Index

A

abs() (in module torchbox.base.mathops) accc() (in module torchbox.dsp.correlation) accuracy() (in module torchbox.evaluation.classification) acorr() (in module torchbox.dsp.correlation) ActNorm (class in torchbox.module.layers.flow_layers) add() (torchbox.summary.loss_log.LossLog method) AffineCoupling (class in torchbox.module.layers.flow_layers)

angle() (in module torchbox.base.mathops) argsort() (in module torchbox.base.baseops) arraycomb() (in module torchbox.base.arrayops) assign() (torchbox.summary.loss_log.LossLog method) awgn() (in module torchbox.misc.noising) awgns() (in module torchbox.misc.noising) awgns2() (in module torchbox.misc.noising)

B

backward() (torchbox.linalg.decomposition.MatrixSquareRoot static method) (torchbox.module.dsp.interpolation.Interp1 static method) BalaConv2d (class in torchbox.module.layers.balanceconv2d)

bias (torchbox.module.layers.balanceconv2d.BalaConv2d attribute) Binary (class in torchbox.spl.spfunction) (class in torchbox.spl.voptimizer) bstr2int() (in module torchbox.utils.convert)

C

c2r() (in module torchbox.base.mathops) calc_weight() (torchbox.module.layers.flow_layers.InvConv2dLU method) capacity() (in module torchbox.evaluation.capacity) cat() (in module torchbox.base.baseops) categorical2onehot() (in module torchbox.evaluation.classification) chirp() (in module torchbox.dsp.normalsignals) ChnlCapCor (class in torchbox.module.evaluation.channel) complex_dropout() (in module torchbox.layerfunction.complex_functions) complex_dropout2d() (in module torchbox.layerfunction.complex_functions) complex_leaky_relu() (in module torchbox.layerfunction.complex_functions) complex_max_pool1d() (in module torchbox.layerfunction.complex_functions) complex_max_pool2d() (in module torchbox.layerfunction.complex_functions) complex_relu() (in module torchbox.layerfunction.complex_functions) complex_upsample() (in module torchbox.layerfunction.complex_functions) ComplexBatchNorm1d (class in torchbox.module.layers.complex_layers) ComplexBatchNorm2d (class in torchbox.module.layers.complex_layers) ComplexConv1 (class in torchbox.module.layers.complex_layers) ComplexConv1d (class in torchbox.module.layers.complex_layers) ComplexConv2 (class in torchbox.module.layers.complex_layers) ComplexConv2d (class in torchbox.module.layers.complex_layers) ComplexConvTranspose1d (class in torchbox.module.layers.complex_layers) ComplexConvTranspose2d (class in torchbox.module.layers.complex_layers) ComplexDropout (class in torchbox.module.layers.complex_layers) ComplexDropout2d (class in torchbox.module.layers.complex_layers) ComplexLeakyReLU (class in torchbox.module.layers.complex_layers) ComplexLinear (class in torchbox.module.layers.complex_layers) ComplexMaxPool1 (class in torchbox.module.layers.complex_layers) ComplexMaxPool1d (class in torchbox.module.layers.complex_layers) ComplexMaxPool2 (class in torchbox.module.layers.complex_layers) ComplexMaxPool2d (class in torchbox.module.layers.complex_layers) ComplexPhaseConv1d (class in torchbox.module.layers.phase_convolution) ComplexPhaseConv2d (class in torchbox.module.layers.phase_convolution) ComplexPhaseConvTranspose1d (class in torchbox.module.layers.phase_convolution) ComplexPhaseConvTranspose2d (class in torchbox.module.layers.phase_convolution) ComplexReLU (class in torchbox.module.layers.complex_layers) ComplexSequential (class in torchbox.module.layers.complex_layers)

ComplexSoftShrink (class in torchbox.module.layers.complex_layers) ComplexUpsample (class in torchbox.module.layers.complex_layers) confusion() (in module torchbox.evaluation.classification) conj() (in module torchbox.base.mathops) Contrast (class in torchbox.module.evaluation.contrast) contrast() (in module torchbox.evaluation.contrast) ContrastLoss (class in torchbox.module.loss.contrast) Conv1 (class in torchbox.module.dsp.convolution) (class in torchbox.module.layers.convolution) Conv2 (class in torchbox.module.dsp.convolution) (class in torchbox.module.layers.convolution) conv_size() (in module torchbox.module.layers.cnnsize) ConvLSTM (class in torchbox.module.layers.conv_lstms) ConvLSTMCell (class in torchbox.module.layers.conv_lstms) ConvSize1d() (in module torchbox.module.layers.cnnsize) ConvSize2d() (in module torchbox.module.layers.cnnsize) ConvTransposeSize1d() (in module torchbox.module.layers.cnnsize) ConvTransposeSize2d() (in module torchbox.module.layers.cnnsize) copy_weights() (torchbox.optim.mamls_solver.MAML method) (torchbox.optim.mamls_solver.MetaSGD method) copyfile() (in module torchbox.utils.file) copyfiles() (in module torchbox.utils.file) cosine() (in module torchbox.datasets.signals) CosineTask (class in torchbox.datasets.signals) CosSim (class in torchbox.module.evaluation.correlation) cossim() (in module torchbox.evaluation.correlation) CosSimLoss (class in torchbox.module.loss.correlation) cov() (in module torchbox.base.mathops) cplot() (in module torchbox.utils.plot_show) crelu() (in module torchbox.nn.activations) csign() (in module torchbox.layerfunction.cplxfunc) csoftshrink() (in module torchbox.layerfunction.cplxfunc) ct2rt() (in module torchbox.misc.transform) cut() (in module torchbox.base.arrayops) cut_tensor() (in module torchbox.misc.sampling) cutfftconv1() (in module torchbox.dsp.convolution) cutfftcorr1() (in module torchbox.dsp.correlation)

