compression/max_compression.md
 create mode 100644 docs/documentations/compression/mds_manifold_compression.md
 create mode 100644 docs/documentations/compression/mean_compression.md
 create mode 100644 docs/documentations/compression/median_compression.md
 create mode 100644 docs/documentations/compression/metric_compression.md
 create mode 100644 docs/documentations/compression/min_compression.md
 create mode 100644 docs/documentations/compression/naive_cauchy_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/naive_chi2_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/naive_exponential_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/naive_gamma_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/naive_laplace_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/naive_normal_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/naive_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/naive_uniform_probabilistic_compression.md
 create mode 100644 docs/documentations/compression/nested_compression.md
 create mode 100644 docs/documentations/compression/prod_compression.md
 create mode 100644 docs/documentations/compression/reciprocal_compression.md
 create mode 100644 docs/documentations/compression/spectral_embedding_manifold_compression.md
 create mode 100644 docs/documentations/compression/sum_compression.md
 create mode 100644 docs/documentations/compression/tsne_manifold_compression.md
 create mode 100644 docs/documentations/config/function_configs.md
 create mode 100644 docs/documentations/config/function_list_configs.md
 create mode 100644 docs/documentations/config/head_configs.md
 create mode 100644 docs/documentations/config/layer_configs.md
 create mode 100644 docs/documentations/config/model_configs.md
 delete mode 100644 docs/documentations/config/rpn_config.md
 create mode 100644 docs/documentations/data/citeseer.md
 create mode 100644 docs/documentations/data/cora.md
 create mode 100644 docs/documentations/data/etf.md
 create mode 100644 docs/documentations/data/graph_dataloader.md
 create mode 100644 docs/documentations/data/pubmed.md
 create mode 100644 docs/documentations/data/stock.md
 create mode 100644 docs/documentations/data/time_series_dataloader.md
 create mode 100644 docs/documentations/data/traffic_bay.md
 create mode 100644 docs/documentations/data/traffic_la.md
 create mode 100644 docs/documentations/expansion/bessel_expansion.md
 create mode 100644 docs/documentations/expansion/beta_wavelet_expansion.md
 create mode 100644 docs/documentations/expansion/dog_wavelet_expansion.md
 create mode 100644 docs/documentations/expansion/fibonacci_expansion.md
 create mode 100644 docs/documentations/expansion/gegenbauer_expansion.md
 create mode 100644 docs/documentations/expansion/harr_wavelet_expansion.md
 create mode 100644 docs/documentations/expansion/hermite_expansion.md
 create mode 100644 docs/documentations/expansion/laguerre_expansion.md
 create mode 100644 docs/documentations/expansion/legendre_expansion.md
 create mode 100644 docs/documentations/expansion/lucas_expansion.md
 create mode 100644 docs/documentations/expansion/meyer_wavelet_expansion.md
 create mode 100644 docs/documentations/expansion/reverse_bessel_expansion.md
 create mode 100644 docs/documentations/expansion/ricker_wavelet_expansion.md
 create mode 100644 docs/documentations/expansion/shannon_wavelet_expansion.md
 create mode 100644 docs/documentations/fusion/average_fusion.md
 create mode 100644 docs/documentations/fusion/concatenation_fusion.md
 create mode 100644 docs/documentations/fusion/dual_lphm_parameterized_concatenation_fusion.md
 create mode 100644 docs/documentations/fusion/hm_parameterized_concatenation_fusion.md
 create mode 100644 docs/documentations/fusion/index.md
 create mode 100644 docs/documentations/fusion/lowrank_parameterized_concatenation_fusion.md
 create mode 100644 docs/documentations/fusion/lphm_parameterized_concatenation_fusion.md
 create mode 100644 docs/documentations/fusion/max_fusion.md
 create mode 100644 docs/documentations/fusion/mean_fusion.md
 create mode 100644 docs/documentations/fusion/median_fusion.md
 create mode 100644 docs/documentations/fusion/metric_fusion.md
 create mode 100644 docs/documentations/fusion/min_fusion.md
 create mode 100644 docs/documentations/fusion/parameterized_concatenation_fusion.md
 create mode 100644 docs/documentations/fusion/parameterized_weighted_summation_fusion.md
 create mode 100644 docs/documentations/fusion/prod_fusion.md
 create mode 100644 docs/documentations/fusion/random_matrix_adaption_parameterized_concatenation_fusion.md
 create mode 100644 docs/documentations/fusion/sum_fusion.md
 create mode 100644 docs/documentations/fusion/summation_fusion.md
 create mode 100644 docs/documentations/fusion/weighted_summation_fusion.md
 create mode 100644 docs/documentations/head/bilinear_interdependence_head.md
 create mode 100644 docs/documentations/head/chain_interdependence_head.md
 create mode 100644 docs/documentations/head/graph_interdependence_head.md
 create mode 100644 docs/documentations/head/grid_compression_head.md
 create mode 100644 docs/documentations/head/grid_interdependence_head.md
 create mode 100644 docs/documentations/head/index.md
 create mode 100644 docs/documentations/head/kan_head.md
 create mode 100644 docs/documentations/head/naive_bayes_head.md
 create mode 100644 docs/documentations/head/perceptron_head.md
 create mode 100644 docs/documentations/head/pgm_head.md
 create mode 100644 docs/documentations/head/svm_head.md
 create mode 100644 docs/documentations/interdependence/anisotropic_rbf_kernel_interdependence.md
 create mode 100644 docs/documentations/interdependence/canberra_distance_interdependence.md
 create mode 100644 docs/documentations/interdependence/chain_interdependence.md
 create mode 100644 docs/documentations/interdependence/chebyshev_distance_interdependence.md
 create mode 100644 docs/documentations/interdependence/constant_c_interdependence.md
 create mode 100644 docs/documentations/interdependence/constant_interdependence.md
 create mode 100644 docs/documentations/interdependence/cosine_similarity_interdependence.md
 create mode 100644 docs/documentations/interdependence/cuboid_patch_aggregation_based_geometric_interdependence.md
 create mode 100644 docs/documentations/interdependence/cuboid_patch_based_geometric_interdependence.md
 create mode 100644 docs/documentations/interdependence/cuboid_patch_padding_based_geometric_interdependence.md
 create mode 100644 docs/documentations/interdependence/custom_hybrid_kernel_interdependence.md
 create mode 100644 docs/documentations/interdependence/cylinder_patch_aggregation_based_geometric_interdependence.md
 create mode 100644 docs/documentations/interdependence/cylinder_patch_based_geometric_interdependence.md
 create mode 100644 docs/documentations/interdependence/cylinder_patch_padding_based_geometric_interdependence.md
 create mode 100644 docs/documentations/interdependence/dual_lphm_parameterized_bilinear_interdependence.md
 create mode 100644 docs/documentations/interdependence/dual_lphm_parameterized_interdependence.md
 create mode 100644 docs/documentations/interdependence/euclidean_distance_interdependence.md
 create mode 100644 docs/documentations/interdependence/exponential_approx_multihop_chain_interdependence.md
 create mode 100644 docs/documentations/interdependence/exponential_kernel_interdependence.md
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 create mode 100644 docs/documentations/interdependence/minkowski_distance_interdependence.md
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 create mode 100644 tinybig/compression/extended_compression.py
 create mode 100644 tinybig/compression/nested_compression.py
 rename tinybig/config/{model_config.py => model_configs.py} (74%)
 rename tinybig/koala/{planck => physics}/__init__.py (63%)
 rename tinybig/koala/{fourier => signal_processing}/__init__.py (86%)
 rename tinybig/koala/{fourier => signal_processing}/fourier.py (100%)
 rename tinybig/koala/{fourier => signal_processing}/wavelet.py (100%)
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diff --git a/docs/documentations/application/bat.md b/docs/documentations/application/bat.md
new file mode 100644
index 00000000..bcd6d0cf
--- /dev/null
+++ b/docs/documentations/application/bat.md
@@ -0,0 +1,3 @@
+# bat
+
+::: tinybig.application.bat
\ No newline at end of file
diff --git a/docs/documentations/application/cat.md b/docs/documentations/application/cat.md
new file mode 100644
index 00000000..3378bcea
--- /dev/null
+++ b/docs/documentations/application/cat.md
@@ -0,0 +1,3 @@
+# cat
+
+::: tinybig.application.cat
\ No newline at end of file
diff --git a/docs/documentations/application/cheetah.md b/docs/documentations/application/cheetah.md
new file mode 100644
index 00000000..2cfbffca
--- /dev/null
+++ b/docs/documentations/application/cheetah.md
@@ -0,0 +1,3 @@
+# cheetah
+
+::: tinybig.application.cheetah
\ No newline at end of file
diff --git a/docs/documentations/application/chimpanzee.md b/docs/documentations/application/chimpanzee.md
new file mode 100644
index 00000000..35792d50
--- /dev/null
+++ b/docs/documentations/application/chimpanzee.md
@@ -0,0 +1,3 @@
+# chimpanzee
+
+::: tinybig.application.chimpanzee
\ No newline at end of file
diff --git a/docs/documentations/application/crow.md b/docs/documentations/application/crow.md
new file mode 100644
index 00000000..62811655
--- /dev/null
+++ b/docs/documentations/application/crow.md
@@ -0,0 +1,3 @@
+# crow
+
+::: tinybig.application.crow
\ No newline at end of file
diff --git a/docs/documentations/application/eagle.md b/docs/documentations/application/eagle.md
new file mode 100644
index 00000000..43820b85
--- /dev/null
+++ b/docs/documentations/application/eagle.md
@@ -0,0 +1,3 @@
+# eagle
+
+::: tinybig.application.eagle
\ No newline at end of file
diff --git a/docs/documentations/application/elephant.md b/docs/documentations/application/elephant.md
new file mode 100644
index 00000000..92f76f2f
--- /dev/null
+++ b/docs/documentations/application/elephant.md
@@ -0,0 +1,3 @@
+# elephant
+
+::: tinybig.application.elephant
\ No newline at end of file
diff --git a/docs/documentations/application/index.md b/docs/documentations/application/index.md
new file mode 100644
index 00000000..3c08e291
--- /dev/null
+++ b/docs/documentations/application/index.md
@@ -0,0 +1,15 @@
+# tinybig.application
+
+::: tinybig.application
+
+---------------------------------------
+## Organization of this Module
+
+* [bat](bat.md)
+* [cat](cat.md)
+* [cheetah.md](cheetah.md)
+* [chimpanzee.md](chimpanzee.md)
+* [crow.md](crow.md)
+* [eagle.md](eagle.md)
+* [elephant.md](elephant.md)
+* [parrot.md](parrot.md)
diff --git a/docs/documentations/application/parrot.md b/docs/documentations/application/parrot.md
new file mode 100644
index 00000000..a41eef79
--- /dev/null
+++ b/docs/documentations/application/parrot.md
@@ -0,0 +1,3 @@
+# parrot
+
+::: tinybig.application.parrot
\ No newline at end of file
diff --git a/docs/documentations/compression/combinatorial_compression.md b/docs/documentations/compression/combinatorial_compression.md
new file mode 100644
index 00000000..988db30f
--- /dev/null
+++ b/docs/documentations/compression/combinatorial_compression.md
@@ -0,0 +1,3 @@
+# combinatorial_compression
+
+::: tinybig.compression.combinatorial_compression.combinatorial_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/combinatorial_probabilistic_compression.md b/docs/documentations/compression/combinatorial_probabilistic_compression.md
new file mode 100644
index 00000000..f4c641bb
--- /dev/null
+++ b/docs/documentations/compression/combinatorial_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# combinatorial_probabilistic_compression
+
+::: tinybig.compression.combinatorial_compression.combinatorial_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/dimension_reduction_compression.md b/docs/documentations/compression/dimension_reduction_compression.md
new file mode 100644
index 00000000..ce290314
--- /dev/null
+++ b/docs/documentations/compression/dimension_reduction_compression.md
@@ -0,0 +1,3 @@
+# dimension_reduction_compression
+
+::: tinybig.compression.dimension_reduction_compression.dimension_reduction_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/extended_compression.md b/docs/documentations/compression/extended_compression.md
new file mode 100644
index 00000000..99fafcf4
--- /dev/null
+++ b/docs/documentations/compression/extended_compression.md
@@ -0,0 +1,3 @@
+# extended_compression
+
+::: tinybig.compression.extended_compression.extended_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/feature_selection_compression.md b/docs/documentations/compression/feature_selection_compression.md
new file mode 100644
index 00000000..76c7ed44
--- /dev/null
+++ b/docs/documentations/compression/feature_selection_compression.md
@@ -0,0 +1,3 @@
+# feature_selection_compression
+
+::: tinybig.compression.feature_selection_compression.feature_selection_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/identity_compression.md b/docs/documentations/compression/identity_compression.md
new file mode 100644
index 00000000..0d99e536
--- /dev/null
+++ b/docs/documentations/compression/identity_compression.md
@@ -0,0 +1,3 @@
+# identity_compression
+
+::: tinybig.compression.basic_compression.identity_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/incremental_PCA_based_compression.md b/docs/documentations/compression/incremental_PCA_based_compression.md
new file mode 100644
index 00000000..59881149
--- /dev/null
+++ b/docs/documentations/compression/incremental_PCA_based_compression.md
@@ -0,0 +1,3 @@
+# incremental_PCA_based_compression
+
+::: tinybig.compression.dimension_reduction_compression.incremental_PCA_based_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/incremental_feature_clustering_based_compression.md b/docs/documentations/compression/incremental_feature_clustering_based_compression.md
new file mode 100644
index 00000000..def5aa45
--- /dev/null
+++ b/docs/documentations/compression/incremental_feature_clustering_based_compression.md
@@ -0,0 +1,3 @@
+# incremental_feature_clustering_based_compression
+
+::: tinybig.compression.feature_selection_compression.incremental_feature_clustering_based_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/incremental_random_projection_based_compression.md b/docs/documentations/compression/incremental_random_projection_based_compression.md
new file mode 100644
index 00000000..252972dd
--- /dev/null
+++ b/docs/documentations/compression/incremental_random_projection_based_compression.md
@@ -0,0 +1,3 @@
+# incremental_random_projection_based_compression
+
+::: tinybig.compression.dimension_reduction_compression.incremental_random_projection_based_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/incremental_variance_threshold_based_compression.md b/docs/documentations/compression/incremental_variance_threshold_based_compression.md
new file mode 100644
index 00000000..9461dbe2
--- /dev/null
+++ b/docs/documentations/compression/incremental_variance_threshold_based_compression.md
@@ -0,0 +1,3 @@
+# incremental_feature_clustering_based_compression
+
+::: tinybig.compression.feature_selection_compression.incremental_variance_threshold_based_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/index.md b/docs/documentations/compression/index.md
new file mode 100644
index 00000000..f46e2d1f
--- /dev/null
+++ b/docs/documentations/compression/index.md
@@ -0,0 +1,59 @@
+# tinybig.compression
+
+::: tinybig.compression
+
+---------------------------------------
+## Organization of this Module
+
+### Data Expansion/Transformation
+* [transformation](../module/transformation.md) (defined in the tinybig.module directory)
+
+### Basic Compressions
+* [identity_compression.md](identity_compression.md)
+* [reciprocal_compression.md](reciprocal_compression.md)
+* [linear_compression.md](linear_compression.md)
+
+### Metric based Compressions
+* [metric_compression.md](metric_compression.md)
+* [max_compression.md](max_compression.md)
+* [min_compression.md](min_compression.md)
+* [sum_compression.md](sum_compression.md)
+* [prod_compression.md](prod_compression.md)
+* [mean_compression.md](mean_compression.md)
+* [median_compression.md](median_compression.md)
+
+### Feature Selection based Compressions
+* [feature_selection_compression.md](feature_selection_compression.md)
+* [incremental_feature_clustering_based_compression.md](incremental_feature_clustering_based_compression.md)
+* [incremental_variance_threshold_based_compression.md](incremental_variance_threshold_based_compression.md)
+
+### Dimension Reduction based Compressions
+* [dimension_reduction_compression.md](dimension_reduction_compression.md)
+* [incremental_PCA_based_compression.md](incremental_PCA_based_compression.md)
+* [incremental_random_projection_based_compression.md](incremental_random_projection_based_compression.md)
+
+### Manifold based Compressions
+* [manifold_compression.md](manifold_compression.md)
+* [isomap_manifold_compression.md](isomap_manifold_compression.md)
+* [lle_manifold_compression.md](lle_manifold_compression.md)
+* [mds_manifold_compression.md](mds_manifold_compression.md)
+* [spectral_embedding_manifold_compression.md](spectral_embedding_manifold_compression.md)
+* [tsne_manifold_compression.md](tsne_manifold_compression.md)
+
+### Naive Probabilistic Compressions
+* [naive_probabilistic_compression.md](naive_probabilistic_compression.md)
+* [naive_uniform_probabilistic_compression.md](naive_uniform_probabilistic_compression.md)
+* [naive_normal_probabilistic_compression.md](naive_normal_probabilistic_compression.md)
+* [naive_cauchy_probabilistic_compression.md](naive_cauchy_probabilistic_compression.md)
+* [naive_chi2_probabilistic_compression.md](naive_chi2_probabilistic_compression.md)
+* [naive_exponential_probabilistic_compression.md](naive_exponential_probabilistic_compression.md)
+* [naive_gamma_probabilistic_compression.md](naive_gamma_probabilistic_compression.md)
+* [naive_laplace_probabilistic_compression.md](naive_laplace_probabilistic_compression.md)
+
+### Combinatorial Probabilistic Compressions
+* [combinatorial_compression.md](combinatorial_compression.md)
+* [combinatorial_probabilistic_compression.md](combinatorial_probabilistic_compression.md)
+
+### Nested and Extended Compressions
+* [nested_compression.md](nested_compression.md)
+* [extended_compression.md](extended_compression.md)
\ No newline at end of file
diff --git a/docs/documentations/compression/isomap_manifold_compression.md b/docs/documentations/compression/isomap_manifold_compression.md
new file mode 100644
index 00000000..b9b72387
--- /dev/null
+++ b/docs/documentations/compression/isomap_manifold_compression.md
@@ -0,0 +1,3 @@
+# isomap_manifold_compression
+
+::: tinybig.compression.manifold_compression.isomap_manifold_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/linear_compression.md b/docs/documentations/compression/linear_compression.md
new file mode 100644
index 00000000..37f06c98
--- /dev/null
+++ b/docs/documentations/compression/linear_compression.md
@@ -0,0 +1,3 @@
+# linear_compression
+
+::: tinybig.compression.basic_compression.linear_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/lle_manifold_compression.md b/docs/documentations/compression/lle_manifold_compression.md
new file mode 100644
index 00000000..006379bf
--- /dev/null
+++ b/docs/documentations/compression/lle_manifold_compression.md
@@ -0,0 +1,3 @@
+# lle_manifold_compression
+
+::: tinybig.compression.manifold_compression.lle_manifold_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/manifold_compression.md b/docs/documentations/compression/manifold_compression.md
new file mode 100644
index 00000000..e3e193e4
--- /dev/null
+++ b/docs/documentations/compression/manifold_compression.md
@@ -0,0 +1,3 @@
+# manifold_compression
+
+::: tinybig.compression.manifold_compression.manifold_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/max_compression.md b/docs/documentations/compression/max_compression.md
new file mode 100644
index 00000000..3a1a810d
--- /dev/null
+++ b/docs/documentations/compression/max_compression.md
@@ -0,0 +1,3 @@
+# max_compression
+
+::: tinybig.compression.metric_based_compression.max_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/mds_manifold_compression.md b/docs/documentations/compression/mds_manifold_compression.md
new file mode 100644
index 00000000..d9b6025c
--- /dev/null
+++ b/docs/documentations/compression/mds_manifold_compression.md
@@ -0,0 +1,3 @@
+# mds_manifold_compression
+
+::: tinybig.compression.manifold_compression.mds_manifold_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/mean_compression.md b/docs/documentations/compression/mean_compression.md
new file mode 100644
index 00000000..98e4f06c
--- /dev/null
+++ b/docs/documentations/compression/mean_compression.md
@@ -0,0 +1,3 @@
+# mean_compression
+
+::: tinybig.compression.metric_based_compression.mean_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/median_compression.md b/docs/documentations/compression/median_compression.md
new file mode 100644
index 00000000..c648f5dc
--- /dev/null
+++ b/docs/documentations/compression/median_compression.md
@@ -0,0 +1,3 @@
+# median_compression
+
+::: tinybig.compression.metric_based_compression.median_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/metric_compression.md b/docs/documentations/compression/metric_compression.md
new file mode 100644
index 00000000..a39379d6
--- /dev/null
+++ b/docs/documentations/compression/metric_compression.md
@@ -0,0 +1,3 @@
+# metric_compression
+
+::: tinybig.compression.metric_based_compression.metric_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/min_compression.md b/docs/documentations/compression/min_compression.md
new file mode 100644
index 00000000..b9de2b52
--- /dev/null
+++ b/docs/documentations/compression/min_compression.md
@@ -0,0 +1,3 @@
+# min_compression
+
+::: tinybig.compression.metric_based_compression.min_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/naive_cauchy_probabilistic_compression.md b/docs/documentations/compression/naive_cauchy_probabilistic_compression.md
new file mode 100644
index 00000000..4e1078d7
--- /dev/null
+++ b/docs/documentations/compression/naive_cauchy_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# naive_cauchy_probabilistic_compression
+
+::: tinybig.compression.probabilistic_compression.naive_cauchy_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/naive_chi2_probabilistic_compression.md b/docs/documentations/compression/naive_chi2_probabilistic_compression.md
new file mode 100644
index 00000000..a3f2a2c4
--- /dev/null
+++ b/docs/documentations/compression/naive_chi2_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# naive_chi2_probabilistic_compression
+
+::: tinybig.compression.probabilistic_compression.naive_chi2_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/naive_exponential_probabilistic_compression.md b/docs/documentations/compression/naive_exponential_probabilistic_compression.md
new file mode 100644
index 00000000..9d7b003f
--- /dev/null
+++ b/docs/documentations/compression/naive_exponential_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# naive_exponential_probabilistic_compression
+
+::: tinybig.compression.probabilistic_compression.naive_exponential_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/naive_gamma_probabilistic_compression.md b/docs/documentations/compression/naive_gamma_probabilistic_compression.md
new file mode 100644
index 00000000..3d98db57
--- /dev/null
+++ b/docs/documentations/compression/naive_gamma_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# naive_gamma_probabilistic_compression
+
+::: tinybig.compression.probabilistic_compression.naive_gamma_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/naive_laplace_probabilistic_compression.md b/docs/documentations/compression/naive_laplace_probabilistic_compression.md
new file mode 100644
index 00000000..805c1b5b
--- /dev/null
+++ b/docs/documentations/compression/naive_laplace_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# naive_laplace_probabilistic_compression
+
+::: tinybig.compression.probabilistic_compression.naive_laplace_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/naive_normal_probabilistic_compression.md b/docs/documentations/compression/naive_normal_probabilistic_compression.md
new file mode 100644
index 00000000..86ad8c6a
--- /dev/null
+++ b/docs/documentations/compression/naive_normal_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# naive_normal_probabilistic_compression
+
+::: tinybig.compression.probabilistic_compression.naive_normal_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/naive_probabilistic_compression.md b/docs/documentations/compression/naive_probabilistic_compression.md
new file mode 100644
index 00000000..4c4543b2
--- /dev/null
+++ b/docs/documentations/compression/naive_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# naive_probabilistic_compression
+
+::: tinybig.compression.probabilistic_compression.naive_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/naive_uniform_probabilistic_compression.md b/docs/documentations/compression/naive_uniform_probabilistic_compression.md
new file mode 100644
index 00000000..aa522b3c
--- /dev/null
+++ b/docs/documentations/compression/naive_uniform_probabilistic_compression.md
@@ -0,0 +1,3 @@
+# naive_uniform_probabilistic_compression
+
+::: tinybig.compression.probabilistic_compression.naive_uniform_probabilistic_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/nested_compression.md b/docs/documentations/compression/nested_compression.md
new file mode 100644
index 00000000..fa452184
--- /dev/null
+++ b/docs/documentations/compression/nested_compression.md
@@ -0,0 +1,3 @@
+# nested_compression
+
+::: tinybig.compression.nested_compression.nested_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/prod_compression.md b/docs/documentations/compression/prod_compression.md
new file mode 100644
index 00000000..79027edb
--- /dev/null
+++ b/docs/documentations/compression/prod_compression.md
@@ -0,0 +1,3 @@
+# prod_compression
+
+::: tinybig.compression.metric_based_compression.prod_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/reciprocal_compression.md b/docs/documentations/compression/reciprocal_compression.md
new file mode 100644
index 00000000..d3bdb6b6
--- /dev/null
+++ b/docs/documentations/compression/reciprocal_compression.md
@@ -0,0 +1,3 @@
+# reciprocal_compression
+
+::: tinybig.compression.basic_compression.reciprocal_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/spectral_embedding_manifold_compression.md b/docs/documentations/compression/spectral_embedding_manifold_compression.md
new file mode 100644
index 00000000..fb25067c
--- /dev/null
+++ b/docs/documentations/compression/spectral_embedding_manifold_compression.md
@@ -0,0 +1,3 @@
+# spectral_embedding_manifold_compression
+
+::: tinybig.compression.manifold_compression.spectral_embedding_manifold_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/sum_compression.md b/docs/documentations/compression/sum_compression.md
new file mode 100644
index 00000000..6372b9c2
--- /dev/null
+++ b/docs/documentations/compression/sum_compression.md
@@ -0,0 +1,3 @@
+# sum_compression
+
+::: tinybig.compression.metric_based_compression.sum_compression
\ No newline at end of file
diff --git a/docs/documentations/compression/tsne_manifold_compression.md b/docs/documentations/compression/tsne_manifold_compression.md
new file mode 100644
index 00000000..be5103be
--- /dev/null
+++ b/docs/documentations/compression/tsne_manifold_compression.md
@@ -0,0 +1,3 @@
+# tsne_manifold_compression
+
+::: tinybig.compression.manifold_compression.tsne_manifold_compression
\ No newline at end of file
diff --git a/docs/documentations/config/function_configs.md b/docs/documentations/config/function_configs.md
new file mode 100644
index 00000000..a5b9ce88
--- /dev/null
+++ b/docs/documentations/config/function_configs.md
@@ -0,0 +1,3 @@
+# function_configs
+
+::: tinybig.config.function_configs.function_configs
\ No newline at end of file
diff --git a/docs/documentations/config/function_list_configs.md b/docs/documentations/config/function_list_configs.md
new file mode 100644
index 00000000..7f8475cb
--- /dev/null
+++ b/docs/documentations/config/function_list_configs.md
@@ -0,0 +1,3 @@
+# function_list_configs
+
+::: tinybig.config.function_configs.function_list_configs
\ No newline at end of file
diff --git a/docs/documentations/config/head_configs.md b/docs/documentations/config/head_configs.md
new file mode 100644
index 00000000..9e90d5af
--- /dev/null
+++ b/docs/documentations/config/head_configs.md
@@ -0,0 +1,3 @@
+# head_configs
+
+::: tinybig.config.head_configs.head_configs
\ No newline at end of file
diff --git a/docs/documentations/config/index.md b/docs/documentations/config/index.md
index cffa9911..03d9b5bc 100644
--- a/docs/documentations/config/index.md
+++ b/docs/documentations/config/index.md
@@ -5,5 +5,16 @@
 ---------------------------------------
 ## Organization of this Module
 
