Index

_

_abc_impl (GenNorm attribute) _cache (BaseMP attribute) _dataset_drive_url (LINKX attribute) _div_coeff() (FavardConv static method) _eval_split() (TrnFullbatch method) (TrnMinibatch method) _fetch_data() (TrnFullbatch method) (TrnMinibatch method) _fetch_input() (TrnFullbatch method) (TrnMinibatch method) (TrnRegression method) _fetch_preprocess() (TrnMinibatch method) _forward() (AdjConv method) (AdjDiffConv method) (AdjResConv method) (AdjSkipConv method) (BaseMP method) (BernConv method) (ChebConv method) (ChebIIConv method) (ClenshawConv method) (FavardConv method) (HornerConv method) (JacobiConv method) (LegendreConv method) (OptBasisConv method) _forward_out() (AdjResConv method) (AdjSkipConv method) (BaseMP method) (ClenshawConv method) (HornerConv method) _forward_theta() (ACMConv method) (BaseMP method) (BernConv method) (ChebIIConv method) _get() (ResLogger method) _get_convolute_mat() (ACMConv method) (AdjiConv method) (AdjResConv method) (AdjSkipConv method) (BaseMP method) (ChebConv method) (ChebIIConv method) (ClenshawConv method) (FavardConv method) (HornerConv method) (JacobiConv method) (LapiConv method) (LegendreConv method) (OptBasisConv method)

_get_forward_mat() (ACMConv method) (AdjiConv method) (AdjResConv method) (AdjSkipConv method) (BaseMP method) (ChebIIConv method) (ClenshawConv method) (FavardConv method) (HornerConv method) (LapiConv method) _get_model_path() (CkptLogger method) _get_propagate_mat() (BaseMP method) _init_with_theta() (ACMConv method) (FavardConv method) _is_improved() (CkptLogger method) _learn_split() (TrnFullbatch method) (TrnMinibatch method) _mul_coeff() (FavardConv static method) _resolve_import() (ModelLoader method), [1] (RegressionLoader method) _set() (ResLogger method) _set_conv_attr() (BaseNN method) (BaseNNCompose method) _splits_drive_url (LINKX attribute)

A

Accumulator (class in pyg_spectral.profile) ACMConv (class in pyg_spectral.nn.conv) ACMGNN (class in pyg_spectral.nn.models) ACMGNNDec (class in pyg_spectral.nn.models) AdaGNN (class in pyg_spectral.nn.models) AdjConv (class in pyg_spectral.nn.conv) AdjDiffConv (class in pyg_spectral.nn.conv) Adji2Conv (class in pyg_spectral.nn.conv)

AdjiConv (class in pyg_spectral.nn.conv) AdjResConv (class in pyg_spectral.nn.conv) AdjSkip2Conv (class in pyg_spectral.nn.conv) AdjSkipConv (class in pyg_spectral.nn.conv) args_out (ModelLoader attribute), [1] (SingleGraphLoader attribute), [1] available_convs() (ModelLoader static method), [1] available_datasets() (SingleGraphLoader static method), [1] available_models() (ModelLoader static method), [1]

B

BaseMP (class in pyg_spectral.nn.conv) BaseNN (class in pyg_spectral.nn.models) BaseNNCompose (class in pyg_spectral.nn.models) benchmark.dataset module benchmark.trainer module benchmark.trainer.load_data module

benchmark.trainer.load_metric module benchmark.trainer.load_model module benchmark.trainer.regression module benchmark.utils module BernConv (class in pyg_spectral.nn.conv)

C

CallableDict (class in pyg_spectral.utils) ChebConv (class in pyg_spectral.nn.conv) ChebIIConv (class in pyg_spectral.nn.conv) CkptLogger (class in benchmark.utils) clear() (CkptLogger method) (TrnBase_Trial method) (TrnFullbatch method) (TrnMinibatch method) clear_logger() (in module benchmark.utils) ClenshawConv (class in pyg_spectral.nn.conv) coeffs_data (ChebIIConv attribute) compute() (ResCollection method) concat() (ResLogger method)

conv_name() (ACMGNN method) (ACMGNNDec method) (BaseNN method) (DecoupledFixed method) (DecoupledFixedCompose method) convolute() (BaseNN method) (BaseNNCompose method) (CppPrecFixed method) (PrecomputedFixed method) (PrecomputedFixedCompose method) (PrecomputedVar method) (PrecomputedVarCompose method) CppPrecFixed (class in pyg_spectral.nn.models)

D

data (Stopwatch property) DecoupledFixed (class in pyg_spectral.nn.models) DecoupledFixedCompose (class in pyg_spectral.nn.models) DecoupledVar (class in pyg_spectral.nn.models) DecoupledVarCompose (class in pyg_spectral.nn.models) del_col() (ResLogger method)

dict_to_json() (in module benchmark.utils) download() (FB100 method) (Grid2D method) (LINKX method) (Yandex method) dropout_edge() (in module pyg_spectral.utils)

