diff options
| author | Jean-Marc Valin <jmvalin@jmvalin.ca> | 2017-08-08 18:20:29 +0300 |
|---|---|---|
| committer | Jean-Marc Valin <jmvalin@jmvalin.ca> | 2017-08-08 18:20:29 +0300 |
| commit | 54eeea72a8e92818310955ec07f759ee6879e6df (patch) | |
| tree | 99f04488e2661c24bec5dc12773dff3003a4e28a | |
| parent | fb5f5a63fac05c5936b797a9ac489d006f03b166 (diff) | |
Initial weights
| -rw-r--r-- | src/rnn_data.c | 11031 | ||||
| -rw-r--r-- | src/rnn_data.h | 33 | ||||
| -rwxr-xr-x | training/rnn_train.py | 33 |
3 files changed, 11082 insertions, 15 deletions
diff --git a/src/rnn_data.c b/src/rnn_data.c new file mode 100644 index 0000000..195c46b --- /dev/null +++ b/src/rnn_data.c @@ -0,0 +1,11031 @@ +/*This file is automatically generated from a Keras model*/ + +#ifdef HAVE_CONFIG_H +#include "config.h" +#endif + +#include "rnn.h" + +static const opus_int16 input_dense_weights[1008] = { + -48, 410, 68, 547, -1168, 346, 1493, 25, + 48, 166, 1186, -153, 1068, -99, -672, -2345, + -95, -160, 151, -43, 339, -1760, 199, -73, + -1028, -1189, -1370, 486, 754, -1186, -1081, 1014, + -295, 243, 2005, 822, 1170, -1027, -2581, -1079, + 763, 1346, -1143, 1063, -916, 1435, 129, 1248, + 734, 5163, 164, 923, -540, -655, 1670, 610, + -382, -534, 1100, -338, 1484, -1090, 342, -2073, + -1139, 1325, 1572, 115, -582, -934, -322, -156, + -1979, -2754, 1166, 710, -494, 212, -1035, 65, + -182, -1577, -1503, -670, -781, -778, -1729, 520, + 1186, 1951, -126, -212, 526, 312, 473, -389, + 833, -596, -464, -783, -28, 83, 1096, 265, + 160, 771, -295, -1056, 515, -302, -611, 5, + -1418, 1231, -109, -478, -594, 410, -1022, 729, + -691, -333, -2575, -19, 1838, 1049, -1220, 534, + 223, -2514, -175, -30, 68, 909, -145, 1486, + 425, 851, 228, 1614, 461, -1447, 1765, -673, + -663, 3250, 391, -6721, 1137, -3058, 379, 754, + 1790, -1917, -1877, -302, -4412, 2643, -400, -5006, + -1180, -3192, 220, 586, -151, -2639, -2192, 345, + -47, -1446, -2360, 2233, -918, -2271, -1429, 1890, + 779, -3908, -97, 3263, 618, 886, 1395, 2835, + -1698, -2021, -2134, 156, -23, 656, 5564, -48, + 2353, 2273, 1291, -5867, -1323, -3278, 3937, -1730, + 2656, -1755, -1374, -731, -4665, 3722, 539, -2177, + 1837, -2553, -1483, -606, 3547, 2423, -1586, -948, + 2089, 4283, -3046, 1686, 1783, -4084, -526, 330, + -1154, -3265, -3002, 1316, -1490, 1853, 1554, 502, + -208, -376, 653, 2191, -948, -1583, 1228, -188, + -365, 4956, 4276, -2590, -478, -700, 2924, -3384, + 1428, -925, -3692, 542, -3373, 944, -4632, -401, + 2627, -3232, 806, -117, 1619, 1076, -1217, -3106, + -124, 1021, -324, -1808, -2175, -3563, 36, 2908, + 2303, -629, 2754, 1760, -2079, -2132, -1213, 1055, + -2075, 224, 1433, 4280, 1153, -552, -1052, -1319, + -453, 2713, 3136, -2449, 586, 2199, 1299, -3108, + 1950, 1308, 1299, 1232, -3757, 2331, -1620, -1447, + 2349, -32, 1163, 1809, 1995, -1838, -1922, -1893, + 933, -2141, -1804, -3961, 2283, 779, 1586, 2180, + -324, 2502, -118, -302, -1137, -707, -2214, 1702, + -1240, -382, 500, 4224, -3098, -508, 2972, -2510, + -1573, -189, 1832, -772, -99, 3400, 6708, -5554, + 1086, 225, 2099, 734, -3102, 2946, -8532, -1482, + 3713, -919, 130, 1153, 1398, 1064, -6452, 769, + 1350, 1659, -2159, -4118, -98, 546, 4095, 224, + -962, 553, -1870, 3965, -1988, 1897, -3920, -1957, + 2805, 1120, -588, 1509, -1502, 1733, -1970, 1411, + 4111, 883, -150, -4981, 2338, -1206, 1663, -2973, + -1412, 1254, 3674, 78, 1624, 276, 1260, -5873, + 3144, -3058, -5561, -2489, -1424, -3469, -2848, 712, + -820, -769, -1450, 1683, -5434, 1236, 2595, -607, + 1049, 4962, -1295, -206, -2212, 318, -8711, -3253, + 1430, 1601, 1201, 1608, -1774, 2942, -5235, 105, + 3453, 1296, -3522, -1277, -591, 991, -1874, -3891, + -902, -282, 536, 740, -3506, 1782, 1331, -2783, + 3679, -2171, -2177, 1139, 1658, -301, 2089, -2087, + -2006, 699, 2091, -4444, 3594, -1016, 5196, 3549, + 2752, 692, 2750, 96, -870, -4947, 2842, -3923, + -1916, 1251, 1530, 324, -630, -7194, -2648, -1, + 4092, -3014, 726, -2476, -2600, 3179, 2036, -2280, + 1126, 561, 3499, 179, 321, -392, -260, -1887, + 1845, 403, 1833, -972, 65, -192, 352, -1831, + 1009, -2501, -489, -366, 281, -1871, -2284, -2260, + -56, 342, -4848, -978, -211, -1544, -2100, 1113, + 2325, 3682, -1092, 2903, -2178, -2339, -2285, 420, + -3036, -481, 1173, 92, 708, 3327, 4027, 1472, + -928, -4874, 542, -4697, 231, 769, -1295, -337, + 1022, -9057, -4012, -4966, -2517, 1652, -393, -830, + 2509, 2060, -3596, 1809, -2557, 4359, -1062, 1760, + -3088, -1962, 3409, -76, 1328, -3933, 2173, 876, + -245, 281, -4868, 5119, -4926, -1132, 20, 1980, + -3385, 1432, -2163, -2479, 3697, 3444, 2561, -417, + -2914, -3713, 2167, 143, 4241, -847, 978, -461, + 374, 5596, -1240, -4877, -2457, -1418, 56, -682, + 367, 3742, -2498, 2633, -4569, 963, -9, 3446, + -764, -1443, 642, -3250, -168, -875, 3826, 1110, + -111, -799, -3731, -4321, -1759, 910, 874, -3042, + -1290, -4696, -5805, -3770, 1459, 1044, 2037, -2111, + -476, -1473, 1863, 2372, -2602, -656, -763, -1474, + 460, 3329, -1998, 644, -2468, 2992, 426, 1954, + -4046, 2432, 5098, 2939, -2686, -1980, -3288, 1368, + -918, 748, 1811, -2567, 5731, 150, -124, 271, + -1304, 4135, -1531, -4882, -2551, 426, 258, -2147, + -1735, -226, -36, 1774, -1256, -2919, 2141, -110, + -3211, -1429, 3142, -3779, 2237, -309, 809, -199, + -971, -2062, 1115, 2028, 1263, -2172, -372, 235, + -403, 2611, -626, -865, -588, 4490, 1761, -299, + -2612, -86, -2157, 345, -3702, -1823, 784, 1976, + 2211, -3012, 2589, -2061, -1866, 631, 732, 1017, + -587, 277, -3502, -215, -2304, -1852, -232, 558, + -3402, 531, 260, 1089, 4459, -1214, 647, 2323, + -1610, 3908, -482, -786, 792, 318, 706, 223, + -1943, 3653, -100, 159, -1694, 1936, -2314, -925, + -1325, 490, -2822, -1708, -2023, -500, 1281, 2152, + 1981, 873, -755, 1099, -230, -2752, 453, -163, + 3632, -3965, -2061, -3336, 246, -513, 571, 2074, + 622, -1402, 568, 884, -5426, -345, 1545, 4213, + -2660, -1715, -425, 147, 4126, 1858, -140, 2778, + 2007, 1568, -277, 413, -72, -846, -1978, -940, + -1029, 2140, -5100, -1265, 4102, -253, 1286, 1905, + 2803, 629, 41, 1902, 670, -983, -1573, -1696, + 1801, -1780, -2591, 1005, 1279, -769, -1007, 499, + -5800, -380, -120, -3143, 613, -3043, -941, 2005, + -570, -1739, -2383, -4037, -13, 1351, 1784, 215, + 2359, -690, -2170, -3101, -1982, 27, -3505, -838, + -6453, -1234, -1709, -4238, -2507, -1014, -115, 2739, + -564, -2025, -4424, -3245, 668, 2158, 1503, -150, + 249, 4571, -1550, -5420, 2779, -4019, 442, 2891, + -4451, -449, -3884, -834, -3259, 895, -1105, -79, + 1837, -2221, 344, -2761, -680, 1298, -3313, 150, + -469, -489, -1806, -835, -2648, -1294, 63, 791, + -881, -1293, 86, -659, 4141, 884, -169, 452, + 311, 1297, -977, 125, -3288, -1826, 2203, -2107, + -2096, 192, 1202, 1461, 1635, -2161, -23, 464, + 1018, 1690, 2424, -2237, 1787, -946, -3967, 370, + 447, 3298, 2172, -1189, 243, -1120, 1603, -889, + 2008, 133, 265, -2673, 465, 1113, -828, 2231, + 1629, -1878, -401, 3087, 543, 2399, -521, -545, + 1180, -220, 2850, -1114, 10, 64, 3478, -1277, + -508, 520, -1670, 2699, -619, 421, -2140, -1532, + 2407, -1082, -2973, -1352, -763, 145, -3107, -2173, + -636, -249, 666, 615, -3279, -1223, 113, -523, + 622, -60, 2728, -593, -552, 1556, 472, 276, + 476, -2543, -1360, -2179, 582, 1076, 1206, 1738, + -73, 15, -2403, 560, -1795, 474, 2453, 610 +}; + +static const opus_int16 input_dense_bias[24] = { + 1742, -1336, 2958, 1035, 2744, -2838, -5357, -2715, + 1017, -237, -4903, 1285, -1143, 3352, -688, 1722, + -5365, 2260, 1272, 1165, -1698, -2105, -2742, -3280 +}; + +const DenseLayer input_dense = { + input_dense_bias, + input_dense_weights, + 42, 24, ACTIVATION_TANH +}; + +static const opus_int16 vad_gru_weights[1728] = { + 2871, 3982, 1112, -1046, 412, 5146, -656, -512, + -1847, -1269, 1466, -783, -3831, -1089, 1285, 3662, + -3727, -3192, 794, -688, 1558, -2425, -222, -31, + -843, 856, 2370, -172, -535, 2329, -1484, -2800, + -1105, 887, 494, -69, 675, -3421, -1693, -1983, + 1287, 194, -738, -729, -595, -1521, -76, 1217, + -746, 685, -30, -2170, 457, 587, 840, -788, + -818, -1665, -389, -818, -1649, -792, -2065, -878, + -1175, -821, 1062, 166, -114, 572, 568, 207, + 2621, -1818, -1213, 218, 1483, 870, 4687, -767, + -401, -3802, 832, 1620, 1578, -437, 3056, 4700, + 3196, -2558, 2416, -853, -207, 3854, 1866, -1324, + -1715, -1359, 616, 502, -4148, 754, -178, -1173, + -1285, 3193, 549, 151, -44, -766, -2469, 746, + 72, -2044, -2417, 1783, -799, -810, -800, 3022, + 3021, 62, -1013, 1206, 515, -1049, 1286, 74, + -1661, -1130, -1032, -192, -1785, -1029, 564, -1503, + -330, 1357, 1203, -460, 381, 144, -1254, 1118, + -2289, 415, 1904, -2555, 281, -241, -1574, 