Package: torchaudio 0.3.1

torchaudio: R Interface to 'pytorch''s 'torchaudio'

Provides access to datasets, models and processing facilities for deep learning in audio.

Authors:Sigrid Keydana [aut, cre], Athos Damiani [aut], Daniel Falbel [aut]

torchaudio_0.3.1.tar.gz
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torchaudio.pdf |torchaudio.html✨
torchaudio/json (API)
NEWS

# Install 'torchaudio' in R:
install.packages('torchaudio', repos = c('https://skeydan.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

83 exports 0.09 score 20 dependencies 32 scripts 246 downloads

Last updated 2 years agofrom:6df2c41bab. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 25 2024
R-4.5-winOKAug 25 2024
R-4.5-linuxOKAug 25 2024
R-4.4-winOKAug 25 2024
R-4.4-macOKAug 25 2024
R-4.3-winOKAug 25 2024
R-4.3-macOKAug 25 2024

Exports:cmuarctic_datasetextract_archivefunctional__combine_maxfunctional__compute_nccffunctional__find_max_per_framefunctional__generate_wave_tablefunctional__median_smoothingfunctional_add_noise_shapingfunctional_allpass_biquadfunctional_amplitude_to_dbfunctional_anglefunctional_apply_probability_distributionfunctional_band_biquadfunctional_bandpass_biquadfunctional_bandreject_biquadfunctional_bass_biquadfunctional_biquadfunctional_complex_normfunctional_compute_deltasfunctional_contrastfunctional_create_dctfunctional_create_fb_matrixfunctional_db_to_amplitudefunctional_dcshiftfunctional_deemph_biquadfunctional_detect_pitch_frequencyfunctional_ditherfunctional_equalizer_biquadfunctional_flangerfunctional_gainfunctional_griffinlimfunctional_highpass_biquadfunctional_lfilterfunctional_lowpass_biquadfunctional_magphasefunctional_mask_along_axisfunctional_mask_along_axis_iidfunctional_mel_scalefunctional_mu_law_decodingfunctional_mu_law_encodingfunctional_overdrivefunctional_phase_vocoderfunctional_phaserfunctional_riaa_biquadfunctional_sliding_window_cmnfunctional_spectrogramfunctional_treble_biquadfunctional_vadkaldi__get_lr_indices_and_weightskaldi__get_num_lr_output_sampleskaldi_resample_waveformlinear_to_mel_frequencylist_audio_backendsmel_to_linear_frequencymodel_melresnetmodel_resblockmodel_stretch2dmodel_upsample_networkmodel_wavernnspeechcommand_datasettorchaudio_infotorchaudio_loadtransform__axismaskingtransform_amplitude_to_dbtransform_complex_normtransform_compute_deltastransform_fadetransform_frequencymaskingtransform_inverse_mel_scaletransform_mel_scaletransform_mel_spectrogramtransform_mfcctransform_mu_law_decodingtransform_mu_law_encodingtransform_resampletransform_sliding_window_cmntransform_spectrogramtransform_time_stretchtransform_timemaskingtransform_to_tensortransform_vadtransform_volyesno_dataset

Dependencies:avbitbit64callrclicorodescellipsisfsgluejsonlitemagrittrprocessxpsR6Rcpprlangsafetensorstorchwithr

Audio I/O and Pre-Processing with torchaudio

Rendered fromaudio_preprocessing_tutorial.Rmdusingknitr::rmarkdownon Aug 25 2024.

