Index

_

__init__() (modulation.classification.architecture.m5.M5 method) (modulation.classification.metrics.lwlrap.lwlrap_accumulator method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.data.audio.speech.seperation.dsd100.DSD100 method) (modulation.data.signal_generator.SignalGenerator method) (modulation.entry_points.cli.ModulationCLI method) (modulation.signal_utilities.noise_generation.gaussian_noise.GaussianNoiseTypeEnum method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

A

accumulate_samples() (modulation.classification.metrics.lwlrap.lwlrap_accumulator method) add_module() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) apply() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.data.signal_generator.SignalGenerator method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

audio_read() (in module modulation.signal_utilities.audio_utilities.persistence) audio_write() (in module modulation.signal_utilities.audio_utilities.persistence)

B

batch_pad() (in module modulation.torch_utilities.padding) bfloat16() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

blue_noise() (in module modulation.signal_utilities.noise_generation.gaussian_noise) brown_noise() (in module modulation.signal_utilities.noise_generation.gaussian_noise) buffers() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

C

calculate_per_class_lwlrap() (in module modulation.classification.metrics.lwlrap) children() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) chop_n() (in module modulation.signal_utilities.chopping) chop_n_end() (in module modulation.signal_utilities.chopping) chop_n_middle() (in module modulation.signal_utilities.chopping) chop_n_middle_end() (in module modulation.signal_utilities.chopping) chop_n_middle_start() (in module modulation.signal_utilities.chopping) chop_n_start() (in module modulation.signal_utilities.chopping) collate_pad_wrapped() (in module modulation.torch_utilities.collation) collate_transform_wrapped() (in module modulation.torch_utilities.collation) color_plot() (in module modulation.visualisation.colorise_waveform) colorise_waveform_by_salience() (in module modulation.visualisation.salience.colored) colorise_waveform_frequency_by_components() (in module modulation.visualisation.salience.colored) compute_additive_noise_samples() (in module modulation.signal_utilities.noise_generation.additive_noise) configure_optimizers() (modulation.classification.seperation.audio_unet.UNet method)

cpu() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) cuda() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

D

de_emphasise() (in module modulation.signal_utilities.audio_utilities.filtering) double() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

draw_cli_header() (in module modulation.entry_points.cli) DSD100 (class in modulation.data.audio.speech.seperation.dsd100)

E

eval() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

extra_repr() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

F

fft_denoise() (in module modulation.regression.spectral_denoise) fft_frequencies() (in module modulation.signal_utilities.audio_utilities.filtering) float() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

forward() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

G

GaussianNoiseTypeEnum (class in modulation.signal_utilities.noise_generation.gaussian_noise) generate_babble_noise() (in module modulation.signal_utilities.noise_generation.babble_noise) generate_noise() (in module modulation.signal_utilities.noise_generation.gaussian_noise) generate_speech_shaped_noise() (in module modulation.signal_utilities.noise_generation.shaped_noise) get_buffer() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) get_extra_state() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

get_parameter() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) get_submodule() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) get_version() (in module modulation)

H

half() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

hilbert_envelope() (in module modulation.signal_utilities.audio_utilities.filtering)

I

in_mel_scale() (in module modulation.signal_utilities.audio_utilities.filtering) InversePreEmphasis (class in modulation.torch_utilities.torch_transforms) InverseSpectrogram (class in modulation.torch_utilities.torch_transforms) ipu() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

L

load_state_dict() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

LogTransform (class in modulation.torch_utilities.torch_transforms) lpc_simple() (in module modulation.regression.linear_predictive_coding) lwlrap_accumulator (class in modulation.classification.metrics.lwlrap)