D

data_path() (in module torchbox.utils.file) DataConsistency2d (class in torchbox.module.layers.consistency_layers) db20() (in module torchbox.misc.transform) db2mag() (in module torchbox.base.mathops) device_transfer() (in module torchbox.optim.save_load) Dice (class in torchbox.module.evaluation.retrieval) dice_coeff() (in module torchbox.evaluation.similarity) DiceLoss (class in torchbox.module.loss.retrieval) dict2str() (in module torchbox.utils.convert) dimmerge() (in module torchbox.base.baseops)

dimpermute() (in module torchbox.base.baseops) dimpos() (in module torchbox.base.baseops) dimreduce() (in module torchbox.base.baseops) dmka() (in module torchbox.base.baseops) dnsampling() (in module torchbox.misc.sampling) dot() (in module torchbox.base.mathops) draw_eclipse() (in module torchbox.misc.draw_shapes) draw_rectangle() (in module torchbox.misc.draw_shapes) dreplace() (in module torchbox.base.baseops) dtypes() (in module torchbox.base.typevalue)

E

ebeo() (in module torchbox.base.mathops) EdgeDetector (class in torchbox.module.layers.edge) EdgeFeatureExtractor (class in torchbox.module.layers.edge) eig() (in module torchbox.linalg.decomposition) eigvals() (in module torchbox.linalg.decomposition) EigVecCor (class in torchbox.module.evaluation.correlation) eigveccor() (in module torchbox.evaluation.correlation) EigVecCorLoss (class in torchbox.module.loss.correlation)

elu() (in module torchbox.nn.activations) ematmul() (in module torchbox.base.mathops) Entropy (class in torchbox.module.evaluation.entropy) entropy() (in module torchbox.evaluation.entropy) EntropyLoss (class in torchbox.module.loss.entropy) eval() (torchbox.spl.spfunction.Binary method) (torchbox.spl.spfunction.Linear method) (torchbox.spl.spfunction.Logarithmic method) (torchbox.spl.spfunction.Mixture method)

