1*4930cef6SMatthias Ringwald#!/usr/bin/env python3 2*4930cef6SMatthias Ringwald# 3*4930cef6SMatthias Ringwald# Copyright 2022 Google LLC 4*4930cef6SMatthias Ringwald# 5*4930cef6SMatthias Ringwald# Licensed under the Apache License, Version 2.0 (the "License"); 6*4930cef6SMatthias Ringwald# you may not use this file except in compliance with the License. 7*4930cef6SMatthias Ringwald# You may obtain a copy of the License at 8*4930cef6SMatthias Ringwald# 9*4930cef6SMatthias Ringwald# http://www.apache.org/licenses/LICENSE-2.0 10*4930cef6SMatthias Ringwald# 11*4930cef6SMatthias Ringwald# Unless required by applicable law or agreed to in writing, software 12*4930cef6SMatthias Ringwald# distributed under the License is distributed on an "AS IS" BASIS, 13*4930cef6SMatthias Ringwald# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 14*4930cef6SMatthias Ringwald# See the License for the specific language governing permissions and 15*4930cef6SMatthias Ringwald# limitations under the License. 16*4930cef6SMatthias Ringwald# 17*4930cef6SMatthias Ringwald 18*4930cef6SMatthias Ringwaldimport numpy as np 19*4930cef6SMatthias Ringwald 20*4930cef6SMatthias RingwaldLTPF_H12K8 = np.array([ 21*4930cef6SMatthias Ringwald -2.04305583e-05, -4.46345894e-05, -7.16366399e-05, -1.00101113e-04, 22*4930cef6SMatthias Ringwald -1.28372848e-04, -1.54543830e-04, -1.76544567e-04, -1.92256960e-04, 23*4930cef6SMatthias Ringwald -1.99643819e-04, -1.96888686e-04, -1.82538332e-04, -1.55639427e-04, 24*4930cef6SMatthias Ringwald -1.15860365e-04, -6.35893034e-05, 2.81006480e-19, 7.29218021e-05, 25*4930cef6SMatthias Ringwald 1.52397076e-04, 2.34920777e-04, 3.16378650e-04, 3.92211738e-04, 26*4930cef6SMatthias Ringwald 4.57623849e-04, 5.07824294e-04, 5.38295523e-04, 5.45072918e-04, 27*4930cef6SMatthias Ringwald 5.25022155e-04, 4.76098424e-04, 3.97571380e-04, 2.90200217e-04, 28*4930cef6SMatthias Ringwald 1.56344667e-04, -5.81880142e-19, -1.73252713e-04, -3.56385965e-04, 29*4930cef6SMatthias Ringwald -5.41155231e-04, -7.18414023e-04, -8.78505232e-04, -1.01171451e-03, 30*4930cef6SMatthias Ringwald -1.10876706e-03, -1.16134522e-03, -1.16260169e-03, -1.10764097e-03, 31*4930cef6SMatthias Ringwald -9.93941563e-04, -8.21692190e-04, -5.94017766e-04, -3.17074654e-04, 32*4930cef6SMatthias Ringwald 9.74695082e-19, 3.45293760e-04, 7.04480871e-04, 1.06133447e-03, 33*4930cef6SMatthias Ringwald 1.39837473e-03, 1.69763080e-03, 1.94148675e-03, 2.11357591e-03, 34*4930cef6SMatthias Ringwald 2.19968245e-03, 2.18860625e-03, 2.07294546e-03, 1.84975249e-03, 35*4930cef6SMatthias Ringwald 1.52102188e-03, 1.09397426e-03, 5.81108062e-04, -1.42248266e-18, 36*4930cef6SMatthias Ringwald -6.27153730e-04, -1.27425140e-03, -1.91223839e-03, -2.51026925e-03, 37*4930cef6SMatthias Ringwald -3.03703830e-03, -3.46222687e-03, -3.75800672e-03, -3.90053247e-03, 38*4930cef6SMatthias Ringwald -3.87135231e-03, -3.65866558e-03, -3.25835851e-03, -2.67475555e-03, 39*4930cef6SMatthias Ringwald -1.92103305e-03, -1.01925433e-03, 