+### Base Configs
 * [config](config.md)
-* [rpn_config](rpn_config.md)
+
+### Model Configs
+* [model_configs](model_configs.md)
+
+### Module Configs
+* [layer_configs](layer_configs.md)
+* [head_configs](head_configs.md)
+
+### Function Configs
+* [function_configs](function_configs.md)
+* [function_list_configs](function_list_configs.md)
diff --git a/docs/documentations/config/layer_configs.md b/docs/documentations/config/layer_configs.md
new file mode 100644
index 00000000..2431ae7d
--- /dev/null
+++ b/docs/documentations/config/layer_configs.md
@@ -0,0 +1,3 @@
+# layer_configs
+
+::: tinybig.config.layer_configs.layer_configs
\ No newline at end of file
diff --git a/docs/documentations/config/model_configs.md b/docs/documentations/config/model_configs.md
new file mode 100644
index 00000000..f26a8a3d
--- /dev/null
+++ b/docs/documentations/config/model_configs.md
@@ -0,0 +1,3 @@
+# model_configs
+
+::: tinybig.config.model_configs.model_configs
\ No newline at end of file
diff --git a/docs/documentations/config/rpn_config.md b/docs/documentations/config/rpn_config.md
deleted file mode 100644
index 6f562cb6..00000000
--- a/docs/documentations/config/rpn_config.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# rpn_config
-
-::: tinybig.config.model_config.model_config
\ No newline at end of file
diff --git a/docs/documentations/data/citeseer.md b/docs/documentations/data/citeseer.md
new file mode 100644
index 00000000..4d625abd
--- /dev/null
+++ b/docs/documentations/data/citeseer.md
@@ -0,0 +1,2 @@
+# citeseer
+::: tinybig.data.graph_dataloader.citeseer
\ No newline at end of file
diff --git a/docs/documentations/data/cora.md b/docs/documentations/data/cora.md
new file mode 100644
index 00000000..54a73847
--- /dev/null
+++ b/docs/documentations/data/cora.md
@@ -0,0 +1,2 @@
+# cora
+::: tinybig.data.graph_dataloader.cora
\ No newline at end of file
diff --git a/docs/documentations/data/etf.md b/docs/documentations/data/etf.md
new file mode 100644
index 00000000..77cb022f
--- /dev/null
+++ b/docs/documentations/data/etf.md
@@ -0,0 +1,3 @@
+# etf
+
+::: tinybig.data.time_series_dataloader.etf
\ No newline at end of file
diff --git a/docs/documentations/data/graph_dataloader.md b/docs/documentations/data/graph_dataloader.md
new file mode 100644
index 00000000..332b3627
--- /dev/null
+++ b/docs/documentations/data/graph_dataloader.md
@@ -0,0 +1,2 @@
+# graph_dataloader
+::: tinybig.data.graph_dataloader.graph_dataloader
\ No newline at end of file
diff --git a/docs/documentations/data/index.md b/docs/documentations/data/index.md
index 3fec7e4c..379dec83 100644
--- a/docs/documentations/data/index.md
+++ b/docs/documentations/data/index.md
@@ -27,13 +27,25 @@
 * [sst2](sst2.md)
 * [agnews](agnews.md)
 
+### Graph Data
+* [graph_dataloader](graph_dataloader.md)
+* [cora](cora.md)
+* [citeseer](citeseer.md)
+* [pubmed](pubmed.md)
+
+### Time-series Data
+* [time_series_dataloader](time_series_dataloader.md)
+* [stock](stock.md)
+* [etf](etf.md)
+* [traffic_la](traffic_la.md)
+* [traffic_bay](traffic_bay.md)
+
 ### Tabular Data
 * [tabular_dataloader](tabular_dataloader.md)
 * [iris](iris.md)
 * [diabetes](diabetes.md)
 * [banknote](banknote.md)
 
-<!-- ## Graph Data -->
 
 
 
diff --git a/docs/documentations/data/pubmed.md b/docs/documentations/data/pubmed.md
new file mode 100644
index 00000000..8d5325f1
--- /dev/null
+++ b/docs/documentations/data/pubmed.md
@@ -0,0 +1,2 @@
+# pubmed
+::: tinybig.data.graph_dataloader.pubmed
\ No newline at end of file
diff --git a/docs/documentations/data/stock.md b/docs/documentations/data/stock.md
new file mode 100644
index 00000000..7ddc3bc6
--- /dev/null
+++ b/docs/documentations/data/stock.md
@@ -0,0 +1,3 @@
+# stock
+
+::: tinybig.data.time_series_dataloader.stock
\ No newline at end of file
diff --git a/docs/documentations/data/time_series_dataloader.md b/docs/documentations/data/time_series_dataloader.md
new file mode 100644
index 00000000..be433616
--- /dev/null
+++ b/docs/documentations/data/time_series_dataloader.md
@@ -0,0 +1,3 @@
+# time_series_dataloader
+
+::: tinybig.data.time_series_dataloader.time_series_dataloader
\ No newline at end of file
diff --git a/docs/documentations/data/traffic_bay.md b/docs/documentations/data/traffic_bay.md
new file mode 100644
index 00000000..1f367404
--- /dev/null
+++ b/docs/documentations/data/traffic_bay.md
@@ -0,0 +1,3 @@
+# traffic_bay
+
+::: tinybig.data.time_series_dataloader.traffic_bay
\ No newline at end of file
diff --git a/docs/documentations/data/traffic_la.md b/docs/documentations/data/traffic_la.md
new file mode 100644
index 00000000..6714547f
--- /dev/null
+++ b/docs/documentations/data/traffic_la.md
@@ -0,0 +1,3 @@
+# traffic_la
+
+::: tinybig.data.time_series_dataloader.traffic_la
\ No newline at end of file
diff --git a/docs/documentations/expansion/bessel_expansion.md b/docs/documentations/expansion/bessel_expansion.md
new file mode 100644
index 00000000..143ad674
--- /dev/null
+++ b/docs/documentations/expansion/bessel_expansion.md
@@ -0,0 +1,3 @@
+# bessel_expansion
+
+::: tinybig.expansion.orthogonal_polynomial_expansion.bessel_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/beta_wavelet_expansion.md b/docs/documentations/expansion/beta_wavelet_expansion.md
new file mode 100644
index 00000000..97360d60
--- /dev/null
+++ b/docs/documentations/expansion/beta_wavelet_expansion.md
@@ -0,0 +1,3 @@
+# beta_wavelet_expansion
+
+::: tinybig.expansion.wavelet_expansion.beta_wavelet_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/dog_wavelet_expansion.md b/docs/documentations/expansion/dog_wavelet_expansion.md
new file mode 100644
index 00000000..ae9b7a8b
--- /dev/null
+++ b/docs/documentations/expansion/dog_wavelet_expansion.md
@@ -0,0 +1,3 @@
+# dog_wavelet_expansion
+
+::: tinybig.expansion.wavelet_expansion.dog_wavelet_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/fibonacci_expansion.md b/docs/documentations/expansion/fibonacci_expansion.md
new file mode 100644
index 00000000..e20330e1
--- /dev/null
+++ b/docs/documentations/expansion/fibonacci_expansion.md
@@ -0,0 +1,3 @@
+# fibonacci_expansion
+
+::: tinybig.expansion.orthogonal_polynomial_expansion.fibonacci_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/gegenbauer_expansion.md b/docs/documentations/expansion/gegenbauer_expansion.md
new file mode 100644
index 00000000..be8ca516
--- /dev/null
+++ b/docs/documentations/expansion/gegenbauer_expansion.md
@@ -0,0 +1,3 @@
+# gegenbauer_expansion
+
+::: tinybig.expansion.orthogonal_polynomial_expansion.gegenbauer_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/harr_wavelet_expansion.md b/docs/documentations/expansion/harr_wavelet_expansion.md
new file mode 100644
index 00000000..468ce827
--- /dev/null
+++ b/docs/documentations/expansion/harr_wavelet_expansion.md
@@ -0,0 +1,3 @@
+# harr_wavelet_expansion
+
+::: tinybig.expansion.wavelet_expansion.harr_wavelet_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/hermite_expansion.md b/docs/documentations/expansion/hermite_expansion.md
new file mode 100644
index 00000000..03d1bdd1
--- /dev/null
+++ b/docs/documentations/expansion/hermite_expansion.md
@@ -0,0 +1,3 @@
+# hermite_expansion
+
+::: tinybig.expansion.orthogonal_polynomial_expansion.hermite_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/index.md b/docs/documentations/expansion/index.md
index a536931d..7efd7a29 100644
--- a/docs/documentations/expansion/index.md
+++ b/docs/documentations/expansion/index.md
@@ -20,6 +20,24 @@
 * [chebyshev_expansion](chebyshev_expansion.md)
 * [jacobi_expansion](jacobi_expansion.md)
 
+### Other Orthogonal Polynomial Expansions
+* [hermite_expansion](hermite_expansion.md)
+* [laguerre_expansion](laguerre_expansion.md)
+* [legendre_expansion](legendre_expansion.md)
+* [gegenbauer_expansion](gegenbauer_expansion.md)
+* [bessel_expansion](bessel_expansion.md)
+* [reverse_bessel_expansion](reverse_bessel_expansion.md)
+* [fibonacci_expansion](fibonacci_expansion.md)
+* [lucas_expansion](lucas_expansion.md)
+
+### Wavelet Expansions
+* [meyer_wavelet_expansion](meyer_wavelet_expansion.md)
+* [ricker_wavelet_expansion](ricker_wavelet_expansion.md)
+* [shannon_wavelet_expansion](shannon_wavelet_expansion.md)
+* [beta_wavelet_expansion](beta_wavelet_expansion.md)
+* [harr_wavelet_expansion](harr_wavelet_expansion.md)
+* [dog_wavelet_expansion](dog_wavelet_expansion.md)
+
 ### Trigonometric Expansions
 * [hyperbolic_expansion](hyperbolic_expansion.md)
 * [arc_hyperbolic_expansion](arc_hyperbolic_expansion.md)
@@ -42,7 +60,7 @@
 * [combinatorial_expansion](combinatorial_expansion.md)
 * [combinatorial_normal_expansion](combinatorial_normal_expansion.md)
 
-### Nested and Extended expansions
+### Nested and Extended Expansions
 * [nested_expansion](nested_expansion.md)
 * [extended_expansion](extended_expansion.md)
 