F

F1 (class in torchbox.module.evaluation.retrieval) F1Loss (class in torchbox.module.loss.retrieval) false_alarm_rate() (in module torchbox.evaluation.retrieval) false_negative() (in module torchbox.evaluation.retrieval) false_positive() (in module torchbox.evaluation.retrieval) fft() (in module torchbox.dsp.ffts) FFTConv1 (class in torchbox.module.dsp.convolution) (class in torchbox.module.layers.convolution) fftconv1() (in module torchbox.dsp.convolution) fftcorr1() (in module torchbox.dsp.correlation) fftfreq() (in module torchbox.dsp.ffts) FFTLayer1d (class in torchbox.module.layers.fft_layers) fftshift() (in module torchbox.dsp.ffts) file2hash() (in module torchbox.utils.convert) fileparts() (in module torchbox.utils.file) find() (torchbox.optim.learning_rate.LrFinder method) Flow (class in torchbox.module.layers.flow_layers) FlowBlock (class in torchbox.module.layers.flow_layers) fmeasure() (in module torchbox.evaluation.retrieval) fnab() (in module torchbox.base.mathops) Fnorm (class in torchbox.module.evaluation.norm) FnormLoss (class in torchbox.module.loss.norm) fopen() (in module torchbox.utils.file) forward() (torchbox.linalg.decomposition.MatrixSquareRoot static method) (torchbox.module.dsp.convolution.Conv1 method) (torchbox.module.dsp.convolution.Conv2 method) (torchbox.module.dsp.convolution.FFTConv1 method) (torchbox.module.dsp.convolution.MaxPool1 method) (torchbox.module.dsp.convolution.MaxPool2 method) (torchbox.module.dsp.interpolation.Interp1 method) (torchbox.module.dsp.polynomialfit.PolyFit method) (torchbox.module.evaluation.channel.ChnlCapCor method) (torchbox.module.evaluation.contrast.Contrast method) (torchbox.module.evaluation.correlation.CosSim method) (torchbox.module.evaluation.correlation.EigVecCor method) (torchbox.module.evaluation.correlation.PeaCor method) (torchbox.module.evaluation.entropy.Entropy method) (torchbox.module.evaluation.error.MAE method) (torchbox.module.evaluation.error.MSE method) (torchbox.module.evaluation.error.NMAE method) (torchbox.module.evaluation.error.NMSE method) (torchbox.module.evaluation.error.NSAE method) (torchbox.module.evaluation.error.NSSE method) (torchbox.module.evaluation.error.SAE method) (torchbox.module.evaluation.error.SSE method) (torchbox.module.evaluation.norm.Fnorm method) (torchbox.module.evaluation.norm.Pnorm method) (torchbox.module.evaluation.retrieval.F1 method) (torchbox.module.evaluation.retrieval.Iridescent method) (torchbox.module.evaluation.retrieval.Jaccard method) (torchbox.module.evaluation.ssims.MSSSIM method) (torchbox.module.evaluation.ssims.SSIM method) (torchbox.module.evaluation.variation.TotalVariation method) (torchbox.module.layers.balanceconv2d.BalaConv2d method) (torchbox.module.layers.complex_layers.ComplexBatchNorm1d method) (torchbox.module.layers.complex_layers.ComplexBatchNorm2d method) (torchbox.module.layers.complex_layers.ComplexConv1 method) (torchbox.module.layers.complex_layers.ComplexConv1d method) (torchbox.module.layers.complex_layers.ComplexConv2 method) (torchbox.module.layers.complex_layers.ComplexConv2d method) (torchbox.module.layers.complex_layers.ComplexConvTranspose1d method) (torchbox.module.layers.complex_layers.ComplexConvTranspose2d method) (torchbox.module.layers.complex_layers.ComplexDropout method) (torchbox.module.layers.complex_layers.ComplexDropout2d method) (torchbox.module.layers.complex_layers.ComplexLeakyReLU method) (torchbox.module.layers.complex_layers.ComplexLinear method) (torchbox.module.layers.complex_layers.ComplexMaxPool1 method) (torchbox.module.layers.complex_layers.ComplexMaxPool1d method) (torchbox.module.layers.complex_layers.ComplexMaxPool2 method) (torchbox.module.layers.complex_layers.ComplexMaxPool2d method) (torchbox.module.layers.complex_layers.ComplexReLU method) (torchbox.module.layers.complex_layers.ComplexSequential method) (torchbox.module.layers.complex_layers.ComplexSoftShrink method) (torchbox.module.layers.complex_layers.ComplexUpsample method) (torchbox.module.layers.complex_layers.NaiveComplexBatchNorm1d method) (torchbox.module.layers.complex_layers.NaiveComplexBatchNorm2d method) (torchbox.module.layers.complex_layers.SoftShrink method) (torchbox.module.layers.consistency_layers.DataConsistency2d method) (torchbox.module.layers.conv_lstms.ConvLSTM method) (torchbox.module.layers.conv_lstms.ConvLSTMCell method) (torchbox.module.layers.convolution.Conv1 method) (torchbox.module.layers.convolution.Conv2 method) (torchbox.module.layers.convolution.FFTConv1 method) (torchbox.module.layers.convolution.MaxPool1 method) (torchbox.module.layers.convolution.MaxPool2 method) (torchbox.module.layers.edge.EdgeDetector method) (torchbox.module.layers.edge.EdgeFeatureExtractor method) (torchbox.module.layers.fft_layers.FFTLayer1d method) (torchbox.module.layers.flow_layers.ActNorm method) (torchbox.module.layers.flow_layers.AffineCoupling method) (torchbox.module.layers.flow_layers.Flow method) (torchbox.module.layers.flow_layers.FlowBlock method) (torchbox.module.layers.flow_layers.Glow method) (torchbox.module.layers.flow_layers.InvConv2d method) (torchbox.module.layers.flow_layers.InvConv2dLU method) (torchbox.module.layers.flow_layers.ZeroConv2d method) (torchbox.module.layers.gaborconv2d.GaborConv2d method) (torchbox.module.layers.phase_convolution.ComplexPhaseConv1d method) (torchbox.module.layers.phase_convolution.ComplexPhaseConv2d method) (torchbox.module.layers.phase_convolution.ComplexPhaseConvTranspose1d method) (torchbox.module.layers.phase_convolution.ComplexPhaseConvTranspose2d method) (torchbox.module.layers.phase_convolution.PhaseConv1d method) (torchbox.module.layers.phase_convolution.PhaseConv2d method) (torchbox.module.layers.phase_convolution.PhaseConvTranspose1d method) (torchbox.module.layers.phase_convolution.PhaseConvTranspose2d method) (torchbox.module.layers.pool.MeanSquarePool2d method) (torchbox.module.layers.pool.PnormPool2d method) (torchbox.module.loss.contrast.ContrastLoss method) (torchbox.module.loss.contrast.NegativeContrastLoss method) (torchbox.module.loss.contrast.ReciprocalContrastLoss method) (torchbox.module.loss.correlation.CosSimLoss method) (torchbox.module.loss.correlation.EigVecCorLoss method) (torchbox.module.loss.correlation.PeaCorLoss method) (torchbox.module.loss.entropy.EntropyLoss method) (torchbox.module.loss.error.MAELoss method) (torchbox.module.loss.error.MSELoss method) (torchbox.module.loss.error.NMAELoss method) (torchbox.module.loss.error.NMSELoss method) (torchbox.module.loss.error.NSAELoss method) (torchbox.module.loss.error.NSSELoss method) (torchbox.module.loss.error.SAELoss method) (torchbox.module.loss.error.SSELoss method) (torchbox.module.loss.fourier.FourierAmplitudeLoss method) (torchbox.module.loss.fourier.FourierLoss method) (torchbox.module.loss.fourier.FourierNormLoss method) (torchbox.module.loss.fourier.FourierPhaseLoss method) (torchbox.module.loss.norm.FnormLoss method) (torchbox.module.loss.norm.PnormLoss method) (torchbox.module.loss.perceptual.RandomProjectionLoss method) (torchbox.module.loss.retrieval.F1Loss method) (torchbox.module.loss.retrieval.IridescentLoss method) (torchbox.module.loss.retrieval.JaccardLoss method) (torchbox.module.loss.sparse_metric.FourierLogSparseLoss method) (torchbox.module.loss.sparse_metric.LogSparseLoss method) (torchbox.module.loss.variation.TotalVariation method) (torchbox.module.misc.transform.Standardization method) (torchbox.optim.mamls_solver.MAML method) (torchbox.optim.mamls_solver.MetaSGD method)

