14930cef6SMatthias Ringwald#!/usr/bin/env python3 24930cef6SMatthias Ringwald# 34930cef6SMatthias Ringwald# Copyright 2022 Google LLC 44930cef6SMatthias Ringwald# 54930cef6SMatthias Ringwald# Licensed under the Apache License, Version 2.0 (the "License"); 64930cef6SMatthias Ringwald# you may not use this file except in compliance with the License. 74930cef6SMatthias Ringwald# You may obtain a copy of the License at 84930cef6SMatthias Ringwald# 94930cef6SMatthias Ringwald# http://www.apache.org/licenses/LICENSE-2.0 104930cef6SMatthias Ringwald# 114930cef6SMatthias Ringwald# Unless required by applicable law or agreed to in writing, software 124930cef6SMatthias Ringwald# distributed under the License is distributed on an "AS IS" BASIS, 134930cef6SMatthias Ringwald# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 144930cef6SMatthias Ringwald# See the License for the specific language governing permissions and 154930cef6SMatthias Ringwald# limitations under the License. 164930cef6SMatthias Ringwald# 174930cef6SMatthias Ringwald 184930cef6SMatthias Ringwaldimport numpy as np 194930cef6SMatthias Ringwald 204930cef6SMatthias RingwaldLTPF_H12K8 = np.array([ 214930cef6SMatthias Ringwald -2.04305583e-05, -4.46345894e-05, -7.16366399e-05, -1.00101113e-04, 224930cef6SMatthias Ringwald -1.28372848e-04, -1.54543830e-04, -1.76544567e-04, -1.92256960e-04, 234930cef6SMatthias Ringwald -1.99643819e-04, -1.96888686e-04, -1.82538332e-04, -1.55639427e-04, 244930cef6SMatthias Ringwald -1.15860365e-04, -6.35893034e-05, 2.81006480e-19, 7.29218021e-05, 254930cef6SMatthias Ringwald 1.52397076e-04, 2.34920777e-04, 3.16378650e-04, 3.92211738e-04, 264930cef6SMatthias Ringwald 4.57623849e-04, 5.07824294e-04, 5.38295523e-04, 5.45072918e-04, 274930cef6SMatthias Ringwald 5.25022155e-04, 4.76098424e-04, 3.97571380e-04, 2.90200217e-04, 284930cef6SMatthias Ringwald 1.56344667e-04, -5.81880142e-19, -1.73252713e-04, -3.56385965e-04, 294930cef6SMatthias Ringwald -5.41155231e-04, -7.18414023e-04, -8.78505232e-04, -1.01171451e-03, 304930cef6SMatthias Ringwald -1.10876706e-03, -1.16134522e-03, -1.16260169e-03, -1.10764097e-03, 314930cef6SMatthias Ringwald -9.93941563e-04, -8.21692190e-04, -5.94017766e-04, -3.17074654e-04, 324930cef6SMatthias Ringwald 9.74695082e-19, 3.45293760e-04, 7.04480871e-04, 1.06133447e-03, 334930cef6SMatthias Ringwald 1.39837473e-03, 1.69763080e-03, 1.94148675e-03, 2.11357591e-03, 344930cef6SMatthias Ringwald 2.19968245e-03, 2.18860625e-03, 2.07294546e-03, 1.84975249e-03, 354930cef6SMatthias Ringwald 1.52102188e-03, 1.09397426e-03, 5.81108062e-04, -1.42248266e-18, 364930cef6SMatthias Ringwald -6.27153730e-04, -1.27425140e-03, -1.91223839e-03, -2.51026925e-03, 374930cef6SMatthias Ringwald -3.03703830e-03, -3.46222687e-03, -3.75800672e-03, -3.90053247e-03, 384930cef6SMatthias Ringwald -3.87135231e-03, -3.65866558e-03, -3.25835851e-03, -2.67475555e-03, 394930cef6SMatthias Ringwald -1.92103305e-03, -1.01925433e-03, 