diff --git a/docs/documentations/expansion/laguerre_expansion.md b/docs/documentations/expansion/laguerre_expansion.md
new file mode 100644
index 00000000..a5a26e92
--- /dev/null
+++ b/docs/documentations/expansion/laguerre_expansion.md
@@ -0,0 +1,3 @@
+# laguerre_expansion
+
+::: tinybig.expansion.orthogonal_polynomial_expansion.laguerre_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/legendre_expansion.md b/docs/documentations/expansion/legendre_expansion.md
new file mode 100644
index 00000000..4dd31ca1
--- /dev/null
+++ b/docs/documentations/expansion/legendre_expansion.md
@@ -0,0 +1,3 @@
+# legendre_expansion
+
+::: tinybig.expansion.orthogonal_polynomial_expansion.legendre_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/lucas_expansion.md b/docs/documentations/expansion/lucas_expansion.md
new file mode 100644
index 00000000..6de2a381
--- /dev/null
+++ b/docs/documentations/expansion/lucas_expansion.md
@@ -0,0 +1,3 @@
+# lucas_expansion
+
+::: tinybig.expansion.orthogonal_polynomial_expansion.lucas_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/meyer_wavelet_expansion.md b/docs/documentations/expansion/meyer_wavelet_expansion.md
new file mode 100644
index 00000000..48bfb2cd
--- /dev/null
+++ b/docs/documentations/expansion/meyer_wavelet_expansion.md
@@ -0,0 +1,3 @@
+# meyer_wavelet_expansion
+
+::: tinybig.expansion.wavelet_expansion.meyer_wavelet_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/reverse_bessel_expansion.md b/docs/documentations/expansion/reverse_bessel_expansion.md
new file mode 100644
index 00000000..be026d12
--- /dev/null
+++ b/docs/documentations/expansion/reverse_bessel_expansion.md
@@ -0,0 +1,3 @@
+# reverse_bessel_expansion
+
+::: tinybig.expansion.orthogonal_polynomial_expansion.reverse_bessel_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/ricker_wavelet_expansion.md b/docs/documentations/expansion/ricker_wavelet_expansion.md
new file mode 100644
index 00000000..ff0cddc6
--- /dev/null
+++ b/docs/documentations/expansion/ricker_wavelet_expansion.md
@@ -0,0 +1,3 @@
+# ricker_wavelet_expansion
+
+::: tinybig.expansion.wavelet_expansion.ricker_wavelet_expansion
\ No newline at end of file
diff --git a/docs/documentations/expansion/shannon_wavelet_expansion.md b/docs/documentations/expansion/shannon_wavelet_expansion.md
new file mode 100644
index 00000000..81ea9d12
--- /dev/null
+++ b/docs/documentations/expansion/shannon_wavelet_expansion.md
@@ -0,0 +1,3 @@
+# shannon_wavelet_expansion
+
+::: tinybig.expansion.wavelet_expansion.shannon_wavelet_expansion
\ No newline at end of file
diff --git a/docs/documentations/fusion/average_fusion.md b/docs/documentations/fusion/average_fusion.md
new file mode 100644
index 00000000..8d464aa4
--- /dev/null
+++ b/docs/documentations/fusion/average_fusion.md
@@ -0,0 +1,3 @@
+# average_fusion
+
+::: tinybig.fusion.basic_fusion.average_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/concatenation_fusion.md b/docs/documentations/fusion/concatenation_fusion.md
new file mode 100644
index 00000000..a198c919
--- /dev/null
+++ b/docs/documentations/fusion/concatenation_fusion.md
@@ -0,0 +1,3 @@
+# concatenation_fusion
+
+::: tinybig.fusion.concatenation_fusion.concatenation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/dual_lphm_parameterized_concatenation_fusion.md b/docs/documentations/fusion/dual_lphm_parameterized_concatenation_fusion.md
new file mode 100644
index 00000000..59fa535a
--- /dev/null
+++ b/docs/documentations/fusion/dual_lphm_parameterized_concatenation_fusion.md
@@ -0,0 +1,3 @@
+# dual_lphm_parameterized_concatenation_fusion
+
+::: tinybig.fusion.parameterized_concatenation_fusion.dual_lphm_parameterized_concatenation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/hm_parameterized_concatenation_fusion.md b/docs/documentations/fusion/hm_parameterized_concatenation_fusion.md
new file mode 100644
index 00000000..44cf3295
--- /dev/null
+++ b/docs/documentations/fusion/hm_parameterized_concatenation_fusion.md
@@ -0,0 +1,3 @@
+# hm_parameterized_concatenation_fusion
+
+::: tinybig.fusion.parameterized_concatenation_fusion.hm_parameterized_concatenation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/index.md b/docs/documentations/fusion/index.md
new file mode 100644
index 00000000..b8bb7022
--- /dev/null
+++ b/docs/documentations/fusion/index.md
@@ -0,0 +1,33 @@
+# tinybig.fusion
+
+::: tinybig.fusion
+
+---------------------------------------
+## Organization of this Module
+
+### Fusion Functions
+* [fusion](../module/fusion.md) (defined in the tinybig.module directory)
+
+### Basic Fusions
+* [weighted_summation_fusion.md](weighted_summation_fusion.md)
+* [summation_fusion.md](summation_fusion.md)
+* [average_fusion.md](average_fusion.md)
+* [parameterized_weighted_summation_fusion.md](parameterized_weighted_summation_fusion.md)
+
+### Metric based Fusions
+* [metric_fusion.md](metric_fusion.md)
+* [mean_fusion.md](mean_fusion.md)
+* [prod_fusion.md](prod_fusion.md)
+* [max_fusion.md](max_fusion.md)
+* [min_fusion.md](min_fusion.md)
+* [median_fusion.md](median_fusion.md)
+* [sum_fusion.md](sum_fusion.md)
+
+### Concatenation based Fusions
+* [concatenation_fusion.md](concatenation_fusion.md)
+* [parameterized_concatenation_fusion.md](parameterized_concatenation_fusion.md)
+* [lowrank_parameterized_concatenation_fusion.md](lowrank_parameterized_concatenation_fusion.md)
+* [hm_parameterized_concatenation_fusion.md](hm_parameterized_concatenation_fusion.md)
+* [lphm_parameterized_concatenation_fusion.md](lphm_parameterized_concatenation_fusion.md)
+* [dual_lphm_parameterized_concatenation_fusion.md](dual_lphm_parameterized_concatenation_fusion.md)
+* [random_matrix_adaption_parameterized_concatenation_fusion.md](random_matrix_adaption_parameterized_concatenation_fusion.md)
diff --git a/docs/documentations/fusion/lowrank_parameterized_concatenation_fusion.md b/docs/documentations/fusion/lowrank_parameterized_concatenation_fusion.md
new file mode 100644
index 00000000..ee24b78f
--- /dev/null
+++ b/docs/documentations/fusion/lowrank_parameterized_concatenation_fusion.md
@@ -0,0 +1,3 @@
+# lowrank_parameterized_concatenation_fusion
+
+::: tinybig.fusion.parameterized_concatenation_fusion.lowrank_parameterized_concatenation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/lphm_parameterized_concatenation_fusion.md b/docs/documentations/fusion/lphm_parameterized_concatenation_fusion.md
new file mode 100644
index 00000000..5132f9d4
--- /dev/null
+++ b/docs/documentations/fusion/lphm_parameterized_concatenation_fusion.md
@@ -0,0 +1,3 @@
+# lphm_parameterized_concatenation_fusion
+
+::: tinybig.fusion.parameterized_concatenation_fusion.lphm_parameterized_concatenation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/max_fusion.md b/docs/documentations/fusion/max_fusion.md
new file mode 100644
index 00000000..0a5e21a9
--- /dev/null
+++ b/docs/documentations/fusion/max_fusion.md
@@ -0,0 +1,3 @@
+# max_fusion
+
+::: tinybig.fusion.metric_fusion.max_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/mean_fusion.md b/docs/documentations/fusion/mean_fusion.md
new file mode 100644
index 00000000..f079cc6c
--- /dev/null
+++ b/docs/documentations/fusion/mean_fusion.md
@@ -0,0 +1,3 @@
+# mean_fusion
+
+::: tinybig.fusion.metric_fusion.mean_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/median_fusion.md b/docs/documentations/fusion/median_fusion.md
new file mode 100644
index 00000000..649fc864
--- /dev/null
+++ b/docs/documentations/fusion/median_fusion.md
@@ -0,0 +1,3 @@
+# median_fusion
+
+::: tinybig.fusion.metric_fusion.median_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/metric_fusion.md b/docs/documentations/fusion/metric_fusion.md
new file mode 100644
index 00000000..064a041a
--- /dev/null
+++ b/docs/documentations/fusion/metric_fusion.md
@@ -0,0 +1,3 @@
+# metric_fusion
+
+::: tinybig.fusion.metric_fusion.metric_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/min_fusion.md b/docs/documentations/fusion/min_fusion.md
new file mode 100644
index 00000000..8029225a
--- /dev/null
+++ b/docs/documentations/fusion/min_fusion.md
@@ -0,0 +1,3 @@
+# min_fusion
+
+::: tinybig.fusion.metric_fusion.min_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/parameterized_concatenation_fusion.md b/docs/documentations/fusion/parameterized_concatenation_fusion.md
new file mode 100644
index 00000000..41531571
--- /dev/null
+++ b/docs/documentations/fusion/parameterized_concatenation_fusion.md
@@ -0,0 +1,3 @@
+# parameterized_concatenation_fusion
+
+::: tinybig.fusion.parameterized_concatenation_fusion.parameterized_concatenation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/parameterized_weighted_summation_fusion.md b/docs/documentations/fusion/parameterized_weighted_summation_fusion.md
new file mode 100644
index 00000000..9661ae19
--- /dev/null
+++ b/docs/documentations/fusion/parameterized_weighted_summation_fusion.md
@@ -0,0 +1,3 @@
+# parameterized_weighted_summation_fusion
+
+::: tinybig.fusion.basic_fusion.parameterized_weighted_summation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/prod_fusion.md b/docs/documentations/fusion/prod_fusion.md
new file mode 100644
index 00000000..4c2d4be3
--- /dev/null
+++ b/docs/documentations/fusion/prod_fusion.md
@@ -0,0 +1,3 @@
+# prod_fusion
+
+::: tinybig.fusion.metric_fusion.prod_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/random_matrix_adaption_parameterized_concatenation_fusion.md b/docs/documentations/fusion/random_matrix_adaption_parameterized_concatenation_fusion.md
new file mode 100644
index 00000000..8c00b2ce
--- /dev/null
+++ b/docs/documentations/fusion/random_matrix_adaption_parameterized_concatenation_fusion.md
@@ -0,0 +1,3 @@
+# random_matrix_adaption_parameterized_concatenation_fusion
+
+::: tinybig.fusion.parameterized_concatenation_fusion.random_matrix_adaption_parameterized_concatenation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/sum_fusion.md b/docs/documentations/fusion/sum_fusion.md
new file mode 100644
index 00000000..f351d797
--- /dev/null
+++ b/docs/documentations/fusion/sum_fusion.md
@@ -0,0 +1,3 @@
+# sum_fusion
+
+::: tinybig.fusion.metric_fusion.sum_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/summation_fusion.md b/docs/documentations/fusion/summation_fusion.md
new file mode 100644
index 00000000..7424fece
--- /dev/null
+++ b/docs/documentations/fusion/summation_fusion.md
@@ -0,0 +1,3 @@
+# summation_fusion
+
+::: tinybig.fusion.basic_fusion.summation_fusion
\ No newline at end of file
diff --git a/docs/documentations/fusion/weighted_summation_fusion.md b/docs/documentations/fusion/weighted_summation_fusion.md
new file mode 100644
index 00000000..5bb7750f
--- /dev/null
+++ b/docs/documentations/fusion/weighted_summation_fusion.md
@@ -0,0 +1,3 @@
+# weighted_summation_fusion
+
+::: tinybig.fusion.basic_fusion.weighted_summation_fusion
\ No newline at end of file
diff --git a/docs/documentations/head/bilinear_interdependence_head.md b/docs/documentations/head/bilinear_interdependence_head.md
new file mode 100644
index 00000000..6a04cda1
--- /dev/null
+++ b/docs/documentations/head/bilinear_interdependence_head.md
@@ -0,0 +1,3 @@
+# bilinear_interdependence_head
+
+::: tinybig.head.bilinear_heads.bilinear_interdependence_head
\ No newline at end of file
diff --git a/docs/documentations/head/chain_interdependence_head.md b/docs/documentations/head/chain_interdependence_head.md
new file mode 100644
index 00000000..4c10c38a
--- /dev/null
+++ b/docs/documentations/head/chain_interdependence_head.md
@@ -0,0 +1,3 @@
+# chain_interdependence_head
+
+::: tinybig.head.chain_based_heads.chain_interdependence_head
\ No newline at end of file
diff --git a/docs/documentations/head/graph_interdependence_head.md b/docs/documentations/head/graph_interdependence_head.md
new file mode 100644
index 00000000..ae7f7e26
--- /dev/null
+++ b/docs/documentations/head/graph_interdependence_head.md
@@ -0,0 +1,3 @@
+# graph_interdependence_head
+
+::: tinybig.head.graph_based_heads.graph_interdependence_head
\ No newline at end of file
diff --git a/docs/documentations/head/grid_compression_head.md b/docs/documentations/head/grid_compression_head.md
new file mode 100644
index 00000000..efa47c6d
--- /dev/null
+++ b/docs/documentations/head/grid_compression_head.md
@@ -0,0 +1,3 @@
+# grid_compression_head
+
+::: tinybig.head.grid_based_heads.grid_compression_head
\ No newline at end of file
diff --git a/docs/documentations/head/grid_interdependence_head.md b/docs/documentations/head/grid_interdependence_head.md
new file mode 100644
index 00000000..2b1e3b27
--- /dev/null
+++ b/docs/documentations/head/grid_interdependence_head.md
@@ -0,0 +1,3 @@
+# grid_interdependence_head
+
+::: tinybig.head.grid_based_heads.grid_interdependence_head
\ No newline at end of file
diff --git a/docs/documentations/head/index.md b/docs/documentations/head/index.md
new file mode 100644
index 00000000..acdfe0d4
--- /dev/null
+++ b/docs/documentations/head/index.md
@@ -0,0 +1,29 @@
+# tinybig.head
+
+::: tinybig.head
+
+---------------------------------------
+## Organization of this Module
+
+### RPN Head
+* [rpn_head](../module/rpn_head.md) (defined in the tinybig.module directory)
+
+### Basic Heads
+* [perceptron_head.md](perceptron_head.md)
+* [svm_head.md](svm_head.md)
+* [kan_head.md](kan_head.md)
+* [pgm_head.md](pgm_head.md)
+* [naive_bayes_head.md](naive_bayes_head.md)
+
+### Grid based Heads
+* [grid_interdependence_head.md](grid_interdependence_head.md)
+* [grid_compression_head.md](grid_compression_head.md)
+
+### Chain based Heads
+* [chain_interdependence_head.md](chain_interdependence_head.md)
+
+### Graph based Heads
+* [graph_interdependence_head.md](graph_interdependence_head.md)
+
+### Bilinear Heads
+* [bilinear_interdependence_head.md](bilinear_interdependence_head.md)
diff --git a/docs/documentations/head/kan_head.md b/docs/documentations/head/kan_head.md
new file mode 100644
index 00000000..0c7b6729
--- /dev/null
+++ b/docs/documentations/head/kan_head.md
@@ -0,0 +1,3 @@
+# kan_head
+
+::: tinybig.head.basic_heads.kan_head
\ No newline at end of file
diff --git a/docs/documentations/head/naive_bayes_head.md b/docs/documentations/head/naive_bayes_head.md
new file mode 100644
index 00000000..5c2d3186
--- /dev/null
+++ b/docs/documentations/head/naive_bayes_head.md
@@ -0,0 +1,3 @@
+# naive_bayes_head
+
+::: tinybig.head.basic_heads.naive_bayes_head
\ No newline at end of file
diff --git a/docs/documentations/head/perceptron_head.md b/docs/documentations/head/perceptron_head.md
new file mode 100644
index 00000000..f40efe82
--- /dev/null
+++ b/docs/documentations/head/perceptron_head.md
@@ -0,0 +1,3 @@
+# perceptron_head
+
+::: tinybig.head.basic_heads.perceptron_head
\ No newline at end of file
diff --git a/docs/documentations/head/pgm_head.md b/docs/documentations/head/pgm_head.md
new file mode 100644
index 00000000..6020666a
--- /dev/null
+++ b/docs/documentations/head/pgm_head.md
@@ -0,0 +1,3 @@
+# pgm_head
+
+::: tinybig.head.basic_heads.pgm_head
\ No newline at end of file
diff --git a/docs/documentations/head/svm_head.md b/docs/documentations/head/svm_head.md
new file mode 100644
index 00000000..578d061e
--- /dev/null
+++ b/docs/documentations/head/svm_head.md
@@ -0,0 +1,3 @@
+# svm_head
+
+::: tinybig.head.basic_heads.svm_head
\ No newline at end of file
diff --git a/docs/documentations/interdependence/anisotropic_rbf_kernel_interdependence.md b/docs/documentations/interdependence/anisotropic_rbf_kernel_interdependence.md
new file mode 100644
index 00000000..d9252031
--- /dev/null
+++ b/docs/documentations/interdependence/anisotropic_rbf_kernel_interdependence.md
@@ -0,0 +1,3 @@
+# anisotropic_rbf_kernel_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.anisotropic_rbf_kernel_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/canberra_distance_interdependence.md b/docs/documentations/interdependence/canberra_distance_interdependence.md
new file mode 100644
index 00000000..351b681f
--- /dev/null
+++ b/docs/documentations/interdependence/canberra_distance_interdependence.md
@@ -0,0 +1,3 @@
+# canberra_distance_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.canberra_distance_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/chain_interdependence.md b/docs/documentations/interdependence/chain_interdependence.md
new file mode 100644
index 00000000..37e373b1
--- /dev/null
+++ b/docs/documentations/interdependence/chain_interdependence.md
@@ -0,0 +1,3 @@
+# chain_interdependence
+
+::: tinybig.interdependence.topological_interdependence.chain_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/chebyshev_distance_interdependence.md b/docs/documentations/interdependence/chebyshev_distance_interdependence.md
new file mode 100644
index 00000000..754c3940
--- /dev/null
+++ b/docs/documentations/interdependence/chebyshev_distance_interdependence.md
@@ -0,0 +1,3 @@
+# chebyshev_distance_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.chebyshev_distance_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/constant_c_interdependence.md b/docs/documentations/interdependence/constant_c_interdependence.md
new file mode 100644
index 00000000..84f773e7
--- /dev/null
+++ b/docs/documentations/interdependence/constant_c_interdependence.md
@@ -0,0 +1,3 @@
+# constant_c_interdependence
+
+::: tinybig.interdependence.basic_interdependence.constant_c_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/constant_interdependence.md b/docs/documentations/interdependence/constant_interdependence.md
new file mode 100644
index 00000000..aa8adbbc
--- /dev/null
+++ b/docs/documentations/interdependence/constant_interdependence.md
@@ -0,0 +1,3 @@
+# constant_interdependence
+
+::: tinybig.interdependence.basic_interdependence.constant_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/cosine_similarity_interdependence.md b/docs/documentations/interdependence/cosine_similarity_interdependence.md
new file mode 100644
index 00000000..2af28d65
--- /dev/null
+++ b/docs/documentations/interdependence/cosine_similarity_interdependence.md
@@ -0,0 +1,3 @@
+# cosine_similarity_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.cosine_similarity_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/cuboid_patch_aggregation_based_geometric_interdependence.md b/docs/documentations/interdependence/cuboid_patch_aggregation_based_geometric_interdependence.md
new file mode 100644
index 00000000..202bdaf1
--- /dev/null
+++ b/docs/documentations/interdependence/cuboid_patch_aggregation_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# cuboid_patch_aggregation_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.cuboid_patch_aggregation_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/cuboid_patch_based_geometric_interdependence.md b/docs/documentations/interdependence/cuboid_patch_based_geometric_interdependence.md
new file mode 100644
index 00000000..1a4b2f74
--- /dev/null
+++ b/docs/documentations/interdependence/cuboid_patch_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# cuboid_patch_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.cuboid_patch_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/cuboid_patch_padding_based_geometric_interdependence.md b/docs/documentations/interdependence/cuboid_patch_padding_based_geometric_interdependence.md
new file mode 100644
index 00000000..e6267f5d
--- /dev/null
+++ b/docs/documentations/interdependence/cuboid_patch_padding_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# cuboid_patch_padding_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.cuboid_patch_padding_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/custom_hybrid_kernel_interdependence.md b/docs/documentations/interdependence/custom_hybrid_kernel_interdependence.md
new file mode 100644
index 00000000..dac3a6fc
--- /dev/null
+++ b/docs/documentations/interdependence/custom_hybrid_kernel_interdependence.md
@@ -0,0 +1,3 @@
+# custom_hybrid_kernel_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.custom_hybrid_kernel_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/cylinder_patch_aggregation_based_geometric_interdependence.md b/docs/documentations/interdependence/cylinder_patch_aggregation_based_geometric_interdependence.md
new file mode 100644
index 00000000..7d3338d8
--- /dev/null
+++ b/docs/documentations/interdependence/cylinder_patch_aggregation_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# cylinder_patch_aggregation_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.cylinder_patch_aggregation_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/cylinder_patch_based_geometric_interdependence.md b/docs/documentations/interdependence/cylinder_patch_based_geometric_interdependence.md
new file mode 100644
index 00000000..ea4615e0
--- /dev/null
+++ b/docs/documentations/interdependence/cylinder_patch_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# cylinder_patch_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.cylinder_patch_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/cylinder_patch_padding_based_geometric_interdependence.md b/docs/documentations/interdependence/cylinder_patch_padding_based_geometric_interdependence.md
new file mode 100644
index 00000000..0a48757a
--- /dev/null
+++ b/docs/documentations/interdependence/cylinder_patch_padding_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# cylinder_patch_padding_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.cylinder_patch_padding_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/dual_lphm_parameterized_bilinear_interdependence.md b/docs/documentations/interdependence/dual_lphm_parameterized_bilinear_interdependence.md
new file mode 100644
index 00000000..aa4a5ffd
--- /dev/null
+++ b/docs/documentations/interdependence/dual_lphm_parameterized_bilinear_interdependence.md
@@ -0,0 +1,3 @@
+# dual_lphm_parameterized_bilinear_interdependence
+
+::: tinybig.interdependence.parameterized_bilinear_interdependence.dual_lphm_parameterized_bilinear_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/dual_lphm_parameterized_interdependence.md b/docs/documentations/interdependence/dual_lphm_parameterized_interdependence.md
new file mode 100644
index 00000000..e64b9b19
--- /dev/null
+++ b/docs/documentations/interdependence/dual_lphm_parameterized_interdependence.md
@@ -0,0 +1,3 @@
+# dual_lphm_parameterized_interdependence
+
+::: tinybig.interdependence.parameterized_interdependence.dual_lphm_parameterized_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/euclidean_distance_interdependence.md b/docs/documentations/interdependence/euclidean_distance_interdependence.md
new file mode 100644
index 00000000..49eb5eb4
--- /dev/null
+++ b/docs/documentations/interdependence/euclidean_distance_interdependence.md
@@ -0,0 +1,3 @@
+# euclidean_distance_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.euclidean_distance_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/exponential_approx_multihop_chain_interdependence.md b/docs/documentations/interdependence/exponential_approx_multihop_chain_interdependence.md
new file mode 100644
index 00000000..9fb08a7f
--- /dev/null
+++ b/docs/documentations/interdependence/exponential_approx_multihop_chain_interdependence.md
@@ -0,0 +1,3 @@
+# exponential_approx_multihop_chain_interdependence
+
+::: tinybig.interdependence.topological_interdependence.exponential_approx_multihop_chain_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/exponential_kernel_interdependence.md b/docs/documentations/interdependence/exponential_kernel_interdependence.md
new file mode 100644
index 00000000..bc144181
--- /dev/null
+++ b/docs/documentations/interdependence/exponential_kernel_interdependence.md
@@ -0,0 +1,3 @@
+# exponential_kernel_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.exponential_kernel_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/gaussian_rbf_kernel_interdependence.md b/docs/documentations/interdependence/gaussian_rbf_kernel_interdependence.md
new file mode 100644
index 00000000..72a7f910
--- /dev/null
+++ b/docs/documentations/interdependence/gaussian_rbf_kernel_interdependence.md
@@ -0,0 +1,3 @@
+# gaussian_rbf_kernel_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.gaussian_rbf_kernel_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/geometric_interdependence.md b/docs/documentations/interdependence/geometric_interdependence.md
new file mode 100644
index 00000000..5e45880a
--- /dev/null
+++ b/docs/documentations/interdependence/geometric_interdependence.md
@@ -0,0 +1,3 @@
+# geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/graph_interdependence.md b/docs/documentations/interdependence/graph_interdependence.md
new file mode 100644
index 00000000..91b4094d
--- /dev/null
+++ b/docs/documentations/interdependence/graph_interdependence.md
@@ -0,0 +1,3 @@
+# graph_interdependence
+
+::: tinybig.interdependence.topological_interdependence.graph_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/hm_parameterized_bilinear_interdependence.md b/docs/documentations/interdependence/hm_parameterized_bilinear_interdependence.md
new file mode 100644
index 00000000..caa591e1
--- /dev/null
+++ b/docs/documentations/interdependence/hm_parameterized_bilinear_interdependence.md
@@ -0,0 +1,3 @@
+# hm_parameterized_bilinear_interdependence
+
+::: tinybig.interdependence.parameterized_bilinear_interdependence.hm_parameterized_bilinear_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/hm_parameterized_interdependence.md b/docs/documentations/interdependence/hm_parameterized_interdependence.md
new file mode 100644
index 00000000..5590a776
--- /dev/null
+++ b/docs/documentations/interdependence/hm_parameterized_interdependence.md
@@ -0,0 +1,3 @@
+# hm_parameterized_interdependence
+
+::: tinybig.interdependence.parameterized_interdependence.hm_parameterized_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/hybrid_interdependence.md b/docs/documentations/interdependence/hybrid_interdependence.md
new file mode 100644
index 00000000..d58bb6bc
--- /dev/null
+++ b/docs/documentations/interdependence/hybrid_interdependence.md
@@ -0,0 +1,3 @@
+# hybrid_interdependence
+
+::: tinybig.interdependence.hybrid_interdependence.hybrid_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/hyperbolic_tangent_kernel_interdependence.md b/docs/documentations/interdependence/hyperbolic_tangent_kernel_interdependence.md
new file mode 100644
index 00000000..b2968112
--- /dev/null
+++ b/docs/documentations/interdependence/hyperbolic_tangent_kernel_interdependence.md
@@ -0,0 +1,3 @@
+# hyperbolic_tangent_kernel_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.hyperbolic_tangent_kernel_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/identity_interdependence.md b/docs/documentations/interdependence/identity_interdependence.md
new file mode 100644
index 00000000..e865eab0
--- /dev/null
+++ b/docs/documentations/interdependence/identity_interdependence.md
@@ -0,0 +1,3 @@
+# identity_interdependence
+
+::: tinybig.interdependence.basic_interdependence.identity_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/index.md b/docs/documentations/interdependence/index.md
new file mode 100644
index 00000000..bb59c061
--- /dev/null
+++ b/docs/documentations/interdependence/index.md
@@ -0,0 +1,85 @@
+# tinybig.interdependence
+
+::: tinybig.interdependence
+
+---------------------------------------
+## Organization of this Module
+
+### Interdependence Function
+* [interdependence](../module/interdependence.md) (defined in the tinybig.module directory)
+
+### Basic Interdependence Functions
+* [constant_interdependence](constant_interdependence.md)
+* [constant_c_interdependence](constant_c_interdependence.md)
+* [zero_interdependence](zero_interdependence.md)
+* [one_interdependence](one_interdependence.md)
+* [identity_interdependence](identity_interdependence.md)
+
+### Statistical Kernel based Interdependence Functions
+* [statistical_kernel_based_interdependence](statistical_kernel_based_interdependence.md)
+* [kl_divergence_interdependence](kl_divergence_interdependence.md)
+* [pearson_correlation_interdependence](pearson_correlation_interdependence.md)
+* [rv_coefficient_interdependence](rv_coefficient_interdependence.md)
+* [mutual_information_interdependence](mutual_information_interdependence.md)
+
+### Numerical Kernel based Interdependence Functions
+* [numerical_kernel_based_interdependence](numerical_kernel_based_interdependence.md)
+* [linear_kernel_interdependence](linear_kernel_interdependence.md)
+* [polynomial_kernel_interdependence](polynomial_kernel_interdependence.md)
+* [hyperbolic_tangent_kernel_interdependence](hyperbolic_tangent_kernel_interdependence.md)
+* [exponential_kernel_interdependence](exponential_kernel_interdependence.md)
+* [minkowski_distance_interdependence](minkowski_distance_interdependence.md)
+* [manhattan_distance_interdependence](manhattan_distance_interdependence.md)
+* [euclidean_distance_interdependence](euclidean_distance_interdependence.md)
+* [chebyshev_distance_interdependence](chebyshev_distance_interdependence.md)
+* [canberra_distance_interdependence](canberra_distance_interdependence.md)
+* [cosine_similarity_interdependence](cosine_similarity_interdependence.md)
+* [gaussian_rbf_kernel_interdependence](gaussian_rbf_kernel_interdependence.md)
+* [laplacian_kernel_interdependence](laplacian_kernel_interdependence.md)
+* [anisotropic_rbf_kernel_interdependence](anisotropic_rbf_kernel_interdependence.md)
+* [custom_hybrid_kernel_interdependence](custom_hybrid_kernel_interdependence.md)
+
+### Parameterized Interdependence Functions
+* [parameterized_interdependence](parameterized_interdependence.md)
+* [lowrank_parameterized_interdependence](lowrank_parameterized_interdependence.md)
+* [hm_parameterized_interdependence](hm_parameterized_interdependence.md)
+* [lphm_parameterized_interdependence](lphm_parameterized_interdependence.md)
+* [dual_lphm_parameterized_interdependence](dual_lphm_parameterized_interdependence.md)
+* [random_matrix_adaption_parameterized_interdependence](random_matrix_adaption_parameterized_interdependence.md)
+
+### Parameterized Bilinear Interdependence Functions
+* [parameterized_bilinear_interdependence](parameterized_bilinear_interdependence.md)
+* [lowrank_parameterized_bilinear_interdependence](lowrank_parameterized_bilinear_interdependence.md)
+* [hm_parameterized_bilinear_interdependence](hm_parameterized_bilinear_interdependence.md)
+* [lphm_parameterized_bilinear_interdependence](lphm_parameterized_bilinear_interdependence.md)
+* [dual_lphm_parameterized_bilinear_interdependence](dual_lphm_parameterized_bilinear_interdependence.md)
+* [random_matrix_adaption_parameterized_bilinear_interdependence](random_matrix_adaption_parameterized_bilinear_interdependence.md)
+
+### Topological Structural Interdependence Functions
+* [graph_interdependence](graph_interdependence.md)
+* [multihop_graph_interdependence](multihop_graph_interdependence.md)
+* [pagerank_multihop_graph_interdependence](pagerank_multihop_graph_interdependence.md)
+* [chain_interdependence](chain_interdependence.md)
+* [multihop_chain_interdependence](multihop_chain_interdependence.md)
+* [inverse_approx_multihop_chain_interdependence](inverse_approx_multihop_chain_interdependence.md)
+* [exponential_approx_multihop_chain_interdependence](exponential_approx_multihop_chain_interdependence.md)
+
+### Geometric Structural Interdependence Functions
+* [geometric_interdependence](geometric_interdependence.md)
+* [cuboid_patch_based_geometric_interdependence](cuboid_patch_based_geometric_interdependence.md)
+* [cuboid_patch_padding_based_geometric_interdependence](cuboid_patch_padding_based_geometric_interdependence.md)
+* [cuboid_patch_aggregation_based_geometric_interdependence](cuboid_patch_aggregation_based_geometric_interdependence.md)
+* [cylinder_patch_based_geometric_interdependence](cylinder_patch_based_geometric_interdependence.md)
+* [cylinder_patch_padding_based_geometric_interdependence](cylinder_patch_padding_based_geometric_interdependence.md)
+* [cylinder_patch_aggregation_based_geometric_interdependence](cylinder_patch_aggregation_based_geometric_interdependence.md)
+* [sphere_patch_based_geometric_interdependence](sphere_patch_based_geometric_interdependence.md)
+* [sphere_patch_padding_based_geometric_interdependence](sphere_patch_padding_based_geometric_interdependence.md)
+* [sphere_patch_aggregation_based_geometric_interdependence](sphere_patch_aggregation_based_geometric_interdependence.md)
+
+### Parameterized RPN based Interdependence Function
+* [parameterized_rpn_interdependence](parameterized_rpn_interdependence.md)
+
+### Hybrid Interdependence Function
+* [hybrid_interdependence](hybrid_interdependence.md)
+
+
diff --git a/docs/documentations/interdependence/inverse_approx_multihop_chain_interdependence.md b/docs/documentations/interdependence/inverse_approx_multihop_chain_interdependence.md
new file mode 100644
index 00000000..c44a5825
--- /dev/null
+++ b/docs/documentations/interdependence/inverse_approx_multihop_chain_interdependence.md
@@ -0,0 +1,3 @@
+# inverse_approx_multihop_chain_interdependence
+
+::: tinybig.interdependence.topological_interdependence.inverse_approx_multihop_chain_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/kl_divergence_interdependence.md b/docs/documentations/interdependence/kl_divergence_interdependence.md
new file mode 100644
index 00000000..cc1d718f
--- /dev/null
+++ b/docs/documentations/interdependence/kl_divergence_interdependence.md
@@ -0,0 +1,3 @@
+# kl_divergence_interdependence
+
+::: tinybig.interdependence.statistical_kernel_interdependence.kl_divergence_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/laplacian_kernel_interdependence.md b/docs/documentations/interdependence/laplacian_kernel_interdependence.md
new file mode 100644
index 00000000..95123392
--- /dev/null
+++ b/docs/documentations/interdependence/laplacian_kernel_interdependence.md
@@ -0,0 +1,3 @@
+# laplacian_kernel_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.laplacian_kernel_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/linear_kernel_interdependence.md b/docs/documentations/interdependence/linear_kernel_interdependence.md
new file mode 100644
index 00000000..fea723b5
--- /dev/null
+++ b/docs/documentations/interdependence/linear_kernel_interdependence.md
@@ -0,0 +1,3 @@
+# linear_kernel_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.linear_kernel_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/lowrank_parameterized_bilinear_interdependence.md b/docs/documentations/interdependence/lowrank_parameterized_bilinear_interdependence.md
new file mode 100644
index 00000000..5184a438
--- /dev/null
+++ b/docs/documentations/interdependence/lowrank_parameterized_bilinear_interdependence.md
@@ -0,0 +1,3 @@
+# lowrank_parameterized_bilinear_interdependence
+
+::: tinybig.interdependence.parameterized_bilinear_interdependence.lowrank_parameterized_bilinear_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/lowrank_parameterized_interdependence.md b/docs/documentations/interdependence/lowrank_parameterized_interdependence.md
new file mode 100644
index 00000000..67a35788
--- /dev/null
+++ b/docs/documentations/interdependence/lowrank_parameterized_interdependence.md
@@ -0,0 +1,3 @@
+# lowrank_parameterized_bilinear_interdependence
+
+::: tinybig.interdependence.parameterized_interdependence.lowrank_parameterized_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/lphm_parameterized_bilinear_interdependence.md b/docs/documentations/interdependence/lphm_parameterized_bilinear_interdependence.md
new file mode 100644
index 00000000..1866da91
--- /dev/null
+++ b/docs/documentations/interdependence/lphm_parameterized_bilinear_interdependence.md
@@ -0,0 +1,3 @@
+# lphm_parameterized_bilinear_interdependence
+
+::: tinybig.interdependence.parameterized_bilinear_interdependence.lphm_parameterized_bilinear_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/lphm_parameterized_interdependence.md b/docs/documentations/interdependence/lphm_parameterized_interdependence.md
new file mode 100644
index 00000000..864bd28e
--- /dev/null
+++ b/docs/documentations/interdependence/lphm_parameterized_interdependence.md
@@ -0,0 +1,3 @@
+# lphm_parameterized_interdependence
+
+::: tinybig.interdependence.parameterized_interdependence.lphm_parameterized_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/manhattan_distance_interdependence.md b/docs/documentations/interdependence/manhattan_distance_interdependence.md
new file mode 100644
index 00000000..2d5456fb
--- /dev/null
+++ b/docs/documentations/interdependence/manhattan_distance_interdependence.md
@@ -0,0 +1,3 @@
+# manhattan_distance_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.manhattan_distance_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/minkowski_distance_interdependence.md b/docs/documentations/interdependence/minkowski_distance_interdependence.md
new file mode 100644
index 00000000..3761a971
--- /dev/null
+++ b/docs/documentations/interdependence/minkowski_distance_interdependence.md
@@ -0,0 +1,3 @@
+# minkowski_distance_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.minkowski_distance_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/multihop_chain_interdependence.md b/docs/documentations/interdependence/multihop_chain_interdependence.md
new file mode 100644
index 00000000..dd30aa70
--- /dev/null
+++ b/docs/documentations/interdependence/multihop_chain_interdependence.md
@@ -0,0 +1,3 @@
+# multihop_chain_interdependence
+
+::: tinybig.interdependence.topological_interdependence.multihop_chain_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/multihop_graph_interdependence.md b/docs/documentations/interdependence/multihop_graph_interdependence.md