FourierAmplitudeLoss (class in torchbox.module.loss.fourier) FourierLogSparseLoss (class in torchbox.module.loss.sparse_metric) FourierLoss (class in torchbox.module.loss.fourier) FourierNormLoss (class in torchbox.module.loss.fourier) FourierPhaseLoss (class in torchbox.module.loss.fourier) freq() (in module torchbox.dsp.ffts)

G

gabor_fn() (in module torchbox.module.layers.gaborconv2d) GaborConv2d (class in torchbox.module.layers.gaborconv2d) gammalr() (in module torchbox.optim.learning_rate) gaussian_filter() (in module torchbox.evaluation.ssims) gaussian_log_p() (in module torchbox.module.layers.flow_layers) gaussian_sample() (in module torchbox.module.layers.flow_layers) GaussianLR (class in torchbox.optim.lr_scheduler)

get() (torchbox.summary.loss_log.LossLog method) get_hc_shape() (torchbox.module.layers.conv_lstms.ConvLSTM method) (torchbox.module.layers.conv_lstms.ConvLSTMCell method) get_lr() (torchbox.optim.lr_scheduler.GaussianLR method) (torchbox.optim.lr_scheduler.MountainLR method) get_parameters() (in module torchbox.optim.save_load) Glow (class in torchbox.module.layers.flow_layers) gray2rgb() (in module torchbox.utils.colors)

H

histeq() (in module torchbox.utils.image)

I

ifft() (in module torchbox.dsp.ffts) ifftshift() (in module torchbox.dsp.ffts) imadjust() (in module torchbox.utils.image) imadjustlog() (in module torchbox.utils.image) imag() (in module torchbox.base.mathops) imnoise() (in module torchbox.misc.noising) imread() (in module torchbox.utils.image) imresize() (in module torchbox.utils.image) imsave() (in module torchbox.utils.image)

imshow() (in module torchbox.utils.plot_show) initialize() (torchbox.module.layers.flow_layers.ActNorm method) int2bstr() (in module torchbox.utils.convert) Interp1 (class in torchbox.module.dsp.interpolation) interpolate() (in module torchbox.dsp.interpolation) interpolatec() (in module torchbox.dsp.interpolation) InvConv2d (class in torchbox.module.layers.flow_layers) InvConv2dLU (class in torchbox.module.layers.flow_layers) Iridescent (class in torchbox.module.evaluation.retrieval) IridescentLoss (class in torchbox.module.loss.retrieval)

J

Jaccard (class in torchbox.module.evaluation.retrieval) jaccard_index() (in module torchbox.evaluation.similarity)

JaccardLoss (class in torchbox.module.loss.retrieval) judge() (torchbox.summary.loss_log.LossLog method)

K

kappa() (in module torchbox.evaluation.classification)

