[06cae6c] | 1 | /* |
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| 2 | Copyright (C) 2007-2009 Paul Brossier <piem@aubio.org> |
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| 3 | and Amaury Hazan <ahazan@iua.upf.edu> |
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| 4 | |
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[1c2e186] | 5 | This file is part of aubio. |
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[06cae6c] | 6 | |
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[1c2e186] | 7 | aubio is free software: you can redistribute it and/or modify |
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[06cae6c] | 8 | it under the terms of the GNU General Public License as published by |
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| 9 | the Free Software Foundation, either version 3 of the License, or |
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| 10 | (at your option) any later version. |
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| 11 | |
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[1c2e186] | 12 | aubio is distributed in the hope that it will be useful, |
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[06cae6c] | 13 | but WITHOUT ANY WARRANTY; without even the implied warranty of |
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| 14 | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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| 15 | GNU General Public License for more details. |
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| 16 | |
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| 17 | You should have received a copy of the GNU General Public License |
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[1c2e186] | 18 | along with aubio. If not, see <http://www.gnu.org/licenses/>. |
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[06cae6c] | 19 | |
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| 20 | */ |
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| 21 | |
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| 22 | #include "aubio_priv.h" |
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[d95ff38] | 23 | #include "fmat.h" |
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[06cae6c] | 24 | #include "fvec.h" |
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| 25 | #include "cvec.h" |
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| 26 | #include "spectral/filterbank.h" |
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[db354e0] | 27 | #include "spectral/filterbank_mel.h" |
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[06cae6c] | 28 | #include "mathutils.h" |
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| 29 | |
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[3c18f9e] | 30 | uint_t |
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| 31 | aubio_filterbank_set_triangle_bands (aubio_filterbank_t * fb, |
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[feb694b] | 32 | const fvec_t * freqs, smpl_t samplerate) |
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[cfd35db] | 33 | { |
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[06cae6c] | 34 | |
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[d95ff38] | 35 | fmat_t *filters = aubio_filterbank_get_coeffs (fb); |
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| 36 | uint_t n_filters = filters->height, win_s = filters->length; |
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[ddf04fd] | 37 | fvec_t *lower_freqs, *upper_freqs, *center_freqs; |
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| 38 | fvec_t *triangle_heights, *fft_freqs; |
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[cfd35db] | 39 | |
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[1e37ade] | 40 | uint_t fn; /* filter counter */ |
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| 41 | uint_t bin; /* bin counter */ |
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[cfd35db] | 42 | |
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[ddf04fd] | 43 | smpl_t riseInc, downInc; |
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| 44 | |
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[1e37ade] | 45 | /* freqs define the bands of triangular overlapping windows. |
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| 46 | throw a warning if filterbank object fb is too short. */ |
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| 47 | if (freqs->length - 2 > n_filters) { |
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| 48 | AUBIO_WRN ("not enough filters, %d allocated but %d requested\n", |
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| 49 | n_filters, freqs->length - 2); |
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[b507607] | 50 | } |
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| 51 | |
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[3c18f9e] | 52 | if (freqs->length - 2 < n_filters) { |
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| 53 | AUBIO_WRN ("too many filters, %d allocated but %d requested\n", |
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| 54 | n_filters, freqs->length - 2); |
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| 55 | } |
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| 56 | |
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[edd3dac] | 57 | for (fn = 0; fn < freqs->length; fn++) { |
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| 58 | if (freqs->data[fn] < 0) { |
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| 59 | AUBIO_ERR("filterbank_mel: freqs must contain only positive values.\n"); |
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| 60 | return AUBIO_FAIL; |
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| 61 | } else if (freqs->data[fn] > samplerate / 2) { |
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| 62 | AUBIO_WRN("filterbank_mel: freqs should contain only " |
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[9ef3c6e] | 63 | "values < samplerate / 2.\n"); |
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[edd3dac] | 64 | } else if (fn > 0 && freqs->data[fn] < freqs->data[fn-1]) { |
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| 65 | AUBIO_ERR("filterbank_mel: freqs should be a list of frequencies " |
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| 66 | "sorted from low to high, but freq[%d] < freq[%d-1]\n", fn, fn); |
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| 67 | return AUBIO_FAIL; |
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[9ef3c6e] | 68 | } else if (fn > 0 && freqs->data[fn] == freqs->data[fn-1]) { |
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| 69 | AUBIO_WRN("filterbank_mel: set_triangle_bands received a list " |
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| 70 | "with twice the frequency %f\n", freqs->data[fn]); |