1.86962369e-18, 1.09841545e-03, 40*4930cef6SMatthias Ringwald 2.23113197e-03, 3.34830927e-03, 4.39702277e-03, 5.32342672e-03, 41*4930cef6SMatthias Ringwald 6.07510531e-03, 6.60352025e-03, 6.86645399e-03, 6.83034270e-03, 42*4930cef6SMatthias Ringwald 6.47239234e-03, 5.78237521e-03, 4.76401273e-03, 3.43586351e-03, 43*4930cef6SMatthias Ringwald 1.83165284e-03, -2.25189837e-18, -1.99647619e-03, -4.08266886e-03, 44*4930cef6SMatthias Ringwald -6.17308037e-03, -8.17444895e-03, -9.98882386e-03, -1.15169871e-02, 45*4930cef6SMatthias Ringwald -1.26621006e-02, -1.33334458e-02, -1.34501120e-02, -1.29444881e-02, 46*4930cef6SMatthias Ringwald -1.17654154e-02, -9.88086732e-03, -7.28003640e-03, -3.97473021e-03, 47*4930cef6SMatthias Ringwald 2.50961778e-18, 4.58604422e-03, 9.70324900e-03, 1.52512477e-02, 48*4930cef6SMatthias Ringwald 2.11120585e-02, 2.71533724e-02, 3.32324245e-02, 3.92003203e-02, 49*4930cef6SMatthias Ringwald 4.49066644e-02, 5.02043309e-02, 5.49542017e-02, 5.90297032e-02, 50*4930cef6SMatthias Ringwald 6.23209727e-02, 6.47385023e-02, 6.62161245e-02, 6.67132287e-02, 51*4930cef6SMatthias Ringwald 6.62161245e-02, 6.47385023e-02, 6.23209727e-02, 5.90297032e-02, 52*4930cef6SMatthias Ringwald 5.49542017e-02, 5.02043309e-02, 4.49066644e-02, 3.92003203e-02, 53*4930cef6SMatthias Ringwald 3.32324245e-02, 2.71533724e-02, 2.11120585e-02, 1.52512477e-02, 54*4930cef6SMatthias Ringwald 9.70324900e-03, 4.58604422e-03, 2.50961778e-18, -3.97473021e-03, 55*4930cef6SMatthias Ringwald -7.28003640e-03, -9.88086732e-03, -1.17654154e-02, -1.29444881e-02, 56*4930cef6SMatthias Ringwald -1.34501120e-02, -1.33334458e-02, -1.26621006e-02, -1.15169871e-02, 57*4930cef6SMatthias Ringwald -9.98882386e-03, -8.17444895e-03, -6.17308037e-03, -4.08266886e-03, 58*4930cef6SMatthias Ringwald -1.99647619e-03, -2.25189837e-18, 1.83165284e-03, 3.43586351e-03, 59*4930cef6SMatthias Ringwald 4.76401273e-03, 5.78237521e-03, 6.47239234e-03, 6.83034270e-03, 60*4930cef6SMatthias Ringwald 6.86645399e-03, 6.60352025e-03, 6.07510531e-03, 5.32342672e-03, 61*4930cef6SMatthias Ringwald 4.39702277e-03, 3.34830927e-03, 2.23113197e-03, 1.09841545e-03, 62*4930cef6SMatthias Ringwald 1.86962369e-18, -1.01925433e-03, -1.92103305e-03, -2.67475555e-03, 63*4930cef6SMatthias Ringwald -3.25835851e-03, -3.65866558e-03, -3.87135231e-03, -3.90053247e-03, 64*4930cef6SMatthias Ringwald -3.75800672e-03, -3.46222687e-03, -3.03703830e-03, -2.51026925e-03, 65*4930cef6SMatthias Ringwald -1.91223839e-03, -1.27425140e-03, -6.27153730e-04, -1.42248266e-18, 66*4930cef6SMatthias Ringwald 5.81108062e-04, 1.09397426e-03, 1.52102188e-03, 1.84975249e-03, 67*4930cef6SMatthias Ringwald 2.07294546e-03, 2.18860625e-03, 2.19968245e-03, 2.11357591e-03, 68*4930cef6SMatthias Ringwald 1.94148675e-03, 1.69763080e-03, 1.39837473e-03, 1.06133447e-03, 69*4930cef6SMatthias Ringwald 7.04480871e-04, 3.45293760e-04, 9.74695082e-19, -3.17074654e-04, 70*4930cef6SMatthias Ringwald -5.94017766e-04, -8.21692190e-04, -9.93941563e-04, -1.10764097e-03, 