L

leaky_relu() (in module torchbox.nn.activations) Linear (class in torchbox.spl.spfunction) (class in torchbox.spl.voptimizer) linear() (in module torchbox.nn.activations) listxfile() (in module torchbox.utils.file) load_model() (in module torchbox.optim.save_load) loadbin() (in module torchbox.utils.ios) loadh5() (in module torchbox.utils.ios)

loadjson() (in module torchbox.utils.ios) loadmat() (in module torchbox.utils.ios) loadyaml() (in module torchbox.utils.ios) logabs() (in module torchbox.module.layers.flow_layers) Logarithmic (class in torchbox.spl.spfunction) (class in torchbox.spl.voptimizer) LogSparseLoss (class in torchbox.module.loss.sparse_metric) LossLog (class in torchbox.summary.loss_log) LrFinder (class in torchbox.optim.learning_rate)

M

MAE (class in torchbox.module.evaluation.error) mae() (in module torchbox.evaluation.error) MAELoss (class in torchbox.module.loss.error) mag2db() (in module torchbox.base.mathops) MAML (class in torchbox.optim.mamls_solver) mamls_test_epoch() (in module torchbox.optim.mamls_solver) mamls_train_epoch() (in module torchbox.optim.mamls_solver) mamls_valid_epoch() (in module torchbox.optim.mamls_solver) mapping() (in module torchbox.misc.mapping_operation) matmul() (in module torchbox.base.mathops) MatrixSquareRoot (class in torchbox.linalg.decomposition) MaxPool1 (class in torchbox.module.dsp.convolution) (class in torchbox.module.layers.convolution) MaxPool2 (class in torchbox.module.dsp.convolution) (class in torchbox.module.layers.convolution) mean() (in module torchbox.base.mathops) MeanSquarePool2d (class in torchbox.module.layers.pool) merge() (in module torchbox.base.arrayops) mesh() (in module torchbox.utils.plot_show) MetaDataLoader (class in torchbox.dataloaders.meta_dataloader) MetaSGD (class in torchbox.optim.mamls_solver) miss_alarm_rate() (in module torchbox.evaluation.retrieval) Mixture (class in torchbox.spl.spfunction) (class in torchbox.spl.voptimizer) mktask() (torchbox.datasets.signals.CosineTask method) module torchbox torchbox.base torchbox.base.arrayops torchbox.base.baseops torchbox.base.mathops torchbox.base.randomfunc torchbox.base.typevalue torchbox.dataloaders torchbox.dataloaders.meta_dataloader torchbox.datasets torchbox.datasets.mnist torchbox.datasets.mstar torchbox.datasets.signals torchbox.diagnose torchbox.diagnose.plotgradflow torchbox.dsp torchbox.dsp.convolution torchbox.dsp.correlation torchbox.dsp.ffts torchbox.dsp.function_base torchbox.dsp.interpolation torchbox.dsp.kernels torchbox.dsp.normalsignals torchbox.dsp.polynomialfit torchbox.dsp.window_function torchbox.evaluation torchbox.evaluation.capacity torchbox.evaluation.classification torchbox.evaluation.contrast torchbox.evaluation.correlation torchbox.evaluation.entropy torchbox.evaluation.error torchbox.evaluation.norm torchbox.evaluation.retrieval torchbox.evaluation.similarity torchbox.evaluation.snrs torchbox.evaluation.ssims torchbox.layerfunction torchbox.layerfunction.complex_functions torchbox.layerfunction.cplxfunc torchbox.linalg torchbox.linalg.decomposition torchbox.linalg.orthogonalization torchbox.misc torchbox.misc.draw_shapes torchbox.misc.mapping_operation torchbox.misc.noising torchbox.misc.sampling torchbox.misc.transform torchbox.ml torchbox.ml.reduction_pca torchbox.module torchbox.module.dsp torchbox.module.dsp.convolution torchbox.module.dsp.interpolation torchbox.module.dsp.polynomialfit torchbox.module.evaluation torchbox.module.evaluation.channel torchbox.module.evaluation.contrast torchbox.module.evaluation.correlation torchbox.module.evaluation.entropy torchbox.module.evaluation.error torchbox.module.evaluation.norm torchbox.module.evaluation.retrieval torchbox.module.evaluation.ssims torchbox.module.evaluation.variation torchbox.module.layers torchbox.module.layers.balanceconv2d torchbox.module.layers.cnnsize torchbox.module.layers.complex_layers torchbox.module.layers.consistency_layers torchbox.module.layers.conv_lstms torchbox.module.layers.convolution torchbox.module.layers.edge torchbox.module.layers.fft_layers torchbox.module.layers.flow_layers torchbox.module.layers.gaborconv2d torchbox.module.layers.phase_convolution torchbox.module.layers.pool torchbox.module.loss torchbox.module.loss.contrast torchbox.module.loss.correlation torchbox.module.loss.entropy torchbox.module.loss.error torchbox.module.loss.fourier torchbox.module.loss.norm torchbox.module.loss.perceptual torchbox.module.loss.retrieval torchbox.module.loss.sparse_metric torchbox.module.loss.variation torchbox.module.misc torchbox.module.misc.transform torchbox.nn torchbox.nn.activations torchbox.optim torchbox.optim.learning_rate torchbox.optim.lr_scheduler torchbox.optim.mamls_solver torchbox.optim.save_load torchbox.optim.solver torchbox.spl torchbox.spl.spfunction torchbox.spl.voptimizer torchbox.summary torchbox.summary.loss_log torchbox.utils torchbox.utils.colormaps torchbox.utils.colors torchbox.utils.const torchbox.utils.convert torchbox.utils.file torchbox.utils.image torchbox.utils.ios torchbox.utils.plot_show torchbox.version