new file mode 100644
index 00000000..6c80cf7e
--- /dev/null
+++ b/docs/documentations/interdependence/multihop_graph_interdependence.md
@@ -0,0 +1,3 @@
+# multihop_graph_interdependence
+
+::: tinybig.interdependence.topological_interdependence.multihop_graph_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/mutual_information_interdependence.md b/docs/documentations/interdependence/mutual_information_interdependence.md
new file mode 100644
index 00000000..00935de1
--- /dev/null
+++ b/docs/documentations/interdependence/mutual_information_interdependence.md
@@ -0,0 +1,3 @@
+# mutual_information_interdependence
+
+::: tinybig.interdependence.statistical_kernel_interdependence.mutual_information_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/numerical_kernel_based_interdependence.md b/docs/documentations/interdependence/numerical_kernel_based_interdependence.md
new file mode 100644
index 00000000..26190ecd
--- /dev/null
+++ b/docs/documentations/interdependence/numerical_kernel_based_interdependence.md
@@ -0,0 +1,3 @@
+# numerical_kernel_based_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.numerical_kernel_based_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/one_interdependence.md b/docs/documentations/interdependence/one_interdependence.md
new file mode 100644
index 00000000..61550073
--- /dev/null
+++ b/docs/documentations/interdependence/one_interdependence.md
@@ -0,0 +1,3 @@
+# one_interdependence
+
+::: tinybig.interdependence.basic_interdependence.one_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/pagerank_multihop_graph_interdependence.md b/docs/documentations/interdependence/pagerank_multihop_graph_interdependence.md
new file mode 100644
index 00000000..4aff2e52
--- /dev/null
+++ b/docs/documentations/interdependence/pagerank_multihop_graph_interdependence.md
@@ -0,0 +1,3 @@
+# pagerank_multihop_graph_interdependence
+
+::: tinybig.interdependence.topological_interdependence.pagerank_multihop_graph_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/parameterized_bilinear_interdependence.md b/docs/documentations/interdependence/parameterized_bilinear_interdependence.md
new file mode 100644
index 00000000..05c1ebad
--- /dev/null
+++ b/docs/documentations/interdependence/parameterized_bilinear_interdependence.md
@@ -0,0 +1,3 @@
+# parameterized_bilinear_interdependence
+
+::: tinybig.interdependence.parameterized_bilinear_interdependence.parameterized_bilinear_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/parameterized_interdependence.md b/docs/documentations/interdependence/parameterized_interdependence.md
new file mode 100644
index 00000000..fca8e41e
--- /dev/null
+++ b/docs/documentations/interdependence/parameterized_interdependence.md
@@ -0,0 +1,3 @@
+# parameterized_interdependence
+
+::: tinybig.interdependence.parameterized_interdependence.parameterized_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/parameterized_rpn_interdependence.md b/docs/documentations/interdependence/parameterized_rpn_interdependence.md
new file mode 100644
index 00000000..3758e34e
--- /dev/null
+++ b/docs/documentations/interdependence/parameterized_rpn_interdependence.md
@@ -0,0 +1,3 @@
+# parameterized_rpn_interdependence
+
+::: tinybig.interdependence.parameterized_rpn_interdependence.parameterized_rpn_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/pearson_correlation_interdependence.md b/docs/documentations/interdependence/pearson_correlation_interdependence.md
new file mode 100644
index 00000000..fe657437
--- /dev/null
+++ b/docs/documentations/interdependence/pearson_correlation_interdependence.md
@@ -0,0 +1,3 @@
+# pearson_correlation_interdependence
+
+::: tinybig.interdependence.statistical_kernel_interdependence.pearson_correlation_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/polynomial_kernel_interdependence.md b/docs/documentations/interdependence/polynomial_kernel_interdependence.md
new file mode 100644
index 00000000..2488438e
--- /dev/null
+++ b/docs/documentations/interdependence/polynomial_kernel_interdependence.md
@@ -0,0 +1,3 @@
+# polynomial_kernel_interdependence
+
+::: tinybig.interdependence.numerical_kernel_interdependence.polynomial_kernel_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/random_matrix_adaption_parameterized_bilinear_interdependence.md b/docs/documentations/interdependence/random_matrix_adaption_parameterized_bilinear_interdependence.md
new file mode 100644
index 00000000..bd51cbec
--- /dev/null
+++ b/docs/documentations/interdependence/random_matrix_adaption_parameterized_bilinear_interdependence.md
@@ -0,0 +1,3 @@
+# random_matrix_adaption_parameterized_bilinear_interdependence
+
+::: tinybig.interdependence.parameterized_bilinear_interdependence.random_matrix_adaption_parameterized_bilinear_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/random_matrix_adaption_parameterized_interdependence.md b/docs/documentations/interdependence/random_matrix_adaption_parameterized_interdependence.md
new file mode 100644
index 00000000..1bb3bd67
--- /dev/null
+++ b/docs/documentations/interdependence/random_matrix_adaption_parameterized_interdependence.md
@@ -0,0 +1,3 @@
+# random_matrix_adaption_parameterized_interdependence
+
+::: tinybig.interdependence.parameterized_interdependence.random_matrix_adaption_parameterized_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/rv_coefficient_interdependence.md b/docs/documentations/interdependence/rv_coefficient_interdependence.md
new file mode 100644
index 00000000..68a3d487
--- /dev/null
+++ b/docs/documentations/interdependence/rv_coefficient_interdependence.md
@@ -0,0 +1,3 @@
+# rv_coefficient_interdependence
+
+::: tinybig.interdependence.statistical_kernel_interdependence.rv_coefficient_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/sphere_patch_aggregation_based_geometric_interdependence.md b/docs/documentations/interdependence/sphere_patch_aggregation_based_geometric_interdependence.md
new file mode 100644
index 00000000..b3591f8e
--- /dev/null
+++ b/docs/documentations/interdependence/sphere_patch_aggregation_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# sphere_patch_aggregation_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.sphere_patch_aggregation_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/sphere_patch_based_geometric_interdependence.md b/docs/documentations/interdependence/sphere_patch_based_geometric_interdependence.md
new file mode 100644
index 00000000..67b45c83
--- /dev/null
+++ b/docs/documentations/interdependence/sphere_patch_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# sphere_patch_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.sphere_patch_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/sphere_patch_padding_based_geometric_interdependence.md b/docs/documentations/interdependence/sphere_patch_padding_based_geometric_interdependence.md
new file mode 100644
index 00000000..fbb033e9
--- /dev/null
+++ b/docs/documentations/interdependence/sphere_patch_padding_based_geometric_interdependence.md
@@ -0,0 +1,3 @@
+# sphere_patch_padding_based_geometric_interdependence
+
+::: tinybig.interdependence.geometric_interdependence.sphere_patch_padding_based_geometric_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/statistical_kernel_based_interdependence.md b/docs/documentations/interdependence/statistical_kernel_based_interdependence.md
new file mode 100644
index 00000000..bcda0b13
--- /dev/null
+++ b/docs/documentations/interdependence/statistical_kernel_based_interdependence.md
@@ -0,0 +1,3 @@
+# statistical_kernel_based_interdependence
+
+::: tinybig.interdependence.statistical_kernel_interdependence.statistical_kernel_based_interdependence
\ No newline at end of file
diff --git a/docs/documentations/interdependence/zero_interdependence.md b/docs/documentations/interdependence/zero_interdependence.md
new file mode 100644
index 00000000..612ec773
--- /dev/null
+++ b/docs/documentations/interdependence/zero_interdependence.md
@@ -0,0 +1,3 @@
+# zero_interdependence
+
+::: tinybig.interdependence.basic_interdependence.zero_interdependence
\ No newline at end of file
diff --git a/docs/documentations/koala/algebra/find_close_factors.md b/docs/documentations/koala/algebra/find_close_factors.md
new file mode 100644
index 00000000..f7078d40
--- /dev/null
+++ b/docs/documentations/koala/algebra/find_close_factors.md
@@ -0,0 +1,3 @@
+# find_close_factors
+
+::: tinybig.koala.algebra.numbers.find_close_factors
\ No newline at end of file
diff --git a/docs/documentations/koala/algebra/index.md b/docs/documentations/koala/algebra/index.md
new file mode 100644
index 00000000..9d88b4f8
--- /dev/null
+++ b/docs/documentations/koala/algebra/index.md
@@ -0,0 +1,9 @@
+# tinybig.koala.algebra
+
+::: tinybig.koala.algebra
+
+---------------------------------------
+## Organization of this Module
+
+### Numbers
+* [find_close_factors.md](find_close_factors.md)
\ No newline at end of file
diff --git a/docs/documentations/koala/geometry/coordinate.md b/docs/documentations/koala/geometry/coordinate.md
new file mode 100644
index 00000000..152bc015
--- /dev/null
+++ b/docs/documentations/koala/geometry/coordinate.md
@@ -0,0 +1,3 @@
+# coordinate
+
+::: tinybig.koala.geometry.coordinate.coordinate
\ No newline at end of file
diff --git a/docs/documentations/koala/geometry/coordinate_2d.md b/docs/documentations/koala/geometry/coordinate_2d.md
new file mode 100644
index 00000000..93f21f5b
--- /dev/null
+++ b/docs/documentations/koala/geometry/coordinate_2d.md
@@ -0,0 +1,3 @@
+# coordinate_2d
+
+::: tinybig.koala.geometry.coordinate.coordinate_2d
\ No newline at end of file
diff --git a/docs/documentations/koala/geometry/coordinate_3d.md b/docs/documentations/koala/geometry/coordinate_3d.md
new file mode 100644
index 00000000..ba839165
--- /dev/null
+++ b/docs/documentations/koala/geometry/coordinate_3d.md
@@ -0,0 +1,3 @@
+# coordinate_3d
+
+::: tinybig.koala.geometry.coordinate.coordinate_3d
\ No newline at end of file
diff --git a/docs/documentations/koala/geometry/cuboid.md b/docs/documentations/koala/geometry/cuboid.md
new file mode 100644
index 00000000..3b95c0ff
--- /dev/null
+++ b/docs/documentations/koala/geometry/cuboid.md
@@ -0,0 +1,3 @@
+# cuboid
+
+::: tinybig.koala.geometry.cuboid.cuboid
\ No newline at end of file
diff --git a/docs/documentations/koala/geometry/cylinder.md b/docs/documentations/koala/geometry/cylinder.md
new file mode 100644
index 00000000..d7774de5
--- /dev/null
+++ b/docs/documentations/koala/geometry/cylinder.md
@@ -0,0 +1,3 @@
+# cylinder
+
+::: tinybig.koala.geometry.cylinder.cylinder
\ No newline at end of file
diff --git a/docs/documentations/koala/geometry/geometric_space.md b/docs/documentations/koala/geometry/geometric_space.md
new file mode 100644
index 00000000..83e11fb9
--- /dev/null
+++ b/docs/documentations/koala/geometry/geometric_space.md
@@ -0,0 +1,3 @@
+# geometric_space
+
+::: tinybig.koala.geometry.base_geometry.geometric_space
\ No newline at end of file
diff --git a/docs/documentations/koala/geometry/grid.md b/docs/documentations/koala/geometry/grid.md
new file mode 100644
index 00000000..de9dd1aa
--- /dev/null
+++ b/docs/documentations/koala/geometry/grid.md
@@ -0,0 +1,3 @@
+# grid
+
+::: tinybig.koala.geometry.grid.grid
\ No newline at end of file
diff --git a/docs/documentations/koala/geometry/index.md b/docs/documentations/koala/geometry/index.md
new file mode 100644
index 00000000..f508c82c
--- /dev/null
+++ b/docs/documentations/koala/geometry/index.md
@@ -0,0 +1,20 @@
+# tinybig.koala.geometry
+
+::: tinybig.koala.geometry
+
+---------------------------------------
+## Organization of this Module
+
+### Coordinates
+* [coordinate.md](coordinate.md)
+* [coordinate_3d.md](coordinate_3d.md)
+* [coordinate_2d.md](coordinate_2d.md)
+
+### Geometric Space
+* [geometric_space.md](geometric_space.md)
+* [grid.md](grid.md)
+
+### Geometric Shape
+* [cuboid.md](cuboid.md)
+* [cylinder.md](cylinder.md)
+* [sphere.md](sphere.md)
diff --git a/docs/documentations/koala/geometry/sphere.md b/docs/documentations/koala/geometry/sphere.md
new file mode 100644
index 00000000..0440dd3b
--- /dev/null
+++ b/docs/documentations/koala/geometry/sphere.md
@@ -0,0 +1,3 @@
+# sphere
+
+::: tinybig.koala.geometry.sphere.sphere
\ No newline at end of file
diff --git a/docs/documentations/koala/index.md b/docs/documentations/koala/index.md
new file mode 100644
index 00000000..77bd9c46
--- /dev/null
+++ b/docs/documentations/koala/index.md
@@ -0,0 +1,34 @@
+# tinybig.koala
+
+::: tinybig.koala
+
+---------------------------------------
+## Organization of this Module
+
+### Algebra
+* [algebra](algebra/index.md)
+
+### Linear Algebra
+* [linear_algebra](linear_algebra/index.md)
+
+### Statistics
+* [statistics](statistics/index.md)
+
+### Geometry
+* [geometry](geometry/index.md)
+
+### Topology
+* [topology](topology/index.md)
+
+### Manifold
+* [manifold](manifold/index.md)
+
+### Machine Learning
+* [machine_learning](machine_learning/index.md)
+
+### Signal Processing
+* [signal_processing](signal_processing/index.md)
+
+### Physics
+* [physics](physics/index.md)
+
diff --git a/docs/documentations/koala/linear_algebra/index.md b/docs/documentations/koala/linear_algebra/index.md
new file mode 100644
index 00000000..2c653418
--- /dev/null
+++ b/docs/documentations/koala/linear_algebra/index.md
@@ -0,0 +1,15 @@
+# tinybig.koala.linear_algebra
+
+::: tinybig.koala.linear_algebra
+
+---------------------------------------
+## Organization of this Module
+
+### Metric
+* [metric.md](metric.md)
+
+### Kernel
+* [kernel.md](kernel.md)
+
+### Matrix
+* [matrix.md](matrix.md)
diff --git a/docs/documentations/koala/linear_algebra/kernel.md b/docs/documentations/koala/linear_algebra/kernel.md
new file mode 100644
index 00000000..276ed89d
--- /dev/null
+++ b/docs/documentations/koala/linear_algebra/kernel.md
@@ -0,0 +1,65 @@
+# kernel
+
+::: tinybig.koala.linear_algebra.kernel.kernel
+
+::: tinybig.koala.linear_algebra.kernel.linear_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_linear_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_linear_kernel
+
+::: tinybig.koala.linear_algebra.kernel.polynomial_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_polynomial_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_polynomial_kernel
+
+::: tinybig.koala.linear_algebra.kernel.hyperbolic_tangent_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_hyperbolic_tangent_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_hyperbolic_tangent_kernel
+
+::: tinybig.koala.linear_algebra.kernel.cosine_similarity_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_cosine_similarity_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_cosine_similarity_kernel
+
+::: tinybig.koala.linear_algebra.kernel.minkowski_distance_kernel
+::: tinybig.koala.linear_algebra.kernel.minkowski_distance
+::: tinybig.koala.linear_algebra.kernel.instance_minkowski_distance
+::: tinybig.koala.linear_algebra.kernel.batch_minkowski_distance
+
+::: tinybig.koala.linear_algebra.kernel.manhattan_distance_kernel
+::: tinybig.koala.linear_algebra.kernel.manhattan_distance
+::: tinybig.koala.linear_algebra.kernel.instance_manhattan_distance
+::: tinybig.koala.linear_algebra.kernel.batch_manhattan_distance
+
+::: tinybig.koala.linear_algebra.kernel.euclidean_distance_kernel
+::: tinybig.koala.linear_algebra.kernel.euclidean_distance
+::: tinybig.koala.linear_algebra.kernel.instance_euclidean_distance
+::: tinybig.koala.linear_algebra.kernel.batch_euclidean_distance
+
+::: tinybig.koala.linear_algebra.kernel.chebyshev_distance_kernel
+::: tinybig.koala.linear_algebra.kernel.chebyshev_distance
+::: tinybig.koala.linear_algebra.kernel.instance_chebyshev_distance
+::: tinybig.koala.linear_algebra.kernel.batch_chebyshev_distance
+
+::: tinybig.koala.linear_algebra.kernel.canberra_distance_kernel
+::: tinybig.koala.linear_algebra.kernel.canberra_distance
+::: tinybig.koala.linear_algebra.kernel.instance_canberra_distance
+::: tinybig.koala.linear_algebra.kernel.batch_canberra_distance
+
+::: tinybig.koala.linear_algebra.kernel.exponential_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_exponential_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_exponential_kernel
+
+::: tinybig.koala.linear_algebra.kernel.gaussian_rbf_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_gaussian_rbf_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_gaussian_rbf_kernel
+
+::: tinybig.koala.linear_algebra.kernel.laplacian_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_laplacian_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_laplacian_kernel
+
+::: tinybig.koala.linear_algebra.kernel.anisotropic_rbf_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_anisotropic_rbf_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_anisotropic_rbf_kernel
+
+::: tinybig.koala.linear_algebra.kernel.custom_hybrid_kernel
+::: tinybig.koala.linear_algebra.kernel.instance_custom_hybrid_kernel
+::: tinybig.koala.linear_algebra.kernel.batch_custom_hybrid_kernel
+
diff --git a/docs/documentations/koala/linear_algebra/matrix.md b/docs/documentations/koala/linear_algebra/matrix.md
new file mode 100644
index 00000000..b1779939
--- /dev/null
+++ b/docs/documentations/koala/linear_algebra/matrix.md
@@ -0,0 +1,8 @@
+# matrix
+
+::: tinybig.koala.linear_algebra.matrix.matrix_power
+::: tinybig.koala.linear_algebra.matrix.accumulative_matrix_power
+::: tinybig.koala.linear_algebra.matrix.degree_based_normalize_matrix
+::: tinybig.koala.linear_algebra.matrix.operator_based_normalize_matrix
+::: tinybig.koala.linear_algebra.matrix.mean_std_based_normalize_matrix
+::: tinybig.koala.linear_algebra.matrix.sparse_mx_to_torch_sparse_tensor
diff --git a/docs/documentations/koala/linear_algebra/metric.md b/docs/documentations/koala/linear_algebra/metric.md
new file mode 100644
index 00000000..17c3dcc4
--- /dev/null
+++ b/docs/documentations/koala/linear_algebra/metric.md
@@ -0,0 +1,17 @@
+# metric
+
+::: tinybig.koala.linear_algebra.metric.metric
+::: tinybig.koala.linear_algebra.metric.norm
+::: tinybig.koala.linear_algebra.metric.batch_norm
+::: tinybig.koala.linear_algebra.metric.l1_norm
+::: tinybig.koala.linear_algebra.metric.batch_l1_norm
+::: tinybig.koala.linear_algebra.metric.l2_norm
+::: tinybig.koala.linear_algebra.metric.batch_l2_norm
+::: tinybig.koala.linear_algebra.metric.sum
+::: tinybig.koala.linear_algebra.metric.batch_sum
+::: tinybig.koala.linear_algebra.metric.prod
+::: tinybig.koala.linear_algebra.metric.batch_prod
+::: tinybig.koala.linear_algebra.metric.max
+::: tinybig.koala.linear_algebra.metric.batch_max
+::: tinybig.koala.linear_algebra.metric.min
+::: tinybig.koala.linear_algebra.metric.batch_min
diff --git a/docs/documentations/koala/machine_learning/feature_selection.md b/docs/documentations/koala/machine_learning/feature_selection.md
new file mode 100644
index 00000000..c5005a21
--- /dev/null
+++ b/docs/documentations/koala/machine_learning/feature_selection.md
@@ -0,0 +1,3 @@
+# feature_selection
+
+::: tinybig.koala.machine_learning.feature_selection.feature_selection.feature_selection
diff --git a/docs/documentations/koala/machine_learning/incremental_PCA.md b/docs/documentations/koala/machine_learning/incremental_PCA.md
new file mode 100644
index 00000000..e7e4a6ba
--- /dev/null
+++ b/docs/documentations/koala/machine_learning/incremental_PCA.md
@@ -0,0 +1,3 @@
+# incremental_PCA
+
+::: tinybig.koala.machine_learning.dimension_reduction.incremental_PCA.incremental_PCA
diff --git a/docs/documentations/koala/machine_learning/incremental_dimension_reduction.md b/docs/documentations/koala/machine_learning/incremental_dimension_reduction.md
new file mode 100644
index 00000000..0c242fe1
--- /dev/null
+++ b/docs/documentations/koala/machine_learning/incremental_dimension_reduction.md
@@ -0,0 +1,3 @@
+# incremental_dimension_reduction
+
+::: tinybig.koala.machine_learning.dimension_reduction.incremental_dimension_reduction.incremental_dimension_reduction
diff --git a/docs/documentations/koala/machine_learning/incremental_feature_clustering.md b/docs/documentations/koala/machine_learning/incremental_feature_clustering.md
new file mode 100644
index 00000000..576feb14
--- /dev/null
+++ b/docs/documentations/koala/machine_learning/incremental_feature_clustering.md
@@ -0,0 +1,3 @@
+# incremental_feature_clustering
+
+::: tinybig.koala.machine_learning.feature_selection.incremental_feature_clustering.incremental_feature_clustering
diff --git a/docs/documentations/koala/machine_learning/incremental_random_projection.md b/docs/documentations/koala/machine_learning/incremental_random_projection.md
new file mode 100644
index 00000000..23fac58d
--- /dev/null
+++ b/docs/documentations/koala/machine_learning/incremental_random_projection.md
@@ -0,0 +1,3 @@
+# incremental_random_projection
+
+::: tinybig.koala.machine_learning.dimension_reduction.incremental_random_projection.incremental_random_projection
diff --git a/docs/documentations/koala/machine_learning/incremental_variance_threshold.md b/docs/documentations/koala/machine_learning/incremental_variance_threshold.md
new file mode 100644
index 00000000..297b39a4
--- /dev/null
+++ b/docs/documentations/koala/machine_learning/incremental_variance_threshold.md
@@ -0,0 +1,3 @@
+# incremental_variance_threshold
+
+::: tinybig.koala.machine_learning.feature_selection.incremental_variance_threshold.incremental_variance_threshold
diff --git a/docs/documentations/koala/machine_learning/index.md b/docs/documentations/koala/machine_learning/index.md
new file mode 100644
index 00000000..06c53a1a
--- /dev/null
+++ b/docs/documentations/koala/machine_learning/index.md
@@ -0,0 +1,17 @@
+# tinybig.koala.machine_learning
+
+::: tinybig.koala.machine_learning
+
+---------------------------------------
+## Organization of this Module
+
+### Dimension Reduction
+* [incremental_dimension_reduction.md](incremental_dimension_reduction.md)
+* [incremental_PCA.md](incremental_PCA.md)
+* [incremental_random_projection.md](incremental_random_projection.md)
+
+### Feature Selection
+* [feature_selection.md](feature_selection.md)
+* [incremental_feature_clustering.md](incremental_feature_clustering.md)
+* [incremental_variance_threshold.md](incremental_variance_threshold.md)
+
diff --git a/docs/documentations/koala/manifold/index.md b/docs/documentations/koala/manifold/index.md
new file mode 100644
index 00000000..bad9afac
--- /dev/null
+++ b/docs/documentations/koala/manifold/index.md
@@ -0,0 +1,17 @@
+# tinybig.koala.manifold
+
+::: tinybig.koala.manifold
+
+---------------------------------------
+## Organization of this Module
+
+### Base Manifold
+* [manifold.md](manifold.md)
+
+### Manifolds
+* [isomap_manifold.md](isomap_manifold.md)
+* [tsne_manifold.md](tsne_manifold.md)
+* [spectral_embedding_manifold.md](spectral_embedding_manifold.md)
+* [mds_manifold.md](mds_manifold.md)
+* [lle_manifold.md](lle_manifold.md)
+
diff --git a/docs/documentations/koala/manifold/isomap_manifold.md b/docs/documentations/koala/manifold/isomap_manifold.md
new file mode 100644
index 00000000..e0d7a825
--- /dev/null
+++ b/docs/documentations/koala/manifold/isomap_manifold.md
@@ -0,0 +1,3 @@
+# isomap_manifold
+
+::: tinybig.koala.manifold.manifold.isomap_manifold
diff --git a/docs/documentations/koala/manifold/lle_manifold.md b/docs/documentations/koala/manifold/lle_manifold.md
new file mode 100644
index 00000000..dffceeb3
--- /dev/null
+++ b/docs/documentations/koala/manifold/lle_manifold.md
@@ -0,0 +1,3 @@
+# lle_manifold
+
+::: tinybig.koala.manifold.manifold.lle_manifold
diff --git a/docs/documentations/koala/manifold/manifold.md b/docs/documentations/koala/manifold/manifold.md
new file mode 100644
index 00000000..6cbf957d
--- /dev/null
+++ b/docs/documentations/koala/manifold/manifold.md
@@ -0,0 +1,3 @@
+# manifold
+
+::: tinybig.koala.manifold.manifold.manifold
diff --git a/docs/documentations/koala/manifold/mds_manifold.md b/docs/documentations/koala/manifold/mds_manifold.md
new file mode 100644
index 00000000..a3711ac9
--- /dev/null
+++ b/docs/documentations/koala/manifold/mds_manifold.md
@@ -0,0 +1,3 @@
+# mds_manifold
+
+::: tinybig.koala.manifold.manifold.mds_manifold
diff --git a/docs/documentations/koala/manifold/spectral_embedding_manifold.md b/docs/documentations/koala/manifold/spectral_embedding_manifold.md
new file mode 100644
index 00000000..0ac38af1
--- /dev/null
+++ b/docs/documentations/koala/manifold/spectral_embedding_manifold.md
@@ -0,0 +1,3 @@
+# spectral_embedding_manifold
+
+::: tinybig.koala.manifold.manifold.spectral_embedding_manifold
diff --git a/docs/documentations/koala/manifold/tsne_manifold.md b/docs/documentations/koala/manifold/tsne_manifold.md
new file mode 100644
index 00000000..b04f64f1
--- /dev/null
+++ b/docs/documentations/koala/manifold/tsne_manifold.md
@@ -0,0 +1,3 @@
+# tsne_manifold
+
+::: tinybig.koala.manifold.manifold.tsne_manifold
diff --git a/docs/documentations/koala/physics/index.md b/docs/documentations/koala/physics/index.md
new file mode 100644
index 00000000..be453777
--- /dev/null
+++ b/docs/documentations/koala/physics/index.md
@@ -0,0 +1,9 @@
+# tinybig.koala.physics
+
+::: tinybig.koala.physics
+
+---------------------------------------
+## Organization of this Module
+
+
+
diff --git a/docs/documentations/koala/signal_processing/beta_wavelet.md b/docs/documentations/koala/signal_processing/beta_wavelet.md
new file mode 100644
index 00000000..7442337a
--- /dev/null
+++ b/docs/documentations/koala/signal_processing/beta_wavelet.md
@@ -0,0 +1,3 @@
+# beta_wavelet
+
+::: tinybig.koala.signal_processing.wavelet.beta_wavelet
diff --git a/docs/documentations/koala/signal_processing/discrete_wavelet.md b/docs/documentations/koala/signal_processing/discrete_wavelet.md
new file mode 100644
index 00000000..3c497019
--- /dev/null
+++ b/docs/documentations/koala/signal_processing/discrete_wavelet.md
@@ -0,0 +1,3 @@
+# discrete_wavelet
+
+::: tinybig.koala.signal_processing.wavelet.discrete_wavelet
diff --git a/docs/documentations/koala/signal_processing/dog_wavelet.md b/docs/documentations/koala/signal_processing/dog_wavelet.md
new file mode 100644
index 00000000..448a80d6
--- /dev/null
+++ b/docs/documentations/koala/signal_processing/dog_wavelet.md
@@ -0,0 +1,3 @@
+# dog_wavelet
+
+::: tinybig.koala.signal_processing.wavelet.dog_wavelet
diff --git a/docs/documentations/koala/signal_processing/harr_wavelet.md b/docs/documentations/koala/signal_processing/harr_wavelet.md
new file mode 100644
index 00000000..18c0f242
--- /dev/null
+++ b/docs/documentations/koala/signal_processing/harr_wavelet.md
@@ -0,0 +1,3 @@
+# harr_wavelet
+
+::: tinybig.koala.signal_processing.wavelet.harr_wavelet
diff --git a/docs/documentations/koala/signal_processing/index.md b/docs/documentations/koala/signal_processing/index.md
new file mode 100644
index 00000000..5e982bf7
--- /dev/null
+++ b/docs/documentations/koala/signal_processing/index.md
@@ -0,0 +1,17 @@
+# tinybig.koala.manifold
+
+::: tinybig.koala.manifold
+
+---------------------------------------
+## Organization of this Module
+
+### Wavelets
+* [discrete_wavelet.md](discrete_wavelet.md)
+* [harr_wavelet.md](harr_wavelet.md)
+* [beta_wavelet.md](beta_wavelet.md)
+* [dog_wavelet.md](dog_wavelet.md)
+* [meyer_wavelet.md](meyer_wavelet.md)
+* [ricker_wavelet.md](ricker_wavelet.md)
+* [shannon_wavelet.md](shannon_wavelet.md)
+
+
diff --git a/docs/documentations/koala/signal_processing/meyer_wavelet.md b/docs/documentations/koala/signal_processing/meyer_wavelet.md
new file mode 100644
index 00000000..e5677e7b
--- /dev/null
+++ b/docs/documentations/koala/signal_processing/meyer_wavelet.md
@@ -0,0 +1,3 @@
+# meyer_wavelet
+
+::: tinybig.koala.signal_processing.wavelet.meyer_wavelet
diff --git a/docs/documentations/koala/signal_processing/ricker_wavelet.md b/docs/documentations/koala/signal_processing/ricker_wavelet.md
new file mode 100644
index 00000000..3e472b43
--- /dev/null
+++ b/docs/documentations/koala/signal_processing/ricker_wavelet.md
@@ -0,0 +1,3 @@
+# ricker_wavelet
+
+::: tinybig.koala.signal_processing.wavelet.ricker_wavelet
diff --git a/docs/documentations/koala/signal_processing/shannon_wavelet.md b/docs/documentations/koala/signal_processing/shannon_wavelet.md
new file mode 100644
index 00000000..141becf8
--- /dev/null
+++ b/docs/documentations/koala/signal_processing/shannon_wavelet.md
@@ -0,0 +1,3 @@
+# shannon_wavelet
+
+::: tinybig.koala.signal_processing.wavelet.shannon_wavelet
diff --git a/docs/documentations/koala/statistics/index.md b/docs/documentations/koala/statistics/index.md
new file mode 100644
index 00000000..e65b2803
--- /dev/null
+++ b/docs/documentations/koala/statistics/index.md
@@ -0,0 +1,13 @@
+# tinybig.koala.statistics
+
+::: tinybig.koala.statistics
+
+---------------------------------------
+## Organization of this Module
+
+### Metric
+* [metric.md](metric.md)
+
+### Kernel
+* [kernel.md](kernel.md)
+
diff --git a/docs/documentations/koala/statistics/kernel.md b/docs/documentations/koala/statistics/kernel.md
new file mode 100644
index 00000000..a79522e2
--- /dev/null
+++ b/docs/documentations/koala/statistics/kernel.md
@@ -0,0 +1,14 @@
+# kernel
+
+::: tinybig.koala.statistics.kernel.kernel
+::: tinybig.koala.statistics.kernel.kl_divergence_kernel
+::: tinybig.koala.statistics.kernel.batch_kl_divergence_kernel
+::: tinybig.koala.statistics.kernel.pearson_correlation_kernel
+::: tinybig.koala.statistics.kernel.batch_pearson_correlation_kernel
+::: tinybig.koala.statistics.kernel.rv_coefficient_kernel
+::: tinybig.koala.statistics.kernel.batch_rv_coefficient_kernel
+::: tinybig.koala.statistics.kernel.mutual_information_kernel
+::: tinybig.koala.statistics.kernel.batch_mutual_information_kernel
+::: tinybig.koala.statistics.kernel.custom_hybrid_kernel
+::: tinybig.koala.statistics.kernel.batch_custom_hybrid_kernel
+
diff --git a/docs/documentations/koala/statistics/metric.md b/docs/documentations/koala/statistics/metric.md
new file mode 100644
index 00000000..055ad6d3
--- /dev/null
+++ b/docs/documentations/koala/statistics/metric.md
@@ -0,0 +1,23 @@
+# metric
+
+::: tinybig.koala.statistics.metric.metric
+::: tinybig.koala.statistics.metric.mean
+::: tinybig.koala.statistics.metric.batch_mean
+::: tinybig.koala.statistics.metric.geometric_mean
+::: tinybig.koala.statistics.metric.batch_geometric_mean
+::: tinybig.koala.statistics.metric.harmonic_mean
+::: tinybig.koala.statistics.metric.batch_harmonic_mean
+::: tinybig.koala.statistics.metric.weighted_mean
+::: tinybig.koala.statistics.metric.batch_weighted_mean
+::: tinybig.koala.statistics.metric.median
+::: tinybig.koala.statistics.metric.batch_median
+::: tinybig.koala.statistics.metric.mode
+::: tinybig.koala.statistics.metric.batch_mode
+::: tinybig.koala.statistics.metric.std
+::: tinybig.koala.statistics.metric.batch_std
+::: tinybig.koala.statistics.metric.entropy
+::: tinybig.koala.statistics.metric.batch_entropy
+::: tinybig.koala.statistics.metric.variance
+::: tinybig.koala.statistics.metric.batch_variance
+::: tinybig.koala.statistics.metric.skewness
+::: tinybig.koala.statistics.metric.batch_skewness
\ No newline at end of file
diff --git a/docs/documentations/koala/topology/base_topology.md b/docs/documentations/koala/topology/base_topology.md
new file mode 100644
index 00000000..f9974857
--- /dev/null
+++ b/docs/documentations/koala/topology/base_topology.md
@@ -0,0 +1,3 @@
+# base_topology
+
+::: tinybig.koala.topology.base_topology.base_topology
\ No newline at end of file
diff --git a/docs/documentations/koala/topology/chain.md b/docs/documentations/koala/topology/chain.md
new file mode 100644
index 00000000..4a4f121c
--- /dev/null
+++ b/docs/documentations/koala/topology/chain.md
@@ -0,0 +1,3 @@
+# chain
+
+::: tinybig.koala.topology.chain.chain
\ No newline at end of file
diff --git a/docs/documentations/koala/topology/graph.md b/docs/documentations/koala/topology/graph.md
new file mode 100644
index 00000000..7f7da415
--- /dev/null
+++ b/docs/documentations/koala/topology/graph.md
@@ -0,0 +1,3 @@
+# graph
+
+::: tinybig.koala.topology.graph.graph
\ No newline at end of file
diff --git a/docs/documentations/koala/topology/index.md b/docs/documentations/koala/topology/index.md
new file mode 100644
index 00000000..44141260
--- /dev/null
+++ b/docs/documentations/koala/topology/index.md
@@ -0,0 +1,15 @@
+# tinybig.koala.topology
+
+::: tinybig.koala.topology
+
+---------------------------------------
+## Organization of this Module
+
+### Topology
+* [base_topology.md](base_topology.md)
+
+### Chain
+* [chain.md](chain.md)
+
+### Graph
+* [graph.md](graph.md)
diff --git a/docs/documentations/layer/bilinear_interdependence_layer.md b/docs/documentations/layer/bilinear_interdependence_layer.md
new file mode 100644
index 00000000..001b317b
--- /dev/null
+++ b/docs/documentations/layer/bilinear_interdependence_layer.md
@@ -0,0 +1,3 @@
+# bilinear_interdependence_layer
+
+::: tinybig.layer.bilinear_layers.bilinear_interdependence_layer
\ No newline at end of file
diff --git a/docs/documentations/layer/chain_interdependence_layer.md b/docs/documentations/layer/chain_interdependence_layer.md
new file mode 100644
index 00000000..c8154c91
--- /dev/null
+++ b/docs/documentations/layer/chain_interdependence_layer.md
@@ -0,0 +1,3 @@
+# chain_interdependence_layer
+
+::: tinybig.layer.chain_based_layers.chain_interdependence_layer
\ No newline at end of file
diff --git a/docs/documentations/layer/graph_bilinear_interdependence_layer.md b/docs/documentations/layer/graph_bilinear_interdependence_layer.md
new file mode 100644
index 00000000..59e0bf74
--- /dev/null
+++ b/docs/documentations/layer/graph_bilinear_interdependence_layer.md
@@ -0,0 +1,3 @@
+# graph_bilinear_interdependence_layer
+
+::: tinybig.layer.graph_based_layers.graph_bilinear_interdependence_layer
\ No newline at end of file
diff --git a/docs/documentations/layer/graph_interdependence_layer.md b/docs/documentations/layer/graph_interdependence_layer.md
new file mode 100644
index 00000000..c6596677
--- /dev/null
+++ b/docs/documentations/layer/graph_interdependence_layer.md
@@ -0,0 +1,3 @@
+# graph_interdependence_layer
+
+::: tinybig.layer.graph_based_layers.graph_interdependence_layer
\ No newline at end of file
diff --git a/docs/documentations/layer/grid_compression_layer.md b/docs/documentations/layer/grid_compression_layer.md
new file mode 100644
index 00000000..3a79222b
--- /dev/null
+++ b/docs/documentations/layer/grid_compression_layer.md
@@ -0,0 +1,3 @@
+# grid_compression_layer
+
+::: tinybig.layer.grid_based_layers.grid_compression_layer
\ No newline at end of file
diff --git a/docs/documentations/layer/grid_interdependence_layer.md b/docs/documentations/layer/grid_interdependence_layer.md
new file mode 100644
index 00000000..a451e222
--- /dev/null
+++ b/docs/documentations/layer/grid_interdependence_layer.md
@@ -0,0 +1,3 @@
+# grid_interdependence_layer
+
+::: tinybig.layer.grid_based_layers.grid_interdependence_layer
\ No newline at end of file
diff --git a/docs/documentations/layer/index.md b/docs/documentations/layer/index.md
new file mode 100644
index 00000000..d37531dc
--- /dev/null
+++ b/docs/documentations/layer/index.md
@@ -0,0 +1,27 @@
+# tinybig.layer
+
+::: tinybig.layer
+
+---------------------------------------
+## Organization of this Module
+
+### RPN Layer
+* [rpn_layer](../module/rpn_layer.md) (defined in the tinybig.module directory)
+
+### Basic Layers
+* [perceptron_layer.md](perceptron_layer.md)
+
+### Grid based Layers
+* [grid_interdependence_layer.md](grid_interdependence_layer.md)
+* [grid_compression_layer.md](grid_compression_layer.md)
+
+### Chain based Layers
+* [chain_interdependence_layer.md](chain_interdependence_layer.md)
+
+### Graph based Layers
+* [graph_interdependence_layer.md](graph_interdependence_layer.md)
+* [graph_bilinear_interdependence_layer.md](graph_bilinear_interdependence_layer.md)
+
+### Bilinear Layers
+* [bilinear_interdependence_layer.md](bilinear_interdependence_layer.md)
+
diff --git a/docs/documentations/layer/perceptron_layer.md b/docs/documentations/layer/perceptron_layer.md
new file mode 100644
index 00000000..47a288c0
--- /dev/null
+++ b/docs/documentations/layer/perceptron_layer.md
@@ -0,0 +1,3 @@
+# perceptron_layer
+
+::: tinybig.layer.basic_layers.perceptron_layer
\ No newline at end of file
diff --git a/docs/documentations/loss/index.md b/docs/documentations/loss/index.md
new file mode 100644
index 00000000..fa35a295
--- /dev/null
+++ b/docs/documentations/loss/index.md
@@ -0,0 +1,9 @@
+# tinybig.loss
+
+::: tinybig.loss
+
+---------------------------------------
+## Organization of this Module
+
+### RPN Loss
+
diff --git a/docs/documentations/model/cnn.md b/docs/documentations/model/cnn.md
new file mode 100644
index 00000000..3bb5b634
--- /dev/null
+++ b/docs/documentations/model/cnn.md
@@ -0,0 +1,3 @@
+# cnn
+
+::: tinybig.model.rpn_cnn.cnn
\ No newline at end of file
diff --git a/docs/documentations/model/gat.md b/docs/documentations/model/gat.md
new file mode 100644
index 00000000..ff7392b4
--- /dev/null
+++ b/docs/documentations/model/gat.md
@@ -0,0 +1,3 @@
+# gat
+
+::: tinybig.model.rpn_gat.gat
\ No newline at end of file
diff --git a/docs/documentations/model/gcn.md b/docs/documentations/model/gcn.md
new file mode 100644
index 00000000..d1463101
--- /dev/null
+++ b/docs/documentations/model/gcn.md
@@ -0,0 +1,3 @@
+# gcn
+
+::: tinybig.model.rpn_gcn.gcn
\ No newline at end of file
diff --git a/docs/documentations/model/index.md b/docs/documentations/model/index.md
index 66f2dd42..6c10edc1 100644
--- a/docs/documentations/model/index.md
+++ b/docs/documentations/model/index.md
@@ -5,5 +5,27 @@
 ---------------------------------------
 ## Organization of this Module
 