1.86962369e-18, 1.09841545e-03, 404930cef6SMatthias Ringwald 2.23113197e-03, 3.34830927e-03, 4.39702277e-03, 5.32342672e-03, 414930cef6SMatthias Ringwald 6.07510531e-03, 6.60352025e-03, 6.86645399e-03, 6.83034270e-03, 424930cef6SMatthias Ringwald 6.47239234e-03, 5.78237521e-03, 4.76401273e-03, 3.43586351e-03, 434930cef6SMatthias Ringwald 1.83165284e-03, -2.25189837e-18, -1.99647619e-03, -4.08266886e-03, 444930cef6SMatthias Ringwald -6.17308037e-03, -8.17444895e-03, -9.98882386e-03, -1.15169871e-02, 454930cef6SMatthias Ringwald -1.26621006e-02, -1.33334458e-02, -1.34501120e-02, -1.29444881e-02, 464930cef6SMatthias Ringwald -1.17654154e-02, -9.88086732e-03, -7.28003640e-03, -3.97473021e-03, 474930cef6SMatthias Ringwald 2.50961778e-18, 4.58604422e-03, 9.70324900e-03, 1.52512477e-02, 484930cef6SMatthias Ringwald 2.11120585e-02, 2.71533724e-02, 3.32324245e-02, 3.92003203e-02, 494930cef6SMatthias Ringwald 4.49066644e-02, 5.02043309e-02, 5.49542017e-02, 5.90297032e-02, 504930cef6SMatthias Ringwald 6.23209727e-02, 6.47385023e-02, 6.62161245e-02, 6.67132287e-02, 514930cef6SMatthias Ringwald 6.62161245e-02, 6.47385023e-02, 6.23209727e-02, 5.90297032e-02, 524930cef6SMatthias Ringwald 5.49542017e-02, 5.02043309e-02, 4.49066644e-02, 3.92003203e-02, 534930cef6SMatthias Ringwald 3.32324245e-02, 2.71533724e-02, 2.11120585e-02, 1.52512477e-02, 544930cef6SMatthias Ringwald 9.70324900e-03, 4.58604422e-03, 2.50961778e-18, -3.97473021e-03, 554930cef6SMatthias Ringwald -7.28003640e-03, -9.88086732e-03, -1.17654154e-02, -1.29444881e-02, 564930cef6SMatthias Ringwald -1.34501120e-02, -1.33334458e-02, -1.26621006e-02, -1.15169871e-02, 574930cef6SMatthias Ringwald -9.98882386e-03, -8.17444895e-03, -6.17308037e-03, -4.08266886e-03, 584930cef6SMatthias Ringwald -1.99647619e-03, -2.25189837e-18, 1.83165284e-03, 3.43586351e-03, 594930cef6SMatthias Ringwald 4.76401273e-03, 5.78237521e-03, 6.47239234e-03, 6.83034270e-03, 604930cef6SMatthias Ringwald 6.86645399e-03, 6.60352025e-03, 6.07510531e-03, 5.32342672e-03, 614930cef6SMatthias Ringwald 4.39702277e-03, 3.34830927e-03, 2.23113197e-03, 1.09841545e-03, 624930cef6SMatthias Ringwald 1.86962369e-18, -1.01925433e-03, -1.92103305e-03, -2.67475555e-03, 634930cef6SMatthias Ringwald -3.25835851e-03, -3.65866558e-03, -3.87135231e-03, -3.90053247e-03, 644930cef6SMatthias Ringwald -3.75800672e-03, -3.46222687e-03, -3.03703830e-03, -2.51026925e-03, 654930cef6SMatthias Ringwald -1.91223839e-03, -1.27425140e-03, -6.27153730e-04, -1.42248266e-18, 664930cef6SMatthias Ringwald 5.81108062e-04, 1.09397426e-03, 1.52102188e-03, 1.84975249e-03, 674930cef6SMatthias Ringwald 2.07294546e-03, 2.18860625e-03, 2.19968245e-03, 2.11357591e-03, 684930cef6SMatthias Ringwald 1.94148675e-03, 1.69763080e-03, 1.39837473e-03, 1.06133447e-03, 694930cef6SMatthias Ringwald 7.04480871e-04, 3.45293760e-04, 9.74695082e-19, -3.17074654e-04, 704930cef6SMatthias Ringwald -5.94017766e-04, -8.21692190e-04, -9.93941563e-04, -1.10764097e-03, 