MountainLR (class in torchbox.optim.lr_scheduler) MSE (class in torchbox.module.evaluation.error) mse() (in module torchbox.evaluation.error) MSELoss (class in torchbox.module.loss.error) mshow() (in module torchbox.utils.plot_show) MSSSIM (class in torchbox.module.evaluation.ssims) msssim() (in module torchbox.evaluation.ssims) mstar_header() (in module torchbox.datasets.mstar) mstar_raw() (in module torchbox.datasets.mstar) mvkeyh5() (in module torchbox.utils.ios)

N

NaiveComplexBatchNorm1d (class in torchbox.module.layers.complex_layers) NaiveComplexBatchNorm2d (class in torchbox.module.layers.complex_layers) NegativeContrastLoss (class in torchbox.module.loss.contrast) next() (torchbox.dataloaders.meta_dataloader.MetaDataLoader method) nextpow2() (in module torchbox.base.mathops) NMAE (class in torchbox.module.evaluation.error) nmae() (in module torchbox.evaluation.error) NMAELoss (class in torchbox.module.loss.error) NMSE (class in torchbox.module.evaluation.error)

nmse() (in module torchbox.evaluation.error) NMSELoss (class in torchbox.module.loss.error) norm() (in module torchbox.evaluation.norm) NSAE (class in torchbox.module.evaluation.error) nsae() (in module torchbox.evaluation.error) NSAELoss (class in torchbox.module.loss.error) NSSE (class in torchbox.module.evaluation.error) nsse() (in module torchbox.evaluation.error) NSSELoss (class in torchbox.module.loss.error)

O

onehot2categorical() (in module torchbox.evaluation.classification)

orth() (in module torchbox.linalg.orthogonalization)

P

padfft() (in module torchbox.dsp.ffts) patch2tensor() (in module torchbox.misc.sampling) pathjoin() (in module torchbox.utils.file) pca() (in module torchbox.ml.reduction_pca) pcapc() (in module torchbox.ml.reduction_pca) pcat() (in module torchbox.ml.reduction_pca) PeaCor (class in torchbox.module.evaluation.correlation) peacor() (in module torchbox.evaluation.correlation) PeaCorLoss (class in torchbox.module.loss.correlation) peakvalue() (in module torchbox.base.typevalue) permutation() (in module torchbox.base.randomfunc) permute() (in module torchbox.base.arrayops) PhaseConv1d (class in torchbox.module.layers.phase_convolution) PhaseConv2d (class in torchbox.module.layers.phase_convolution) PhaseConvTranspose1d (class in torchbox.module.layers.phase_convolution) PhaseConvTranspose2d (class in torchbox.module.layers.phase_convolution) pkg_path() (in module torchbox.utils.file) plot() (in module torchbox.utils.plot_show) (torchbox.optim.learning_rate.LrFinder method) (torchbox.summary.loss_log.LossLog method)

plot_confusion() (in module torchbox.evaluation.classification) plot_gradflow_v1() (in module torchbox.diagnose.plotgradflow) plot_gradflow_v2() (in module torchbox.diagnose.plotgradflow) Plots (class in torchbox.utils.plot_show) plots() (in module torchbox.utils.plot_show) Pnorm (class in torchbox.module.evaluation.norm) PnormLoss (class in torchbox.module.loss.norm) PnormPool2d (class in torchbox.module.layers.pool) PolyFit (class in torchbox.module.dsp.polynomialfit) polyfit() (in module torchbox.dsp.polynomialfit) polyval() (in module torchbox.dsp.polynomialfit) PoolSize1d() (in module torchbox.module.layers.cnnsize) PoolSize2d() (in module torchbox.module.layers.cnnsize) pow() (in module torchbox.base.mathops) precision() (in module torchbox.evaluation.retrieval) prevpow2() (in module torchbox.base.mathops) psnr() (in module torchbox.evaluation.snrs)

Q

quantization() (in module torchbox.misc.transform)