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[edd3dac] | 71 | } |
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[3c18f9e] | 72 | } |
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| 73 | |
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[4e0fbe6] | 74 | /* convenience reference to lower/center/upper frequency for each triangle */ |
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[ddf04fd] | 75 | lower_freqs = new_fvec (n_filters); |
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| 76 | upper_freqs = new_fvec (n_filters); |
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| 77 | center_freqs = new_fvec (n_filters); |
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[cfd35db] | 78 | |
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[4e0fbe6] | 79 | /* height of each triangle */ |
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[ddf04fd] | 80 | triangle_heights = new_fvec (n_filters); |
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[4e0fbe6] | 81 | |
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| 82 | /* lookup table of each bin frequency in hz */ |
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[ddf04fd] | 83 | fft_freqs = new_fvec (win_s); |
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[06cae6c] | 84 | |
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[4e0fbe6] | 85 | /* fill up the lower/center/upper */ |
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[1e37ade] | 86 | for (fn = 0; fn < n_filters; fn++) { |
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[d95ff38] | 87 | lower_freqs->data[fn] = freqs->data[fn]; |
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| 88 | center_freqs->data[fn] = freqs->data[fn + 1]; |
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| 89 | upper_freqs->data[fn] = freqs->data[fn + 2]; |
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[06cae6c] | 90 | } |
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| 91 | |
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[4e0fbe6] | 92 | /* compute triangle heights so that each triangle has unit area */ |
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[831f702] | 93 | if (aubio_filterbank_get_norm(fb)) { |
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| 94 | for (fn = 0; fn < n_filters; fn++) { |
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| 95 | triangle_heights->data[fn] = |
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| 96 | 2. / (upper_freqs->data[fn] - lower_freqs->data[fn]); |
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| 97 | } |
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| 98 | } else { |
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| 99 | fvec_ones (triangle_heights); |
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[06cae6c] | 100 | } |
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[cfd35db] | 101 | |
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[4e0fbe6] | 102 | /* fill fft_freqs lookup table, which assigns the frequency in hz to each bin */ |
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| 103 | for (bin = 0; bin < win_s; bin++) { |
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[d95ff38] | 104 | fft_freqs->data[bin] = |
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[3c18f9e] | 105 | aubio_bintofreq (bin, samplerate, (win_s - 1) * 2); |
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[06cae6c] | 106 | } |
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| 107 | |
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[4e0fbe6] | 108 | /* zeroing of all filters */ |
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[d95ff38] | 109 | fmat_zeros (filters); |
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[b507607] | 110 | |
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| 111 | /* building each filter table */ |
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[4e0fbe6] | 112 | for (fn = 0; fn < n_filters; fn++) { |
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[cfd35db] | 113 | |
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[b507607] | 114 | /* skip first elements */ |
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[4e0fbe6] | 115 | for (bin = 0; bin < win_s - 1; bin++) { |
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[d95ff38] | 116 | if (fft_freqs->data[bin] <= lower_freqs->data[fn] && |
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| 117 | fft_freqs->data[bin + 1] > lower_freqs->data[fn]) { |
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[3c18f9e] | 118 | bin++; |
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[06cae6c] | 119 | break; |
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| 120 | } |
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| 121 | } |
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[cfd35db] | 122 | |
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[b507607] | 123 | /* compute positive slope step size */ |
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[831f702] | 124 | riseInc = triangle_heights->data[fn] |
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| 125 | / (center_freqs->data[fn] - lower_freqs->data[fn]); |
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[b507607] | 126 | |
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| 127 | /* compute coefficients in positive slope */ |
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[4e0fbe6] | 128 | for (; bin < win_s - 1; bin++) { |
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| 129 | filters->data[fn][bin] = |
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[d95ff38] | 130 | (fft_freqs->data[bin] - lower_freqs->data[fn]) * riseInc; |
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[4e0fbe6] | 131 | |
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[d95ff38] | 132 | if (fft_freqs->data[bin + 1] >= center_freqs->data[fn]) { |
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[3c18f9e] | 133 | bin++; |
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[06cae6c] | 134 | break; |
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[3c18f9e] | 135 | } |
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[06cae6c] | 136 | } |
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[b507607] | 137 | |
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| 138 | /* compute negative slope step size */ |
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[831f702] | 139 | downInc = triangle_heights->data[fn] |
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| 140 | / (upper_freqs->data[fn] - center_freqs->data[fn]); |
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[cfd35db] | 141 | |
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[b507607] | 142 | /* compute coefficents in negative slope */ |
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[4e0fbe6] | 143 | for (; bin < win_s - 1; bin++) { |