714930cef6SMatthias Ringwald -1.16260169e-03, -1.16134522e-03, -1.10876706e-03, -1.01171451e-03, 724930cef6SMatthias Ringwald -8.78505232e-04, -7.18414023e-04, -5.41155231e-04, -3.56385965e-04, 734930cef6SMatthias Ringwald -1.73252713e-04, -5.81880142e-19, 1.56344667e-04, 2.90200217e-04, 744930cef6SMatthias Ringwald 3.97571380e-04, 4.76098424e-04, 5.25022155e-04, 5.45072918e-04, 754930cef6SMatthias Ringwald 5.38295523e-04, 5.07824294e-04, 4.57623849e-04, 3.92211738e-04, 764930cef6SMatthias Ringwald 3.16378650e-04, 2.34920777e-04, 1.52397076e-04, 7.29218021e-05, 774930cef6SMatthias Ringwald 2.81006480e-19, -6.35893034e-05, -1.15860365e-04, -1.55639427e-04, 784930cef6SMatthias Ringwald -1.82538332e-04, -1.96888686e-04, -1.99643819e-04, -1.92256960e-04, 794930cef6SMatthias Ringwald -1.76544567e-04, -1.54543830e-04, -1.28372848e-04, -1.00101113e-04, 804930cef6SMatthias Ringwald -7.16366399e-05, -4.46345894e-05, -2.04305583e-05 814930cef6SMatthias Ringwald]) 824930cef6SMatthias Ringwald 834930cef6SMatthias RingwaldLTPF_HI = np.array([ 844930cef6SMatthias Ringwald 6.69885837e-03, 3.96711478e-02, 1.06999186e-01, 2.09880463e-01, 854930cef6SMatthias Ringwald 3.35690625e-01, 4.59220930e-01, 5.50075002e-01, 5.83527575e-01, 864930cef6SMatthias Ringwald 5.50075002e-01, 4.59220930e-01, 3.35690625e-01, 2.09880463e-01, 874930cef6SMatthias Ringwald 1.06999186e-01, 3.96711478e-02, 6.69885837e-03 884930cef6SMatthias Ringwald]) 894930cef6SMatthias Ringwald 904930cef6SMatthias Ringwalddef print_table(t, m=4): 914930cef6SMatthias Ringwald 924930cef6SMatthias Ringwald for (i, v) in enumerate(t): 934930cef6SMatthias Ringwald print('{:14.8e},'.format(v), end = '\n' if i%m == m-1 else ' ') 944930cef6SMatthias Ringwald 954930cef6SMatthias Ringwald if len(t) % 4: 964930cef6SMatthias Ringwald print('') 974930cef6SMatthias Ringwald 984930cef6SMatthias Ringwald 994930cef6SMatthias Ringwalddef mdct_fft_twiddles(): 1004930cef6SMatthias Ringwald 101*6897da5cSDirk Helbig for n in (10, 20, 30, 40, 60, 80, 90, 120, 160, 180, 240, 480): 1024930cef6SMatthias Ringwald 1034930cef6SMatthias Ringwald print('\n--- fft bf2 twiddles {:3d} ---'.format(n)) 1044930cef6SMatthias Ringwald 1054930cef6SMatthias Ringwald kv = -2 * np.pi * np.arange(n // 2) / n 1064930cef6SMatthias Ringwald for (i, k) in enumerate(kv): 1074930cef6SMatthias Ringwald print('{{ {:14.7e}, {:14.7e} }},'.format(np.cos(k), np.sin(k)), 1084930cef6SMatthias Ringwald end = '\n' if i%2 == 1 else ' ') 1094930cef6SMatthias Ringwald 1104930cef6SMatthias Ringwald for n in (15, 45): 1114930cef6SMatthias Ringwald 1124930cef6SMatthias Ringwald print('\n--- fft bf3 twiddles {:3d} ---'.format(n)) 1134930cef6SMatthias Ringwald 1144930cef6SMatthias Ringwald kv = -2 * np.pi * np.arange(n) / n 1154930cef6SMatthias Ringwald for k in kv: 1164930cef6SMatthias Ringwald print(('{{ {{ {:14.7e}, {:14.7e} }},' + 1174930cef6SMatthias Ringwald ' {{ {:14.7e}, {:14.7e} }} }},').format( 1184930cef6SMatthias Ringwald