R

r2c() (in module torchbox.base.mathops) randgrid() (in module torchbox.base.randomfunc) RandomProjectionLoss (class in torchbox.module.loss.perceptual) randperm() (in module torchbox.base.randomfunc) randperm2d() (in module torchbox.base.randomfunc) read_mnist() (in module torchbox.datasets.mnist) read_samples() (in module torchbox.misc.sampling) readcsv() (in module torchbox.utils.file) readnum() (in module torchbox.utils.file) readsec() (in module torchbox.utils.file) readtxt() (in module torchbox.utils.file) real() (in module torchbox.base.mathops) recall() (in module torchbox.evaluation.retrieval) ReciprocalContrastLoss (class in torchbox.module.loss.contrast) rect() (in module torchbox.dsp.normalsignals)

reduce() (in module torchbox.base.arrayops) relu() (in module torchbox.nn.activations) relu6() (in module torchbox.nn.activations) reverse() (torchbox.module.layers.flow_layers.ActNorm method) (torchbox.module.layers.flow_layers.AffineCoupling method) (torchbox.module.layers.flow_layers.Flow method) (torchbox.module.layers.flow_layers.FlowBlock method) (torchbox.module.layers.flow_layers.Glow method) (torchbox.module.layers.flow_layers.InvConv2d method) (torchbox.module.layers.flow_layers.InvConv2dLU method) rgb2gray() (in module torchbox.utils.colors) rmcdim() (in module torchbox.base.baseops) rmlinear() (in module torchbox.dsp.polynomialfit) roll() (in module torchbox.base.arrayops) rt2ct() (in module torchbox.misc.transform)

S

SAE (class in torchbox.module.evaluation.error) sae() (in module torchbox.evaluation.error) SAELoss (class in torchbox.module.loss.error) sample_tensor() (in module torchbox.misc.sampling) save_model() (in module torchbox.optim.save_load) savebin() (in module torchbox.utils.ios) saveh5() (in module torchbox.utils.ios) savemat() (in module torchbox.utils.ios) saveyaml() (in module torchbox.utils.ios) scale() (in module torchbox.misc.transform) selectivity() (in module torchbox.evaluation.retrieval) selu() (in module torchbox.nn.activations) sensitivity() (in module torchbox.evaluation.retrieval) setseed() (in module torchbox.base.randomfunc) shuffle_tensor() (in module torchbox.misc.sampling) sigmoid() (in module torchbox.nn.activations) sinc() (in module torchbox.base.mathops) sl() (in module torchbox.base.arrayops) slidegrid() (in module torchbox.misc.sampling) snr() (in module torchbox.evaluation.snrs) soft_dice_coeff() (torchbox.module.evaluation.retrieval.Dice method) (torchbox.module.loss.retrieval.DiceLoss method) softplus() (in module torchbox.nn.activations)

SoftShrink (class in torchbox.module.layers.complex_layers) softshrink() (in module torchbox.layerfunction.cplxfunc) softsign() (in module torchbox.nn.activations) split_tensor() (in module torchbox.misc.sampling) SSE (class in torchbox.module.evaluation.error) sse() (in module torchbox.evaluation.error) SSELoss (class in torchbox.module.loss.error) SSIM (class in torchbox.module.evaluation.ssims) ssim() (in module torchbox.evaluation.ssims) Standardization (class in torchbox.module.misc.transform) std() (in module torchbox.base.mathops) step() (torchbox.spl.voptimizer.Binary method) (torchbox.spl.voptimizer.Linear method) (torchbox.spl.voptimizer.Logarithmic method) (torchbox.spl.voptimizer.Mixture method) str2bool() (in module torchbox.utils.convert) str2hash() (in module torchbox.utils.convert) str2list() (in module torchbox.utils.convert) str2num() (in module torchbox.utils.convert) str2sec() (in module torchbox.utils.convert) str2tuple() (in module torchbox.utils.convert) svd_rank() (in module torchbox.linalg.decomposition) swap() (in module torchbox.base.arrayops) swish() (in module torchbox.nn.activations)