F

FavardConv (class in pyg_spectral.nn.conv) FB100 (class in benchmark.dataset) fit() (TensorStandardScaler method) flt_str() (ResLogger method) forward() (ACMConv method) (AdjiConv method) (BaseMP method) (BaseNN method) (GenNorm method) (LapiConv method) (PrecomputedFixed method) (PrecomputedFixedCompose method) (PrecomputedVar method) (PrecomputedVarCompose method) (TensorStandardScaler method)

G

gen_theta() (in module pyg_spectral.nn.models) GenNorm (class in pyg_spectral.transforms) get() (ModelLoader method), [1] (ModelLoader_Trial method), [1] (RegressionLoader method) (SingleGraphLoader method), [1] (SingleGraphLoader_Trial method), [1] get_at_best() (CkptLogger method) get_forward_mat() (BaseMP method)

get_laplacian() (in module pyg_spectral.utils) get_last_epoch() (CkptLogger method) get_name() (ModelLoader static method), [1] get_optimizer() (BaseNN method) (BaseNNCompose method) get_propagate_mat() (BaseMP method) get_str() (ResLogger method) get_trn() (ModelLoader static method), [1] Grid2D (class in benchmark.dataset) guess_fmt() (ResLogger static method)

H

HornerConv (class in pyg_spectral.nn.conv)

I

init_channel_list() (BaseNN method) (BaseNNCompose method) init_conv() (ACMGNN method) (ACMGNNDec method) (AdaGNN method) (BaseNN method) (DecoupledFixed method) (DecoupledFixedCompose method) (DecoupledVar method) (DecoupledVarCompose method) (Iterative method) (IterativeCompose method)

is_early_stop (CkptLogger property) is_period (CkptLogger property) Iterative (class in pyg_spectral.nn.models) IterativeCompose (class in pyg_spectral.nn.models) IterativeFixed (class in pyg_spectral.nn.models) IterativeFixedCompose (class in pyg_spectral.nn.models)

J

JacobiConv (class in pyg_spectral.nn.conv)

L

lap() (Stopwatch method) LapiConv (class in pyg_spectral.nn.conv) LegendreConv (class in pyg_spectral.nn.conv)

LINKX (class in benchmark.dataset) load() (CkptLogger method) load_import() (in module pyg_spectral.utils)

M

mean (Accumulator property) MemoryCUDA (class in pyg_spectral.profile) MemoryRAM (class in pyg_spectral.profile) merge() (ResLogger method) message_and_aggregate() (Adji2Conv method) (AdjSkip2Conv method) (BaseMP method) metric_loader() (in module benchmark.trainer.load_metric) ModelLoader (class in benchmark.trainer) (class in benchmark.trainer.load_model) ModelLoader_Trial (class in benchmark.trainer) (class in benchmark.trainer.load_model) module benchmark.dataset benchmark.trainer benchmark.trainer.load_data benchmark.trainer.load_metric benchmark.trainer.load_model benchmark.trainer.regression benchmark.utils pyg_spectral.nn.conv pyg_spectral.nn.models pyg_spectral.nn.norm pyg_spectral.profile pyg_spectral.transforms pyg_spectral.utils

N

name (ACMGNN attribute) (ACMGNNDec attribute) (AdaGNN attribute) (BaseMP attribute) (BaseNN attribute) (DecoupledFixed attribute) (DecoupledFixedCompose attribute) (DecoupledVar attribute) (DecoupledVarCompose attribute) (Iterative attribute) (IterativeCompose attribute) (IterativeFixed attribute) (IterativeFixedCompose attribute) (PrecomputedFixed attribute) (PrecomputedFixedCompose attribute) (PrecomputedVar attribute) (PrecomputedVarCompose attribute) (TrnFullbatch attribute) (TrnMinibatch attribute) (TrnRegression attribute)

name() (ACMConv method) (AdjConv method) (AdjDiffConv method) (Adji2Conv method) (AdjiConv method) (AdjResConv method) (AdjSkip2Conv method) (AdjSkipConv method) (BernConv method) (ChebConv method) (ChebIIConv method) (ClenshawConv method) (FavardConv method) (HornerConv method) (JacobiConv method) (LapiConv method) (LegendreConv method) (OptBasisConv method) ncols (ResLogger property) nrows (ResLogger property)

O

OptBasisConv (class in pyg_spectral.nn.conv)