np.cos(k), np.sin(k), np.cos(2*k), np.sin(2*k))) 1194930cef6SMatthias Ringwald 1204930cef6SMatthias Ringwald 1214930cef6SMatthias Ringwalddef mdct_rot_twiddles(): 1224930cef6SMatthias Ringwald 123*6897da5cSDirk Helbig for n in (40, 80, 120, 160, 240, 320, 360, 480, 640, 720, 960, 1920): 1244930cef6SMatthias Ringwald 1254930cef6SMatthias Ringwald print('\n--- mdct rot twiddles {:3d} ---'.format(n)) 1264930cef6SMatthias Ringwald 1274930cef6SMatthias Ringwald kv = 2 * np.pi * (np.arange(n // 4) + 1/8) / n 128*6897da5cSDirk Helbig scale = np.sqrt( np.sqrt( 4 / n ) ) 1294930cef6SMatthias Ringwald for (i, k) in enumerate(kv): 130*6897da5cSDirk Helbig print('{{ {:14.7e}, {:14.7e} }},'.format( 131*6897da5cSDirk Helbig np.cos(k) * scale, np.sin(k) * scale), 1324930cef6SMatthias Ringwald end = '\n' if i%2 == 1 else ' ') 1334930cef6SMatthias Ringwald 1344930cef6SMatthias Ringwald 1354930cef6SMatthias Ringwalddef tns_lag_window(): 1364930cef6SMatthias Ringwald 1374930cef6SMatthias Ringwald print('\n--- tns lag window ---') 1384930cef6SMatthias Ringwald print_table(np.exp(-0.5 * (0.02 * np.pi * np.arange(9)) ** 2)) 1394930cef6SMatthias Ringwald 1404930cef6SMatthias Ringwald 1414930cef6SMatthias Ringwalddef tns_quantization_table(): 1424930cef6SMatthias Ringwald 1434930cef6SMatthias Ringwald print('\n--- tns quantization table ---') 1444930cef6SMatthias Ringwald 145*6897da5cSDirk Helbig xe = np.sin((np.arange(8) + 0.5) * (np.pi / 17)) 146*6897da5cSDirk Helbig xe = np.rint(xe * 2**15).astype(np.int16) 147*6897da5cSDirk Helbig 148*6897da5cSDirk Helbig xd = np.sin(np.arange(9) * (np.pi / 17)) 149*6897da5cSDirk Helbig xd = np.rint(xd * 2**15).astype(np.int16) 150*6897da5cSDirk Helbig 151*6897da5cSDirk Helbig for x in (xe, xd): 152*6897da5cSDirk Helbig print() 153*6897da5cSDirk Helbig for (i, xi) in enumerate(x): 154*6897da5cSDirk Helbig print('0x{:04x}p-15,'.format(xi), end = '\n' if i%4 == 4-1 else ' ') 155*6897da5cSDirk Helbig if len(x) % 4: 156*6897da5cSDirk Helbig print() 1574930cef6SMatthias Ringwald 1584930cef6SMatthias Ringwalddef quant_iq_table(): 1594930cef6SMatthias Ringwald 1604930cef6SMatthias Ringwald print('\n--- quantization iq table ---') 1614930cef6SMatthias Ringwald print_table(10 ** (np.arange(65) / 28)) 1624930cef6SMatthias Ringwald 1634930cef6SMatthias Ringwald 1644930cef6SMatthias Ringwalddef sns_ge_table(): 1654930cef6SMatthias Ringwald 166*6897da5cSDirk Helbig g_tilt_table = [ 14, 18, 22, 26, 30, 34 ] 1674930cef6SMatthias Ringwald 1684930cef6SMatthias Ringwald for (sr, g_tilt) in enumerate(g_tilt_table): 1694930cef6SMatthias Ringwald print('\n--- sns ge table, sr:{} ---'.format(sr)) 1704930cef6SMatthias Ringwald print_table(10 ** ((np.arange(64) * g_tilt) / 630)) 1714930cef6SMatthias Ringwald 1724930cef6SMatthias Ringwald 1734930cef6SMatthias Ringwalddef inv_table(): 1744930cef6SMatthias Ringwald 1754930cef6SMatthias Ringwald print('\n--- inv table ---') 1764930cef6SMatthias Ringwald