M

M5 (class in modulation.classification.architecture.m5) main() (in module modulation.entry_points.cli) (in module modulation.entry_points.tensorboard_entry_point) mask_chop_segments() (in module modulation.signal_utilities.chopping) mask_split_non_zero_concat() (in module modulation.signal_utilities.splitting) mask_split_non_zero_segments() (in module modulation.signal_utilities.splitting) mel_scale() (in module modulation.signal_utilities.audio_utilities.filtering) MelSpectrogram (class in modulation.torch_utilities.torch_transforms) min_length_pad() (in module modulation.torch_utilities.padding) modulation module, [1], [2] modulation.classification module modulation.classification.architecture module modulation.classification.architecture.cepstral_a module modulation.classification.architecture.m5 module modulation.classification.metrics module modulation.classification.metrics.lwlrap module modulation.classification.procedure module modulation.classification.seperation module modulation.classification.seperation.audio_unet module modulation.data module modulation.data.audio module modulation.data.audio.speech module modulation.data.audio.speech.seperation module modulation.data.audio.speech.seperation.dsd100 module modulation.data.signal_generator module modulation.entry_points module modulation.entry_points.cli module modulation.entry_points.tensorboard_entry_point module modulation.jax_utilities module modulation.jax_utilities.fourier module modulation.regression module modulation.regression.denoising module modulation.regression.denoising.band_pass module modulation.regression.denoising.finger_print module modulation.regression.linear_predictive_coding module modulation.regression.spectral_denoise module modulation.signal_utilities module modulation.signal_utilities.audio_utilities module modulation.signal_utilities.audio_utilities.filtering module modulation.signal_utilities.audio_utilities.persistence module modulation.signal_utilities.chopping module modulation.signal_utilities.noise_generation module modulation.signal_utilities.noise_generation.additive_noise module modulation.signal_utilities.noise_generation.babble_noise module modulation.signal_utilities.noise_generation.deprecated module modulation.signal_utilities.noise_generation.gaussian_noise module modulation.signal_utilities.noise_generation.shaped_noise module

modulation.signal_utilities.segmentation module modulation.signal_utilities.splitting module modulation.torch_utilities module modulation.torch_utilities.collation module modulation.torch_utilities.padding module modulation.torch_utilities.torch_transforms module modulation.visualisation module modulation.visualisation.colorise_waveform module modulation.visualisation.salience module modulation.visualisation.salience.colored module ModulationCLI (class in modulation.entry_points.cli) module modulation, [1], [2] modulation.classification modulation.classification.architecture modulation.classification.architecture.cepstral_a modulation.classification.architecture.m5 modulation.classification.metrics modulation.classification.metrics.lwlrap modulation.classification.procedure modulation.classification.seperation modulation.classification.seperation.audio_unet modulation.data modulation.data.audio modulation.data.audio.speech modulation.data.audio.speech.seperation modulation.data.audio.speech.seperation.dsd100 modulation.data.signal_generator modulation.entry_points modulation.entry_points.cli modulation.entry_points.tensorboard_entry_point modulation.jax_utilities modulation.jax_utilities.fourier modulation.regression modulation.regression.denoising modulation.regression.denoising.band_pass modulation.regression.denoising.finger_print modulation.regression.linear_predictive_coding modulation.regression.spectral_denoise modulation.signal_utilities modulation.signal_utilities.audio_utilities modulation.signal_utilities.audio_utilities.filtering modulation.signal_utilities.audio_utilities.persistence modulation.signal_utilities.chopping modulation.signal_utilities.noise_generation modulation.signal_utilities.noise_generation.additive_noise modulation.signal_utilities.noise_generation.babble_noise modulation.signal_utilities.noise_generation.deprecated modulation.signal_utilities.noise_generation.gaussian_noise modulation.signal_utilities.noise_generation.shaped_noise modulation.signal_utilities.segmentation modulation.signal_utilities.splitting modulation.torch_utilities modulation.torch_utilities.collation modulation.torch_utilities.padding modulation.torch_utilities.torch_transforms modulation.visualisation modulation.visualisation.colorise_waveform modulation.visualisation.salience modulation.visualisation.salience.colored modules() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) multifreq() (in module modulation.data.signal_generator)

N

named_buffers() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) named_children() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

named_modules() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) named_parameters() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