21, + 894, 1765, 785, 1693, 1274, 1649, -24, 2562, + -1565, 1900, -150, 2704, 2102, 1222, -880, -2859, + 2427, -260, 691, 3112, -2025, 2454, -2075, -1271, + -1429, 384, -755, 1096, 1946, 2196, -1897, -606, + 857, -3242, -2647, 2736, -1629, -3750, 2274, -66, + 56, -720, -915, 1675, -262, -929, 1877, 1845, + -1229, -919, -303, -462, 529, 403, 48, -977, + -1542, -538, 1205, 122, 844, 1532, 383, 321, + 1089, -3846, 1093, 1513, -936, 2867, 776, 3460, + 281, -2027, -5533, 512, -1329, 1698, -3526, 2074, + 1189, -368, -786, -496, -130, -1919, 647, -571, + -3149, -3062, 611, -166, -679, 1057, 489, 677, + -2754, 2372, -2052, -1043, 119, -354, 2316, 533, + -1456, -2672, 1266, 1233, 1950, -60, -944, 50, + -1566, -1438, -465, 1231, -157, 1869, -722, -511, + 908, 383, 4211, 1355, -697, -2081, 597, -673, + 978, 1209, -864, 982, -1858, -1778, 1386, -347, + -2588, 5567, 837, 987, 634, -4195, 838, -766, + 914, 2717, 1751, 1385, 255, 1663, 319, -1447, + 1175, -3623, -1607, -2050, -1785, 1961, 1129, -2186, + -1600, -654, 2137, -1264, -546, -2268, 2617, -1467, + -71, -863, 604, 282, -529, 712, 495, 1601, + -492, 3193, -680, -485, 77, 1239, 2172, 51, + -577, 1380, -548, 315, -2306, 367, 355, 408, + -1924, 1343, -1259, -637, 1658, -565, 1109, 2599, + -446, -549, 945, -1227, 842, 164, 148, -633, + 2468, 464, -1856, 2700, -7, 3962, 184, 1160, + -1179, 75, -2079, 1430, 369, -3377, 3151, 915, + -425, -2441, -1831, -4663, -237, 395, 1539, -4265, + 2037, -955, -918, 627, -149, -82, 319, 500, + -288, 539, -4074, -1591, 666, 2602, -863, -800, + 1564, 37, 1432, 600, 957, -1630, -1300, -559, + 2602, -3083, 227, 4, -124, -2029, 1832, 241, + 563, 437, 1096, 2131, -111, 2251, -429, -957, + 872, 1239, 1073, -342, -2005, 1274, 1398, 1395, + 3833, -2532, 720, 124, 2049, 3274, -2032, -933, + 2074, -3771, -2594, 399, 226, 930, 178, -3061, + 2860, -1457, 1661, 1106, -68, -438, -2447, 1902, + -1678, 1879, -83, -677, 946, -1536, -42, 89, + -582, -576, -1321, -2566, -2941, 416, 721, 768, + 594, -2100, 352, 453, 525, -243, -2512, -1960, + 1576, -1772, -1188, 1618, -617, -1296, -434, 1846, + 1548, -393, -295, -1950, -17, 1209, 698, 358, + 1593, -466, 177, -1896, -1540, -1837, -840, -466, + -574, -1954, 121, 588, -2846, 2338, -2832, -1326, + -4739, 1006, 3535, 1673, -148, 186, 775, -1416, + -829, -3159, 305, 327, -3166, -1538, -674, 365, + -735, -1513, -248, 437, 976, -2757, 2928, 2389, + 2358, 213, -2172, 2059, -1644, 1682, 1781, -856, + -1665, 2829, -371, 1678, 1022, 1076, -1435, -380, + -1580, -595, -1025, -772, -242, 766, 174, -1822, + 1597, 1248, 65, -147, 516, 968, -1717, 382, + 2143, 2249, -548, -1558, -374, -1543, 1888, -1328, + -1729, -112, 603, 2944, 2705, 26, 3245, 4986, + 2065, 733, 1245, 3350, -2059, 839, 3380, 37, + -1592, 572, -1056, 1221, -403, 391, 4552, 915, + 74, -925, -2334, 4315, 621, 862, -2181, -627, + -3555, 2309, -2628, -1998, -255, 942, -1194, 369, + 3360, -3856, -548, 2849, -2880, -3344, -1542, 1540, + -670, 279, 278, 955, -2558, 2748, 88, 869, + -1688, 1282, -573, -768, 254, 670, 2896, -639, + -942, 593, -810, -287, 1449, 111, 3010, -1593, + -45, 1251, 1122, -724, 5664, -749, 1787, -971, + -216, -2940, -334, 809, -1181, 1987, 24, -144, + 1328, 2607, 1864, 2533, 932, 2776, -4402, 4305, + 937, 675, -606, 1395, 893, 1476, 1544, 75, + -1705, 2133, -488, 1860, 2100, 532, -1086, -1512, + -2282, 1104, -153, -2657, 1101, -203, 1379, 842, + 1129, -278, -1948, 1136, -864, 1283, 170, 1306, + 53, 796, -607, -78, 3022, -1335, 472, -286, + -1892, -51, 570, 24, 1913, 1247, -976, -1733, + -36, -2484, -1515, -3350, 2264, 1030, -1789, -455, + -2650, -2278, -2289, -2031, -3072, 2557, -3054, -1507, + -2939, -1311, 587, 550, 2459, 1064, -3120, 2604, + -1479, 70, 1975, -1614, 2492, 376, -363, 1755, + 1876, -1447, -2684, 1655, -323, 881, -473, -469, + -1346, -510, -274, -1926, -2542, -551, -2275, 139, + -1740, 721, -571, -232, -1152, -357, 1039, -1181, + -1333, -587, -66, -1320, 523, 989, -2684, -889, + 605, -1074, 2458, -1558, -1170, -551, -2141, -69, + 1724, 2341, -60, 4671, 2422, -1080, 1212, 2152, + -581, 210, -354, -797, -1023, 4185, 485, -5060, + -1895, 1925, -3970, 511, 1798, -3090, 37, 3242, + -1610, -1753, -2390, 885, 2818, 1638, 84, 304, + -4772, 1637, -1245, -121, 1558, 57, 4010, 1019, + 798, -231, 4077, -586, 876, 1957, 425, 644, + -3356, -126, 252, -2270, -2733, -1046, -1526, -1926, + -749, 2528, -2232, -340, 1047, -3695, 917, 913, + -2691, 589, 367, 1919, 682, 1340, 1714, -3280, + 2000, -1050, -77, -336, 1406, 569, 1560, 1360, + -780, 995, -2427, -557, -2207, 3637, -2370, 801, + -610, -1040, 9, -1219, 2360, -1097, -1099, 4717, + -562, 553, 1637, 332, -144, 3304, 1093, -493, + -644, -971, -2654, -771, -779, 1125, 2204, -1376, + 116, 136, 187, 1019, 289, 812, -788, 1951, + -1666, -519, 740, -997, -1303, 73, 1119, 2154, + 2148, 73, 891, 772, -1183, -2027, -174, 858, + 1501, 713, 209, -1266, 1506, -1220, -478, -30, + -636, -2617, 765, 1247, 2157, 1262, -2488, -331, + 2811, 2546, 1432, 2005, -2626, 2444, 5097, -457, + -1583, 906, 1057, 3972, 2105, 1866, 2394, 58, + 1680, 1594, -450, -138, 922, -492, 144, -1817, + -1951, -1206, -1033, 775, -178, -289, -1330, 87, + 1864, -554, 1346, 1707, -614, 505, -1014, -11, + -928, -827, 1951, -1462, -299, -715, -1394, 1370, + -1000, 17, -271, 2111, -2978, -225, 1718, -1363, + -1554, -1045, 3283, -52, 618, 736, -1920, -608, + -1694, -521, 293, 1103, -728, -295, -2534, -2175, + 1281, 493, 1911, 293, 5105, -2829, 1760, -453, + -1695, -27, -563, 1122, 332, 472, 3661, -2269, + -99, 3795, 239, -1509, -3812, 1206, -712, 75, + 824, -2803, 787, -2084, 1207, -1112, -1107, 497, + 198, 2046, 80, -1097, 475, 260, 765, -2479, + -182, 506, 778, -752, -1621, -2784, -385, -483, + 1085, 824, -1930, 159, -771, 406, -954, -290, + 804, 930, 2414, 2311, 635, -1226, -293, 1726, + -2351, 1703, -852, 1817, -1384, 2453, -393, -1115, + 523, -291, 2336, 816, 923, 338, -409, 2428, + -1185, 45, -1632, 1128, 933, 2584, 867, -3234, + -2575, 787, -126, -692, -267, 74, 1539, -2327, + 2233, -1573, -109, 2425, 33, -2006, 2376, 4008, + -2813, 1120, 313, -1448, -462, 283, -809, 1739, + -1708, 2989, 1272, -1067, 2104, 1123, -1494, -86, + 909, 2367, 148, 1001, -284, 1243, -160, 335, + 2642, -672, -2426, 1365, -2157, 184, -1579, 894, + -683, 176, -2737, 1557, 325, -3032, 663, -2692, + -546, -1751, -4108, -1382, -185, -1759, -1595, -839, + -4083, -539, -355, -203, 1434, -1215, -3173, -410, + -1152, -2349, -1737, -980, 1137, -3290, 2578, -143, + 1383, 745, -1348, -1792, 560, -2106, -479, 632, + 198, -1198, -554, -1257, 824, 1999, -1957, 2056, + 3191, 104, -2484, -462, -290, -51, -1594, -1149, + 2108, -830, -1774, -1177, 99, -2091, -1132, 2180, + 532, 129, 256, 1355, 1017, -1867, -624, 2557, + -1072, -3019, -1766, -1362, -603, -3374, 660, -1349, + -2576, -1312, 1768, -1849, 1854, 2110, -1254, -1338, + -3959, -1373, -174, -2166, 3534, -2878, -1160, 1164, + -1855, -1721, -2303, 155, 437, -960, -787, 1334, + 1542, 112, -207, 2003, -1014, 295, 2122, 1844, + -287, 1964, 353, -921, 1355, 2884, 1855, -1631, + -1272, 1453, 2063, 232, -413, 2997, 322, -1429, + -280, 2167, -2344, -297, 1681, -1402, 63, 670, + 1218, -297, 75, 705, 2413, 2564, 839, -2906, + -1091, -804, 2343, -615, 1103, -1089, -329, -2465, + 1193, -1624, 2559, -551, -1467, -1977, 644, 2666, + -1632, -513, 1567, 1756, -3465, 260, 3226, 1777, + -1665, 323, -208, 1921, 2329, 1161, -3410, -2036, + -316, 752, 39, -2054, 449, 3975, -105, -229, + 1868, 669, -959, 1606, -1316, -1695, -392, -116, + -1251, 1243, 188, 467, -1482, -165, -2486, -1573, + 1553, 1380, 383, -1113, 1735, -283, 1542, 423, + -389, -1083, 448, -2239, 1822, 2968, -23, -1633, + 965, -1090, 924, 3517, 920, -961, -1003, 3245, + 445, -1234, 2498, -775, 510, -278, -1221, -2155, + -218, -1761, 60, 1248, 969, -3035, 2504, 786, + -3004, -3837, -2212, 817, -91, -668, 182, 2643, + 1240, 2387, -340, 2560, 146, 305, 3262, -301, + -274, -115, 102, 777, 115, 2969, 1656, -2076, + -367, 2321, 1327, -2421, -651, 2418, -2664, -249, + 840, 1871, 531, -1642, 1529, -2026, 1145, 207, + -516, 1896, 522, 942, -1116, 900, 202, -425, + 1738, 39, 1740, -2507, 1967, 1966, -241, -882, + 2345, -4075, 935, -2824, 479, -3633, 3329, -1452, + -975, -247, -535, 137, 2268, 2428, -2763, 2049, + -956, 388, -4681, 2410, 384, 3783, -64, 341, + -1954, 1447, 2448, -708, 3285, 162, -243, 1088, + 2138, -48, -522, -203, -2179, -331, -2668, 2609, + 2962, -2021, 1356, 761, 65, 402, 228, -335, + -1404, 571, -649, 121, 989, -804, 3006, -150, + 697, -460, -1355, -2243, 808, 731, -122, -1262, + -1938, 5896, 1199, 413, -695, -3695, -824, -1485, + -960, 2099, 182, -396, 778, 1069, 473, -2845, + 728, 