// Auto-generated file. Do not edit! // Template: src/x8-packw/kr-gio-scalar.c.in // Generator: tools/xngen // // Copyright 2023 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. #include #include #include #include "xnnpack/packw.h" void xnn_qs8_packw_gemm_gio_ukernel_x32c4__scalar( size_t g, size_t nc, size_t kc, size_t nr, size_t kr, size_t sr, size_t k_stride, const int8_t* weights, const int32_t* bias, const void* scale, int8_t* packed_weights, size_t extra_bytes, const void* params) { assert(g != 0); assert(nc != 0); assert(kc != 0); assert(nr == 32); assert(kr == 4); assert(sr == 1); assert(weights != NULL); assert(packed_weights != NULL); int8_t* out = (int8_t*) packed_weights; const int32_t* b = (const int32_t*) bias; const uint32_t izp = (uint32_t) (params ? (((const struct xnn_qs8_packw_params*) params)->input_zero_point + 0): 0); do { // NC main loop multiple of 32 const int8_t* w0 = (const int8_t*) weights; size_t n = nc; for (;n >= 32; n -= 32) { int32_t* packed_b = (int32_t*) out; if XNN_LIKELY(b != NULL) { ((int32_t*) out)[0] = b[0]; ((int32_t*) out)[1] = b[1]; ((int32_t*) out)[2] = b[2]; ((int32_t*) out)[3] = b[3]; ((int32_t*) out)[4] = b[4]; ((int32_t*) out)[5] = b[5]; ((int32_t*) out)[6] = b[6]; ((int32_t*) out)[7] = b[7]; ((int32_t*) out)[8] = b[8]; ((int32_t*) out)[9] = b[9]; ((int32_t*) out)[10] = b[10]; ((int32_t*) out)[11] = b[11]; ((int32_t*) out)[12] = b[12]; ((int32_t*) out)[13] = b[13]; ((int32_t*) out)[14] = b[14]; ((int32_t*) out)[15] = b[15]; ((int32_t*) out)[16] = b[16]; ((int32_t*) out)[17] = b[17]; ((int32_t*) out)[18] = b[18]; ((int32_t*) out)[19] = b[19]; ((int32_t*) out)[20] = b[20]; ((int32_t*) out)[21] = b[21]; ((int32_t*) out)[22] = b[22]; ((int32_t*) out)[23] = b[23]; ((int32_t*) out)[24] = b[24]; ((int32_t*) out)[25] = b[25]; ((int32_t*) out)[26] = b[26]; ((int32_t*) out)[27] = b[27]; ((int32_t*) out)[28] = b[28]; ((int32_t*) out)[29] = b[29]; ((int32_t*) out)[30] = b[30]; ((int32_t*) out)[31] = b[31]; b += 32; } else { ((int32_t*) out)[0] = 0; ((int32_t*) out)[1] = 0; ((int32_t*) out)[2] = 0; ((int32_t*) out)[3] = 0; ((int32_t*) out)[4] = 0; ((int32_t*) out)[5] = 0; ((int32_t*) out)[6] = 0; ((int32_t*) out)[7] = 0; ((int32_t*) out)[8] = 0; ((int32_t*) out)[9] = 0; ((int32_t*) out)[10] = 0; ((int32_t*) out)[11] = 0; ((int32_t*) out)[12] = 0; ((int32_t*) out)[13] = 0; ((int32_t*) out)[14] = 0; ((int32_t*) out)[15] = 0; ((int32_t*) out)[16] = 0; ((int32_t*) out)[17] = 0; ((int32_t*) out)[18] = 0; ((int32_t*) out)[19] = 0; ((int32_t*) out)[20] = 0; ((int32_t*) out)[21] = 0; ((int32_t*) out)[22] = 0; ((int32_t*) out)[23] = 0; ((int32_t*) out)[24] = 0; ((int32_t*) out)[25] = 