-* [model](model.md)
+# RPN Base Model
+* [model](../module/model.md) (defined in the tinybig.module directory)
 * [rpn](rpn.md)
+
+# Basic Machine Learning Models
+* [mlp](mlp.md)
+* [kan](kan.md)
+* [pgm](pgm.md)
+* [naive_bayes](naive_bayes.md)
+* [svm](svm.md)
+
+# RPN based Vision Models
+* [cnn](cnn.md)
+
+# RPN based Sequential Models
+* [rnn](rnn.md)
+* [regression_rnn](regression_rnn.md)
+
+# RPN based Graph Models
+* [gcn](gcn.md)
+* [gat](gat.md)
+
+# RPN based Transformer
+* [transformer](transformer.md)
diff --git a/docs/documentations/model/kan.md b/docs/documentations/model/kan.md
new file mode 100644
index 00000000..afe80778
--- /dev/null
+++ b/docs/documentations/model/kan.md
@@ -0,0 +1,3 @@
+# mlp
+
+::: tinybig.model.rpn_kan.kan
\ No newline at end of file
diff --git a/docs/documentations/model/mlp.md b/docs/documentations/model/mlp.md
new file mode 100644
index 00000000..9bc7c84c
--- /dev/null
+++ b/docs/documentations/model/mlp.md
@@ -0,0 +1,3 @@
+# mlp
+
+::: tinybig.model.rpn_mlp.mlp
\ No newline at end of file
diff --git a/docs/documentations/model/model.md b/docs/documentations/model/model.md
deleted file mode 100644
index 1b440665..00000000
--- a/docs/documentations/model/model.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# model
-
-::: tinybig.model.rpn.rpn
\ No newline at end of file
diff --git a/docs/documentations/model/naive_bayes.md b/docs/documentations/model/naive_bayes.md
new file mode 100644
index 00000000..fcf31582
--- /dev/null
+++ b/docs/documentations/model/naive_bayes.md
@@ -0,0 +1,3 @@
+# naive_bayes
+
+::: tinybig.model.rpn_naive_bayes.naive_bayes
\ No newline at end of file
diff --git a/docs/documentations/model/pgm.md b/docs/documentations/model/pgm.md
new file mode 100644
index 00000000..8c18aedc
--- /dev/null
+++ b/docs/documentations/model/pgm.md
@@ -0,0 +1,3 @@
+# pgm
+
+::: tinybig.model.rpn_pgm.pgm
\ No newline at end of file
diff --git a/docs/documentations/model/regression_rnn.md b/docs/documentations/model/regression_rnn.md
new file mode 100644
index 00000000..31a38fc7
--- /dev/null
+++ b/docs/documentations/model/regression_rnn.md
@@ -0,0 +1,3 @@
+# regression_rnn
+
+::: tinybig.model.rpn_regression_rnn.regression_rnn
\ No newline at end of file
diff --git a/docs/documentations/model/rnn.md b/docs/documentations/model/rnn.md
new file mode 100644
index 00000000..2ae50692
--- /dev/null
+++ b/docs/documentations/model/rnn.md
@@ -0,0 +1,3 @@
+# rnn
+
+::: tinybig.model.rpn_rnn.rnn
\ No newline at end of file
diff --git a/docs/documentations/model/svm.md b/docs/documentations/model/svm.md
new file mode 100644
index 00000000..6a79110a
--- /dev/null
+++ b/docs/documentations/model/svm.md
@@ -0,0 +1,3 @@
+# svm
+
+::: tinybig.model.rpn_svm.svm
\ No newline at end of file
diff --git a/docs/documentations/model/transformer.md b/docs/documentations/model/transformer.md
new file mode 100644
index 00000000..b83d8d9d
--- /dev/null
+++ b/docs/documentations/model/transformer.md
@@ -0,0 +1,3 @@
+# transformer
+
+::: tinybig.model.rpn_transformer.transformer
\ No newline at end of file
diff --git a/docs/documentations/module/function.md b/docs/documentations/module/function.md
new file mode 100644
index 00000000..a89bd0d7
--- /dev/null
+++ b/docs/documentations/module/function.md
@@ -0,0 +1,3 @@
+# function
+
+::: tinybig.module.base_function.function
\ No newline at end of file
diff --git a/docs/documentations/module/fusion.md b/docs/documentations/module/fusion.md
new file mode 100644
index 00000000..4e2b3bab
--- /dev/null
+++ b/docs/documentations/module/fusion.md
@@ -0,0 +1,3 @@
+# fusion
+
+::: tinybig.module.base_fusion.fusion
\ No newline at end of file
diff --git a/docs/documentations/module/index.md b/docs/documentations/module/index.md
index 9e87fc7d..f7cf6686 100644
--- a/docs/documentations/module/index.md
+++ b/docs/documentations/module/index.md
@@ -6,8 +6,12 @@
 