O

one_sample_positive_class_precisions() (in module modulation.classification.metrics.lwlrap)

overall_lwlrap() (modulation.classification.metrics.lwlrap.lwlrap_accumulator method)

P

pad_sequence() (in module modulation.torch_utilities.padding) parameters() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

per_class_lwlrap() (modulation.classification.metrics.lwlrap.lwlrap_accumulator method) per_class_weight() (modulation.classification.metrics.lwlrap.lwlrap_accumulator method) pink_noise() (in module modulation.signal_utilities.noise_generation.gaussian_noise) pre_emphasise() (in module modulation.signal_utilities.audio_utilities.filtering) pre_emphasise_torch() (in module modulation.signal_utilities.audio_utilities.filtering) PreEmphasis (class in modulation.torch_utilities.torch_transforms)

R

register_backward_hook() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) register_buffer() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) register_forward_hook() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) register_forward_pre_hook() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) register_full_backward_hook() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

register_load_state_dict_post_hook() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) register_module() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) register_parameter() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) requires_grad_() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) reset_internal_time() (modulation.data.signal_generator.SignalGenerator method) run() (modulation.entry_points.cli.ModulationCLI method) runs_of_non_zero() (in module modulation.signal_utilities.segmentation)

S

sample_noise() (in module modulation.signal_utilities.noise_generation.additive_noise) sawtooth() (in module modulation.data.signal_generator) separate_mask_regions() (in module modulation.signal_utilities.chopping) set_extra_state() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) set_internal_time() (modulation.data.signal_generator.SignalGenerator method) share_memory() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

SignalGenerator (class in modulation.data.signal_generator) single_epoch_evaluation() (in module modulation.classification.procedure) single_epoch_fitting() (in module modulation.classification.procedure) Spectrogram (class in modulation.torch_utilities.torch_transforms) sponsors() (modulation.entry_points.cli.ModulationCLI static method) Squeeze (class in modulation.torch_utilities.torch_transforms) state_dict() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) step() (modulation.classification.seperation.audio_unet.UNet method)

T

to() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) to_empty() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) ToMono (class in modulation.torch_utilities.torch_transforms) ToNumpy (class in modulation.torch_utilities.torch_transforms)

ToTorch (class in modulation.torch_utilities.torch_transforms) train() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method) training_step() (modulation.classification.seperation.audio_unet.UNet method) triangle() (in module modulation.data.signal_generator) type() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

U

UNet (class in modulation.classification.seperation.audio_unet)

UNetConvBlock (class in modulation.classification.seperation.audio_unet) UNetDeconvBlock (class in modulation.classification.seperation.audio_unet)

V

validation_step() (modulation.classification.seperation.audio_unet.UNet method)

version() (modulation.entry_points.cli.ModulationCLI static method) violet_noise() (in module modulation.signal_utilities.noise_generation.gaussian_noise)

W

white_noise() (in module modulation.signal_utilities.noise_generation.gaussian_noise)

X

xpu() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)

Z

zero_grad() (modulation.classification.architecture.m5.M5 method) (modulation.classification.seperation.audio_unet.UNet method) (modulation.classification.seperation.audio_unet.UNetConvBlock method) (modulation.classification.seperation.audio_unet.UNetDeconvBlock method) (modulation.torch_utilities.torch_transforms.InversePreEmphasis method) (modulation.torch_utilities.torch_transforms.InverseSpectrogram method) (modulation.torch_utilities.torch_transforms.LogTransform method) (modulation.torch_utilities.torch_transforms.MelSpectrogram method) (modulation.torch_utilities.torch_transforms.PreEmphasis method) (modulation.torch_utilities.torch_transforms.Spectrogram method) (modulation.torch_utilities.torch_transforms.Squeeze method) (modulation.torch_utilities.torch_transforms.ToMono method) (modulation.torch_utilities.torch_transforms.ToNumpy method) (modulation.torch_utilities.torch_transforms.ToTorch method)