0; ((int32_t*) out)[26] = 0; ((int32_t*) out)[27] = 0; ((int32_t*) out)[28] = 0; ((int32_t*) out)[29] = 0; ((int32_t*) out)[30] = 0; ((int32_t*) out)[31] = 0; } out += 32 * sizeof(int32_t); const int8_t* w1 = w0 + k_stride; const int8_t* w2 = w1 + k_stride; const int8_t* w3 = w2 + k_stride; uint32_t ksum0 = 0; uint32_t ksum1 = 0; uint32_t ksum2 = 0; uint32_t ksum3 = 0; uint32_t ksum4 = 0; uint32_t ksum5 = 0; uint32_t ksum6 = 0; uint32_t ksum7 = 0; uint32_t ksum8 = 0; uint32_t ksum9 = 0; uint32_t ksum10 = 0; uint32_t ksum11 = 0; uint32_t ksum12 = 0; uint32_t ksum13 = 0; uint32_t ksum14 = 0; uint32_t ksum15 = 0; uint32_t ksum16 = 0; uint32_t ksum17 = 0; uint32_t ksum18 = 0; uint32_t ksum19 = 0; uint32_t ksum20 = 0; uint32_t ksum21 = 0; uint32_t ksum22 = 0; uint32_t ksum23 = 0; uint32_t ksum24 = 0; uint32_t ksum25 = 0; uint32_t ksum26 = 0; uint32_t ksum27 = 0; uint32_t ksum28 = 0; uint32_t ksum29 = 0; uint32_t ksum30 = 0; uint32_t ksum31 = 0; // KC main loop multiple of 32x4 size_t k = kc; for (; k >= 4; k -= 4) { const int8_t v0x0 = w0[0]; const int8_t v1x0 = w1[0]; const int8_t v2x0 = w2[0]; const int8_t v3x0 = w3[0]; ksum0 += (uint32_t) v0x0; ksum0 += (uint32_t) v1x0; ksum0 += (uint32_t) v2x0; ksum0 += (uint32_t) v3x0; out[0] = v0x0; out[1] = v1x0; out[2] = v2x0; out[3] = v3x0; const int8_t v0x1 = w0[1]; const int8_t v1x1 = w1[1]; const int8_t v2x1 = w2[1]; const int8_t v3x1 = w3[1]; ksum1 += (uint32_t) v0x1; ksum1 += (uint32_t) v1x1; ksum1 += (uint32_t) v2x1; ksum1 += (uint32_t) v3x1; out[4] = v0x1; out[5] = v1x1; out[6] = v2x1; out[7] = v3x1; const int8_t v0x2 = w0[2]; const int8_t v1x2 = w1[2]; const int8_t v2x2 = w2[2]; const int8_t v3x2 = w3[2]; ksum2 += (uint32_t) v0x2; ksum2 += (uint32_t) v1x2; ksum2 += (uint32_t) v2x2; ksum2 += (uint32_t) v3x2; out[8] = v0x2; out[9] = v1x2; out[10] = v2x2; out[11] = v3x2; const int8_t v0x3 = w0[3]; const int8_t v1x3 = w1[3]; const int8_t v2x3 = w2[3]; const int8_t v3x3 = w3[3]; ksum3 += (uint32_t) v0x3; ksum3 += (uint32_t) v1x3; ksum3 += (uint32_t) v2x3; ksum3 += (uint32_t) v3x3; out[12] = v0x3; out[13] = v1x3; out[14] = v2x3; out[15] = v3x3; const int8_t v0x4 = w0[4]; const int8_t v1x4 = w1[4]; const int8_t v2x4 = w2[4]; const int8_t v3x4 = w3[4]; ksum4 += (uint32_t) v0x4; ksum4 += (uint32_t) v1x4; ksum4 += (uint32_t) v2x4; ksum4 += (uint32_t) v3x4; out[16] = v0x4; out[17] = v1x4; out[18] = v2x4; out[19] = v3x4; const int8_t v0x5 = w0[5]; const int8_t v1x5 = w1[5]; const int8_t v2x5 = w2[5]; const int8_t v3x5 = w3[5]; ksum5 += (uint32_t) v0x5; ksum5 += (uint32_t) v1x5; ksum5 += (uint32_t) v2x5; ksum5 += (uint32_t) v3x5; out[20] = v0x5; out[21] = v1x5; out[22] = v2x5; out[23] = v3x5; const