 ## Organization of this Module
 
+* [model](model.md)
+* [rpn_layer](rpn_layer.md)
+* [rpn_head](rpn_head.md)
+* [function](function.md)
 * [transformation](transformation.md)
 * [fabrication](fabrication.md)
 * [remainder](remainder.md)
-* [rpn_head](rpn_head.md)
-* [rpn_layer](rpn_layer.md)
+* [interdependence](interdependence.md)
+* [fusion](fusion.md)
diff --git a/docs/documentations/module/interdependence.md b/docs/documentations/module/interdependence.md
new file mode 100644
index 00000000..215a68a1
--- /dev/null
+++ b/docs/documentations/module/interdependence.md
@@ -0,0 +1,3 @@
+# interdependence
+
+::: tinybig.module.base_interdependence.interdependence
\ No newline at end of file
diff --git a/docs/documentations/module/model.md b/docs/documentations/module/model.md
new file mode 100644
index 00000000..9f7f9cea
--- /dev/null
+++ b/docs/documentations/module/model.md
@@ -0,0 +1,3 @@
+# model
+
+::: tinybig.module.base_model.model
\ No newline at end of file
diff --git a/docs/documentations/optimizer/index.md b/docs/documentations/optimizer/index.md
new file mode 100644
index 00000000..ed2b419f
--- /dev/null
+++ b/docs/documentations/optimizer/index.md
@@ -0,0 +1,7 @@
+# tinybig.optimizer
+
+::: tinybig.optimizer
+
+---------------------------------------
+
+## Organization of this Module
diff --git a/docs/documentations/output/output.md b/docs/documentations/output/output.md
index 0bfd6971..d02e6f4e 100644
--- a/docs/documentations/output/output.md
+++ b/docs/documentations/output/output.md
@@ -1,2 +1,3 @@
 # output
+
 ::: tinybig.output.base_output.output
\ No newline at end of file
diff --git a/docs/documentations/reconciliation/duplicated_diagonal_padding_reconciliation.md b/docs/documentations/reconciliation/duplicated_diagonal_padding_reconciliation.md
new file mode 100644
index 00000000..caf83ad2
--- /dev/null
+++ b/docs/documentations/reconciliation/duplicated_diagonal_padding_reconciliation.md
@@ -0,0 +1,3 @@
+# duplicated_diagonal_padding_reconciliation
+
+::: tinybig.reconciliation.basic_reconciliation.duplicated_diagonal_padding_reconciliation
\ No newline at end of file
diff --git a/docs/documentations/reconciliation/index.md b/docs/documentations/reconciliation/index.md
index b3efed87..aed42ea0 100644
--- a/docs/documentations/reconciliation/index.md
+++ b/docs/documentations/reconciliation/index.md
@@ -17,6 +17,7 @@
 * [identity_reconciliation](identity_reconciliation.md)
 * [masking_reconciliation](masking_reconciliation.md)
 * [duplicated_padding_reconciliation](duplicated_padding_reconciliation.md)
+* [duplicated_diagonal_padding_reconciliation](duplicated_diagonal_padding_reconciliation.md)
 
 ### Low-Rank Reconciliation
 * [lorr_reconciliation](lorr_reconciliation.md)
@@ -24,5 +25,10 @@
 * [lphm_reconciliation](lphm_reconciliation.md)
 * [dual_lphm_reconciliation](dual_lphm_reconciliation.md)
 
-### Hypernet Expansions
+### Hypernet Reconciliation
 * [hypernet_reconciliation](hypernet_reconciliation.md)
+
+### Random Matrix Reconciliation
+* [random_matrix_adaption_reconciliation](random_matrix_adaption_reconciliation.md)
+* [random_matrix_hypernet_reconciliation](random_matrix_hypernet_reconciliation.md)
+
diff --git a/docs/documentations/reconciliation/random_matrix_adaption_reconciliation.md b/docs/documentations/reconciliation/random_matrix_adaption_reconciliation.md
new file mode 100644
index 00000000..0eacbd24
--- /dev/null
+++ b/docs/documentations/reconciliation/random_matrix_adaption_reconciliation.md
@@ -0,0 +1,3 @@
+# random_matrix_adaption_reconciliation
+
+::: tinybig.reconciliation.random_matrix_reconciliation.random_matrix_adaption_reconciliation
\ No newline at end of file
diff --git a/docs/documentations/reconciliation/random_matrix_hypernet_reconciliation.md b/docs/documentations/reconciliation/random_matrix_hypernet_reconciliation.md
new file mode 100644
index 00000000..20bb1679
--- /dev/null
+++ b/docs/documentations/reconciliation/random_matrix_hypernet_reconciliation.md
@@ -0,0 +1,3 @@
+# random_matrix_hypernet_reconciliation
+
+::: tinybig.reconciliation.random_matrix_reconciliation.random_matrix_hypernet_reconciliation
\ No newline at end of file
diff --git a/docs/documentations/remainder/index.md b/docs/documentations/remainder/index.md
index ea4b7fda..19118d9d 100644
--- a/docs/documentations/remainder/index.md
+++ b/docs/documentations/remainder/index.md
@@ -12,4 +12,3 @@
 * [identity_remainder](identity_remainder.md)
 * [linear_remainder](linear_remainder.md)
 
-### Expansion Remainder
diff --git a/docs/documentations/tinybig/index.md b/docs/documentations/tinybig/index.md
index 5acf6a9b..cb113c0a 100644
--- a/docs/documentations/tinybig/index.md
+++ b/docs/documentations/tinybig/index.md
@@ -6,14 +6,30 @@
 
 ## Organization of this Library
 
+* [tinybig.application](../application/index.md)
+* [tinybig.model](../model/index.md)
 * [tinybig.module](../module/index.md)
+* [tinybig.layer](../layer/index.md)
+* [tinybig.head](../head/index.md)
+* [tinybig.config](../config/index.md)
+
 * [tinybig.expansion](../expansion/index.md)
+* [tinybig.compression](../compression/index.md)
+* [tinybig.transformation](../transformation/index.md)
 * [tinybig.reconciliation](../reconciliation/index.md)
 * [tinybig.remainder](../remainder/index.md)
-* [tinybig.model](../model/index.md)
-* [tinybig.config](../config/index.md)
-* [tinybig.learner](../learner/index.md)
+* [tinybig.interdependence](../interdependence/index.md)
+* [tinybig.fusion](../fusion/index.md)
+
+* [tinybig.koala](../koala/index.md)
+
 * [tinybig.data](../data/index.md)
 * [tinybig.output](../output/index.md)
+* [tinybig.loss](../loss/index.md)
 * [tinybig.metric](../metric/index.md)
-* [tinybig.util](../util/index.md)
\ No newline at end of file
+* [tinybig.optimizer](../optimizer/index.md)
+* [tinybig.learner](../learner/index.md)
+
+* [tinybig.visual](../visual/index.md)
+* [tinybig.util](../util/index.md)
+
diff --git a/docs/documentations/transformation/index.md b/docs/documentations/transformation/index.md
new file mode 100644
index 00000000..d46d9b50
--- /dev/null
+++ b/docs/documentations/transformation/index.md
@@ -0,0 +1,8 @@
+# tinybig.transformation
+
+::: tinybig.transformation
+
+---------------------------------------
+## Organization of this Module
+
+
diff --git a/docs/documentations/util/async_clear_tensor_memory.md b/docs/documentations/util/async_clear_tensor_memory.md
new file mode 100644
index 00000000..ea2fa5c4
--- /dev/null
+++ b/docs/documentations/util/async_clear_tensor_memory.md
@@ -0,0 +1,3 @@
+# async_clear_tensor_memory
+
+::: tinybig.util.utility.async_clear_tensor_memory
\ No newline at end of file
diff --git a/docs/documentations/util/check_directory_exists.md b/docs/documentations/util/check_directory_exists.md
new file mode 100644
index 00000000..c2d921f7
--- /dev/null
+++ b/docs/documentations/util/check_directory_exists.md
@@ -0,0 +1,3 @@
+# check_directory_exists
+
+::: tinybig.util.utility.check_directory_exists
\ No newline at end of file
diff --git a/docs/documentations/util/check_file_existence.md b/docs/documentations/util/check_file_existence.md
new file mode 100644
index 00000000..9821f27c
--- /dev/null
+++ b/docs/documentations/util/check_file_existence.md
@@ -0,0 +1,3 @@
+# check_file_existence
+
+::: tinybig.util.utility.check_file_existence
\ No newline at end of file
diff --git a/docs/documentations/util/download_file_from_github.md b/docs/documentations/util/download_file_from_github.md
new file mode 100644
index 00000000..7daf9b4c
--- /dev/null
+++ b/docs/documentations/util/download_file_from_github.md
@@ -0,0 +1,3 @@
+# download_file_from_github
+
+::: tinybig.util.utility.download_file_from_github
\ No newline at end of file
diff --git a/docs/documentations/util/find_class_in_package.md b/docs/documentations/util/find_class_in_package.md
new file mode 100644
index 00000000..5d3191dc
--- /dev/null
+++ b/docs/documentations/util/find_class_in_package.md
@@ -0,0 +1,3 @@
+# find_class_in_package
+
+::: tinybig.util.utility.find_class_in_package
\ No newline at end of file
diff --git a/docs/documentations/util/index.md b/docs/documentations/util/index.md
index a51fd7c1..9ef47391 100644
--- a/docs/documentations/util/index.md
+++ b/docs/documentations/util/index.md
@@ -9,4 +9,13 @@
 * [set_random_seed](set_random_seed.md)
 