71*4930cef6SMatthias Ringwald -1.16260169e-03, -1.16134522e-03, -1.10876706e-03, -1.01171451e-03, 72*4930cef6SMatthias Ringwald -8.78505232e-04, -7.18414023e-04, -5.41155231e-04, -3.56385965e-04, 73*4930cef6SMatthias Ringwald -1.73252713e-04, -5.81880142e-19, 1.56344667e-04, 2.90200217e-04, 74*4930cef6SMatthias Ringwald 3.97571380e-04, 4.76098424e-04, 5.25022155e-04, 5.45072918e-04, 75*4930cef6SMatthias Ringwald 5.38295523e-04, 5.07824294e-04, 4.57623849e-04, 3.92211738e-04, 76*4930cef6SMatthias Ringwald 3.16378650e-04, 2.34920777e-04, 1.52397076e-04, 7.29218021e-05, 77*4930cef6SMatthias Ringwald 2.81006480e-19, -6.35893034e-05, -1.15860365e-04, -1.55639427e-04, 78*4930cef6SMatthias Ringwald -1.82538332e-04, -1.96888686e-04, -1.99643819e-04, -1.92256960e-04, 79*4930cef6SMatthias Ringwald -1.76544567e-04, -1.54543830e-04, -1.28372848e-04, -1.00101113e-04, 80*4930cef6SMatthias Ringwald -7.16366399e-05, -4.46345894e-05, -2.04305583e-05 81*4930cef6SMatthias Ringwald]) 82*4930cef6SMatthias Ringwald 83*4930cef6SMatthias RingwaldLTPF_HI = np.array([ 84*4930cef6SMatthias Ringwald 6.69885837e-03, 3.96711478e-02, 1.06999186e-01, 2.09880463e-01, 85*4930cef6SMatthias Ringwald 3.35690625e-01, 4.59220930e-01, 5.50075002e-01, 5.83527575e-01, 86*4930cef6SMatthias Ringwald 5.50075002e-01, 4.59220930e-01, 3.35690625e-01, 2.09880463e-01, 87*4930cef6SMatthias Ringwald 1.06999186e-01, 3.96711478e-02, 6.69885837e-03 88*4930cef6SMatthias Ringwald]) 89*4930cef6SMatthias Ringwald 90*4930cef6SMatthias Ringwalddef print_table(t, m=4): 91*4930cef6SMatthias Ringwald 92*4930cef6SMatthias Ringwald for (i, v) in enumerate(t): 93*4930cef6SMatthias Ringwald print('{:14.8e},'.format(v), end = '\n' if i%m == m-1 else ' ') 94*4930cef6SMatthias Ringwald 95*4930cef6SMatthias Ringwald if len(t) % 4: 96*4930cef6SMatthias Ringwald print('') 97*4930cef6SMatthias Ringwald 98*4930cef6SMatthias Ringwald 99*4930cef6SMatthias Ringwalddef mdct_fft_twiddles(): 100*4930cef6SMatthias Ringwald 101*4930cef6SMatthias Ringwald for n in (10, 20, 30, 40, 60, 80, 90, 120, 160, 180, 240): 102*4930cef6SMatthias Ringwald 103*4930cef6SMatthias Ringwald print('\n--- fft bf2 twiddles {:3d} ---'.format(n)) 104*4930cef6SMatthias Ringwald 105*4930cef6SMatthias Ringwald kv = -2 * np.pi * np.arange(n // 2) / n 106*4930cef6SMatthias Ringwald for (i, k) in enumerate(kv): 107*4930cef6SMatthias Ringwald print('{{ {:14.7e}, {:14.7e} }},'.format(np.cos(k), np.sin(k)), 108*4930cef6SMatthias Ringwald end = '\n' if i%2 == 1 else ' ') 109*4930cef6SMatthias Ringwald 110*4930cef6SMatthias Ringwald for n in (15, 45): 111*4930cef6SMatthias Ringwald 112*4930cef6SMatthias Ringwald print('\n--- fft bf3 twiddles {:3d} ---'.format(n)) 113*4930cef6SMatthias Ringwald 114*4930cef6SMatthias Ringwald kv = -2 * np.pi * np.arange(n) / n 115*4930cef6SMatthias Ringwald for k in kv: 116*4930cef6SMatthias Ringwald print(('{{ {{ {:14.7e}, {:14.7e} }},' + 117*4930cef6SMatthias Ringwald ' {{ {:14.7e}, {:14.7e} }} }},').format( 