int8_t v0x6 = w0[6]; const int8_t v1x6 = w1[6]; const int8_t v2x6 = w2[6]; const int8_t v3x6 = w3[6]; ksum6 += (uint32_t) v0x6; ksum6 += (uint32_t) v1x6; ksum6 += (uint32_t) v2x6; ksum6 += (uint32_t) v3x6; out[24] = v0x6; out[25] = v1x6; out[26] = v2x6; out[27] = v3x6; const int8_t v0x7 = w0[7]; const int8_t v1x7 = w1[7]; const int8_t v2x7 = w2[7]; const int8_t v3x7 = w3[7]; ksum7 += (uint32_t) v0x7; ksum7 += (uint32_t) v1x7; ksum7 += (uint32_t) v2x7; ksum7 += (uint32_t) v3x7; out[28] = v0x7; out[29] = v1x7; out[30] = v2x7; out[31] = v3x7; const int8_t v0x8 = w0[8]; const int8_t v1x8 = w1[8]; const int8_t v2x8 = w2[8]; const int8_t v3x8 = w3[8]; ksum8 += (uint32_t) v0x8; ksum8 += (uint32_t) v1x8; ksum8 += (uint32_t) v2x8; ksum8 += (uint32_t) v3x8; out[32] = v0x8; out[33] = v1x8; out[34] = v2x8; out[35] = v3x8; const int8_t v0x9 = w0[9]; const int8_t v1x9 = w1[9]; const int8_t v2x9 = w2[9]; const int8_t v3x9 = w3[9]; ksum9 += (uint32_t) v0x9; ksum9 += (uint32_t) v1x9; ksum9 += (uint32_t) v2x9; ksum9 += (uint32_t) v3x9; out[36] = v0x9; out[37] = v1x9; out[38] = v2x9; out[39] = v3x9; const int8_t v0x10 = w0[10]; const int8_t v1x10 = w1[10]; const int8_t v2x10 = w2[10]; const int8_t v3x10 = w3[10]; ksum10 += (uint32_t) v0x10; ksum10 += (uint32_t) v1x10; ksum10 += (uint32_t) v2x10; ksum10 += (uint32_t) v3x10; out[40] = v0x10; out[41] = v1x10; out[42] = v2x10; out[43] = v3x10; const int8_t v0x11 = w0[11]; const int8_t v1x11 = w1[11]; const int8_t v2x11 = w2[11]; const int8_t v3x11 = w3[11]; ksum11 += (uint32_t) v0x11; ksum11 += (uint32_t) v1x11; ksum11 += (uint32_t) v2x11; ksum11 += (uint32_t) v3x11; out[44] = v0x11; out[45] = v1x11; out[46] = v2x11; out[47] = v3x11; const int8_t v0x12 = w0[12]; const int8_t v1x12 = w1[12]; const int8_t v2x12 = w2[12]; const int8_t v3x12 = w3[12]; ksum12 += (uint32_t) v0x12; ksum12 += (uint32_t) v1x12; ksum12 += (uint32_t) v2x12; ksum12 += (uint32_t) v3x12; out[48] = v0x12; out[49] = v1x12; out[50] = v2x12; out[51] = v3x12; const int8_t v0x13 = w0[13]; const int8_t v1x13 = w1[13]; const int8_t v2x13 = w2[13]; const int8_t v3x13 = w3[13]; ksum13 += (uint32_t) v0x13; ksum13 += (uint32_t) v1x13; ksum13 += (uint32_t) v2x13; ksum13 += (uint32_t) v3x13; out[52] = v0x13; out[53] = v1x13; out[54] = v2x13; out[55] = v3x13; const int8_t v0x14 = w0[14]; const int8_t v1x14 = w1[14]; const int8_t v2x14 = w2[14]; const int8_t v3x14 = w3[14]; ksum14 += (uint32_t) v0x14; ksum14 += (uint32_t) v1x14; ksum14 += (uint32_t) v2x14; ksum14 += (uint32_t) v3x14; out[56] = v0x14; out[57] = v1x14; out[58] = v2x14; out[59] = v3x14; const int8_t v0x15 = w0[15]; const int8_t v1x15 = w1[15]; const int8_t