1074, -418, -1384, -1212, -2557, 1659, -2828, + -1432, 931, 2163, -344, 524, 92, 277, -3216, + 290, 349, 532, 21, 1253, 925, 2254, 205, + -1561, -484, -816, 429, 63, 1557, 1909, 1248, + 520, -1550, 914, -1225, -263, -2761, -2225, -1611, + 316, -914, 1583, 505, -1492, -1337, -1473, 1211, + 312, -1334, -1115, 182, -34, -1026, -545, -580, + 108, -3492, 2028, 277, -857, 2566, -714, -2093, + -694, -1712, -4031, 435, 3263, 2183, 2174, 2819, + 255, -701, -30, -591, -1450, 784, 396, -1626, + -2813, -351, 839, 1107, 35, -464, 1811, 2114, + 1109, -1462, -3242, -580, 728, -1930, 1687, 2038, + 548, -1874, 897, 1354, -1687, 88, -1237, 900, + 1903, 280, -1535, -1625, 2335, 201, 3077, 682, + 559, 2118, -594, -1065, -1291, 462, -1587, 994, + 2090, -1155, -1098, 1607, 400, -113, 2570, 1077, + 474, 1886, 1469, 2825, -2549, -654, -822, 666, + -3744, -2765, 1218, -986, -53, -2335, -6426, -2768, + -160, -457, -1768, 1215, 79, -1786, -3382, -2668, + -221, 95, 650, -3217, -444, -192, 3048, -131, + 2734, 987, -87, 144, -715, -4146, 1735, 982, + 1304, -425, 1334, -1471, 1949, -343, 1336, -1185, + 2313, -1157, -3276, -13, 2196, -2489, -509, 1430, + -1305, -607, 174, 1089, 1569, -236, -1283, -2690, + 2052, -879, -3633, -2059, 1354, 686, -1215, 456 +}; + +static const opus_int16 vad_gru_recurrent_weights[1728] = { + 1892, -2065, -5646, -1532, -1561, -743, -1508, -1996, + 327, -3170, -4124, -1565, -25, -3570, -3395, -1013, + 1279, 398, -2121, -1930, -4804, 3643, -2392, 1788, + 1879, -404, -425, 486, 243, 1860, -516, 380, + -1778, 2571, -2618, -901, 1276, -810, 277, 212, + 1427, -4302, -73, -1217, 1764, -1453, -322, 1989, + 2725, -5496, -2143, 2140, 1334, -733, -267, 3087, + 2171, -2233, -2306, 669, 1043, -159, 1664, 2430, + 765, 2012, 671, -2885, 862, 268, -2943, 848, + 536, 2816, 483, 2459, 918, -801, 6214, -801, + -788, 2354, 6488, 2431, 414, 3734, 4622, 2161, + 118, -2513, 2581, 1346, 1374, -2529, 2293, 560, + -66, -340, 2057, 907, 980, -3382, 471, -1548, + -38, -947, -253, 519, 1301, -2664, 463, 811, + -515, 773, 769, 2513, 1882, 603, 808, 655, + -1725, 2790, 1952, -271, -776, 1221, -633, -447, + -798, 2715, 239, -99, 88, 193, -1468, 2212, + -1480, -2509, 1711, -199, -1845, 592, 86, -1248, + -1599, 2286, -1762, 1951, -1353, 4050, 3848, 1718, + 157, 1475, 4051, 283, -603, -269, 965, 2635, + -14, 1967, 2088, 1817, 1040, 4421, 3981, -3156, + -1638, -154, -527, 938, -186, -461, 414, -1086, + 943, -1299, -1178, 2502, -230, 1494, 2030, 1618, + -169, -1680, -934, 149, -933, 650, 1291, 1636, + -2325, 1277, 3156, 627, -1950, -724, 1634, -4274, + -1782, -636, -82, 611, -415, 667, 323, 380, + -3376, -309, 424, 1847, -3562, -611, -1653, 82, + -91, -902, 1217, 1927, 2287, -960, 4103, -2421, + 2238, 2365, 3296, 2037, 2118, 3459, 2581, 759, + -3312, -172, 215, 309, -26, 1447, 2907, 1096, + 2877, -707, 3514, -790, 1140, 78, 1196, -1315, + -1809, -1119, 2410, -3167, -316, -814, 2257, 1271, + -31, -1361, -908, -77, 639, 1321, -3017, 758, + -345, 455, -1125, 4983, 427, -973, -1497, 2489, + 1171, -2231, 3133, 2638, -1340, 837, -860, 508, + 400, 812, -477, -883, 513, -883, -3838, 3678, + 3068, 305, 2812, -2680, 2834, 3764, 3385, -950, + 1895, 1882, 1452, 1196, 2725, 2678, 2561, 2975, + 2678, 1776, 1018, 285, 2535, 2798, -4791, -320, + 2241, -726, 1549, -874, 550, 59, 3155, -1449, + 320, 1213, 193, -414, -2072, -2853, -339, 3720, + -924, -596, -160, -220, 1156, 673, 1227, -2410, + -327, 633, -2614, 2585, 3034, -686, 1464, 3156, + 810, -1694, 4504, 49, 102, -534, -3105, -379, + 1777, 111, -2209, -261, 979, -1406, -509, 169, + -3550, -783, 1121, 2537, -556, 4415, 2224, 3172, + 7, 446, 1593, 2179, 367, 925, 792, 3408, + -3137, 2154, 2288, 1532, 65, -1363, 2520, -218, + 955, -2328, -1658, -1818, 401, -153, 3136, 1018, + 4771, -772, -317, 2450, 404, -782, 521, 1629, + -591, -832, 430, -1101, -1928, 1722, -477, -1043, + -5107, 299, 662, -1991, -1607, 4494, 1415, -1767, + -2882, 1129, 1454, -1916, 494, -542, -263, 972, + -596, -2419, -1316, 2482, -3407, 2328, 4764, -1754, + 252, 980, -277, -4459, -324, 3684, 4710, -2114, + -557, -2252, -5151, 801, -1055, -1145, 106, 797, + 1188, -96, 1837, 227, 1083, 441, -1406, 66, + -125, 697, 599, -205, -2253, 2740, -913, -405, + 1264, -2442, -842, -1159, -998, -3444, -1264, -979, + 518, 499, 1424, 102, -134, -217, -642, -678, + -3280, -253, 1221, -1181, 417, 3472, 2304, -972, + -2374, 106, 796, -3149, -331, 250, 243, -2278, + -498, -3119, 675, 2613, 743, 1371, 3744, -825, + 1411, -2797, 713, -1736, 1552, -1266, 868, -1993, + 3255, 226, -2281, 694, 155, 2379, 1986, -860, + -1044, 1262, 1865, 1913, -3021, 705, 1329, 5679, + 172, -3400, 588, 1220, 1198, 2261, -337, 1101, + -1608, 541, -1254, -1413, -959, 420, 155, -417, + 976, -1583, 568, -565, -1306, 937, -1851, -2258, + 1223, 186, -384, 3578, 1338, 1012, 3215, 1361, + -303, -2504, 399, 2434, 565, -1140, -1719, 86, + -1199, 1, 126, 987, 252, -336, -348, 30, + -763, 115, 508, -286, -4233, -2143, -2591, -987, + -43, 930, 675, -590, 1991, 471, -1705, -850, + -2592, -320, -4949, 1321, -459, -489, -730, -131, + -1300, 22, 138, -681, 2187, -4498, 2179, 75, + 233, -1215, 160, -878, 2072, 221, 34, -186, + -572, 355, 145, -3018, 542, 1310, 781, -2089, + 2974, -384, -594, 892, -1061, -2519, -1464, 4045, + 1890, -924, 1253, 517, 555, 1428, 84, 272, + 2777, 1950, -1122, -2995, 888, 591, -2127, -872, + -1392, 632, 3103, 6863, -2330, -3706, -6444, 6585, + 2073, 860, -4128, 3325, -3168, -2726, 805, 2864, + 1617, 2680, 2330, 617, 1149, 1938, 2968, -3703, + -4815, 324, -3814, 1304, 2996, 886, -2568, 703, + 932, -737, -3188, -651, 669, 1737, 75, 1189, + -1473, -1891, 1477, 229, -728, -1446, -1523, -507, + -1014, -1138, 3661, -2643, -2450, 317, -963, -1193, + -1959, 748, 2388, -3020, 548, -512, 2671, 679, + -1283, -1585, -398, 3201, -1378, 1705, 1806, -1904, + -1776, -1332, -1566, -2914, 717, -2055, 5880, -3940, + -1686, 397, 11383, -775, 503, 4665, 1248, 2919, + -4012, -2311, 1066, -1240, 3002, -1061, -1905, 1514, + 2152, 3187, 3085, -3453, -848, -1427, 683, -2990, + 1022, -1480, 1419, -1713, -326, -1915, 169, 1656, + -1263, 2997, -1700, 1029, -464, -260, -2629, -1909, + -4075, 3842, 3921, 2381, -1385, 2090, -395, -1729, + -4485, -1480, 371, -303, 1404, 163, 193, 1170, + -4075, -3428, 1788, 482, -2562, 2565, 3185, -3380, + 298, 3363, -1700, -1504, 1708, -735, 2397, -2418, + 2149, 1191, 4327, 733, 3185, 2969, -88, 485, + 670, 731, -1462, -289, 727, 350, -2891, -357, + 1669, -785, 1167, -1892, 2217, -1960, 1267, -732, + -849, 1655, 1987, 2544, 898, 377, 1693, 253, + -2188, 84, -2064, 799, 671, 2961, 168, -1416, + -499, 2074, -2041, 4457, 3181, -1810, -320, 1463, + -355, -1081, 2541, -1510, 1163, 1181, -1007, 1071, + 847, 1102, -2232, 129, -57, -1251, -1871, 3125, + -2242, -659, 2056, 4035, 1324, -4796, -625, -454, + -1995, -2769, 3518, 2877, -463, 3358, 2725, -1469, + -2864, 2181, 1935, 2451, 1154, -1045, -2926, 318, + -2429, -2642, -2471, 925, 2233, -614, -1133, 94, + 357, 1381, 61, -73, 798, 1462, 889, 1626, + -25, -949, -2203, 389, -596, -2396, -1685, 734, + -1803, 908, 2249, -1674, -2560, 1581, 994, -1559, + -1910, 1757, 3254, -633, 1220, -2227, 414, -1134, + 843, -1925, -965, 2043, 1475, 1156, 1143, -1443, + 21, 1556, -482, -3635, 3039, 811, 6926, -2396, + 1920, 3047, 3878, 1819, 1768, 3654, 2872, 1907, + 965, 504, -1695, -1113, -581, 865, 982, -764, + 1082, 314, 3157, 1523, -960, 1205, 1564, -1945, + 1766, -633, 2264, -165, -1863, 1274, 175, -639, + -918, -802, -345, 1211, 2743, 245, 1045, -3058, + -5, 94, -1402, 1392, 1746, -2220, -1686, 1950, + 1429, -2571, 1855, 1375, -2006, 2338, -1643, -1781, + 1830, 1198, -259, -5061, -1339, -3496, -2621, 1958, + 3091, -4033, 774, 1909, 1721, 2371, -2836, 4592, + 1259, -1017, -689, 120, -2018, -2126, -607, -2212, + 793, 309, 3451, -190, -1098, 1989, 2577, 3037, + -289, 1153, -2653, -312, 261, 2186, -1957, 2762, + -607, 2508, -405, -1749, 1272, 3080, 654, -548, + 1760, -3289, 1023, -1828, -2351, -836, -969, -155, + 672, 443, 1488, -3925, -2238, 3391, 521, -2904, + -845, 3048, -95, -2861, 600, -620, 3279, -3052, + 1617, -1498, 812, 114, -371, 960, 1826, -17, + -3341, 2858, 575, 1837, 1710, -4342, 3136, 1343, + 2731, 2783, 923, 739, 651, 3156, 1670, 1384, + -1361, 2374, 1660, 1174, 226, 682, 1542, -1459, + 2029, -1054, -2253, 1837, 2022, -2448, 168, 195, + 863, 689, 216, 1275, -218, 664, 1658, 2308, + -707, -676, 298, -2081, 1604, 1805, -297, 1073, + 89, -272, 374, 3487, -616, -1695, -582, 1086, + 1159, -1573, -160, 798, 1743, 1702, 627, 1020, + 2721, -1429, -2652, -1789, 69, -757, 945, 752, + 517, -2651, 2921, -1380, -1020, -2535, 1781, 99, + -3706, -2503, -3132, -749, 1082, 