P

param (AdaGNN attribute) (AdjConv attribute) (AdjDiffConv attribute) (AdjiConv attribute) (AdjResConv attribute) (AdjSkipConv attribute) (BaseMP attribute) (BaseNN attribute) (BaseNNCompose attribute) (ChebConv attribute) (ClenshawConv attribute) (DecoupledFixed attribute) (DecoupledFixedCompose attribute) (DecoupledVar attribute) (DecoupledVarCompose attribute) (HornerConv attribute) (JacobiConv attribute) (ModelLoader attribute), [1] (PrecomputedFixed attribute) (PrecomputedFixedCompose attribute) (PrecomputedVar attribute) (PrecomputedVarCompose attribute) (SingleGraphLoader attribute), [1] ParamMemory (class in pyg_spectral.profile) ParamNumel (class in pyg_spectral.profile) pargs (ACMConv attribute) (ACMGNN attribute) (ACMGNNDec attribute) (AdaGNN attribute) (AdjConv attribute) (AdjDiffConv attribute) (AdjiConv attribute) (AdjResConv attribute) (AdjSkipConv attribute) (BaseMP attribute) (BaseNN attribute) (BaseNNCompose attribute) (ChebConv attribute) (ClenshawConv attribute) (DecoupledFixed attribute) (DecoupledFixedCompose attribute) (DecoupledVar attribute) (DecoupledVarCompose attribute) (HornerConv attribute) (JacobiConv attribute)

pause() (Stopwatch method) PrecomputedFixed (class in pyg_spectral.nn.models) PrecomputedFixedCompose (class in pyg_spectral.nn.models) PrecomputedVar (class in pyg_spectral.nn.models) PrecomputedVarCompose (class in pyg_spectral.nn.models) preprocess() (BaseNN method) (BaseNNCompose method) (CppPrecFixed method) (TrnMinibatch method) (TrnMinibatch_Trial method) process() (FB100 method) (Grid2D method) (LINKX method) (Yandex method) processed_dir (FB100 property) (Grid2D property) (LINKX property) (Yandex property) processed_file_names (FB100 property) (Grid2D property) (LINKX property) (Yandex property) pyg_spectral.nn.conv module pyg_spectral.nn.models module pyg_spectral.nn.norm module pyg_spectral.profile module pyg_spectral.transforms module pyg_spectral.utils module

R

raw_dir (FB100 property) (Grid2D property) (LINKX property) (Yandex property) raw_file_names (FB100 property) (Grid2D property) (LINKX property) (Yandex property) register_classes() (BaseMP class method) (BaseNN class method) RegressionLoader (class in benchmark.trainer.regression) ResCollection (class in benchmark.trainer.load_metric) reset() (Accumulator method) (Stopwatch method) reset_cache() (BaseMP method) (BaseNN method) (BaseNNCompose method) reset_parameters() (ACMConv method) (ACMGNNDec method) (AdaGNN method) (AdjiConv method) (AdjResConv method) (AdjSkipConv method) (BaseNN method) (BaseNNCompose method) (ChebIIConv method) (ClenshawConv method) (DecoupledVar method) (DecoupledVarCompose method) (FavardConv method) (HornerConv method)

ResLogger (class in benchmark.utils) resolve_data() (in module benchmark.dataset) resolve_split() (in module benchmark.dataset) run() (TrnFullbatch method) (TrnFullbatch_Trial method) (TrnMinibatch method) (TrnMinibatch_Trial method)

S

save() (CkptLogger method) (ResLogger method) save_args() (in module benchmark.utils) set_at_best() (CkptLogger method) set_epoch() (CkptLogger method) setup_argparse() (in module benchmark.utils) setup_args() (in module benchmark.utils) setup_logger() (in module benchmark.utils) setup_logpath() (in module benchmark.utils) setup_seed() (in module benchmark.utils) SingleGraphLoader (class in benchmark.trainer) (class in benchmark.trainer.load_data) SingleGraphLoader_Trial (class in benchmark.trainer) (class in benchmark.trainer.load_data)

split_hyperval() (TrnBase_Trial method) start() (Stopwatch method) step() (CkptLogger method) Stopwatch (class in pyg_spectral.profile) supports_batch (ACMConv attribute) (AdjiConv attribute) (BaseMP attribute) (BaseNN attribute) (FavardConv attribute) (LapiConv attribute) supports_edge_attr (BaseNN attribute) supports_edge_weight (BaseNN attribute) supports_norm_batch (BaseMP attribute) (BaseNN attribute)

T

T_insert() (in module benchmark.dataset) TensorStandardScaler (class in pyg_spectral.nn.norm) test_deg() (TrnFullbatch method) to_callableVal() (CallableDict class method) train_val() (TrnBase_Trial method)

TrnBase_Trial (class in benchmark.trainer) TrnFullbatch (class in benchmark.trainer) TrnFullbatch_Trial (class in benchmark.trainer) TrnMinibatch (class in benchmark.trainer) TrnMinibatch_Trial (class in benchmark.trainer) TrnRegression (class in benchmark.trainer.regression)

U

update() (Accumulator method) (MemoryCUDA method) (MemoryRAM method) (ModelLoader_Trial method), [1] (ParamMemory method) (ParamNumel method) (SingleGraphLoader_Trial method), [1] (TrnFullbatch_Trial method) (TrnMinibatch_Trial method)

Y

Yandex (class in benchmark.dataset)