v2x15 = w2[15]; const int8_t v3x15 = w3[15]; ksum15 += (uint32_t) v0x15; ksum15 += (uint32_t) v1x15; ksum15 += (uint32_t) v2x15; ksum15 += (uint32_t) v3x15; out[60] = v0x15; out[61] = v1x15; out[62] = v2x15; out[63] = v3x15; const int8_t v0x16 = w0[16]; const int8_t v1x16 = w1[16]; const int8_t v2x16 = w2[16]; const int8_t v3x16 = w3[16]; ksum16 += (uint32_t) v0x16; ksum16 += (uint32_t) v1x16; ksum16 += (uint32_t) v2x16; ksum16 += (uint32_t) v3x16; out[64] = v0x16; out[65] = v1x16; out[66] = v2x16; out[67] = v3x16; const int8_t v0x17 = w0[17]; const int8_t v1x17 = w1[17]; const int8_t v2x17 = w2[17]; const int8_t v3x17 = w3[17]; ksum17 += (uint32_t) v0x17; ksum17 += (uint32_t) v1x17; ksum17 += (uint32_t) v2x17; ksum17 += (uint32_t) v3x17; out[68] = v0x17; out[69] = v1x17; out[70] = v2x17; out[71] = v3x17; const int8_t v0x18 = w0[18]; const int8_t v1x18 = w1[18]; const int8_t v2x18 = w2[18]; const int8_t v3x18 = w3[18]; ksum18 += (uint32_t) v0x18; ksum18 += (uint32_t) v1x18; ksum18 += (uint32_t) v2x18; ksum18 += (uint32_t) v3x18; out[72] = v0x18; out[73] = v1x18; out[74] = v2x18; out[75] = v3x18; const int8_t v0x19 = w0[19]; const int8_t v1x19 = w1[19]; const int8_t v2x19 = w2[19]; const int8_t v3x19 = w3[19]; ksum19 += (uint32_t) v0x19; ksum19 += (uint32_t) v1x19; ksum19 += (uint32_t) v2x19; ksum19 += (uint32_t) v3x19; out[76] = v0x19; out[77] = v1x19; out[78] = v2x19; out[79] = v3x19; const int8_t v0x20 = w0[20]; const int8_t v1x20 = w1[20]; const int8_t v2x20 = w2[20]; const int8_t v3x20 = w3[20]; ksum20 += (uint32_t) v0x20; ksum20 += (uint32_t) v1x20; ksum20 += (uint32_t) v2x20; ksum20 += (uint32_t) v3x20; out[80] = v0x20; out[81] = v1x20; out[82] = v2x20; out[83] = v3x20; const int8_t v0x21 = w0[21]; const int8_t v1x21 = w1[21]; const int8_t v2x21 = w2[21]; const int8_t v3x21 = w3[21]; ksum21 += (uint32_t) v0x21; ksum21 += (uint32_t) v1x21; ksum21 += (uint32_t) v2x21; ksum21 += (uint32_t) v3x21; out[84] = v0x21; out[85] = v1x21; out[86] = v2x21; out[87] = v3x21; const int8_t v0x22 = w0[22]; const int8_t v1x22 = w1[22]; const int8_t v2x22 = w2[22]; const int8_t v3x22 = w3[22]; ksum22 += (uint32_t) v0x22; ksum22 += (uint32_t) v1x22; ksum22 += (uint32_t) v2x22; ksum22 += (uint32_t) v3x22; out[88] = v0x22; out[89] = v1x22; out[90] = v2x22; out[91] = v3x22; const int8_t v0x23 = w0[23]; const int8_t v1x23 = w1[23]; const int8_t v2x23 = w2[23]; const int8_t v3x23 = w3[23]; ksum23 += (uint32_t) v0x23; ksum23 += (uint32_t) v1x23; ksum23 += (uint32_t) v2x23; ksum23 += (uint32_t) v3x23; out[92] = v0x23; out[93] = v1x23; out[94] = v2x23; out[95] = v3x23; const int8_t v0x24 = w0[24]; const int8_t v1x24 = w1[24]; const int8_t v2x24 = w2[24]; const int8_t v3x24 = w3[24]; ksum24 += (uint32_t) v0x24; ksum24 += (uint32_t) v1x24; ksum24 += (uint32_t) v2x24; ksum24 += (uint32_t) v3x24; out[96] = v0x24; out[97] = v1x24; out[98] = v2x24; out[99] = v3x24; const int8_t v0x25 = w0[25]; const int8_t v1x25 = w1[25]; const int8_t v2x25 = w2[25]; const int8_t v3x25 = w3[25]; ksum25 += (uint32_t) v0x25; ksum25 += (uint32_t) v1x25; ksum25 += (uint32_t) v2x25; ksum25 += (uint32_t) v3x25; out[100] = v0x25; out[101] = v1x25; out[102] = v2x25; out[103] = v3x25; const int8_t v0x26 = w0[26]; const int8_t v1x26 = w1[26]; const int8_t v2x26 = w2[26]; const int8_t v3x26 = w3[26]; ksum26 += (uint32_t) v0x26; ksum26 += (uint32_t) v1x26; ksum26 += (uint32_t) v2x26; ksum26 += (uint32_t) v3x26; out[104] = v0x26; out[105] = v1x26; out[106] = v2x26; out[107] = v3x26; const int8_t v0x27 = w0[27]; const int8_t v1x27 = w1[27]; const int8_t v2x27 = w2[27]; const int8_t v3x27 = w3[27]; ksum27 += (uint32_t) v0x27; ksum27 += (uint32_t) v1x27; ksum27 += (uint32_t) v2x27; ksum27 += (uint32_t) v3x27; out[108] = v0x27; out[109] = v1x27; out[110] = v2x27; out[111] = v3x27; const int8_t v0x28 = w0[28]; const int8_t v1x28 = w1[28]; const int8_t v2x28 = w2[28]; const int8_t v3x28 = w3[28]; ksum28 += (uint32_t) v0x28; ksum28 += (uint32_t) v1x28; ksum28 += (uint32_t) v2x28; ksum28 += (uint32_t) v3x28; out[112] = v0x28; out[113] = v1x28; out[114] = v2x28; out[115] = v3x28; const int8_t v0x29 = w0[29]; const int8_t v1x29 = w1[29]; const int8_t v2x29 = w2[29]; const int8_t v3x29 = w3[29]; ksum29 += (uint32_t) v0x29; ksum29 += (uint32_t) v1x29; ksum29 += (uint32_t) v2x29; ksum29 += (uint32_t) v3x29; out[116] = v0x29; out[117] = v1x29; out[118] = v2x29; out[119] = v3x29; const int8_t v0x30 = w0[30]; const int8_t v1x30 = w1[30]; const int8_t v2x30 = w2[30]; const int8_t v3x30 = w3[30]; ksum30 += (uint32_t) v0x30; ksum30 += (uint32_t) v1x30; ksum30 += (uint32_t) v2x30; ksum30 += (uint32_t) v3x30; out[120] = v0x30; out[121] = v1x30; out[122] = v2x30; out[123] = v3x30; const int8_t v0x31 = w0[31]; const int8_t v1x31 = w1[31]; const int8_t v2x31 = w2[31]; const int8_t v3x31 = w3[31]; ksum31 += (uint32_t) v0x31; ksum31 += (uint32_t) v1x31; ksum31 += (uint32_t) v2x31; ksum31 += (uint32_t) v3x31; out[124] = v0x31; out[125] = v1x31; out[126] = v2x31; out[127] = v3x31; w0 += 4 * k_stride; w1 += 4 * k_stride; w2 += 4 * k_stride; w3 += 4 * k_stride; out += 128; } // KC remainder of 1..3 if (k != 0) { assert(k >= 1 && k <= 3); const int8_t v0x0 = w0[0]; ksum0 += (uint32_t) v0x0; out[0] = v0x0; if (1 < k) { const int8_t v1x0 = w1[0]; ksum0 += (uint32_t) v1x0; out[1] = v1x0; } if (2 < k) { const int8_t v2x0 = w2[0]; ksum0 += (uint32_t) v2x0; out[2] = v2x0; } if (3 < k) { const int8_t v3x0 = w3[0]; ksum0 += (uint32_t) v3x0; out[3] = v3x0; } const int8_t v0x1 = w0[1]; ksum1 += (uint32_t) v0x1; out[4] = v0x1; if (1 < k) { const int8_t v1x1 = w1[1]; ksum1 += (uint32_t) v1x1; out[5] = v1x1; } if (2 < k) { const int8_t v2x1 = w2[1]; ksum1 += (uint32_t) v2x1; out[6] = v2x1; } if (3 < k) { const int8_t v3x1 = w3[1]; ksum1 += (uint32_t) v3x1; out[7] = v3x1; } const int8_t v0x2 = w0[2]; ksum2 += (uint32_t) v0x2; out[8] = v0x2; if (1 < k) { const int8_t v1x2 = w1[2]; ksum2 += (uint32_t) v1x2; out[9] = v1x2; } if (2 < k) { const int8_t v2x2 = w2[2]; ksum2 += (uint32_t) v2x2; out[10] = v2x2; } if (3 < k) { const int8_t v3x2 = w3[2]; ksum2 += (uint32_t) v3x2; out[11] = v3x2; } const int8_t v0x3 = w0[3]; ksum3 += (uint32_t) v0x3; out[12] = v0x3; if (1 < k) { const int8_t v1x3 = w1[3]; ksum3 += (uint32_t) v1x3; out[13] = v1x3; } if (2 < k) { const int8_t v2x3 = w2[3]; ksum3 += (uint32_t) v2x3; out[14] = v2x3; } if (3 < k) { const int8_t v3x3 = w3[3]; ksum3 += (uint32_t) v3x3; out[15] = v3x3; } const int8_t v0x4 = w0[4]; ksum4 += (uint32_t) v0x4; out[16] = v0x4; if (1 < k) { const int8_t v1x4 = w1[4]; ksum4 += (uint32_t) v1x4; out[17] = v1x4; } if (2 < k) { const int8_t v2x4 = w2[4]; ksum4 += (uint32_t) v2x4; out[18] = v2x4; } if (3 < k) { const int8_t v3x4 = w3[4]; ksum4 += (uint32_t) v3x4; out[19] = v3x4; } const int8_t v0x5 = w0[5]; ksum5 += (uint32_t) v0x5; out[20] = v0x5; if (1 < k) { const int8_t v1x5 = w1[5]; ksum5 += (uint32_t) v1x5; out[21] = v1x5; } if (2 < k) { const int8_t v2x5 = w2[5]; ksum5 += (uint32_t) v2x5; out[22] = v2x5; } if (3 < k) { const int8_t v3x5 = w3[5]; ksum5 += (uint32_t) v3x5; out[23] = v3x5; } const int8_t v0x6 = w0[6]; ksum6 += (uint32_t) v0x6; out[24] = v0x6; if (1 < k) { const int8_t v1x6 = w1[6]; ksum6 += (uint32_t) v1x6; out[25] = v1x6; } if (2 < k) { const int8_t v2x6 = w2[6]; ksum6 += (uint32_t) v2x6; out[26] = v2x6; } if (3 < k) { const int8_t v3x6 = w3[6]; ksum6 += (uint32_t) v3x6; out[27] = v3x6; } const int8_t v0x7 = w0[7]; ksum7 += (uint32_t) v0x7; out[28] = v0x7; if (1 < k) { const int8_t v1x7 = w1[7]; ksum7 += (uint32_t) v1x7; out[29] = v1x7; } if (2 < k) { const int8_t v2x7 = w2[7]; ksum7 += (uint32_t) v2x7; out[30] = v2x7; } if (3 < k) { const int8_t v3x7 = w3[7]; ksum7 += (uint32_t) v3x7; out[31] = v3x7; } const int8_t v0x8 = w0[8]; ksum8 += (uint32_t) v0x8; out[32] = v0x8; if (1 < k) { const int8_t v1x8 = w1[8]; ksum8 += (uint32_t) v1x8; out[33] = v1x8; } if (2 < k) { const int8_t v2x8 = w2[8]; ksum8 += (uint32_t) v2x8; out[34] = v2x8; } if (3 < k) { const int8_t v3x8 = w3[8]; ksum8 += (uint32_t) v3x8; out[35] = v3x8; } const int8_t v0x9 = w0[9]; ksum9 += (uint32_t) v0x9; out[36] = v0x9; if (1 < k) { const int8_t v1x9 = w1[9]; ksum9 += (uint32_t) v1x9; out[37] = v1x9; } if (2 < k) { const int8_t v2x9 = w2[9]; ksum9 += (uint32_t) v2x9; out[38] = v2x9; } if (3 < k) { const int8_t v3x9 = w3[9]; ksum9 += (uint32_t) v3x9; out[39] = v3x9; } const int8_t v0x10 = w0[10]; ksum10 += (uint32_t) v0x10; out[40] = v0x10; if (1 < k) { const int8_t v1x10 = w1[10]; ksum10 += (uint32_t) v1x10; out[41] = v1x10; } if (2 < k) { const int8_t v2x10 = w2[10]; ksum10 += (uint32_t) v2x10; out[42] = v2x10; } if (3 < k) { const int8_t v3x10 = w3[10]; ksum10 += (uint32_t) v3x10; out[43] = v3x10; } const int8_t v0x11 = w0[11]; ksum11 += (uint32_t) v0x11; out[44] = v0x11; if (1 < k) { const int8_t v1x11 = w1[11]; ksum11 += (uint32_t) v1x11; out[45] = v1x11; } if (2 < k) { const int8_t v2x11 = w2[11]; ksum11 += (uint32_t) v2x11; out[46] = v2x11; } if (3 < k) { const int8_t v3x11 = w3[11]; ksum11 += (uint32_t) v3x11; out[47] = v3x11; } const int8_t v0x12 = w0[12]; ksum12 += (uint32_t) v0x12; out[48] = v0x12; if (1 < k) { const int8_t v1x12 = w1[12]; ksum12 += (uint32_t) v1x12; out[49] = v1x12; } if (2 < k) { const int8_t v2x12 = w2[12]; ksum12 += (uint32_t) v2x12; out[50] = v2x12; } if (3 < k) { const int8_t v3x12 = w3[12]; ksum12 += (uint32_t) v3x12; out[51] = v3x12; } const int8_t v0x13 = w0[13]; ksum13 += (uint32_t) v0x13; out[52] = v0x13; if (1 < k) { const int8_t v1x13 = w1[13]; ksum13 += (uint32_t) v1x13; out[53] = v1x13; } if (2 < k) { const int8_t v2x13 = w2[13]; ksum13 += (uint32_t) v2x13; out[54] = v2x13; } if (3 < k) { const int8_t v3x13 = w3[13]; ksum13 += (uint32_t) v3x13; out[55] = v3x13; } const int8_t v0x14 = w0[14]; ksum14 += (uint32_t) v0x14; out[56] = v0x14; if (1 < k) { const int8_t v1x14 = w1[14]; ksum14 += (uint32_t) v1x14; out[57] = v1x14; } if (2 < k) { const int8_t v2x14 = w2[14]; ksum14 += (uint32_t) v2x14; out[58] = v2x14; } if (3 < k) { const int8_t v3x14 = w3[14]; ksum14 += (uint32_t) v3x14; out[59] = v3x14; } const int8_t v0x15 = w0[15]; ksum15 += (uint32_t) v0x15; out[60] = v0x15; if (1 < k) { const int8_t v1x15 = w1[15]; ksum15 += (uint32_t) v1x15; out[61] = v1x15; } if (2 < k) { const int8_t v2x15 = w2[15]; ksum15 += (uint32_t) v2x15; out[62] = v2x15; } if (3 < k) { const int8_t v3x15 = w3[15]; ksum15 += (uint32_t) v3x15; out[63] = v3x15; } const int8_t v0x16 = w0[16]; ksum16 += (uint32_t) v0x16; out[64] = v0x16; if (1 < k) { const int8_t v1x16 = w1[16]; ksum16 += (uint32_t) v1x16; out[65] = v1x16; } if (2 < k) { const int8_t v2x16 = w2[16]; ksum16 += (uint32_t) v2x16; out[66] = v2x16; } if (3 < k) { const