283, -749, -1451, + -202, 2225, -610, 514, -1289, 2352, -2080, 513, + 1009, -1271, 418, -1969, 983, 161, 762, -316, + 2994, 530, -374, 2132, 1370, 1420, 1331, 1608, + 109, -526, 133, -1951, 1235, 1014, -1084, -398, + -709, 286, 1506, 676, -539, -925, -657, 2704, + 101, 2137, -501, -427, 2913, -1205, -846, -3199, + -76, -202, -1246, 2486, 871, -390, 665, -1113, + 1581, -1358, 1426, 826, 332, 487, -733, 3019, + 5360, -498, 344, 3616, 1298, 3624, 830, -4129, + 2667, 2615, -702, 5183, 772, 2673, -3470, 2380, + 401, -2364, 1299, -2600, 367, 877, 1917, 2402, + -445, 2334, -1104, 1388, 1278, 1062, 3823, 254, + 1495, 2376, 793, -1635, 5958, 209, -566, -2287, + 1242, -247, 26, 2640, 231, -1413, 423, 5339, + 236, -3288, 60, 682, 263, -1350, 901, 1202, + 2005, 2034, -2651, -2953, 1213, -710, -2780, 2404, + 92, -115, -4320, -1563, -1895, 3641, -2676, -101, + -3913, -2141, 284, -1676, 204, -3144, -3487, 1773, + -567, -1777, -3064, -3712, 282, -3022, 2663, 818, + 1168, 228, 705, -12, 422, 898, -2529, 333, + -1087, -2769, -91, -1447, 1394, 82, -329, -2358, + -717, 1604, -2508, 752, 258, -829, -395, 178, + 450, -1604, 1448, 628, -597, 1533, -1858, -1309, + 1705, -256, -419, 500, -1778, 2002, -29, -593, + -1303, 45, 4147, 1211, -1023, -1078, 942, -1882, + -3489, 495, -6772, 3150, -2590, -605, 114, 924, + -2700, 284, -4643, -1451, -323, -2392, -783, 3981, + -4420, -297, 2080, -3554, 1772, 514, 2973, -2712, + -3583, 1214, -4237, 708, 306, 1819, 358, 664, + 1266, -1564, -784, -686, 382, -776, -133, 1807, + -1458, 854, 56, -1618, 351, -415, 104, 1495, + 1014, 1287, -1008, 46, 531, 660, 1810, -1251, + -1244, 1623, 1428, -1825, -220, -742, -500, 3926, + -3167, -2175, 911, 2218, -2148, -1670, -74, -576, + -720, -425, 3202, 152, 2319, -2985, -2507, -1427, + 682, 2589, -717, 43, 1361, -359, 1381, -3316, + -4064, 1807, -679, 2433, 688, -322, -2090, 2185, + 169, 512, 241, 1049, -499, -1219, 2, -605, + -276, 1943, 111, 256, 1148, 137, -1210, -1630, + 340, -891, -142, 879, -146, -488, -2300, -344, + 1561, 319, -3130, 87, -1332, 1996, 1544, 1819, + 1603, 705, 410, -1671, 588, -948, 1647, -868, + 2926, -1974, -2205, -460, -39, 1368, 459, -805, + 1074, 164, -27, 3375, 1337, 3880, 2399, 540, + -2302, 78, -718, 325, 630, -1937, 1773, -658, + -3248, -823, 1839, -598, 758, -2435, 2481, 2920, + -2452, 1892, -2882, 460, -593, -496, -1388, -266, + -2130, 153, 603, 46, -92, 245, -1295, -2073, + 1496, -228, 35, 1487, -3091, -2173, 3, -553, + -2675, -2781, 2262, -2091, -2892, 772, -1527, -674, + -674, 1752, -184, -1570, -408, -93, 1843, -2159, + 3290, -1663, 2748, 2139, 206, 1911, 331, -2340, + 1414, 3392, -1343, 1991, -2114, 5208, -3819, 3010, + -972, -844, -3894, 6688, 129, -2337, 2617, 2300, + -1291, 3597, 1161, 1397, -1434, -980, -2843, -771, + -558, -1062, -849, 2060, 7, 1579, 673, -341, + 1480, -1402, -1717, -787, -1620, -273, 869, -1093, + -1634, 470, -3691, 3394, -2894, -1437, -1178, -1428, + -570, -492, 2213, 259, -412, 1743, 4336, -2128, + -2720, 1987, 1787, 208, 2940, -3337, 2305, -274, + -2089, -478, 1906, -158, 374, -199, 2164, 110, + 4579, 3674, -3327, -2537, -1378, 5362, 4022, -1810, + -1420, -121, 3070, 336, 2805, 2083, -1619, 89, + 1463, -947, -1607, -1862, 1335, 3508, -1424, 1169, + 1907, -3041, 1863, -1698, -139, -588, 2079, -2423, + -2927, -1355, -409, 450, -2489, -1857, -786, -278, + -1557, -3096, 224, 305, 2603, 978, 1673, -294, + 2314, -620, -364, 1077, 776, -456, -533, 703, + -1026, -1444, 2578, 780, 2145, 907, -966, -1815, + 1437, 3040, -3893, -2528, 31, 1194, -3011, 997 +}; + +static const opus_int16 vad_gru_bias[72] = { + -962, 3615, -2065, 2351, 891, 2690, 7608, 4256, + 289, 2236, 5141, 1086, 2282, 1848, 2070, 2945, + -4742, 141, -679, -678, 2028, -469, 2155, 81, + 1182, 206, -197, 1683, 442, 1266, 430, 424, + -393, 2132, 242, 1076, 1563, 1396, 737, 315, + 236, 317, 1418, 342, 602, 573, 1872, 332, + -229, 1238, 283, 1035, 1710, -135, 225, 664, + 630, -563, 1948, 1049, -71, 956, -1176, 1478, + 844, 961, -1589, -250, 55, -539, -391, 1433 +}; + +const GRULayer vad_gru = { + vad_gru_bias, + vad_gru_weights, + vad_gru_recurrent_weights, + 24, 24, ACTIVATION_TANH +}; + +static const opus_int16 noise_gru_weights[12960] = { + -242, -519, 385, -42, 476, -1528, -2192, -289, + 13, 293, -1727, 424, -43, -678, -1513, -644, + 331, -1097, -1170, -743, -987, -601, -1848, 98, + 293, 35, -3029, -1244, -982, -2180, 1050, 1281, + -944, 17, -823, -232, -323, 751, -182, -1200, + -1206, -392, -621, 86, 356, -1092, -940, -1833, + -183, -88, 957, 1413, -657, -1064, 493, -765, + 530, 1246, 235, 403, 160, -1175, 767, 111, + -1151, 27, -79, -588, -65, -631, 216, 379, + -156, -1367, -581, 378, -1137, 465, 656, -1188, + 970, 208, 489, 1134, -726, 1526, 935, 1321, + 128, 1512, -720, 243, 291, 213, -387, 454, + 498, 1396, -777, 979, 306, -1242, 426, -1777, + -515, 2127, 850, -1162, -1373, 785, 486, 739, + 1575, 543, -388, 1312, 1498, -230, -598, 924, + 228, -1021, 1568, 1398, -238, -856, -317, -1970, + -143, 1114, 294, 487, -1250, 358, 863, 74, + 148, 675, 402, -390, -740, -2115, 668, 817, + 55, -1803, -1068, -1070, -752, -1074, -46, -1165, + 1348, 777, -993, 1794, 1479, 1794, 297, -139, + -959, 1935, -216, 184, -922, 994, 1817, 703, + -2083, -1306, -728, -331, 2052, 258, 1274, 328, + -1518, -1771, -1012, -929, -23, 256, -288, -500, + -236, -437, 921, 567, -153, 867, -1700, -850, + -1666, 3970, -569, 529, -1718, -394, 2, -8, + -192, -1114, 1382, -923, 155, -597, 1077, -1107, + 463, -624, 635, -378, 1185, -740, 485, -500, + 969, -1410, 921, -103, -850, 1243, 1559, 289, + 1741, 1383, -428, -944, 781, 1669, -78, 899, + 1368, 271, 391, 328, -826, -484, 499, -1229, + -50, 1499, 1744, -539, 1543, 335, -393, -683, + 216, -230, -2002, 331, -1239, 659, 1278, 478, + 1394, 771, 1483, 2435, 235, -920, 678, -558, + 517, 5, 2462, -55, 389, 757, 2478, 552, + -2336, -794, 1384, 217, -1686, 307, -433, 197, + -503, 1189, -7, 217, -518, 678, 280, -532, + 1396, -237, 1264, 350, -1080, -104, -194, -1259, + 1577, -578, 535, 679, 1138, -644, -23, 792, + -491, 3349, 837, -196, -24, -1791, -656, 2762, + -892, -1746, -1494, -454, 1412, -707, 809, -1681, + 1236, -561, 755, 981, -2503, -1024, -466, 588, + -1463, 231, 1148, 1339, -695, -662, -34, 132, + 483, 892, 175, 889, -677, 957, 826, -602, + -792, -1061, 501, 159, -1747, 178, 75, -574, + 222, 724, 44, -1302, 180, 927, 882, 1646, + 150, 475, -334, 902, 257, -426, -24, -735, + -171, -217, 561, -3087, 1515, 271, -914, 419, + 783, 905, 1837, -1564, -251, 1243, 379, -4, + -801, 63, -95, -703, 1008, 568, -960, 665, + -1681, 481, 519, 1530, 934, 69, 487, -273, + -362, 819, 285, 27, -628, -206, 582, -119, + 21, 1620, -424, 254, -1524, -730, 1509, 162, + 1843, 559, 958, 971, -912, -1425, 1880, -1466, + -469, -1739, 359, 781, 562, -182, 1681, 616, + -276, -1965, 356, -19, 30, -1697, -683, -1279, + 10, 376, 1311, 262, -268, 130, 142, 212, + -410, -623, 1847, -45, -614, -497, -2366, 434, + 1279, -719, 878, -1136, 1497, 892, 446, -349, + 753, -333, 1506, -445, -393, -602, 806, -760, + -592, -135, -142, 1439, 878, -1652, -2038, -368, + 129, 643, -1135, 468, 1237, -1389, 1597, -655, + 55, 319, 151, -1258, 570, -643, -449, -768, + 318, -1621, 845, 692, -946, -1082, -1122, -1264, + 555, 664, -40, 384, -220, -1657, 276, 2393, + -370, -407, -590, 506, 1189, 389, -1168, -1268, + -2646, -129, 16, 70, -814, -157, 685, 642, + 150, 136, 260, 313, 1466, 2226, -589, 437, + -534, -107, -674, -1789, 681, 1656, -929, -943, + 297, -1457, 343, 1289, 535, -39, 458, -988, + -48, 2266, -1375, 146, -106, 712, -713, 574, + 1800, 1057, -467, 832, 171, 446, -149, 324, + -1093, -478, -491, -687, -1192, -233, -770, -133, + -1523, 826, 1353, -128, 250, 1397, -942, 728, + 1098, -1347, 1105, 549, 82, 987, -250, -1158, + -472, -522, 943, -411, -1050, -1043, -891, -472, + -708, 231, 1280, -553, -1715, 1394, -1373, 112, + -771, -689, -1303, -581, -995, 184, -2403, 962, + 1610, 699, -505, 956, -1494, 640, -104, 281, + -95, 386, -25, 882, -403, 312, -327, -210, + -674, -300, 106, 834, -438, 59, -1073, 147, + 1324, -1987, -748, -429, -414, 372, 1588, 429, + -823, -332, 661, -127, -19, 747, 189, -400, + 634, -1421, -248, -1492, -1910, -710, 1662, -217, + 1685, -689, 265, -662, 459, -526, -609, -135, + -68, -381, -185, -601, -973, -1576, 1275, 393, + 727, -31, 315, -459, 607, -1188, 662, 407, + -1045, -173, -1300, -1145, -119, -274, -952, -57, + 209, -1622, 1229, 1733, 733, 7, 907, -1491, + 939, -784, -1067, 111, -944, 873, -232, 1509, + 1060, -697, -823, 396, -301, -924, 248, -345, + -1980, 2243, 740, -652, -247, -535, -86, -25, + -149, 1406, 2161, 976, -830, 716, 1273, 1986, + -266, 1532, 895, -1173, -550, -1095, 