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