118*4930cef6SMatthias Ringwald np.cos(k), np.sin(k), np.cos(2*k), np.sin(2*k))) 119*4930cef6SMatthias Ringwald 120*4930cef6SMatthias Ringwald 121*4930cef6SMatthias Ringwalddef mdct_rot_twiddles(): 122*4930cef6SMatthias Ringwald 123*4930cef6SMatthias Ringwald for n in (120, 160, 240, 320, 360, 480, 640, 720, 960): 124*4930cef6SMatthias Ringwald 125*4930cef6SMatthias Ringwald print('\n--- mdct rot twiddles {:3d} ---'.format(n)) 126*4930cef6SMatthias Ringwald 127*4930cef6SMatthias Ringwald kv = 2 * np.pi * (np.arange(n // 4) + 1/8) / n 128*4930cef6SMatthias Ringwald for (i, k) in enumerate(kv): 129*4930cef6SMatthias Ringwald print('{{ {:14.7e}, {:14.7e} }},'.format(np.cos(k), np.sin(k)), 130*4930cef6SMatthias Ringwald end = '\n' if i%2 == 1 else ' ') 131*4930cef6SMatthias Ringwald 132*4930cef6SMatthias Ringwald 133*4930cef6SMatthias Ringwalddef mdct_scaling(): 134*4930cef6SMatthias Ringwald 135*4930cef6SMatthias Ringwald print('\n--- mdct scaling ---') 136*4930cef6SMatthias Ringwald ns = np.array([ [ 60, 120, 180, 240, 360], [ 80, 160, 240, 320, 480] ]) 137*4930cef6SMatthias Ringwald print_table(np.sqrt(2 / ns[0])) 138*4930cef6SMatthias Ringwald print_table(np.sqrt(2 / ns[1])) 139*4930cef6SMatthias Ringwald 140*4930cef6SMatthias Ringwald 141*4930cef6SMatthias Ringwalddef tns_lag_window(): 142*4930cef6SMatthias Ringwald 143*4930cef6SMatthias Ringwald print('\n--- tns lag window ---') 144*4930cef6SMatthias Ringwald print_table(np.exp(-0.5 * (0.02 * np.pi * np.arange(9)) ** 2)) 145*4930cef6SMatthias Ringwald 146*4930cef6SMatthias Ringwald 147*4930cef6SMatthias Ringwalddef tns_quantization_table(): 148*4930cef6SMatthias Ringwald 149*4930cef6SMatthias Ringwald print('\n--- tns quantization table ---') 150*4930cef6SMatthias Ringwald print_table(np.sin((np.arange(8) + 0.5) * (np.pi / 17))) 151*4930cef6SMatthias Ringwald print_table(np.sin((np.arange(8)) * (np.pi / 17))) 152*4930cef6SMatthias Ringwald 153*4930cef6SMatthias Ringwald 154*4930cef6SMatthias Ringwalddef quant_iq_table(): 155*4930cef6SMatthias Ringwald 156*4930cef6SMatthias Ringwald print('\n--- quantization iq table ---') 157*4930cef6SMatthias Ringwald print_table(10 ** (np.arange(65) / 28)) 158*4930cef6SMatthias Ringwald 159*4930cef6SMatthias Ringwald 160*4930cef6SMatthias Ringwalddef sns_ge_table(): 161*4930cef6SMatthias Ringwald 162*4930cef6SMatthias Ringwald g_tilt_table = [ 14, 18, 22, 26, 30 ] 163*4930cef6SMatthias Ringwald 164*4930cef6SMatthias Ringwald for (sr, g_tilt) in enumerate(g_tilt_table): 165*4930cef6SMatthias Ringwald print('\n--- sns ge table, sr:{} ---'.format(sr)) 166*4930cef6SMatthias Ringwald print_table(10 ** ((np.arange(64) * g_tilt) / 630)) 167*4930cef6SMatthias Ringwald 168*4930cef6SMatthias Ringwald 169*4930cef6SMatthias Ringwalddef inv_table(): 170*4930cef6SMatthias Ringwald 171*4930cef6SMatthias Ringwald print('\n--- inv table ---') 172*4930cef6SMatthias Ringwald print_table(np.append(np.zeros(1), 1 / np.arange(1, 28))) 173*4930cef6SMatthias Ringwald 