311, 1105, + -1886, 618, 419, 89, -415, 1177, -875, 1626, + 121, 3110, 252, 1339, -1040, -1245, 353, 584, + -972, 888, 197, -835, 946, 2595, 1200, -274, + 501, -479, 408, 463, -113, -749, 2181, 999, + -1411, -745, -311, -44, 1050, 339, 252, 355, + -1101, 1255, -894, 1807, -1753, -183, 608, -644, + -338, 1829, 625, 551, -190, -981, 121, -621, + -349, 776, -16, 1025, 997, 366, -903, 728, + -618, -699, -547, 283, -282, 58, 453, 941, + 1483, 1134, -877, 405, -330, -714, -651, 76, + 691, 966, -514, 1426, 35, 1847, -781, 522, + 340, 552, 21, 487, -1404, -700, -324, 1105, + 867, -311, -2183, -851, 105, 358, -1299, 33, + -845, 1627, -948, 542, 1326, -1325, -1066, -1222, + 1119, -517, 165, -68, 208, -1407, 503, -807, + 633, 502, -598, -1321, -674, 134, 291, -327, + 37, 1411, -831, -1008, -1196, -390, -79, -1535, + 1253, 154, -875, 720, 965, 441, 602, 1282, + -266, 1691, 1460, 527, -345, 27, -152, 393, + 138, -491, 1095, -813, -948, -310, 1478, -579, + -12, 2026, -24, -2137, 366, 311, -936, -1245, + -2292, 295, 76, 488, -507, -64, -1541, -138, + -505, -639, 656, 652, -1546, -1497, -736, 1107, + 1034, 704, 775, 122, -9, -1187, -1505, -1440, + -5, -1110, -755, 495, -208, -1634, 919, 800, + -124, 490, -368, 795, 123, 1671, -1833, 64, + -99, -529, -667, -325, 23, -66, 572, 1440, + -1745, 524, 602, 1001, 610, -962, 158, -645, + -342, 351, 947, -763, -446, -1169, 138, 522, + 1317, -45, 483, 234, -518, -742, 1179, 1043, + 1671, -31, -60, -891, 722, 388, -2228, -1731, + 647, 843, 123, -113, 841, -964, -1447, 338, + -440, 522, -818, 549, 167, -108, -831, -961, + -458, -1257, 436, 1974, 616, 1017, -189, 1787, + 205, -13, 601, 918, -81, -886, 305, 232, + -1481, 864, -339, 33, -1351, 1430, -2, -989, + 720, -2327, 143, 1459, -1288, -63, -1578, -705, + 464, -1051, 1194, -126, -636, 1569, 91, 583, + -840, -954, 300, -1244, 306, -413, 857, -1535, + -193, 1355, -834, -566, -1321, -381, -606, 1121, + 39, -138, -355, -287, 414, -887, -467, -885, + -327, -1709, 549, 1196, 170, 877, 488, 1522, + 298, -410, -938, -894, 1257, -918, -819, 505, + -2389, -2092, -26, 481, 28, -1711, -162, -653, + 459, 644, -202, 244, 428, 277, -1051, -464, + -1424, -1099, -121, 888, 847, -102, 81, -975, + -969, 708, -296, -1135, 1231, -852, -821, -139, + -344, 959, -1270, 784, 1456, 286, -17, 881, + -201, 1621, 533, -55, 950, -670, -1131, -1778, + 514, 819, -815, 1822, 838, -419, 283, -605, + -194, 848, 465, 1192, 225, -703, 599, 632, + -1247, 762, 839, -1520, 909, -836, -2002, 34, + 153, -466, -336, 2023, -389, 1187, -814, -152, + 1390, 2189, -1094, 1455, 283, 362, 1291, -34, + 375, -40, 1089, 997, 705, 1138, 1222, -836, + -140, 620, 433, 515, 197, -1711, -1904, 286, + 282, -694, -311, -291, 604, 1371, -582, 2785, + 335, -619, 168, 258, 468, 956, 236, 1220, + -1539, -1065, 762, 1623, -265, -87, -1482, 389, + -2078, -30, -1459, -382, -198, 131, -1382, 292, + -299, 395, -786, 2183, 316, 2186, 814, 447, + 1025, 392, 224, -809, -300, -318, 1425, -1093, + -595, -267, 1106, 187, -1093, 591, -23, -117, + 1109, 690, -910, -748, 923, -350, 1657, 362, + 97, 610, -977, -430, 1230, -14, 332, 1236, + 129, -3021, -781, -869, 34, -3683, 105, -1313, + 1066, -687, -207, -396, 1466, 1074, 739, 1730, + -1852, -415, -955, 676, -985, 40, 499, -1682, + 676, -184, -851, 967, 339, -1017, -1180, -863, + -323, 1720, 582, -1320, -15, 756, -69, 1807, + 141, -302, 1713, 601, -1532, -715, -416, -666, + -157, -232, -443, -1844, 430, -3786, -560, 12, + -2043, 2300, 151, 416, 202, 1051, 1447, -681, + 464, -1996, 676, -601, -1330, 283, 1711, 629, + -1122, 1344, 678, -724, 1011, 488, 299, 379, + 1508, 1729, -73, 944, 1336, 488, -277, 128, + 1255, -32, 101, -706, -332, 925, -511, 335, + -338, 2012, 1031, -41, -914, -793, 216, 27, + 60, 385, -1384, -1128, 332, -1413, 246, -523, + 642, -1238, 309, 1447, -659, 503, -847, -1131, + -1895, 413, -1060, -2125, 754, 808, -157, 331, + 256, -157, 1068, -649, 1155, -1121, -2294, -149, + 318, 346, 422, 794, 1077, -754, -2757, 1145, + 291, -673, -326, -169, -304, -326, 1424, -528, + -1173, 1387, -292, -1654, -1724, 1205, -176, -913, + -1534, 418, -836, 1621, -1168, 991, -198, -145, + -122, -646, -1588, -270, -1055, -1793, 929, -162, + 413, -546, -1400, 909, -217, 245, -242, 1542, + 234, -63, -121, 786, 227, -860, 1751, 327, + 359, 1945, -1608, 699, -2122, -1373, -161, 1508, + 799, 1342, 531, 179, -829, 691, -859, -763, + 163, -673, -104, -1242, -1735, 737, 1764, -207, + -469, 2083, -309, 728, 1423, 773, 344, -625, + 287, 1221, -995, 303, 303, -1270, -2550, -263, + -12, -127, -675, 1317, 402, 230, 882, 337, + 380, -92, 1511, 2815, -29, -401, 1307, -722, + 294, 1220, 1123, -566, -75, -1656, 864, -359, + 1090, 807, 1014, 908, -394, 139, -1149, -1447, + -995, -622, -131, 714, 654, -490, -517, 565, + 153, 1932, -582, 474, 579, -1137, -1691, 585, + -1626, 1207, 239, -678, 704, -118, -2548, 270, + 738, 143, 231, 802, 244, -324, 650, -874, + 177, 1728, 40, -517, -36, -345, 456, -1889, + 14, 1067, -1361, 1160, 91, 896, -433, -2186, + -285, 688, -855, -1356, -973, 66, 677, -969, + -378, 2253, 874, 578, -9, 936, 216, 983, + 712, 1277, -1527, 3324, 56, 459, 690, 945, + 2998, 620, -600, 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182, 577, 292, -254, -3948, + 621, -1619, -686, -1311, 1366, -1186, -1839, -819, + 1332, 1799, -461, 1945, -1204, -1441, -1455, -804, + -1187, 429, 139, -247, -1575, -730, 1020, 2343, + -813, 200, -4558, -576, -670, -613, -1365, 1449, + 79, -1304, 1055, 851, -1655, -1929, -953, 378, + -1200, 684, -518, -959, 462, 1211, -236, 1405, + 359, 1988, 810, -623, 707, 608, 2800, 611, + 1724, 1680, 291, 1159, -254, 1306, -596, -318, + -781, -175, 1946, 1194, -267, -1624, 1122, -1510, + 1403, 1617, 504, -817, 2087, -17, -1142, 1790, + -87, -550, 1868, 183, 162, -1056, 269, 100, + 952, -1142, 615, -784, 73, 1032, 800, -1110, + 466, -141, -7, 740, 1451, -768, -563, 1122, + -1145, -153, 198, 171, -191, -328, -338, -1166, + -946, 859, -1259, 146, 385, 372, 610, 296, + 402, 170, -1138, 903, -512, 960, 373, -836 +}; + +static const opus_int16 noise_gru_recurrent_weights[6912] = { + -538, 498, -313, 123, 86, 1273, -110, -771, + 236, 441, 646, 1190, 583, 2071, 1802, 435, + -60, 634, -2184, 61, 402, -698, 688, -863, + -2102, 2865, 831, 49, 1036, -947, -498, 864, + -2621, -2078, 2442, 136, 291, -1247, 3720, 1340, + -281, -1112, -1296, 3512, 3564, 771, 167, -1730, + -16, 3546, -472, 1812, 2750, -518, 147, -1749, + -310, 146, -15, -676, 350, -115, -752, 588, + -1139, -380, 136, 635, -882, 1016, -361, -1507, + 562, 580, -902, -1295, 1746, -1306, 141, 93, + -493, -98, -1362, 1189, -731, 1131, -2829, -3236, + -660, 357, -207, -961, -215, 2799, -90, -2238, + 1506, 672, 1849, -2770, -830, -1393, -1530, 2319, + -1624, 1165, 1159, 1096, 1052, -3034, 967, -1049, + 1512, 290, -874, 455, -1049, 1855, -395, -205, + -709, 100, -675, 245, -1747, 421, -107, 1038, + -1002, 733, -452, 35, -1816, 554, 401, -1837, + 1712, 1407, -221, -1426, 869, 1801, -1995, -833, + -319, -1540, 523, -2768, -825, -3855, 1101, -31, + -294, -233, -682, 7, -1427, 758, 2140, 49, + 452, -1504, -1635, -3337, 252, 65, -1695, -1298, + 1315, 1070, -265, -1692, -963, -1782, 736, 262, + -3390, -1079, 208, -1513, -782, 692, 1148, 1908, 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870, -1023, 615, 456, -1170, -743, -1120, + 465, -343, -873, 273, 73, -4, 549, -2343, + -450, 1814, 381, 611, 1487, -1652, 298, -1292, + 817, -212, 745, 402, -876, -1091, 221, 113, + 868, -1663, 1211, 1781, 784, 1599, -543, 840, + 754, -1163, 616, 2727, 493, 675, 1420, 413, + 1561, -1171, 39, -457, 1259, -1679, -666, -579, + 2915, 1607, 1436, -1424, -285, 213, -434, 1099, + -1841, -1316, 2051, 1976, -1294, 1418, 946, -1596, + 275, -995, -10, 1264, -325, 168, 1900, 829, + 44, 1191, 233, -1014, 1579, 253, -238, -2669, + 637, 208, -807, -556, 1028, -563, 981, 1300, + -673, 501, 660, -570, -1281, -509, -1489, 507, + 1195, 47, 833, -215, 541, -800, -617, 1699, + -165, -792, -564, -258, 1348, 444, 1495, -1530, + -778, -267, -548, 1099, -1528, 1775, 1806, 696, + 308, 1769, 826, 583, -619, 570, -726, 1554, + -1014, 688, -1055, -61, 800, 111, 1381, -104, + 1878, -551, -768, 240, -1531, -2016, -264, 428, + -1218, 172, 795, -588, -240, 1344, 1697, 1520, + -316, -949, -1275, 902, -1161, 642, 1618, -567, + -2080, 1805, -1045, -1682, 587, 1873, -146, 1823, + 830, 209, 1561, 2727, -157, 307, -667, 157, + 428, -48, 570, 768, 765, 1088, 1096, -1484, + 1545, -281, 1623, -299, -1440, -2054, 1634, -1704, + 2150, 1254, 241, 855, 1227, 599, -844, 2420, + 110, 335, 581, -576, -666, 537, 1180, -1764, + 2215, 174, -1058, 2117, 331, -107, 676, -239, + -136, 284, 