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| 144 | filters->data[fn][bin] += |
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[d95ff38] | 145 | (upper_freqs->data[fn] - fft_freqs->data[bin]) * downInc; |
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[cfd35db] | 146 | |
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[3c18f9e] | 147 | if (filters->data[fn][bin] < 0.) { |
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| 148 | filters->data[fn][bin] = 0.; |
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| 149 | } |
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| 150 | |
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[d95ff38] | 151 | if (fft_freqs->data[bin + 1] >= upper_freqs->data[fn]) |
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[06cae6c] | 152 | break; |
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| 153 | } |
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[b507607] | 154 | /* nothing else to do */ |
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[06cae6c] | 155 | |
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| 156 | } |
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| 157 | |
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[cfd35db] | 158 | /* destroy temporarly allocated vectors */ |
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| 159 | del_fvec (lower_freqs); |
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| 160 | del_fvec (upper_freqs); |
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| 161 | del_fvec (center_freqs); |
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[06cae6c] | 162 | |
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[cfd35db] | 163 | del_fvec (triangle_heights); |
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| 164 | del_fvec (fft_freqs); |
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[06cae6c] | 165 | |
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[edd3dac] | 166 | return AUBIO_OK; |
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[cfd35db] | 167 | } |
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[1e37ade] | 168 | |
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[3c18f9e] | 169 | uint_t |
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[1e37ade] | 170 | aubio_filterbank_set_mel_coeffs_slaney (aubio_filterbank_t * fb, |
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| 171 | smpl_t samplerate) |
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| 172 | { |
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[3c18f9e] | 173 | uint_t retval; |
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| 174 | |
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[1e37ade] | 175 | /* Malcolm Slaney parameters */ |
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| 176 | smpl_t lowestFrequency = 133.3333; |
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| 177 | smpl_t linearSpacing = 66.66666666; |
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| 178 | smpl_t logSpacing = 1.0711703; |
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| 179 | |
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| 180 | uint_t linearFilters = 13; |
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| 181 | uint_t logFilters = 27; |
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| 182 | uint_t n_filters = linearFilters + logFilters; |
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| 183 | |
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| 184 | uint_t fn; /* filter counter */ |
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| 185 | |
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[ddf04fd] | 186 | smpl_t lastlinearCF; |
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| 187 | |
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[1e37ade] | 188 | /* buffers to compute filter frequencies */ |
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[d95ff38] | 189 | fvec_t *freqs = new_fvec (n_filters + 2); |
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[1e37ade] | 190 | |
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| 191 | /* first step: fill all the linear filter frequencies */ |
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| 192 | for (fn = 0; fn < linearFilters; fn++) { |
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[d95ff38] | 193 | freqs->data[fn] = lowestFrequency + fn * linearSpacing; |
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[1e37ade] | 194 | } |
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[ddf04fd] | 195 | lastlinearCF = freqs->data[fn - 1]; |
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[1e37ade] | 196 | |
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| 197 | /* second step: fill all the log filter frequencies */ |
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| 198 | for (fn = 0; fn < logFilters + 2; fn++) { |
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[d95ff38] | 199 | freqs->data[fn + linearFilters] = |
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[1e37ade] | 200 | lastlinearCF * (POW (logSpacing, fn + 1)); |
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| 201 | } |
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| 202 | |
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| 203 | /* now compute the actual coefficients */ |
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[59c046d] | 204 | retval = aubio_filterbank_set_triangle_bands (fb, freqs, samplerate); |
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[1e37ade] | 205 | |
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| 206 | /* destroy vector used to store frequency limits */ |
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| 207 | del_fvec (freqs); |
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| 208 | |
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[3c18f9e] | 209 | return retval; |
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[1e37ade] | 210 | } |
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[fa713bd] | 211 | |
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| 212 | uint_t |
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| 213 | aubio_filterbank_set_mel_coeffs (aubio_filterbank_t * fb, smpl_t samplerate, |
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| 214 | smpl_t freq_min, smpl_t freq_max) |
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| 215 | { |
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| 216 | uint_t m, retval; |
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| 217 | smpl_t start, end, step; |
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| 218 | fvec_t *freqs; |
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| 219 | fmat_t *coeffs = aubio_filterbank_get_coeffs(fb); |
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| 220 | uint_t n_bands = coeffs->height; |