print_table(np.append(np.zeros(1), 1 / np.arange(1, 28))) 1774930cef6SMatthias Ringwald 1784930cef6SMatthias Ringwalddef ltpf_resampler_table(): 1794930cef6SMatthias Ringwald 180*6897da5cSDirk Helbig for sr in [ 8, 16, 32, 24, 48, 96 ]: 1814930cef6SMatthias Ringwald 1824930cef6SMatthias Ringwald r = 192 // sr 1834930cef6SMatthias Ringwald k = 64 if r & (r-1) else 192 1844930cef6SMatthias Ringwald 1854930cef6SMatthias Ringwald p = (192 // k) * (k // sr) 1864930cef6SMatthias Ringwald q = p * (0.5 if sr == 8 else 1) 1874930cef6SMatthias Ringwald 1884930cef6SMatthias Ringwald print('\n--- LTPF resampler {:d} KHz to 12.8 KHz ---'.format(sr)) 1894930cef6SMatthias Ringwald 1904930cef6SMatthias Ringwald h = np.rint(np.append(LTPF_H12K8, 0.) * q * 2**15).astype(int) 1914930cef6SMatthias Ringwald h = h.reshape((len(h) // p, p)).T 1924930cef6SMatthias Ringwald h = np.flip(h, axis=0) 1934930cef6SMatthias Ringwald print('... Gain:', np.max(np.sum(np.abs(h), axis=1)) / 32768.) 1944930cef6SMatthias Ringwald 1954930cef6SMatthias Ringwald for i in range(0, len(h), 192 // k): 1964930cef6SMatthias Ringwald for j in range(0, len(h[i]), 10): 1974930cef6SMatthias Ringwald print('{:5d}, {:5d}, {:5d}, {:5d}, {:5d}, ' 1984930cef6SMatthias Ringwald '{:5d}, {:5d}, {:5d}, {:5d}, {:5d},'.format( 1994930cef6SMatthias Ringwald h[i][j+0], h[i][j+1], h[i][j+2], h[i][j+3], h[i][j+4], 2004930cef6SMatthias Ringwald h[i][j+5], h[i][j+6], h[i][j+7], h[i][j+8], h[i][j+9])) 2014930cef6SMatthias Ringwald 2024930cef6SMatthias Ringwald 2034930cef6SMatthias Ringwalddef ltpf_interpolate_table(): 2044930cef6SMatthias Ringwald 2054930cef6SMatthias Ringwald print('\n--- LTPF interpolation ---') 2064930cef6SMatthias Ringwald 2074930cef6SMatthias Ringwald h = np.rint(np.append(LTPF_HI, 0.) * 2**15).astype(int) 2084930cef6SMatthias Ringwald 2094930cef6SMatthias Ringwald h = h.reshape(len(h) // 4, 4).T 2104930cef6SMatthias Ringwald h = np.flip(h, axis=0) 2114930cef6SMatthias Ringwald print('... Gain:', np.max(np.sum(np.abs(h), axis=1)) / 32768.) 2124930cef6SMatthias Ringwald 2134930cef6SMatthias Ringwald for i in range(len(h)): 2144930cef6SMatthias Ringwald print('{:5d}, {:5d}, {:5d}, {:5d}'.format( 2154930cef6SMatthias Ringwald h[i][0], h[i][1], h[i][2], h[i][3])) 2164930cef6SMatthias Ringwald 2174930cef6SMatthias Ringwald 2184930cef6SMatthias Ringwaldif __name__ == '__main__': 2194930cef6SMatthias Ringwald 2204930cef6SMatthias Ringwald mdct_fft_twiddles() 2214930cef6SMatthias Ringwald mdct_rot_twiddles() 2224930cef6SMatthias Ringwald 2234930cef6SMatthias Ringwald inv_table() 2244930cef6SMatthias Ringwald sns_ge_table() 2254930cef6SMatthias Ringwald tns_lag_window() 2264930cef6SMatthias Ringwald tns_quantization_table() 2274930cef6SMatthias Ringwald quant_iq_table() 2284930cef6SMatthias Ringwald 2294930cef6SMatthias Ringwald ltpf_resampler_table() 2304930cef6SMatthias Ringwald ltpf_interpolate_table() 2314930cef6SMatthias Ringwald 2324930cef6SMatthias Ringwald print('') 233