237, -769, -647, 166, 323, -315, + -408, -1099, 770, -1087, 122, 183, -651, 480, + 1176, -619, 82, -1030, -946, -1087, 158, 622, + 486, -529, 830, 1295, 608, 1557, -1661, -124, + 1095, 1477, 948, -326, 935, 744, 1689, 1271, + 703, 171, 2037, -73, 371, 227, -2518, -86, + 570, 626, -210, -977, -875, -315, 712, 1984, + -617, 1042, 81, -53, -16, -345, 589, 1582, + -705, 112, -695, 416, 158, 159, 1326, 1475, + 657, 75, -1129, 636, -788, -4, 430, 2542, + 1745, 2363, -357, 184, -1947, 453, -1615, 1464, + -929, 2485, 597, 591, 752, 159, 17, -1301, + -1154, 371, 2303, 1139, -1523, -767, 353, -879, + 368, 1281, 2015, -490, 601, 1495, 1982, 378, + -2177, 595, 267, -1051, 57, 344, 1646, 301, + -2025, -300, 685, -1238, -18, 530, -521, 55, + 1516, -638, 975, -114, 530, -853, -138, 1054, + 1743, 396, -2351, 1505, -380, -45, 2028, 414, + -758, 724, 360, -987, 418, -1556, -888, 938, + 121, 804, -1015, -914, 271, -862, 798, 1338, + -838, -92, -870, 504, -1629, 1134, 244, 1185, + 49, -373, 589, 681, -62, -1759, -581, -2484, + 1862, 2103, -453, 496, 800, -87, -1004, -237, + 138, 117, 809, -239, 241, 688, -103, 366, + -2690, -2399, -591, 1085, 1489, -152, 1127, 746, + 755, 19, 1880, -3686, 764, -597, 819, 419, + -1942, -372, -887, -110, -2594, 1442, -613, -455, + -2247, -353, -456, -65, 223, -1665, -1417, 1832, + -1867, -3612, 1940, 456, -1046, -158, -526, -393, + -363, 690, 2119, 1016, -1281, -2703, 1156, 1046, + -370, 259, 2949, 2345, 746, -446, 324, -2757, + 921, 989, -17, 684, 760, 430, 485, -1115, + -1051, 535, -370, 713, 516, -532, -800, 869, + 974, -1025, 779, 11, 485, -206, 1947, 57, + 850, -679, 1373, -374, 158, 316, 515, -599, + 3276, -2137, -284, 477, 608, 672, 396, 1091, + 1394, -664, 137, -379, 370, -918, -1155, -1570, + 360, 430, 369, 753, 809, 603, -2925, 879, + 582, 620, 1998, 187, -1183, 1366, 1046, 665, + 1, 1026, -1997, 797, 1339, 63, -1842, -1958, + 1121, 124, -112, 1167, -85, -139, 2496, -2792, + -713, -829, 930, -518, 1535, -1262, -1133, 1125, + 1532, -1700, -399, 654, 417, 509, 994, -222, + 465, -923, -497, 227, 882, -251, 221, 1488, + -380, -583, -1161, -1230, -466, -871, -863, 408, + -86, -955, -1479, 745, 62, -101, -36, 945, + -377, 24, 759, 131, 574, -1075, -571, -404, + -959, -710, 1176, -926, 1328, -319, 823, 894, + -131, 711, 178, 1170, -767, 819, -2405, 189, + -1024, -563, 118, 1365, 760, 244, 1450, 583, + 102, 1909, -1674, 959, -534, -204, -97, 1008, + -1369, -2280, 28, -1326, 760, 15, -655, 515, + -1346, 1064, 936, 1073, -1092, -1151, 2462, 2338, + 1151, -359, -432, 36, 520, 1269, 1877, 221, + 1160, -602, -818, 444, -856, 99, -1635, -434, + 353, -270, -630, 1073, 36, -601, 415, -31, + 768, -468, 765, 753, 1551, 684, 427, 485, + 579, -550, 128, -737, -128, -310, -351, -463, + -452, 70, 1179, 1043, 968, 564, -184, 175, + -4, -56, 581, 32, 406, -753, 187, -790, + 2922, -842, -169, 951, -472, -131, 445, 792, + -580, -481, 585, -921, 1045, -1673, 867, -1208, + 927, -1055, 332, 358, 155, 805, -1169, 37, + 791, -96, -1850, 649, 17, -489, -300, 933, + -865, -147, -1282, 553, 75, -378, 8, -752, + -794, -189, -1485, 38, 1036, -427, -595, -311, + 1593, -1142, 1549, 2801, -837, 37, 841, 1996, + -1413, -511, -1480, 495, 671, 468, 1884, 1214, + -637, -737, -88, 468, -846, -58, 542, 1459, + -320, -874, 797, -249, 1584, 790, -765, -620, + -2427, -1295, 265, -191, 948, 472, 1293, 32, + 1449, -2065, 282, -787, -1653, 1350, 905, 2583, + 1046, 778, -453, 921, -386, 682, -1125, 254, + -147, -656, 114, -902, 474, 225, -499, -842, + 669, 891, 385, 61, 108, 703, -972, -187, + -481, 448, 704, -1116, 1082, -350, -322, 875, + -1170, -731, -7, 1566, -823, -2026, 70, -2932, + -922, -642, -447, 770, 858, -767, -1304, 795, + -1174, -626, 820, 954, 630, -670, 869, 693, + 950, -1289, 777, -2141, -637, -2202, 1383, -500, + -513, -1400, -1051, -187, -395, -949, -826, 124, + -1202, -1645, 409, 1638, -259, 2013, 1294, 230, + 372, 901, 1225, 881, -146, 567, 482, -9, + 1083, 2016, -1155, -1678, 797, 525, 2873, -354, + 1902, -866, 1823, 994, -772, 1728, 2011, -117, + 147, 319, -1066, -191, 4931, -581, -1414, 883, + -246, 1041, 342, 1044, -444, 149, 1263, 1259, + 1436, -1075, 1322, 2116, 1073, 2800, 2523, 921, + 395, 300, -2552, 17, 894, 659, 1293, -535, + 2165, -455, -685, -57, 349, -990, 1463, 535, + 588, 6, 144, -461, -940, -258, 600, -200, + -509, -287, -2363, -1180, -184, -240, -105, 1152, + 759, 1708, 900, 666, -268, -1005, 812, 728, + 320, 1988, 2177, 245, -1043, -1274, -746, 893, + 728, -158, 1910, 445, -874, 213, 1065, 39, + 1054, 416, 593, -790, -288, 1162, -63, 828, + 366, -94, -249, 145, -790, 1437, 1610, -341, + 349, -1176, 870, -415, -398, -591, 2039, 1277, + -801, 536, 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-1285, 894, 1086, 395, + -1816, -642, -590, -990, 392, 79, -437, -2801, + -637, -609, 2223, 1269, 576, -282, -492, -223, + 445, 880, -130, -918, -862, -2052, 1267, -1444, + 67, 1065, 138, -1464, 886, 168, 1, -929, + -642, 2374, 1533, -2537, 925, -1374, -304, -1435, + 704, -1709, -471, -1045, 685, 806, 599, -325, + 773, -266, -499, 880, 1050, -758, -2246, -727, + 513, -1007, 747, 995, -227, -1673, 2850, -874, + 1574, 44, 9, 646, 618, -2806, 1061, -568, + -594, -1157, -150, 1348, 43, 1515, 1172, 209, + -505, -1180, -123, 289, -1401, 1081, 65, -26, + 850, -1667, -2316, 1009, -58, 733, 1066, 2561, + 982, 837, 266, 34, -1628, -359, 1318, 105, + 1344, 142, -28, 1267, -916, -1390, 1687, -908, + 440, 2196, 419, 204, 22, -1056, 263, -1513, + -109, 609, 264, -563, -714, 1455, 189, 1422, + -1020, -1738, -2319, 1029, -1109, -128, 846, 1276, + 1516, -924, 173, -667, 559, -415, 1480, 231, + 1206, -1195, -754, -557, 1205, 1285, -1633, 1429, + -55, 1675, 60, -109, 1021, -868, 1180, 340, + 141, -612, -981, 441, -1757, -244, -2013, -3323, + -241, 1043, 1511, 1325, 806, 1706, 457, -1625, + 2335, -2683, 1582, -2283, -1978, -175, 2167, 1176, + 827, 2643, 1002, 662, -249, 310, 2238, -2312, + 127, -866, -1409, -291, -1269, 769, 1066, 22, + -1002, 464, 75, -617, 1359, 1259, -324, 865 +}; + +static const opus_int16 noise_gru_bias[144] = { + -800, 1869, 1447, 1212, 648, -135, 111, -451, + 367, -761, 1493, -177, 1670, 402, 1985, 1696, + -545, -13, 1399, 1822, 850, -744, 209, -1107, + 936, 703, 67, -1026, 287, 7, -828, 152, + 528, 492, 1561, 379, 549, -75, -113, 210, + 1036, -1574, 504, 788, 49, 173, 1168, 429, + 821, -647, 177, 194, -662, 537, 1013, -575, + 261, -145, -639, 3, -168, -250, 407, 735, + 1195, 562, -242, -874, 220, 405, -582, 536, + 390, 209, 68, 275, 873, 828, -341, 266, + 654, -755, 127, -1250, 1130, 126, 1410, 0, + 1275, -518, 377, -455, 480, -217, -604, 540, + 1526, -1492, 132, -142, -836, 1099, 886, 414, + 839, -302, -344, 923, 851, -62, -34, -395, + 1035, -183, -1115, -1741, -112, 655, 205, 319, + 384, -951, -646, 1146, 266, -205, 1893, 1020, + 713, -1754, -121, -1484, -34, -134, 164, 835, + -618, 150, 798, -415, 662, 745, -276, 638 +}; + +const GRULayer noise_gru = { + noise_gru_bias, + noise_gru_weights, + noise_gru_recurrent_weights, + 90, 48, ACTIVATION_RELU +}; + +static const opus_int16 denoise_gru_weights[32832] = { + 683, -512, 1151, -970, 772, -119, 11, 510, + 361, -1005, 402, 532, 731, -328, 1094, -2558, + -461, -1684, 311, -528, -2324, 723, -52, -1895, + -552, -83, 319, 592, 908, -455, -683, 238, + -1041, -251, 412, -656, -366, 775, -682, -1556, + -1525, -1068, -186, 112, 259, -1036, 1770, -392, + -106, -1072, 894, -586, 588, 76, -479, -399, + 225, -1212, 126, -1097, -784, 483, -1731, -927, + 503, -809, -305, -173, 1200, -558, -529, 1364, + 280, -756, 5, 759, 115, -1062, -188, 398, + -1480, 577, 201, -1282, 208, 1025, 182, 255, + -2003, -360, -374, 509, 917, -324, 34, 618, + -427, 1792, -404, 416, -867, -308, -13, -77, + -550, 220, 1218, 826, -197, -769, -371, 949, + -655, 59, 886, 745, -40, -790, -958, -824, + 430, -1643, -1044, -1227, -333, 442, -202, 452, + 37, -408, -48, 733, -287, 596, 185, -1830, + 479, 1390, 558, 44, 1065, 745, -397, -378, + -215, -604, -673, -880, -551, -85, -214, 583, + -1280, -514, -379, -262, 500, 358, 854, -89, + -1126, -1633, -874, -508, 156, -421, -440, 66, + 138, 74, -20, -105, 1070, -913, 554, -603, + 236, -589, -650, -892, 652, -65, 794, 712, + -371, 451, 712, 1341, 470, -851, -94, -348, + -861, -471, -263, -146, 207, -1337, 568, -1045, + -701, 298, 489, -1049, -694, 813, -623, -779, + -285, -441, 446, -1253, 616, 613, 840, 21, + -721, 451, 95, -1144, -1467, 782, -183, -697, + -922, 1648, -281, 439, 406, -447, -181, -208, + -487, 384, 389, -387, -190, -526, -371, 368, + -260, 152, 1067, -759, -33, 262, 1465, -380, + 14, -716, 1478, -660, 276, -704, 289, 548, + -793, 569, -836, -70, -93, 