 ### Utility Functions for Data and Result Directory Creation
-* [create_directory_if_not_exists](create_directory_if_not_exists.md)
\ No newline at end of file
+* [check_file_existence](check_file_existence.md)
+* [check_directory_exists](check_directory_exists.md)
+* [create_directory_if_not_exists](create_directory_if_not_exists.md)
+* [download_file_from_github](download_file_from_github.md)
+* [unzip_file](unzip_file.md)
+
+### Other Utility Functions
+* [find_class_in_package](find_class_in_package.md)
+* [parameter_scheduler](parameter_scheduler.md)
+* [async_clear_tensor_memory](async_clear_tensor_memory.md)
diff --git a/docs/documentations/util/parameter_scheduler.md b/docs/documentations/util/parameter_scheduler.md
new file mode 100644
index 00000000..871653d6
--- /dev/null
+++ b/docs/documentations/util/parameter_scheduler.md
@@ -0,0 +1,3 @@
+# parameter_scheduler
+
+::: tinybig.util.utility.parameter_scheduler
\ No newline at end of file
diff --git a/docs/documentations/util/unzip_file.md b/docs/documentations/util/unzip_file.md
new file mode 100644
index 00000000..b99d1e6f
--- /dev/null
+++ b/docs/documentations/util/unzip_file.md
@@ -0,0 +1,3 @@
+# unzip_file
+
+::: tinybig.util.utility.unzip_file
\ No newline at end of file
diff --git a/docs/documentations/visual/index.md b/docs/documentations/visual/index.md
new file mode 100644
index 00000000..67bb29e2
--- /dev/null
+++ b/docs/documentations/visual/index.md
@@ -0,0 +1,8 @@
+# tinybig.visual
+
+::: tinybig.visual
+
+---------------------------------------
+## Organization of this Module
+
+
diff --git a/mkdocs.yml b/mkdocs.yml
index 82574dca..7e7a35e3 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -160,13 +160,59 @@ nav:
     - documentations/index.md
     - tinybig:
       - documentations/tinybig/index.md
+    - tinybig.model:
+      - documentations/model/index.md
+      - documentations/model/rpn.md
+      - documentations/model/mlp.md
+      - documentations/model/kan.md
+      - documentations/model/naive_bayes.md
+      - documentations/model/svm.md
+      - documentations/model/cnn.md
+      - documentations/model/rnn.md
+      - documentations/model/regression_rnn.md
+      - documentations/model/gcn.md
+      - documentations/model/gat.md
+      - documentations/model/transformer.md
     - tinybig.module:
       - documentations/module/index.md
+      - documentations/module/model.md
+      - documentations/module/rpn_layer.md
+      - documentations/module/rpn_head.md
+      - documentations/module/function.md
       - documentations/module/transformation.md
       - documentations/module/fabrication.md
       - documentations/module/remainder.md
-      - documentations/module/rpn_head.md
-      - documentations/module/rpn_layer.md
+      - documentations/module/interdependence.md
+      - documentations/module/fusion.md
+    - tinybig.layer:
+      - documentations/layer/index.md
+      - documentations/layer/perceptron_layer.md
+      - documentations/layer/grid_interdependence_layer.md
+      - documentations/layer/grid_compression_layer.md
+      - documentations/layer/chain_interdependence_layer.md
+      - documentations/layer/graph_interdependence_layer.md
+      - documentations/layer/graph_bilinear_interdependence_layer.md
+      - documentations/layer/bilinear_interdependence_layer.md
+    - tinybig.head:
+      - documentations/head/index.md
+      - documentations/head/perceptron_head.md
+      - documentations/head/svm_head.md
+      - documentations/head/kan_head.md
+      - documentations/head/pgm_head.md
+      - documentations/head/naive_bayes_head.md
+      - documentations/head/grid_interdependence_head.md
+      - documentations/head/grid_compression_head.md
+      - documentations/head/chain_interdependence_head.md
+      - documentations/head/graph_interdependence_head.md
+      - documentations/head/bilinear_interdependence_head.md
+    - tinybig.config:
+        - documentations/config/index.md
+        - documentations/config/config.md
+        - documentations/config/model_configs.md
+        - documentations/config/layer_configs.md
+        - documentations/config/head_configs.md
+        - documentations/config/function_configs.md
+        - documentations/config/function_list_configs.md
     - tinybig.expansion:
       - documentations/expansion/index.md
       - documentations/expansion/identity_expansion.md
@@ -177,6 +223,20 @@ nav:
       - documentations/expansion/bspline_expansion.md
       - documentations/expansion/chebyshev_expansion.md
       - documentations/expansion/jacobi_expansion.md
+      - documentations/expansion/hermite_expansion.md
+      - documentations/expansion/laguerre_expansion.md
+      - documentations/expansion/legendre_expansion.md
+      - documentations/expansion/gegenbauer_expansion.md
+      - documentations/expansion/bessel_expansion.md
+      - documentations/expansion/reverse_bessel_expansion.md
+      - documentations/expansion/fibonacci_expansion.md
+      - documentations/expansion/lucas_expansion.md
+      - documentations/expansion/meyer_wavelet_expansion.md
+      - documentations/expansion/ricker_wavelet_expansion.md
+      - documentations/expansion/shannon_wavelet_expansion.md
+      - documentations/expansion/beta_wavelet_expansion.md
+      - documentations/expansion/harr_wavelet_expansion.md
+      - documentations/expansion/dog_wavelet_expansion.md
       - documentations/expansion/hyperbolic_expansion.md
       - documentations/expansion/arc_hyperbolic_expansion.md
       - documentations/expansion/trigonometric_expansion.md
@@ -193,6 +253,44 @@ nav:
       - documentations/expansion/combinatorial_normal_expansion.md
       - documentations/expansion/nested_expansion.md
       - documentations/expansion/extended_expansion.md
+    - tinybig.compression:
+      - documentations/compression/index.md
+      - documentations/compression/identity_compression.md
+      - documentations/compression/reciprocal_compression.md
+      - documentations/compression/linear_compression.md
+      - documentations/compression/metric_compression.md
+      - documentations/compression/max_compression.md
+      - documentations/compression/min_compression.md
+      - documentations/compression/sum_compression.md
+      - documentations/compression/prod_compression.md
+      - documentations/compression/mean_compression.md
+      - documentations/compression/median_compression.md
+      - documentations/compression/feature_selection_compression.md
+      - documentations/compression/incremental_feature_clustering_based_compression.md
+      - documentations/compression/incremental_variance_threshold_based_compression.md
+      - documentations/compression/dimension_reduction_compression.md
+      - documentations/compression/incremental_PCA_based_compression.md
+      - documentations/compression/incremental_random_projection_based_compression.md
+      - documentations/compression/manifold_compression.md
+      - documentations/compression/isomap_manifold_compression.md
+      - documentations/compression/lle_manifold_compression.md
+      - documentations/compression/mds_manifold_compression.md
+      - documentations/compression/spectral_embedding_manifold_compression.md
+      - documentations/compression/tsne_manifold_compression.md
+      - documentations/compression/naive_probabilistic_compression.md
+      - documentations/compression/naive_uniform_probabilistic_compression.md
+      - documentations/compression/naive_normal_probabilistic_compression.md
+      - documentations/compression/naive_cauchy_probabilistic_compression.md
+      - documentations/compression/naive_chi2_probabilistic_compression.md
+      - documentations/compression/naive_exponential_probabilistic_compression.md
+      - documentations/compression/naive_gamma_probabilistic_compression.md
+      - documentations/compression/naive_laplace_probabilistic_compression.md
+      - documentations/compression/combinatorial_compression.md
+      - documentations/compression/combinatorial_probabilistic_compression.md
+      - documentations/compression/nested_compression.md
+      - documentations/compression/extended_compression.md
+    - tinybig.transformation:
+      - documentations/transformation/index.md
     - tinybig.reconciliation:
       - documentations/reconciliation/index.md
       - documentations/reconciliation/constant_reconciliation.md
@@ -202,11 +300,14 @@ nav:
       - documentations/reconciliation/identity_reconciliation.md
       - documentations/reconciliation/masking_reconciliation.md
       - documentations/reconciliation/duplicated_padding_reconciliation.md
+      - documentations/reconciliation/duplicated_diagonal_padding_reconciliation.md
       - documentations/reconciliation/lorr_reconciliation.md
       - documentations/reconciliation/hm_reconciliation.md
       - documentations/reconciliation/lphm_reconciliation.md
       - documentations/reconciliation/dual_lphm_reconciliation.md
       - documentations/reconciliation/hypernet_reconciliation.md
+      - documentations/reconciliation/random_matrix_adaption_reconciliation.md
+      - documentations/reconciliation/random_matrix_hypernet_reconciliation.md
     - tinybig.remainder:
       - documentations/remainder/index.md
       - documentations/remainder/constant_remainder.md
@@ -214,19 +315,140 @@ nav:
       - documentations/remainder/one_remainder.md
       - documentations/remainder/identity_remainder.md
       - documentations/remainder/linear_remainder.md
-    - tinybig.model:
-      - documentations/model/index.md
-      - documentations/model/model.md
-      - documentations/model/rpn.md
-    - tinybig.config:
-      - documentations/config/index.md
-      - documentations/config/config.md
-      - documentations/config/rpn_config.md
-    - tinybig.learner:
-      - documentations/learner/index.md
-      - documentations/learner/learner.md
-      - documentations/learner/backward_learner.md
-      - documentations/learner/forward_learner.md
+    - tinybig.interdependence:
+      - documentations/interdependence/index.md
+      - documentations/interdependence/constant_interdependence.md
+      - documentations/interdependence/constant_c_interdependence.md
+      - documentations/interdependence/zero_interdependence.md
+      - documentations/interdependence/one_interdependence.md
+      - documentations/interdependence/identity_interdependence.md
+      - documentations/interdependence/statistical_kernel_based_interdependence.md
+      - documentations/interdependence/kl_divergence_interdependence.md
+      - documentations/interdependence/pearson_correlation_interdependence.md
+      - documentations/interdependence/rv_coefficient_interdependence.md
+      - documentations/interdependence/mutual_information_interdependence.md
+      - documentations/interdependence/numerical_kernel_based_interdependence.md
+      - documentations/interdependence/linear_kernel_interdependence.md
+      - documentations/interdependence/polynomial_kernel_interdependence.md
+      - documentations/interdependence/hyperbolic_tangent_kernel_interdependence.md
+      - documentations/interdependence/exponential_kernel_interdependence.md
+      - documentations/interdependence/minkowski_distance_interdependence.md
+      - documentations/interdependence/manhattan_distance_interdependence.md
+      - documentations/interdependence/euclidean_distance_interdependence.md
+      - documentations/interdependence/chebyshev_distance_interdependence.md
+      - documentations/interdependence/canberra_distance_interdependence.md
+      - documentations/interdependence/cosine_similarity_interdependence.md
+      - documentations/interdependence/gaussian_rbf_kernel_interdependence.md
+      - documentations/interdependence/laplacian_kernel_interdependence.md
+      - documentations/interdependence/anisotropic_rbf_kernel_interdependence.md
+      - documentations/interdependence/custom_hybrid_kernel_interdependence.md
+      - documentations/interdependence/parameterized_interdependence.md
+      - documentations/interdependence/lowrank_parameterized_interdependence.md
+      - documentations/interdependence/hm_parameterized_interdependence.md
+      - documentations/interdependence/lphm_parameterized_interdependence.md
+      - documentations/interdependence/dual_lphm_parameterized_interdependence.md
+      - documentations/interdependence/random_matrix_adaption_parameterized_interdependence.md
+      - documentations/interdependence/parameterized_bilinear_interdependence.md
+      - documentations/interdependence/lowrank_parameterized_bilinear_interdependence.md
+      - documentations/interdependence/hm_parameterized_bilinear_interdependence.md
+      - documentations/interdependence/lphm_parameterized_bilinear_interdependence.md
+      - documentations/interdependence/dual_lphm_parameterized_bilinear_interdependence.md
+      - documentations/interdependence/random_matrix_adaption_parameterized_bilinear_interdependence.md
+      - documentations/interdependence/graph_interdependence.md
+      - documentations/interdependence/multihop_graph_interdependence.md
+      - documentations/interdependence/pagerank_multihop_graph_interdependence.md
+      - documentations/interdependence/chain_interdependence.md
+      - documentations/interdependence/multihop_chain_interdependence.md
+      - documentations/interdependence/inverse_approx_multihop_chain_interdependence.md
+      - documentations/interdependence/exponential_approx_multihop_chain_interdependence.md
+      - documentations/interdependence/geometric_interdependence.md
+      - documentations/interdependence/cuboid_patch_based_geometric_interdependence.md
+      - documentations/interdependence/cuboid_patch_padding_based_geometric_interdependence.md
+      - documentations/interdependence/cuboid_patch_aggregation_based_geometric_interdependence.md
+      - documentations/interdependence/cylinder_patch_based_geometric_interdependence.md
+      - documentations/interdependence/cylinder_patch_padding_based_geometric_interdependence.md
+      - documentations/interdependence/cylinder_patch_aggregation_based_geometric_interdependence.md
+      - documentations/interdependence/sphere_patch_based_geometric_interdependence.md
+      - documentations/interdependence/sphere_patch_padding_based_geometric_interdependence.md
+      - documentations/interdependence/sphere_patch_aggregation_based_geometric_interdependence.md
+      - documentations/interdependence/parameterized_rpn_interdependence.md
+      - documentations/interdependence/hybrid_interdependence.md
+    - tinybig.fusion:
+      - documentations/fusion/index.md
+      - documentations/fusion/weighted_summation_fusion.md
+      - documentations/fusion/summation_fusion.md
+      - documentations/fusion/average_fusion.md
+      - documentations/fusion/parameterized_weighted_summation_fusion.md
+      - documentations/fusion/metric_fusion.md
+      - documentations/fusion/mean_fusion.md
+      - documentations/fusion/prod_fusion.md
+      - documentations/fusion/max_fusion.md
+      - documentations/fusion/min_fusion.md
+      - documentations/fusion/median_fusion.md
+      - documentations/fusion/sum_fusion.md
+      - documentations/fusion/concatenation_fusion.md
+      - documentations/fusion/parameterized_concatenation_fusion.md
+      - documentations/fusion/lowrank_parameterized_concatenation_fusion.md
+      - documentations/fusion/hm_parameterized_concatenation_fusion.md
+      - documentations/fusion/lphm_parameterized_concatenation_fusion.md
+      - documentations/fusion/dual_lphm_parameterized_concatenation_fusion.md
+      - documentations/fusion/random_matrix_adaption_parameterized_concatenation_fusion.md
+    - tinybig.koala:
+      - documentations/koala/index.md
+      - tinybig.koala.algebra:
+        - documentations/koala/algebra/index.md
+        - documentations/koala/algebra/find_close_factors.md
+      - tinybig.koala.linear_algebra:
+        - documentations/koala/linear_algebra/index.md
+        - documentations/koala/linear_algebra/metric.md
+        - documentations/koala/linear_algebra/kernel.md
+        - documentations/koala/linear_algebra/matrix.md
+      - tinybig.koala.statistics:
+        - documentations/koala/statistics/index.md
+        - documentations/koala/statistics/metric.md
+        - documentations/koala/statistics/kernel.md
+      - tinybig.koala.geometry:
+        - documentations/koala/geometry/index.md
+        - documentations/koala/geometry/coordinate.md
+        - documentations/koala/geometry/coordinate_3d.md
+        - documentations/koala/geometry/coordinate_2d.md
+        - documentations/koala/geometry/geometric_space.md
+        - documentations/koala/geometry/grid.md
+        - documentations/koala/geometry/cuboid.md
+        - documentations/koala/geometry/cylinder.md
+        - documentations/koala/geometry/sphere.md
+      - tinybig.koala.topology:
+        - documentations/koala/topology/index.md
+        - documentations/koala/topology/base_topology.md
+        - documentations/koala/topology/chain.md
+        - documentations/koala/topology/graph.md
+      - tinybig.koala.manifold:
+        - documentations/koala/manifold/index.md
+        - documentations/koala/manifold/manifold.md
+        - documentations/koala/manifold/isomap_manifold.md
+        - documentations/koala/manifold/tsne_manifold.md
+        - documentations/koala/manifold/spectral_embedding_manifold.md
+        - documentations/koala/manifold/mds_manifold.md
+        - documentations/koala/manifold/lle_manifold.md
+      - tinybig.koala.machine_learning:
+        - documentations/koala/machine_learning/index.md
+        - documentations/koala/machine_learning/incremental_dimension_reduction.md
+        - documentations/koala/machine_learning/incremental_PCA.md
+        - documentations/koala/machine_learning/incremental_random_projection.md
+        - documentations/koala/machine_learning/feature_selection.md
+        - documentations/koala/machine_learning/incremental_feature_clustering.md
+        - documentations/koala/machine_learning/incremental_variance_threshold.md
+      - tinybig.koala.signal_processing:
+        - documentations/koala/signal_processing/index.md
+        - documentations/koala/signal_processing/discrete_wavelet.md
+        - documentations/koala/signal_processing/harr_wavelet.md
+        - documentations/koala/signal_processing/beta_wavelet.md
+        - documentations/koala/signal_processing/dog_wavelet.md
+        - documentations/koala/signal_processing/meyer_wavelet.md
+        - documentations/koala/signal_processing/ricker_wavelet.md
+        - documentations/koala/signal_processing/shannon_wavelet.md
+      - tinybig.koala.physics:
+        - documentations/koala/physics/index.md
     - tinybig.data:
       - documentations/data/index.md
       - documentations/data/dataset.md
@@ -243,6 +465,15 @@ nav:
       - documentations/data/imdb.md
       - documentations/data/sst2.md
       - documentations/data/agnews.md
+      - documentations/data/graph_dataloader.md
+      - documentations/data/cora.md
+      - documentations/data/citeseer.md
+      - documentations/data/pubmed.md
+      - documentations/data/time_series_dataloader.md
+      - documentations/data/stock.md
+      - documentations/data/etf.md
+      - documentations/data/traffic_la.md
+      - documentations/data/traffic_bay.md
       - documentations/data/tabular_dataloader.md
       - documentations/data/iris.md
       - documentations/data/diabetes.md
@@ -251,16 +482,44 @@ nav:
       - documentations/output/index.md
       - documentations/output/output.md
       - documentations/output/rpn_output.md
+    - tinybig.loss:
+      - documentations/loss/index.md
     - tinybig.metric:
       - documentations/metric/index.md
       - documentations/metric/metric.md
       - documentations/metric/accuracy.md
       - documentations/metric/f1.md
       - documentations/metric/mse.md
+    - tinybig.optimizer:
+      - documentations/optimizer/index.md
+    - tinybig.learner:
+      - documentations/learner/index.md
+      - documentations/learner/learner.md
+      - documentations/learner/backward_learner.md
+      - documentations/learner/forward_learner.md
+    - tinybig.visual:
+      - documentations/visual/index.md
     - tinybig.util:
       - documentations/util/index.md
       - documentations/util/set_random_seed.md
+      - documentations/util/check_file_existence.md
+      - documentations/util/check_directory_exists.md
       - documentations/util/create_directory_if_not_exists.md
+      - documentations/util/download_file_from_github.md
+      - documentations/util/unzip_file.md
+      - documentations/util/find_class_in_package.md
+      - documentations/util/parameter_scheduler.md
+      - documentations/util/async_clear_tensor_memory.md
+    - tinybig.application:
+      - documentations/application/index.md
+      - documentations/application/bat.md
+      - documentations/application/cat.md
+      - documentations/application/cheetah.md
+      - documentations/application/chimpanzee.md
+      - documentations/application/crow.md
+      - documentations/application/eagle.md
+      - documentations/application/elephant.md
+      - documentations/application/parrot.md
   - Tutorials:
       - tutorials/index.md
       - Beginner's Tutorials:
@@ -273,7 +532,7 @@ nav:
 #        - RPN Model: tutorials/beginner/model/rpn_model.md
 #        - Wide RPN: tutorials/beginner/model/wide_rpn.md
 #        - Deep RPN: tutorials/beginner/model/deep_rpn.md
-#        - RPN Configurations: tutorials/beginner/model/rpn_config.md
+#        - RPN Configurations: tutorials/beginner/model/model_configs.md
 #        - Continuous Data: tutorials/beginner/data/function_data.md
 #        - Image Data: tutorials/beginner/data/image_data.md
 #        - Text Data: tutorials/beginner/data/text_data.md
diff --git a/tests/unit_tests/koala/signal_processing/test_wavelet.py b/tests/unit_tests/koala/signal_processing/test_wavelet.py
index 59614cf2..6c5ba632 100644
--- a/tests/unit_tests/koala/signal_processing/test_wavelet.py
+++ b/tests/unit_tests/koala/signal_processing/test_wavelet.py
@@ -3,12 +3,12 @@
 # Affiliation: IFM Lab, UC Davis
 
 ###########################################
-# Test Wavelet in koala.fourier #
+# Test Wavelet in koala.signal_processing #
 ###########################################
 
 import pytest
 import torch
-from tinybig.koala.fourier.wavelet import harr_wavelet, beta_wavelet, shannon_wavelet, ricker_wavelet, dog_wavelet, meyer_wavelet, discrete_wavelet
+from tinybig.koala.signal_processing.wavelet import harr_wavelet, beta_wavelet, shannon_wavelet, ricker_wavelet, dog_wavelet, meyer_wavelet, discrete_wavelet
 
 
 # Utility function to generate random data
diff --git a/tests/unit_tests/koala/statistics/test_metric.py b/tests/unit_tests/koala/statistics/test_metric.py
index fe5e8849..b616e17d 100644
--- a/tests/unit_tests/koala/statistics/test_metric.py
+++ b/tests/unit_tests/koala/statistics/test_metric.py
@@ -11,7 +11,7 @@
 
 import pytest
 import torch
-from tinybig.koala.statistics.metrics import metric
+from tinybig.koala.statistics.metric import metric
 
 @pytest.fixture
 def tensor_1d():
diff --git a/tinybig/__init__.py b/tinybig/__init__.py
index 3b197634..4f2c4bb7 100644
--- a/tinybig/__init__.py
+++ b/tinybig/__init__.py
@@ -102,22 +102,24 @@
 
 __version__ = '0.1.1'
 
-from . import module, head, layer, config, model
+from . import module, head, layer, config, model, application
 from . import expansion, compression, transformation, reconciliation, remainder, interdependence, fusion
 from . import koala
 from . import data, output
-from . import loss, metric, learner
+from . import loss, metric, learner, optimizer
 from . import visual
 from . import util
 