T

tanh() (in module torchbox.nn.activations) tensor2patch() (in module torchbox.misc.sampling) test_epoch() (in module torchbox.optim.solver) torchbox module torchbox.base module torchbox.base.arrayops module torchbox.base.baseops module torchbox.base.mathops module torchbox.base.randomfunc module torchbox.base.typevalue module torchbox.dataloaders module torchbox.dataloaders.meta_dataloader module torchbox.datasets module torchbox.datasets.mnist module torchbox.datasets.mstar module torchbox.datasets.signals module torchbox.diagnose module torchbox.diagnose.plotgradflow module torchbox.dsp module torchbox.dsp.convolution module torchbox.dsp.correlation module torchbox.dsp.ffts module torchbox.dsp.function_base module torchbox.dsp.interpolation module torchbox.dsp.kernels module torchbox.dsp.normalsignals module torchbox.dsp.polynomialfit module torchbox.dsp.window_function module torchbox.evaluation module torchbox.evaluation.capacity module torchbox.evaluation.classification module torchbox.evaluation.contrast module torchbox.evaluation.correlation module torchbox.evaluation.entropy module torchbox.evaluation.error module torchbox.evaluation.norm module torchbox.evaluation.retrieval module torchbox.evaluation.similarity module torchbox.evaluation.snrs module torchbox.evaluation.ssims module torchbox.layerfunction module torchbox.layerfunction.complex_functions module torchbox.layerfunction.cplxfunc module torchbox.linalg module torchbox.linalg.decomposition module torchbox.linalg.orthogonalization module torchbox.misc module torchbox.misc.draw_shapes module torchbox.misc.mapping_operation module torchbox.misc.noising module torchbox.misc.sampling module torchbox.misc.transform module torchbox.ml module torchbox.ml.reduction_pca module torchbox.module module torchbox.module.dsp module torchbox.module.dsp.convolution module torchbox.module.dsp.interpolation module torchbox.module.dsp.polynomialfit module torchbox.module.evaluation module torchbox.module.evaluation.channel module

torchbox.module.evaluation.contrast module torchbox.module.evaluation.correlation module torchbox.module.evaluation.entropy module torchbox.module.evaluation.error module torchbox.module.evaluation.norm module torchbox.module.evaluation.retrieval module torchbox.module.evaluation.ssims module torchbox.module.evaluation.variation module torchbox.module.layers module torchbox.module.layers.balanceconv2d module torchbox.module.layers.cnnsize module torchbox.module.layers.complex_layers module torchbox.module.layers.consistency_layers module torchbox.module.layers.conv_lstms module torchbox.module.layers.convolution module torchbox.module.layers.edge module torchbox.module.layers.fft_layers module torchbox.module.layers.flow_layers module torchbox.module.layers.gaborconv2d module torchbox.module.layers.phase_convolution module torchbox.module.layers.pool module torchbox.module.loss module torchbox.module.loss.contrast module torchbox.module.loss.correlation module torchbox.module.loss.entropy module torchbox.module.loss.error module torchbox.module.loss.fourier module torchbox.module.loss.norm module torchbox.module.loss.perceptual module torchbox.module.loss.retrieval module torchbox.module.loss.sparse_metric module torchbox.module.loss.variation module torchbox.module.misc module torchbox.module.misc.transform module torchbox.nn module torchbox.nn.activations module torchbox.optim module torchbox.optim.learning_rate module torchbox.optim.lr_scheduler module torchbox.optim.mamls_solver module torchbox.optim.save_load module torchbox.optim.solver module torchbox.spl module torchbox.spl.spfunction module torchbox.spl.voptimizer module torchbox.summary module torchbox.summary.loss_log module torchbox.utils module torchbox.utils.colormaps module torchbox.utils.colors module torchbox.utils.const module torchbox.utils.convert module torchbox.utils.file module torchbox.utils.image module torchbox.utils.ios module torchbox.utils.plot_show module torchbox.version module TotalVariation (class in torchbox.module.evaluation.variation) (class in torchbox.module.loss.variation) train_epoch() (in module torchbox.optim.solver) true_negative() (in module torchbox.evaluation.retrieval) true_positive() (in module torchbox.evaluation.retrieval)

U

UnPoolSize1d() (in module torchbox.module.layers.cnnsize) UnPoolSize2d() (in module torchbox.module.layers.cnnsize) unwrap() (in module torchbox.dsp.function_base) unwrap2() (in module torchbox.dsp.function_base) update_base() (torchbox.optim.mamls_solver.MAML method) (torchbox.optim.mamls_solver.MetaSGD method)

update_rankr() (torchbox.spl.voptimizer.Binary method) (torchbox.spl.voptimizer.Linear method) (torchbox.spl.voptimizer.Logarithmic method) (torchbox.spl.voptimizer.Mixture method) updategt() (torchbox.module.evaluation.channel.ChnlCapCor method) updir() (torchbox.summary.loss_log.LossLog method) upkeys() (in module torchbox.base.baseops)

V

valid_epoch() (in module torchbox.optim.solver)

var() (in module torchbox.base.mathops)

W

weight (torchbox.module.layers.balanceconv2d.BalaConv2d attribute) weight_init() (torchbox.module.loss.perceptual.RandomProjectionLoss method)

wgn() (in module torchbox.misc.noising) window() (in module torchbox.dsp.window_function) windowing() (in module torchbox.dsp.window_function)

X

xcorr() (in module torchbox.dsp.correlation)

Z

zero_grad() (torchbox.optim.mamls_solver.MAML method) (torchbox.optim.mamls_solver.MetaSGD method)

ZeroConv2d (class in torchbox.module.layers.flow_layers) zscore() (in module torchbox.misc.transform)