611, -12, -1624, + -311, 303, 706, -274, -80, -549, -41, 608, + 444, 733, 250, 738, 1777, 934, -787, 1265, + -865, 365, 1338, -689, -983, -46, 1198, -1, + -635, 729, -123, -555, 472, 1196, 1516, -338, + -729, 1116, -31, 952, -920, 272, 80, 830, + 126, 152, -346, 963, 104, 263, 1064, 369, + -594, 968, 1085, 51, 265, -513, 626, 507, + 914, -155, 45, 626, -170, 542, 309, 606, + -83, 687, 1469, -153, -213, 232, -108, -995, + 178, -274, -714, -565, 244, 236, -171, 709, + -616, -762, -637, -220, 546, -447, 144, -1072, + 835, -907, 36, -135, -79, 744, -294, 825, + 127, 834, 1429, -104, 206, 967, 599, 951, + 861, -272, -198, -122, 629, 1234, -62, 343, + 204, -547, 361, 81, 1235, 588, -90, 867, + -381, -456, -812, -740, -1548, 977, -491, 810, + 821, 559, -619, -679, 650, 480, 147, -895, + 110, 849, -533, -878, 615, 208, 335, 767, + -1943, 1027, 1149, -480, -12, -576, 446, 101, + -1629, -338, -566, -546, -900, -287, 492, 257, + -804, -1117, 444, 219, -43, -301, 498, 169, + 877, -11, 174, -755, 432, -534, 493, 537, + -478, 364, 1268, 594, -148, -370, -1039, 226, + -228, 1847, 303, 435, 568, 485, 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518, 517, -465, 840, -1351, 485, -457, 107, + -314, 106, -275, -160, 641, -1521, -622, 1562, + -79, -806, 253, -251, 815, 1823, -498, 454, + 4191, -101, -885, 175, -241, 618, 559, 6539, + -670, -34, 214, -150, -377, 748, 158, -182, + 1029, 608, 981, -221, 619, 971, -127, -108, + 839, 1318, -669, 706, 562, 283, -608, 814, + -404, -413, 4813, 738, 733, 566, -962, -153, + -331, 1182, 63, -424, -686, 233, -2529, 124, + 534, -334, -327, -709, -341, -1996, 399, 1075, + 802, 675, 662, -18, 239, -467, -11, 514, + 27, -222, -255, 1935, 433, 1032, 634, 1074, + -192, -1246, 20, -91, 33, 1105, -476, 524, + -212, 385, 67, 973, 324, 15, 267, 426, + -30, -21, 432, -264, 297, -785, 799, 202, + -182, 59, -1167, 1322, -172, -507, -149, -1460, + -21, 674, -203, 364, 56, -751, 1555, -19, + 481, -403, 629, 325, -423, -188, 1851, -245, + 394, -198, 585, -106, 750, -619, 496, 150, + 285, -1919, -387, 178, -527, -466, 672, -360, + 156, -1180, 71, -969, -211, 435, 180, -429, + 258, 446, 98, 1026, -306, -331, 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322, -278, -588, + 168, -1222, 146, 343, 304, -420, 50, 392, + -278, -1451, -58, 1861, 218, -290, 114, 135, + 373, -432, 545, 154, -7, 482, -507, -127 +}; + +static const opus_int16 denoise_gru_recurrent_weights[27648] = { + -1680, -2878, 923, 698, -913, -942, 1399, 1539, + -274, 632, 395, 410, 609, -758, -2661, -231, + 178, 207, 752, 254, -1027, -318, -327, -79, + 637, -1981, 1034, 973, -1209, -269, -3600, -1080, + 505, 307, -1822, -5277, -2030, -1885, -843, 861, + -989, 1407, -1033, 357, -2855, -1316, -3186, -1108, + 225, -537, -2663, 65, 100, -1328, 198, -278, + -62, 211, -2418, -237, -558, -18, -2346, 781, + -250, -1070, 121, 317, 942, -880, -1112, -1660, + -3411, -1454, -1629, -1323, 121, -1781, -547, 179, + -716, 212, -137, -1452, -38, -646, 489, -488, + 602, -1213, -1481, -58, -2419, -2435, -895, -209, + 101, 146, 330, 419, 2218, -2320, 571, -765, + -268, -364, 2442, -400, 342, -62, 593, -146, + -368, -2244, 629, 660, -407, 1407, 106, 2281, + 688, -753, 265, -1598, -466, -820, 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2612, -1207, 939, -1149, -260, 153, 1256, 1667, + -760, 2269, -61, -936, 246, 2019, 666, 1468, + -741, -28, -196, 438, 2565, 1880, -854, -449, + -306, -480, 1008, 1168, -1536, 330, -2110, -646, + 1571, -551, 1135, 86, 2590, -15, 987, 931, + -703, 1010, -298, -1728, 1222, -3083, 955, -767, + -420, 342, -213, 589, -98, -1470, 5, 1135, + -960, -799, 1258, 1293, 1354, -846, -221, 1507, + -61, 3106, -1160, 2701, 455, -36, -200, 391, + 1157, 1991, -207, 233, 930, 919, -106, -1143, + -832, -81, 64, -315, -174, -625, -556, 1855, + 1198, -738, -1891, -618, 1922, 55, 187, 848, + 489, 1440, 274, 739, -1710, -493, 506, -1390, + 724, -716, -683, 2212, 945, 1849, 243, 174, + -1476, -855, -761, -218, 1648, 325, 98, 212, + 1700, -2537, 274, -1301, -495, 468, -1036, -1635, + 429, 800, 1501, -555, 457, -478, 38, -291, + -277, -750, 396, 1086, 1374, -979, 13, 4190, + 1677, -430, -1693, -450, 22, 761, -441, 1671, + -1265, -599, -461, -114, 477, -331, -175, 296, + -645, 1202, 824, -139, 799, 1782, -517, -173, + 569, -2025, 841, 261, -218, 1576, 238, 1328, + 1021, -231, -1742, -1035, -969, -644, -624, 499, + 142, 1663, 264, -354, -4674, -1589, 947, 655, + -419, -369, 123, 1828, 2231, 2141, 536, 901, + -472, -262, -860, 1767, 643, 1104, -1564, 839, + 1661, 2150, 529, -443, 2626, 712, 99, -424, + -616, 1740, -849, 519, -4090, 1166, 921, 39, + 1711, -1098, -2677, -2320, -502, -947, -913, 2288, + 266, -200, 304, -478, 401, 775, -1936, -1245, + -2349, 276, -375, -937, -570, 2156, -1575, 527, + 151, -1327, 116, 658, 387, -775, -1637, -895, + -2973, -1052, -10, 2791, -1159, -612, 409, -705, + -1782, -1393, 460, -286, 2389, 1527, 302, -1840, + 499, -670, -12, -843, 1708, 1080, 37, 815, + 654, 1636, -928, 1000, 927, 1730, -289, -1258, + -524, 252, 182, -753, -1740, -248, -27, 3569, + -746, 1153, -733, 2540, 745, 977, 121, -138, + -324, 701, -2677, 793, -2647, -869, 1141, 704, + 106, -1369, -1130, -746, 1446, 1553, -1995, 1500, + 509, 378, -34, -110, -386, 370, 1594, 1512, + 921, -2419, -819, 1399, 888, -1002, 799, -4565, + 1158, -756, -174, 487, 257, -1293, 289, -1062, + -128, -1834, 126, -371, 2332, 336, -806, 2196, + 1010, 99, 1093, -806, 761, 465, 1202, -1607, + 1395, 177, 874, -72, 1927, -548, -515, -437, + 564, -329, 211, -298, 992, -132, 324, 200, + -249, 1467, 449, 1565, 2361, -559, 1975, 82, + 51, 72, -1119, -1204, 742, -176, -316, 1982, + -1379, -455, 1524, -254, 244, -195, -237, 942, + -978, 917, 170, -549, 622, 372, -475, -90, + 477, 467, 3, -1219, -1250, 940, 162, 674, + 340, 1093, 1046, -819, -304, 175, 1062, -1606, + 483, -26, 1157, 357, -1206, 942, -395, 644, + 274, 1993, 548, -2398, -66, 1608, -260, -1285, + -586, -191, 965, 729, 1502, 1408, 69, -254, + -340, 377, -2016, -1188, 687, 1210, 978, 1573, + -821, -297, -1235, 379, -1162, 193, 684, 876, + -1066, -2334, -764, 1322, -838, 92, 100, -939, + 768, 601, -228, -864, -714, 315, 301, -1029, + 496, -992, 387, -1072, 541, -2260, -1682, 443, + 409, 97, 124, 341, 747, 255, 1106, -69, + -190, 1027, -1119, 72, -276, 1015, 1900, -557, + -1350, -94, 857, -615, 119, 1584, -387, -514, + -245, 507, 412, -504, 825, -542, 64, -869, + -514, 902, -867, 53, -278, 778, -489, 310, + -2091, 61, 11, -46, -1231, -97, 453, -524, + 149, -375, -479, -27, 337, 889, -251, 274, + -143, -316, -9, -226, 1279, 345, -1081, -96, + -1505, -731, -131, -827, -395, -3074, 918, -824, + 761, -274, -1366, 1571, 2094, 305, 299, 2262, + -353, 1484, 1591, -2114, 2280, -1688, -1497, -1616, + 385, 657, 305, -481, 582, -800, -920, -398, + 113, -2187, -387, 1095, -1494, -1038, 481, -568, + -618, -257, 229, 683, 110, 1199, -181, -644, + 9, -674, -120, 114, 785, 498, -1155, 1021, + -1140, 2848, 217, 1160, 1791, 764, 609, 206, + 462, -318, -1742, -951, 1634, 1021, -629, 792, + -1413, 1252, 1335, 1836, 852, -2366, 855, 1560, + -853, -1358, 753, 519, -2107, 1298, 737, -2807, + -1527, 714, 1356, 1033, 394, -666, -794, 260 +}; + +static const opus_int16 denoise_gru_bias[288] = { + 311, 1898, 508, 1160, -1287, 1203, 612, -255, + -529, 943, -1385, 1452, 116, -1508, 1470, 907, + -427, 585, -1178, 443, 1207, -2513, -135, 1731, + -725, -943, 653, -1785, 242, -952, 1207, 418, + -262, 968, -721, 1668, 1198, 250, -570, 932, + 130, -479, -2849, -2595, 2421, 314, -290, -149, + -802, -913, -922, -2815, -536, 2276, 1202, 1035, + 716, 118, -319, 458, 51, -596, 1560, -786, + -983, -1442, -27, 139, -2740, 243, -1390, -633, + 1723, 2128, 709, 786, -1367, 2199, 429, -518, + 1732, -499, -1332, 887, 1006, -1733, -1676, 1076, + -2361, -2098, -311, -425, 433, 2113, -391, -483, + -177, -244, 178, 687, -353, 1117, 265, -266, + -214, 569, 437, 1254, 519, -199, 511, 605, + -563, 125, 135, 334, 865, -106, 311, 771, + -214, -32, -216, -541, 432, 215, 537, 98, + -309, 12, 1043, 707, -159, 437, 215, -216, + -228, -408, -1027, 249, 42, 620, -14, 1004, + 404, -142, 527, 552, 1054, -226, 899, 784, + 206, 329, 572, -167, 186, 1045, 189, -76, + 291, 753, 76, 755, 812, 446, 922, 848, + 372, 840, 376, 745, 162, 1915, 209, 853, + 1139, -529, 665, 92, 358, 903, -263, -150, + -130, 213, 136, -249, 26, 301, -461, 14, + 6, 339, -794, 99, -762, 54, 11, -695, + -960, 287, -1466, 261, 117, -946, 394, 494, + 421, 830, -356, 634, 851, -912, -494, 137, + -109, -62, 86, 560, 954, -1375, 354, 69, + 639, -1033, 1190, -403, 136, -477, 799, 436, + 698, -964, 592, 227, 508, -125, -604, 305, + 752, 457, 