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PaddleSpeech/third_party/python_kaldi_features
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TianYuan 4370c5cfa6
Merge branch 'develop' of github.com:PaddlePaddle/PaddleSpeech into fs2_conformer 		3 years ago
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setup.py Merge branch 'develop' of github.com:PaddlePaddle/PaddleSpeech into fs2_conformer 3 years ago

README.rst
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forked from `<https://github.com/jameslyons/python_speech_features>`_



check the readme therein for the usages



It has been modified to produce the same results as with the compute-mfcc-feats and compute-fbank-feats (check their default parameters first) commands in Kaldi.

 

-------------------------------



The compute-mfcc-feats pipeline:



src/featbin/Compute-mfcc-feats.cc

    

    Mfcc mfcc(mfcc_opts)  --> src/feat/Feature-mfcc.h

    

                                 struct MfccOptions

                                 

                                 typedef OfflineFeatureTpl<MfccComputer> Mfcc --> src/feat/Feature-common.h

           

                                 MfccComputer()  --> src/feat/Feature-mfcc.cc

                                 

                                                         ComputeDctMatrix()  --> src/matrix/Matrix-functions.cc

                                                         

                                                         ComputeLifterCoeffs()  --> src/feat/Mel-computations.cc

  

    

    for each utterance:

    mfcc.ComputeFeatures()



src/feat/Feature-common-inl.h



    OfflineFeatureTpl<F>::ComputeFeatures()

    

        Compute()

        

            ExtractWindow()  --> src/feat/Feature-window.cc

                                     

                                     ProcessWindow()

                                         

                                         Dither, remove_dc_offset, log_energy_pre_window, Preemphasize, window

            

            computer_.Compute() --> src/feat/Feature-mfcc.cc

               

                                      MfccComputer::Compute()

                                      

                                          const MelBanks &mel_banks --> Mel-computations.cc

                                          

                                          srfft_

                                        

                                          ComputerPowerSpectrum()

                                          

                                          mel_banks.Compute()

                                          

                                          mel_energies_.ApplyLog()

                                          

                                          dct, cepstral_lifter