174*4930cef6SMatthias Ringwalddef ltpf_resampler_table(): 175*4930cef6SMatthias Ringwald 176*4930cef6SMatthias Ringwald for sr in [ 8, 16, 32, 24, 48 ]: 177*4930cef6SMatthias Ringwald 178*4930cef6SMatthias Ringwald r = 192 // sr 179*4930cef6SMatthias Ringwald k = 64 if r & (r-1) else 192 180*4930cef6SMatthias Ringwald 181*4930cef6SMatthias Ringwald p = (192 // k) * (k // sr) 182*4930cef6SMatthias Ringwald q = p * (0.5 if sr == 8 else 1) 183*4930cef6SMatthias Ringwald 184*4930cef6SMatthias Ringwald print('\n--- LTPF resampler {:d} KHz to 12.8 KHz ---'.format(sr)) 185*4930cef6SMatthias Ringwald 186*4930cef6SMatthias Ringwald h = np.rint(np.append(LTPF_H12K8, 0.) * q * 2**15).astype(int) 187*4930cef6SMatthias Ringwald h = h.reshape((len(h) // p, p)).T 188*4930cef6SMatthias Ringwald h = np.flip(h, axis=0) 189*4930cef6SMatthias Ringwald print('... Gain:', np.max(np.sum(np.abs(h), axis=1)) / 32768.) 190*4930cef6SMatthias Ringwald 191*4930cef6SMatthias Ringwald for i in range(0, len(h), 192 // k): 192*4930cef6SMatthias Ringwald for j in range(0, len(h[i]), 10): 193*4930cef6SMatthias Ringwald print('{:5d}, {:5d}, {:5d}, {:5d}, {:5d}, ' 194*4930cef6SMatthias Ringwald '{:5d}, {:5d}, {:5d}, {:5d}, {:5d},'.format( 195*4930cef6SMatthias Ringwald h[i][j+0], h[i][j+1], h[i][j+2], h[i][j+3], h[i][j+4], 196*4930cef6SMatthias Ringwald h[i][j+5], h[i][j+6], h[i][j+7], h[i][j+8], h[i][j+9])) 197*4930cef6SMatthias Ringwald 198*4930cef6SMatthias Ringwald 199*4930cef6SMatthias Ringwalddef ltpf_interpolate_table(): 200*4930cef6SMatthias Ringwald 201*4930cef6SMatthias Ringwald print('\n--- LTPF interpolation ---') 202*4930cef6SMatthias Ringwald 203*4930cef6SMatthias Ringwald h = np.rint(np.append(LTPF_HI, 0.) * 2**15).astype(int) 204*4930cef6SMatthias Ringwald 205*4930cef6SMatthias Ringwald h = h.reshape(len(h) // 4, 4).T 206*4930cef6SMatthias Ringwald h = np.flip(h, axis=0) 207*4930cef6SMatthias Ringwald print('... Gain:', np.max(np.sum(np.abs(h), axis=1)) / 32768.) 208*4930cef6SMatthias Ringwald 209*4930cef6SMatthias Ringwald for i in range(len(h)): 210*4930cef6SMatthias Ringwald print('{:5d}, {:5d}, {:5d}, {:5d}'.format( 211*4930cef6SMatthias Ringwald h[i][0], h[i][1], h[i][2], h[i][3])) 212*4930cef6SMatthias Ringwald 213*4930cef6SMatthias Ringwald 214*4930cef6SMatthias Ringwaldif __name__ == '__main__': 215*4930cef6SMatthias Ringwald 216*4930cef6SMatthias Ringwald mdct_fft_twiddles() 217*4930cef6SMatthias Ringwald mdct_rot_twiddles() 218*4930cef6SMatthias Ringwald mdct_scaling() 219*4930cef6SMatthias Ringwald 220*4930cef6SMatthias Ringwald inv_table() 221*4930cef6SMatthias Ringwald sns_ge_table() 222*4930cef6SMatthias Ringwald tns_lag_window() 223*4930cef6SMatthias Ringwald tns_quantization_table() 224*4930cef6SMatthias Ringwald quant_iq_table() 225*4930cef6SMatthias Ringwald 226*4930cef6SMatthias Ringwald ltpf_resampler_table() 227*4930cef6SMatthias Ringwald ltpf_interpolate_table() 228*4930cef6SMatthias Ringwald 229*4930cef6SMatthias Ringwald print('') 230