177, -26, -245, 837, -839, 261, + -344, -35, -1152, -89, -593, -44, 433, -460, + 480, -170, -115, 343, -715, 593, 700, 1172, + 109, -66, -533, 739, -1345, -378, 354, -996, + -349, 112, -949, -641, -1077, -454, 1137, -517, + -456, -1576, -1103, 711, 801, -1354, -684, 148 +}; + +const GRULayer denoise_gru = { + denoise_gru_bias, + denoise_gru_weights, + denoise_gru_recurrent_weights, + 114, 96, ACTIVATION_TANH +}; + +static const opus_int16 denoise_output_weights[2112] = { + 335, -1535, -462, -475, -3039, -5200, -3843, 1188, + 2020, 1216, 634, -1345, -77, -13, 552, -810, + -1579, -569, -657, -604, 68, 55, -588, 371, + 274, -753, -278, -138, -227, -475, -559, -1154, + -1095, -1029, -1286, -1714, -1531, -1974, -1648, -1222, + -1341, -974, -1040, -2210, 354, 372, 1607, 277, + -208, 1601, 214, 1035, 1161, 3841, 6112, 6156, + 3101, 2806, 1946, 736, -766, -1527, -105, 443, + -32, -407, -1411, -1498, -651, 393, 1192, 958, + 864, 7, -388, -158, -150, 513, 378, -240, + -363, 310, 664, -356, -915, -483, -357, -26, + -2064, 386, 1543, 1179, -89, 591, 718, 997, + 988, 645, 444, 562, 1637, 3139, 3881, 3413, + 3047, 2750, 2875, 2489, 1178, 452, -289, -132, + -296, -476, 99, 272, 537, 399, 305, -356, + -482, -165, -41, -121, -377, -187, 506, 370, + -6, -72, -1139, -1604, -114, -420, 298, -78, + 1118, 717, 442, 50, 640, 890, 1051, 1272, + 1243, 1399, 1468, 1078, 602, 681, 1039, 565, + -226, 319, 3803, 4226, -176, -201, 509, -239, + -482, 291, 76, -209, -446, -101, 96, 304, + 474, 96, 347, 955, 926, 795, 76, 126, + 1238, 70, 532, -600, -116, 211, 1002, 1042, + 1215, 1546, 1478, 1277, 1008, 388, 567, 3557, + 3065, 1218, -507, -1535, -208, -42, 1529, -13, + 1621, 920, -513, -2153, -2196, -1824, -769, 814, + 1050, 297, -780, -1231, -2258, -2205, -2149, -2797, + -2971, -2442, -1744, -2209, 117, -510, 275, 3868, + -618, 832, 2106, 2529, -2092, 219, 3363, 1852, + 1562, 683, 338, 710, 2446, 2977, 356, -407, + 1912, -20, 2480, 2616, 1111, 1046, -747, -889, + -839, -824, -802, -968, -1491, -2134, -1898, -1116, + -626, -1694, -1999, -2057, -1899, -1460, -98, 1287, + 3724, 1596, 929, -260, 420, -180, -481, -847, + 103, -641, -522, -1526, -1030, -640, -999, -817, + -404, 189, 75, -175, 787, -470, 1585, 3486, + 3020, 4305, 1264, 1076, 884, 205, -74, 515, + 1162, 1619, 40, 298, 754, -112, 340, 811, + 847, -68, -584, 727, -83, -3086, -4727, -4711, + -1808, -2024, -1309, -768, -2559, -1035, 761, -1109, + -2513, -833, 853, 2120, 2295, 2127, 883, -1870, + -744, -401, -347, 93, 323, 476, -1614, -127, + -283, 247, 243, 0, -1101, 382, 1592, 1334, + -1293, -2253, 249, 3649, 3046, -214, -1530, -2033, + 729, 145, 154, 42, 36, -322, -519, -961, + -1373, -2302, -1730, -662, -715, -93, 461, 244, + 246, 461, 201, 302, 66, -711, -855, -231, + -414, -393, 781, 862, 630, -319, -386, -297, + -46, 293, -364, -503, -246, -439, 151, 160, + -153, 625, 1128, -217, 416, 1158, 2136, -163, + 3043, -1500, 1794, 1343, 2257, 895, 1322, 3026, + 2921, 721, 816, 1694, 1696, 1897, 1155, 110, + 162, 1630, -1742, -117, 329, -763, -526, -799, + -1604, -1560, -1802, -1829, -1718, -1839, -2272, -1873, + -1241, -1605, -1513, -1195, -1066, -1145, -352, -344, + 274, -1156, 303, 4079, -1055, -1832, -666, -3839, + -9, -961, 751, -31, -1854, -1883, -1546, -940, + -1014, -1504, -1689, -3100, -4678, -2782, 2278, -2917, + 2569, 1133, 921, 1338, 1617, 606, 3560, 3502, + -280, 578, 1585, 786, 227, 2611, 3043, 476, + -347, 657, 1279, 1040, -4069, -976, -2403, -1762, + 653, 503, 607, -1213, -782, -1144, -1110, -193, + -302, -437, 163, 27, -438, -404, -502, 68, + 352, 67, 167, -1769, -3016, -2379, -3548, -3048, + -2520, -1508, -1684, -1967, -1107, 607, 1395, -246, + 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DenseLayer denoise_output = { + denoise_output_bias, + denoise_output_weights, + 96, 22, ACTIVATION_SIGMOID +}; + +static const opus_int16 vad_output_weights[24] = { + 6193, 55, -10093, 1361, 5257, -3572, 425, 4349, + 7773, -2446, 85, 2085, 4370, 2846, -7868, 1570, + 11450, 5037, -8273, -6425, 5610, -6960, -4108, 3935 +}; + +static const opus_int16 vad_output_bias[1] = { + 274 +}; + +const DenseLayer vad_output = { + vad_output_bias, + vad_output_weights, + 24, 1, ACTIVATION_SIGMOID +}; + diff --git a/src/rnn_data.h b/src/rnn_data.h new file mode 100644 index 0000000..5610980 --- /dev/null +++ b/src/rnn_data.h @@ -0,0 +1,33 @@ +/*This file is automatically generated from a Keras model*/ + +#ifndef RNN_DATA_H +#define RNN_DATA_H + +#include "rnn.h" + +#define INPUT_DENSE_SIZE 24 +extern const DenseLayer input_dense; + +#define VAD_GRU_SIZE 24 +extern const GRULayer vad_gru; + +#define NOISE_GRU_SIZE 48 +extern const GRULayer noise_gru; + +#define DENOISE_GRU_SIZE 96 +extern const GRULayer denoise_gru; + +#define DENOISE_OUTPUT_SIZE 22 +extern const DenseLayer denoise_output; + +#define VAD_OUTPUT_SIZE 1 +extern const DenseLayer vad_output; + +struct RNNState { + float vad_gru_state[VAD_GRU_SIZE]; + float noise_gru_state[NOISE_GRU_SIZE]; + float denoise_gru_state[DENOISE_GRU_SIZE]; +}; + + +#endif diff --git a/training/rnn_train.py b/training/rnn_train.py index 3917caf..e1b6935 100755 --- a/training/rnn_train.py +++ b/training/rnn_train.py @@ -19,37 +19,40 @@ import h5py from keras import backend as K import numpy as np -import tensorflow as tf -from keras.backend.tensorflow_backend import set_session -config = tf.ConfigProto() -config.gpu_options.per_process_gpu_memory_fraction = 0.42 -set_session(tf.Session(config=config)) +#import tensorflow as tf +#from keras.backend.tensorflow_backend import set_session +#config = tf.ConfigProto() +#config.gpu_options.per_process_gpu_memory_fraction = 0.42 +#set_session(tf.Session(config=config)) def my_crossentropy(y_true, y_pred): return K.mean(2*K.abs(y_true-0.5) * K.binary_crossentropy(y_pred, y_true), axis=-1) +def mymask(y_true): + return K.minimum(y_true+1., 1.) + def msse(y_true, y_pred): - return K.mean(K.square(K.sqrt(y_pred) - K.sqrt(y_true)), axis=-1) + return K.mean(mymask(y_true) * K.square(K.sqrt(y_pred) - K.sqrt(y_true)), axis=-1) def mycost(y_true, y_pred): - return K.mean(K.square(K.sqrt(y_pred) - K.sqrt(y_true)) + 0.01*K.binary_crossentropy(y_pred, y_true), axis=-1) + return K.mean(mymask(y_true) * (K.square(K.sqrt(y_pred) - K.sqrt(y_true)) + 0.01*K.binary_crossentropy(y_pred, y_true)), axis=-1) def my_accuracy(y_true, y_pred): return K.mean(2*K.abs(y_true-0.5) * K.equal(y_true, K.round(y_pred)), axis=-1) -reg = 0.0001 +reg = 0.000001 print('Build model...') main_input = Input(shape=(None, 42), name='main_input') -tmp = Dense(12, activation='tanh', name='input_dense')(main_input) -vad_gru = GRU(12, activation='tanh', recurrent_activation='sigmoid', return_sequences=True, name='vad_gru', kernel_regularizer=regularizers.l2(reg), recurrent_regularizer=regularizers.l2(reg))(tmp) +tmp = Dense(24, activation='tanh', name='input_dense')(main_input) +vad_gru = GRU(24, activation='tanh', recurrent_activation='sigmoid', return_sequences=True, name='vad_gru', kernel_regularizer=regularizers.l2(reg), recurrent_regularizer=regularizers.l2(reg))(tmp) vad_output = Dense(1, activation='sigmoid', name='vad_output')(vad_gru) noise_input = keras.layers.concatenate([tmp, vad_gru, main_input]) noise_gru = GRU(48, activation='relu', recurrent_activation='sigmoid', return_sequences=True, name='noise_gru', kernel_regularizer=regularizers.l2(reg), recurrent_regularizer=regularizers.l2(reg))(noise_input) denoise_input = keras.layers.concatenate([vad_gru, noise_gru, main_input]) -denoise_gru = GRU(128, activation='tanh', recurrent_activation='sigmoid', return_sequences=True, name='denoise_gru', kernel_regularizer=regularizers.l2(reg), recurrent_regularizer=regularizers.l2(reg))(denoise_input) +denoise_gru = GRU(96, activation='tanh', recurrent_activation='sigmoid', return_sequences=True, name='denoise_gru', kernel_regularizer=regularizers.l2(reg), recurrent_regularizer=regularizers.l2(reg))(denoise_input) denoise_output = Dense(22, activation='sigmoid', name='denoise_output')(denoise_gru) @@ -60,10 +63,10 @@ model.compile(loss=[mycost, my_crossentropy], optimizer='adam', loss_weights=[10, 0.5]) -batch_size = 256 +batch_size = 32 print('Loading data...') -with h5py.File('denoise_data4.h5', 'r') as hf: +with h5py.File('denoise_data6.h5', 'r') as hf: all_data = hf['data'][:] print('done.') @@ -92,6 +95,6 @@ print(len(x_train), 'train sequences. x shape =', x_train.shape, 'y shape = ', y print('Train...') model.fit(x_train, [y_train, vad_train], batch_size=batch_size, - epochs=300, + epochs=60, validation_split=0.1) -model.save("newweights3c.hdf5") +model.save("newweights6a2a.hdf5") |