Last update: 2023-01-16
Started: 2021-01-18

Readme and manuals

Help Manual

Help pageTopics
CMU Arctic Datasetcmuarctic_dataset
Extract Archiveextract_archive
Combine Max (functional)functional__combine_max
Normalized Cross-Correlation Function (functional)functional__compute_nccf
Find Max Per Frame (functional)functional__find_max_per_frame
Wave Table Generator (functional)functional__generate_wave_table
Median Smoothing (functional)functional__median_smoothing
Noise Shaping (functional)functional_add_noise_shaping
All-pass Biquad Filter (functional)functional_allpass_biquad
Amplitude to DB (functional)functional_amplitude_to_db
Angle (functional)functional_angle
Probability Distribution Apply (functional)functional_apply_probability_distribution
Two-pole Band Filter (functional)functional_band_biquad
Band-pass Biquad Filter (functional)functional_bandpass_biquad
Band-reject Biquad Filter (functional)functional_bandreject_biquad
Bass Tone-control Effect (functional)functional_bass_biquad
Biquad Filter (functional)functional_biquad
Complex Norm (functional)functional_complex_norm
Delta Coefficients (functional)functional_compute_deltas
Contrast Effect (functional)functional_contrast
DCT transformation matrix (functional)functional_create_dct
Frequency Bin Conversion Matrix (functional)functional_create_fb_matrix
DB to Amplitude (functional)functional_db_to_amplitude
DC Shift (functional)functional_dcshift
ISO 908 CD De-emphasis IIR Filter (functional)functional_deemph_biquad
Detect Pitch Frequency (functional)functional_detect_pitch_frequency
Dither (functional)functional_dither
Biquad Peaking Equalizer Filter (functional)functional_equalizer_biquad
Flanger Effect (functional)functional_flanger
Gain (functional)functional_gain
Griffin-Lim Transformation (functional)functional_griffinlim
High-pass Biquad Filter (functional)functional_highpass_biquad
An IIR Filter (functional)functional_lfilter
Low-pass Biquad Filter (functional)functional_lowpass_biquad
Magnitude and Phase (functional)functional_magphase
Mask Along Axis (functional)functional_mask_along_axis
Mask Along Axis IID (functional)functional_mask_along_axis_iid
Mel Scale (functional)functional_mel_scale
Mu Law Decoding (functional)functional_mu_law_decoding
Mu Law Encoding (functional)functional_mu_law_encoding
Overdrive Effect (functional)functional_overdrive
Phase Vocoderfunctional_phase_vocoder
Phasing Effect (functional)functional_phaser
RIAA Vinyl Playback Equalisation (functional)functional_riaa_biquad
sliding-window Cepstral Mean Normalization (functional)functional_sliding_window_cmn
Spectrogram (functional)functional_spectrogram
Treble Tone-control Effect (functional)functional_treble_biquad
Voice Activity Detector (functional)functional_vad
Linear Resample Indices And Weightskaldi__get_lr_indices_and_weights
Linear Resample Output Sampleskaldi__get_num_lr_output_samples
Kaldi's Resample Waveformkaldi_resample_waveform
Linear to mel frequencylinear_to_mel_frequency
List available audio backendslist_audio_backends
Mel to linear frequencymel_to_linear_frequency
MelResNetmodel_melresnet
ResBlockmodel_resblock
Stretch2dmodel_stretch2d
UpsampleNetworkmodel_upsample_network
WaveRNNmodel_wavernn
Speech Commands Datasetspeechcommand_dataset
Audio Informationtorchaudio_info
Load Audio Filetorchaudio_load
Axis Maskingtransform__axismasking
Amplitude to DBtransform_amplitude_to_db
Complex Normtransform_complex_norm
Delta Coefficientstransform_compute_deltas
Fade In/Outtransform_fade
Frequency-domain Maskingtransform_frequencymasking
Inverse Mel Scaletransform_inverse_mel_scale
Mel Scaletransform_mel_scale
Mel Spectrogramtransform_mel_spectrogram
Mel-frequency Cepstrum Coefficientstransform_mfcc
Mu Law Decodingtransform_mu_law_decoding
Mu Law Encodingtransform_mu_law_encoding
Signal Resampletransform_resample
sliding-window Cepstral Mean Normalizationtransform_sliding_window_cmn
Spectrogramtransform_spectrogram
Time Stretchtransform_time_stretch
Time-domain Maskingtransform_timemasking
Convert an audio object into a tensortransform_to_tensor
Voice Activity Detectortransform_vad
Add a volume to an waveform.transform_vol
YesNo Datasetyesno_dataset