xref: /aosp_15_r20/external/armnn/samples/SpeechRecognition/include/Wav2LetterMFCC.hpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2020 Arm Ltd and Contributors. All rights reserved.
3*89c4ff92SAndroid Build Coastguard Worker // SPDX-License-Identifier: MIT
4*89c4ff92SAndroid Build Coastguard Worker //
5*89c4ff92SAndroid Build Coastguard Worker #pragma once
6*89c4ff92SAndroid Build Coastguard Worker 
7*89c4ff92SAndroid Build Coastguard Worker #include "MFCC.hpp"
8*89c4ff92SAndroid Build Coastguard Worker 
9*89c4ff92SAndroid Build Coastguard Worker /* Class to provide Wav2Letter specific MFCC calculation requirements. */
10*89c4ff92SAndroid Build Coastguard Worker class Wav2LetterMFCC : public MFCC
11*89c4ff92SAndroid Build Coastguard Worker {
12*89c4ff92SAndroid Build Coastguard Worker 
13*89c4ff92SAndroid Build Coastguard Worker public:
Wav2LetterMFCC(const MfccParams & params)14*89c4ff92SAndroid Build Coastguard Worker     explicit Wav2LetterMFCC(const MfccParams& params)
15*89c4ff92SAndroid Build Coastguard Worker         :  MFCC(params)
16*89c4ff92SAndroid Build Coastguard Worker     {}
17*89c4ff92SAndroid Build Coastguard Worker 
18*89c4ff92SAndroid Build Coastguard Worker     Wav2LetterMFCC()  = delete;
19*89c4ff92SAndroid Build Coastguard Worker     ~Wav2LetterMFCC() = default;
20*89c4ff92SAndroid Build Coastguard Worker 
21*89c4ff92SAndroid Build Coastguard Worker protected:
22*89c4ff92SAndroid Build Coastguard Worker 
23*89c4ff92SAndroid Build Coastguard Worker     /**
24*89c4ff92SAndroid Build Coastguard Worker      * @brief       Overrides base class implementation of this function.
25*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   fftVec                  Vector populated with FFT magnitudes
26*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   melFilterBank           2D Vector with filter bank weights
27*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   filterBankFilterFirst   Vector containing the first indices of filter bank
28*89c4ff92SAndroid Build Coastguard Worker      *                                      to be used for each bin.
29*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   filterBankFilterLast    Vector containing the last indices of filter bank
30*89c4ff92SAndroid Build Coastguard Worker      *                                      to be used for each bin.
31*89c4ff92SAndroid Build Coastguard Worker      * @param[out]  melEnergies             Pre-allocated vector of MEL energies to be
32*89c4ff92SAndroid Build Coastguard Worker      *                                      populated.
33*89c4ff92SAndroid Build Coastguard Worker      * @return      true if successful, false otherwise
34*89c4ff92SAndroid Build Coastguard Worker      */
35*89c4ff92SAndroid Build Coastguard Worker     bool ApplyMelFilterBank(
36*89c4ff92SAndroid Build Coastguard Worker         std::vector<float>&                 fftVec,
37*89c4ff92SAndroid Build Coastguard Worker         std::vector<std::vector<float>>&    melFilterBank,
38*89c4ff92SAndroid Build Coastguard Worker         std::vector<uint32_t>&              filterBankFilterFirst,
39*89c4ff92SAndroid Build Coastguard Worker         std::vector<uint32_t>&              filterBankFilterLast,
40*89c4ff92SAndroid Build Coastguard Worker         std::vector<float>&                 melEnergies) override;
41*89c4ff92SAndroid Build Coastguard Worker 
42*89c4ff92SAndroid Build Coastguard Worker     /**
43*89c4ff92SAndroid Build Coastguard Worker      * @brief           Override for the base class implementation convert mel
44*89c4ff92SAndroid Build Coastguard Worker      *                  energies to logarithmic scale. The difference from
45*89c4ff92SAndroid Build Coastguard Worker      *                  default behaviour is that the power is converted to dB
46*89c4ff92SAndroid Build Coastguard Worker      *                  and subsequently clamped.
47*89c4ff92SAndroid Build Coastguard Worker      * @param[in,out]   melEnergies   1D vector of Mel energies
48*89c4ff92SAndroid Build Coastguard Worker      **/
49*89c4ff92SAndroid Build Coastguard Worker     void ConvertToLogarithmicScale(std::vector<float>& melEnergies) override;
50*89c4ff92SAndroid Build Coastguard Worker 
51*89c4ff92SAndroid Build Coastguard Worker     /**
52*89c4ff92SAndroid Build Coastguard Worker      * @brief       Create a matrix used to calculate Discrete Cosine
53*89c4ff92SAndroid Build Coastguard Worker      *              Transform. Override for the base class' default
54*89c4ff92SAndroid Build Coastguard Worker      *              implementation as the first and last elements
55*89c4ff92SAndroid Build Coastguard Worker      *              use a different normaliser.
56*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   inputLength        input length of the buffer on which
57*89c4ff92SAndroid Build Coastguard Worker      *                                 DCT will be performed
58*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   coefficientCount   Total coefficients per input length.
59*89c4ff92SAndroid Build Coastguard Worker      * @return      1D vector with inputLength x coefficientCount elements
60*89c4ff92SAndroid Build Coastguard Worker      *              populated with DCT coefficients.
61*89c4ff92SAndroid Build Coastguard Worker      */
62*89c4ff92SAndroid Build Coastguard Worker     std::vector<float> CreateDCTMatrix(int32_t inputLength,
63*89c4ff92SAndroid Build Coastguard Worker                                        int32_t coefficientCount) override;
64*89c4ff92SAndroid Build Coastguard Worker 
65*89c4ff92SAndroid Build Coastguard Worker     /**
66*89c4ff92SAndroid Build Coastguard Worker      * @brief       Given the low and high Mel values, get the normaliser
67*89c4ff92SAndroid Build Coastguard Worker      *              for weights to be applied when populating the filter
68*89c4ff92SAndroid Build Coastguard Worker      *              bank. Override for the base class implementation.
69*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   leftMel        Low Mel frequency value.
70*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   rightMel       High Mel frequency value.
71*89c4ff92SAndroid Build Coastguard Worker      * @param[in]   useHTKMethod   bool to signal if HTK method is to be
72*89c4ff92SAndroid Build Coastguard Worker      *                             used for calculation.
73*89c4ff92SAndroid Build Coastguard Worker      * @return      Value to use for normalising.
74*89c4ff92SAndroid Build Coastguard Worker      */
75*89c4ff92SAndroid Build Coastguard Worker     float GetMelFilterBankNormaliser(const float&   leftMel,
76*89c4ff92SAndroid Build Coastguard Worker                                      const float&   rightMel,
77*89c4ff92SAndroid Build Coastguard Worker                                      bool     useHTKMethod) override;
78*89c4ff92SAndroid Build Coastguard Worker };