 __all__ = [
-    #---- modules ----
+    # ---- models and applications ----
+    'application',
     'model',
+    # ---- modules ----
     'module',
     'config',
     'head',
     'layer',
-    #---- functions ----
+    # ---- component functions ----
     'expansion',
     'compression',
     'transformation',
@@ -125,16 +127,17 @@
     'remainder',
     'interdependence',
     'fusion',
-    #---- other libraries ----
+    # ---- other libraries ----
     'koala',
-    #---- input and output ----
+    # ---- input and output ----
     'data',
     'output',
-    #---- learning ----
+    # ---- learning ----
     'loss',
     'metric',
     'learner',
-    #---- visualization and utility ----
+    'optimizer',
+    # ---- visualization and utility ----
     'visual',
     'util'
 ]
diff --git a/tinybig/compression/__init__.py b/tinybig/compression/__init__.py
index 9698653f..3d3f77cc 100644
--- a/tinybig/compression/__init__.py
+++ b/tinybig/compression/__init__.py
@@ -77,3 +77,10 @@
     naive_normal_probabilistic_compression,
     naive_exponential_probabilistic_compression,
 )
+
+from tinybig.compression.extended_compression import (
+    extended_compression,
+)
+from tinybig.compression.nested_compression import (
+    nested_compression,
+)
diff --git a/tinybig/compression/basic_compression.py b/tinybig/compression/basic_compression.py
index 8c041be8..6eac20a2 100644
--- a/tinybig/compression/basic_compression.py
+++ b/tinybig/compression/basic_compression.py
@@ -10,15 +10,15 @@
 
 
 class identity_compression(identity_expansion):
-    def __init__(self, name='identity_compression', **kwargs):
-        super().__init__(name=name, **kwargs)
+    def __init__(self, name='identity_compression', *args, **kwargs):
+        super().__init__(name=name, *args, **kwargs)
 
 
 class reciprocal_compression(reciprocal_expansion):
-    def __init__(self, name='reciprocal_compression', **kwargs):
-        super().__init__(name=name, **kwargs)
+    def __init__(self, name='reciprocal_compression', *args, **kwargs):
+        super().__init__(name=name, *args, **kwargs)
 
 
 class linear_compression(linear_expansion):
-    def __init__(self, name='linear_compression', **kwargs):
-        super().__init__(name=name, **kwargs)
+    def __init__(self, name='linear_compression', *args, **kwargs):
+        super().__init__(name=name, *args, **kwargs)
diff --git a/tinybig/compression/extended_compression.py b/tinybig/compression/extended_compression.py
new file mode 100644
index 00000000..d06885fd
--- /dev/null
+++ b/tinybig/compression/extended_compression.py
@@ -0,0 +1,14 @@
+# Copyright (c) 2024-Present
+# Author: Jiawei Zhang <jiawei@ifmlab.org>
+# Affiliation: IFM Lab, UC Davis
+
+#########################
+# Extended Compressions #
+#########################
+
+from tinybig.expansion import extended_expansion
+
+
+class extended_compression(extended_expansion):
+    def __init__(self, name='extended_compression', *args, **kwargs):
+        super().__init__(name=name, *args, **kwargs)
diff --git a/tinybig/compression/nested_compression.py b/tinybig/compression/nested_compression.py
new file mode 100644
index 00000000..7c3d3713
--- /dev/null
+++ b/tinybig/compression/nested_compression.py
@@ -0,0 +1,14 @@
+# Copyright (c) 2024-Present
+# Author: Jiawei Zhang <jiawei@ifmlab.org>
+# Affiliation: IFM Lab, UC Davis
+
+#######################
+# Nested Compressions #
+#######################
+
+from tinybig.expansion import nested_expansion
+
+
+class nested_compression(nested_expansion):
+    def __init__(self, name='nested_compression', *args, **kwargs):
+        super().__init__(name=name, *args, **kwargs)
diff --git a/tinybig/config/__init__.py b/tinybig/config/__init__.py
index 8a1ece71..d2b32773 100644
--- a/tinybig/config/__init__.py
+++ b/tinybig/config/__init__.py
@@ -110,7 +110,7 @@
     perceptron_layer_configs,
 )
 
-from tinybig.config.model_config import (
-    model_config,
+from tinybig.config.model_configs import (
+    model_configs,
     mlp_model_config,
 )
diff --git a/tinybig/config/head_configs.py b/tinybig/config/head_configs.py
index 2d94a7b0..42dea3bc 100644
--- a/tinybig/config/head_configs.py
+++ b/tinybig/config/head_configs.py
@@ -97,55 +97,3 @@ def to_instantiation(self):
             parameter_name='head_parameters'
         )
 
-
-class perceptron_head_configs(head_configs):
-    def __init__(
-        self,
-        m: int, n: int,
-        name: str = 'perceptron_head_configs',
-        enable_bias: bool = False,
-        device='cpu',
-        # optional parameters
-        with_taylor: bool = False,
-        d: int = 2,
-        with_lorr: bool = False,
-        r: int = 3,
-        with_residual: bool = False,
-        *args, **kwargs
-    ):
-        if with_taylor:
-            data_transformation_configs = taylor_expansion_configs(
-                d=d,
-                device=device
-            )
-        else:
-            data_transformation_configs = identity_expansion_configs(device=device)
-
-        if with_lorr:
-            parameter_fabrication_configs = lorr_reconciliation_configs(
-                r=r,
-                enable_bias=enable_bias,
-                device=device
-            )
-        else:
-            parameter_fabrication_configs = identity_reconciliation_configs(
-                    enable_bias=enable_bias,
-                    device=device
-            )
-
-        if with_residual:
-            remainder_configs = linear_remainder_configs(device=device)
-        else:
-            remainder_configs = zero_remainder_configs(device=device)
-
-        parameters = {
-            'name': name,
-            'm': m,
-            'n': n,
-            'device': device,
-
-            'data_transformation_configs': data_transformation_configs,
-            'parameter_fabrication_configs': parameter_fabrication_configs,
-            'remainder_configs': remainder_configs,
-        }
-        super().__init__(class_name='tinybig.module.rpn_head', parameters=parameters, device=device, *args, **kwargs)
diff --git a/tinybig/config/layer_configs.py b/tinybig/config/layer_configs.py
index 677f7410..3389f498 100644
--- a/tinybig/config/layer_configs.py
+++ b/tinybig/config/layer_configs.py
@@ -7,7 +7,6 @@
 #####################
 
 from tinybig.config.base_config import config
-from tinybig.config.head_configs import perceptron_head_configs
 
 
 class layer_configs(config):
@@ -79,33 +78,3 @@ def process_width_alloc_head_configs(self):
         self.configs['width'] = width
         self.configs['width_alloc'] = width_alloc
         self.configs['head_configs'] = head_configs
-
-
-class perceptron_layer_configs(layer_configs):
-    def __init__(
-        self,
-        m: int, n: int,
-        name: str = 'perceptron_head_configs',
-        enable_bias: bool = False,
-        device: str = 'cpu',
-        # optional parameters
-        with_taylor: bool = False,
-        d: int = 2,
-        with_lorr: bool = False,
-        r: int = 3,
-        with_residual: bool = False,
-        *args, **kwargs
-    ):
-        head_configs = [
-            perceptron_head_configs(
-                m=m, n=n,
-                enable_bias=enable_bias,
-                device=device,
-                with_taylor=with_taylor,
-                with_lorr=with_lorr,
-                with_residual=with_residual,
-                d=d, r=r,
-                *args, **kwargs
-            ).get_configs()
-        ]
-        super().__init__(name=name, head_configs=head_configs, device=device, *args, **kwargs)
diff --git a/tinybig/config/model_config.py b/tinybig/config/model_configs.py
similarity index 74%
rename from tinybig/config/model_config.py
rename to tinybig/config/model_configs.py
index 717e7eef..dd5260ba 100644
--- a/tinybig/config/model_config.py
+++ b/tinybig/config/model_configs.py
@@ -2,9 +2,9 @@
 # Author: Jiawei Zhang <jiawei@ifmlab.org>
 # Affiliation: IFM Lab, UC Davis
 
-###############
-# RPN Configs #
-###############
+#####################
+# RPN Model Configs #
+#####################
 
 """
 The RPN model config class.
@@ -15,10 +15,9 @@
 """
 
 from tinybig.config.base_config import config
-from tinybig.config.layer_configs import perceptron_layer_configs
 
 
-class model_config(config):
+class model_configs(config):
     """
     The configuration class of RPN model.
 
@@ -117,42 +116,3 @@ def process_depth_alloc_layer_configs(self):
         self.configs['model_parameters']['depth'] = depth
         self.configs['model_parameters']['depth_alloc'] = depth_alloc
         self.configs['model_parameters']['layer_configs'] = layer_configs
-
-
-class mlp_model_config(model_config):
-    def __init__(
-        self,
-        dims: list[int] | tuple[int],
-        name: str = 'mlp_model_config',
-        enable_bias: bool = False,
-        device: str = 'cpu',
-        # optional parameters
-        with_taylor: bool = False,
-        d: int = 2,
-        with_lorr: bool = False,
-        r: int = 3,
-        with_residual: bool = False,
-        *args, **kwargs
-    ):
-        if dims is None:
-            raise ValueError("dimension list cannot be None...")
-        layer_configs = [
-            perceptron_layer_configs(
-                m=m, n=n,
-                enable_bias=enable_bias,
-                device=device,
-                with_taylor=with_taylor,
-                with_lorr=with_lorr,
-                with_residual=with_residual,
-                d=d, r=r,
-                *args, **kwargs
-            ).get_configs() for m, n in zip(dims, dims[1:])
-        ]
-        parameters = {
-            'name': name,
-            'depth': len(layer_configs),
-            'depth_alloc': [1]*len(layer_configs),
-            'layer_configs': layer_configs,
-            'device': device,
-        }
-        super().__init__(parameters=parameters, device=device, *args, **kwargs)
diff --git a/tinybig/expansion/extended_expansion.py b/tinybig/expansion/extended_expansion.py
index 9d2b83da..29e3f461 100644
--- a/tinybig/expansion/extended_expansion.py
+++ b/tinybig/expansion/extended_expansion.py
@@ -2,6 +2,10 @@
 # Author: Jiawei Zhang <jiawei@ifmlab.org>
 # Affiliation: IFM Lab, UC Davis
 
+#####################
+# Nested Expansions #
+#####################
+
 """
 extended data expansion functions.
 
@@ -14,10 +18,6 @@
 from tinybig.expansion import transformation
 from tinybig.config.base_config import config
 
-#####################
-# Nested Expansions #
-#####################
-
 
 class extended_expansion(transformation):
     r"""
diff --git a/tinybig/expansion/polynomial_expansion.py b/tinybig/expansion/polynomial_expansion.py
index 895edabb..34780cda 100644
--- a/tinybig/expansion/polynomial_expansion.py
+++ b/tinybig/expansion/polynomial_expansion.py
@@ -166,16 +166,16 @@ def forward(self, x: torch.Tensor, device='cpu', *args, **kwargs):
 
 class fourier_expansion(transformation):
     r"""
-    The fourier data expansion function.
+    The signal_processing data expansion function.
 
-    It performs the fourier expansion of the input vector, and returns the expansion result.
+    It performs the signal_processing expansion of the input vector, and returns the expansion result.
     The class inherits from the base expansion class (i.e., the transformation class in the module directory).
 
     ...
 
     Notes
     ----------
-    For input vector $\mathbf{x} \in R^m$, based on the parameters $P$ and $N$, its fourier expansion will be
+    For input vector $\mathbf{x} \in R^m$, based on the parameters $P$ and $N$, its signal_processing expansion will be
     $$
         \begin{equation}
             \kappa (\mathbf{x} | P, N) = \left[ \cos (2\pi \frac{1}{P} \mathbf{x} ), \sin(2\pi \frac{1}{P} \mathbf{x} ), \cdots, \cos(2\pi \frac{N}{P} \mathbf{x} ), \sin(2\pi \frac{N}{P} \mathbf{x} ) \right] \in {R}^D,
@@ -184,7 +184,7 @@ class fourier_expansion(transformation):
     where the output dimension $D = 2 m N$.
 
     By default, the input and output can also be processed with the optional pre- or post-processing functions
-    in the fourier expansion function.
+    in the signal_processing expansion function.
 
     Attributes
     ----------
@@ -209,15 +209,15 @@ class fourier_expansion(transformation):
     """
     def __init__(self, name='fourier_expansion', P=10, N=5, *args, **kwargs):
         r"""
-        The initialization method of fourier expansion function.
+        The initialization method of signal_processing expansion function.
 
-        It initializes a fourier expansion object based on the input function name.
+        It initializes a signal_processing expansion object based on the input function name.
         This method will also call the initialization method of the base class as well.
 
         Parameters
         ----------
         name: str, default = 'fourier_expansion'
-            The name of the fourier expansion function.
+            The name of the signal_processing expansion function.
         P: int, default = 10
             The period parameter of the expansion.
         N: int, default = 5
@@ -226,7 +226,7 @@ def __init__(self, name='fourier_expansion', P=10, N=5, *args, **kwargs):
         Returns
         ----------
         transformation
-            The fourier expansion function.
+            The signal_processing expansion function.
         """
         super().__init__(name=name, *args, **kwargs)
         self.P = P
@@ -237,7 +237,7 @@ def calculate_D(self, m: int):
         The expansion dimension calculation method.
 
         It calculates the intermediate expansion space dimension based on the input dimension parameter m.
-        For the fourier expansion function, the expansion space dimension is determined by both m and N,
+        For the signal_processing expansion function, the expansion space dimension is determined by both m and N,
         which can be represented as:
 
         $$ D = 2 m N. $$
@@ -258,7 +258,7 @@ def forward(self, x: torch.Tensor, device='cpu', *args, **kwargs):
         r"""
         The forward method of the data expansion function.
 
-        It performs the fourier data expansion of the input data and returns the expansion result
+        It performs the signal_processing data expansion of the input data and returns the expansion result
         according to the following equation:
         $$
         \begin{equation}
diff --git a/tinybig/expansion/wavelet_expansion.py b/tinybig/expansion/wavelet_expansion.py
index 727842ee..88eac388 100644
--- a/tinybig/expansion/wavelet_expansion.py
+++ b/tinybig/expansion/wavelet_expansion.py
@@ -12,7 +12,7 @@
 import torch.nn
 
 from tinybig.expansion import transformation
-from tinybig.koala.fourier import (
+from tinybig.koala.signal_processing import (
     discrete_wavelet,
     harr_wavelet,
     dog_wavelet,
diff --git a/tinybig/fusion/__init__.py b/tinybig/fusion/__init__.py
index c1190859..35fdd621 100644
--- a/tinybig/fusion/__init__.py
+++ b/tinybig/fusion/__init__.py
@@ -15,6 +15,7 @@
     weighted_summation_fusion,
     summation_fusion,
     average_fusion,
+    average_fusion as mean_fusion,
     parameterized_weighted_summation_fusion
 )
 
diff --git a/tinybig/head/__init__.py b/tinybig/head/__init__.py
index 49b2eaca..4ad178a3 100644
--- a/tinybig/head/__init__.py
+++ b/tinybig/head/__init__.py
@@ -1,3 +1,15 @@
+# Copyright (c) 2024-Present
+# Author: Jiawei Zhang <jiawei@ifmlab.org>
+# Affiliation: IFM Lab, UC Davis
+
+#############
+# RPN Heads #
+#############
+
+
+from tinybig.module.base_head import (
+    rpn_head
+)
 
 from tinybig.head.basic_heads import (
     perceptron_head,
diff --git a/tinybig/koala/__init__.py b/tinybig/koala/__init__.py
index 6e457d5b..0ce5cf44 100644
--- a/tinybig/koala/__init__.py
+++ b/tinybig/koala/__init__.py
@@ -13,7 +13,7 @@
     topology,
     geometry,
     manifold,
-    fourier,
+    signal_processing,
     machine_learning,
-    planck,
+    physics,
 )
diff --git a/tinybig/koala/algebra/numbers.py b/tinybig/koala/algebra/numbers.py
index f15f51b8..c0544763 100644
--- a/tinybig/koala/algebra/numbers.py
+++ b/tinybig/koala/algebra/numbers.py
@@ -2,9 +2,9 @@
 # Author: Jiawei Zhang <jiawei@ifmlab.org>
 # Affiliation: IFM Lab, UC Davis
 
-#################
-# Base Geometry #
-#################
+###########################
+# Basic Algebra Functions #
+###########################
 
 import math
 
@@ -15,12 +15,3 @@ def find_close_factors(n: int):
         if n % i == 0:
             return i
     return None
-
-
-if __name__ == '__main__':
-    n = 99
-    factors = find_close_factors(n)
-    if factors:
-        print(f"{n} can be divided into factors: {factors}")
-    else:
-        print(f"No close factors found for {n}")
\ No newline at end of file
diff --git a/tinybig/koala/planck/__init__.py b/tinybig/koala/physics/__init__.py
similarity index 63%
rename from tinybig/koala/planck/__init__.py
rename to tinybig/koala/physics/__init__.py
index 7f8984e3..c9fbf573 100644
--- a/tinybig/koala/planck/__init__.py
+++ b/tinybig/koala/physics/__init__.py
@@ -1,3 +1,11 @@
+# Copyright (c) 2024-Present
+# Author: Jiawei Zhang <jiawei@ifmlab.org>
+# Affiliation: IFM Lab, UC Davis
+
+###################
+# Physics Library #
+###################
+
 
 # concepts: http://hyperphysics.phy-astr.gsu.edu/hbase/index.html
 # equations: https://en.m.wikipedia.org/wiki/Lists_of_physics_equations
diff --git a/tinybig/koala/fourier/__init__.py b/tinybig/koala/signal_processing/__init__.py
similarity index 86%
rename from tinybig/koala/fourier/__init__.py
rename to tinybig/koala/signal_processing/__init__.py
index e6d0f18b..8b546cef 100644
--- a/tinybig/koala/fourier/__init__.py
+++ b/tinybig/koala/signal_processing/__init__.py
@@ -6,7 +6,7 @@
 # Signal Processing Library #
 #############################
 
-from tinybig.koala.fourier.wavelet import (
+from tinybig.koala.signal_processing.wavelet import (
     discrete_wavelet,
     harr_wavelet,
     beta_wavelet,
diff --git a/tinybig/koala/fourier/fourier.py b/tinybig/koala/signal_processing/fourier.py
similarity index 100%
rename from tinybig/koala/fourier/fourier.py
rename to tinybig/koala/signal_processing/fourier.py
diff --git a/tinybig/koala/fourier/wavelet.py b/tinybig/koala/signal_processing/wavelet.py
similarity index 100%
rename from tinybig/koala/fourier/wavelet.py
rename to tinybig/koala/signal_processing/wavelet.py
diff --git a/tinybig/koala/statistics/__init__.py b/tinybig/koala/statistics/__init__.py
index 0cbf7f30..aa703ce8 100644
--- a/tinybig/koala/statistics/__init__.py
+++ b/tinybig/koala/statistics/__init__.py
@@ -6,7 +6,7 @@
 # Statistics Library #
 ######################
 
-from tinybig.koala.statistics.metrics import (
+from tinybig.koala.statistics.metric import (
     metric,
     mean, batch_mean,
     geometric_mean, batch_geometric_mean,
diff --git a/tinybig/koala/statistics/metrics.py b/tinybig/koala/statistics/metric.py
similarity index 100%
rename from tinybig/koala/statistics/metrics.py
rename to tinybig/koala/statistics/metric.py
diff --git a/tinybig/model/__init__.py b/tinybig/model/__init__.py
index 0180874d..18e1dcae 100644
--- a/tinybig/model/__init__.py
+++ b/tinybig/model/__init__.py
@@ -37,6 +37,7 @@
 * Deep RPN Model with Multiple RPN-Layers.
 """
 
+from tinybig.module.base_model import model
 from tinybig.model.rpn import rpn
 from tinybig.model.rpn_mlp import mlp
 from tinybig.model.rpn_kan import kan
diff --git a/tinybig/model/rpn.py b/tinybig/model/rpn.py
index 41580f57..11a734f0 100644
--- a/tinybig/model/rpn.py
+++ b/tinybig/model/rpn.py
@@ -14,7 +14,7 @@
 """
 import torch
 
-from tinybig.config.model_config import model_config
+from tinybig.config.model_configs import model_configs
 from tinybig.module.base_model import model
 
 
@@ -110,7 +110,7 @@ def __init__(
             self.layers.extend(layers)
             depth = len(self.layers)
         elif layer_configs is not None:
-            depth, depth_alloc, layer_configs = model_config.process_num_alloc_configs(depth, depth_alloc, layer_configs)
+            depth, depth_alloc, layer_configs = model_configs.process_num_alloc_configs(depth, depth_alloc, layer_configs)
             assert len(depth_alloc) == len(layer_configs) and depth == sum(depth_alloc)
 
             for layer_repeat_time, layer_config in zip(depth_alloc, layer_configs):
@@ -118,7 +118,7 @@ def __init__(
                     class_name = layer_config['layer_class']
                     parameters = layer_config['layer_parameters'] if 'layer_parameters' in layer_config else {}
                     parameters['device'] = device
-                    layer = model_config.get_obj_from_str(class_name)(**parameters)
+                    layer = model_configs.get_obj_from_str(class_name)(**parameters)
                     self.layers.append(layer)
         else:
             raise ValueError("Both layers and layer_configs are None, the model cannot be initialized...")
diff --git a/tinybig/module/__init__.py b/tinybig/module/__init__.py
index f8007229..0dbfe64b 100644
--- a/tinybig/module/__init__.py
+++ b/tinybig/module/__init__.py
@@ -57,6 +57,9 @@
 * RPN Head with Multi-Channel
 """
 
+from tinybig.module.base_model import (
+    model
+)
 from tinybig.module.base_function import (
     function
 )