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| 1 /* | |
| 2 * Copyright (c) 2012 The WebRTC project authors. All Rights Reserved. | |
| 3 * | |
| 4 * Use of this source code is governed by a BSD-style license | |
| 5 * that can be found in the LICENSE file in the root of the source | |
| 6 * tree. An additional intellectual property rights grant can be found | |
| 7 * in the file PATENTS. All contributing project authors may | |
| 8 * be found in the AUTHORS file in the root of the source tree. | |
| 9 */ | |
| 10 | |
| 11 #include "webrtc/modules/audio_processing/vad/gmm.h" | |
| 12 | |
| 13 #include <math.h> | |
| 14 #include <stdlib.h> | |
| 15 | |
| 16 #include "webrtc/typedefs.h" | |
| 17 | |
| 18 namespace webrtc { | |
| 19 | |
| 20 static const int kMaxDimension = 10; | |
| 21 | |
| 22 static void RemoveMean(const double* in, | |
| 23 const double* mean_vec, | |
| 24 int dimension, | |
| 25 double* out) { | |
| 26 for (int n = 0; n < dimension; ++n) | |
| 27 out[n] = in[n] - mean_vec[n]; | |
| 28 } | |
| 29 | |
| 30 static double ComputeExponent(const double* in, | |
| 31 const double* covar_inv, | |
| 32 int dimension) { | |
| 33 double q = 0; | |
| 34 for (int i = 0; i < dimension; ++i) { | |
| 35 double v = 0; | |
| 36 for (int j = 0; j < dimension; j++) | |
| 37 v += (*covar_inv++) * in[j]; | |
| 38 q += v * in[i]; | |
| 39 } | |
| 40 q *= -0.5; | |
| 41 return q; | |
| 42 } | |
| 43 | |
| 44 double EvaluateGmm(const double* x, const GmmParameters& gmm_parameters) { | |
| 45 if (gmm_parameters.dimension > kMaxDimension) { | |
| 46 return -1; // This is invalid pdf so the caller can check this. | |
| 47 } | |
| 48 double f = 0; | |
| 49 double v[kMaxDimension]; | |
| 50 const double* mean_vec = gmm_parameters.mean; | |
| 51 const double* covar_inv = gmm_parameters.covar_inverse; | |
| 52 | |
| 53 for (int n = 0; n < gmm_parameters.num_mixtures; n++) { | |
| 54 RemoveMean(x, mean_vec, gmm_parameters.dimension, v); | |
| 55 double q = ComputeExponent(v, covar_inv, gmm_parameters.dimension) + | |
| 56 gmm_parameters.weight[n]; | |
| 57 f += exp(q); | |
| 58 mean_vec += gmm_parameters.dimension; | |
| 59 covar_inv += gmm_parameters.dimension * gmm_parameters.dimension; | |
| 60 } | |
| 61 return f; | |
| 62 } | |
| 63 | |
| 64 } // namespace webrtc | |
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