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