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| 221 | |
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[0316feb] | 222 | if (samplerate <= 0) { |
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| 223 | AUBIO_ERR("filterbank: set_mel_coeffs samplerate should be > 0\n"); |
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| 224 | return AUBIO_FAIL; |
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| 225 | } |
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[fa713bd] | 226 | if (freq_max < 0) { |
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| 227 | AUBIO_ERR("filterbank: set_mel_coeffs freq_max should be > 0\n"); |
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| 228 | return AUBIO_FAIL; |
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| 229 | } else if (freq_max == 0) { |
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| 230 | end = aubio_hztomel(samplerate / 2.); |
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| 231 | } else { |
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| 232 | end = aubio_hztomel(freq_max); |
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| 233 | } |
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| 234 | if (freq_min < 0) { |
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| 235 | AUBIO_ERR("filterbank: set_mel_coeffs freq_min should be > 0\n"); |
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| 236 | return AUBIO_FAIL; |
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| 237 | } else { |
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| 238 | start = aubio_hztomel(freq_min); |
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| 239 | } |
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| 240 | |
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| 241 | freqs = new_fvec(n_bands + 2); |
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| 242 | step = (end - start) / (n_bands + 1); |
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| 243 | |
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| 244 | for (m = 0; m < n_bands + 2; m++) |
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| 245 | { |
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| 246 | freqs->data[m] = MIN(aubio_meltohz(start + step * m), samplerate/2.); |
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| 247 | } |
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| 248 | |
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| 249 | retval = aubio_filterbank_set_triangle_bands (fb, freqs, samplerate); |
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| 250 | |
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| 251 | /* destroy vector used to store frequency limits */ |
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| 252 | del_fvec (freqs); |
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| 253 | return retval; |
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| 254 | } |
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| 255 | |
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| 256 | uint_t |
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| 257 | aubio_filterbank_set_mel_coeffs_htk (aubio_filterbank_t * fb, smpl_t samplerate, |
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| 258 | smpl_t freq_min, smpl_t freq_max) |
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| 259 | { |
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| 260 | uint_t m, retval; |
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| 261 | smpl_t start, end, step; |
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| 262 | fvec_t *freqs; |
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| 263 | fmat_t *coeffs = aubio_filterbank_get_coeffs(fb); |
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| 264 | uint_t n_bands = coeffs->height; |
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| 265 | |
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[0316feb] | 266 | if (samplerate <= 0) { |
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| 267 | AUBIO_ERR("filterbank: set_mel_coeffs samplerate should be > 0\n"); |
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| 268 | return AUBIO_FAIL; |
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| 269 | } |
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[fa713bd] | 270 | if (freq_max < 0) { |
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| 271 | AUBIO_ERR("filterbank: set_mel_coeffs freq_max should be > 0\n"); |
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| 272 | return AUBIO_FAIL; |
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| 273 | } else if (freq_max == 0) { |
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| 274 | end = aubio_hztomel_htk(samplerate / 2.); |
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| 275 | } else { |
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| 276 | end = aubio_hztomel_htk(freq_max); |
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| 277 | } |
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| 278 | if (freq_min < 0) { |
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| 279 | AUBIO_ERR("filterbank: set_mel_coeffs freq_min should be > 0\n"); |
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| 280 | return AUBIO_FAIL; |
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| 281 | } else { |
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| 282 | start = aubio_hztomel_htk(freq_min); |
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| 283 | } |
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| 284 | |
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| 285 | freqs = new_fvec (n_bands + 2); |
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| 286 | step = (end - start) / (n_bands + 1); |
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| 287 | |
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| 288 | for (m = 0; m < n_bands + 2; m++) |
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| 289 | { |
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[1d51820] | 290 | freqs->data[m] = MIN(aubio_meltohz_htk(start + step * m), samplerate/2.); |
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[fa713bd] | 291 | } |
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| 292 | |
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| 293 | retval = aubio_filterbank_set_triangle_bands (fb, freqs, samplerate); |
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| 294 | |
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| 295 | /* destroy vector used to store frequency limits */ |
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| 296 | del_fvec (freqs); |
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| 297 | return retval; |
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| 298 | } |
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