int8_t v3x16 = w3[16]; ksum16 += (uint32_t) v3x16; out[67] = v3x16; } const int8_t v0x17 = w0[17]; ksum17 += (uint32_t) v0x17; out[68] = v0x17; if (1 < k) { const int8_t v1x17 = w1[17]; ksum17 += (uint32_t) v1x17; out[69] = v1x17; } if (2 < k) { const int8_t v2x17 = w2[17]; ksum17 += (uint32_t) v2x17; out[70] = v2x17; } if (3 < k) { const int8_t v3x17 = w3[17]; ksum17 += (uint32_t) v3x17; out[71] = v3x17; } const int8_t v0x18 = w0[18]; ksum18 += (uint32_t) v0x18; out[72] = v0x18; if (1 < k) { const int8_t v1x18 = w1[18]; ksum18 += (uint32_t) v1x18; out[73] = v1x18; } if (2 < k) { const int8_t v2x18 = w2[18]; ksum18 += (uint32_t) v2x18; out[74] = v2x18; } if (3 < k) { const int8_t v3x18 = w3[18]; ksum18 += (uint32_t) v3x18; out[75] = v3x18; } const int8_t v0x19 = w0[19]; ksum19 += (uint32_t) v0x19; out[76] = v0x19; if (1 < k) { const int8_t v1x19 = w1[19]; ksum19 += (uint32_t) v1x19; out[77] = v1x19; } if (2 < k) { const int8_t v2x19 = w2[19]; ksum19 += (uint32_t) v2x19; out[78] = v2x19; } if (3 < k) { const int8_t v3x19 = w3[19]; ksum19 += (uint32_t) v3x19; out[79] = v3x19; } const int8_t v0x20 = w0[20]; ksum20 += (uint32_t) v0x20; out[80] = v0x20; if (1 < k) { const int8_t v1x20 = w1[20]; ksum20 += (uint32_t) v1x20; out[81] = v1x20; } if (2 < k) { const int8_t v2x20 = w2[20]; ksum20 += (uint32_t) v2x20; out[82] = v2x20; } if (3 < k) { const int8_t v3x20 = w3[20]; ksum20 += (uint32_t) v3x20; out[83] = v3x20; } const int8_t v0x21 = w0[21]; ksum21 += (uint32_t) v0x21; out[84] = v0x21; if (1 < k) { const int8_t v1x21 = w1[21]; ksum21 += (uint32_t) v1x21; out[85] = v1x21; } if (2 < k) { const int8_t v2x21 = w2[21]; ksum21 += (uint32_t) v2x21; out[86] = v2x21; } if (3 < k) { const int8_t v3x21 = w3[21]; ksum21 += (uint32_t) v3x21; out[87] = v3x21; } const int8_t v0x22 = w0[22]; ksum22 += (uint32_t) v0x22; out[88] = v0x22; if (1 < k) { const int8_t v1x22 = w1[22]; ksum22 += (uint32_t) v1x22; out[89] = v1x22; } if (2 < k) { const int8_t v2x22 = w2[22]; ksum22 += (uint32_t) v2x22; out[90] = v2x22; } if (3 < k) { const int8_t v3x22 = w3[22]; ksum22 += (uint32_t) v3x22; out[91] = v3x22; } const int8_t v0x23 = w0[23]; ksum23 += (uint32_t) v0x23; out[92] = v0x23; if (1 < k) { const int8_t v1x23 = w1[23]; ksum23 += (uint32_t) v1x23; out[93] = v1x23; } if (2 < k) { const int8_t v2x23 = w2[23]; ksum23 += (uint32_t) v2x23; out[94] = v2x23; } if (3 < k) { const int8_t v3x23 = w3[23]; ksum23 += (uint32_t) v3x23; out[95] = v3x23; } const int8_t v0x24 = w0[24]; ksum24 += (uint32_t) v0x24; out[96] = v0x24; if (1 < k) { const int8_t v1x24 = w1[24]; ksum24 += (uint32_t) v1x24; out[97] = v1x24; } if (2 < k) { const int8_t v2x24 = w2[24]; ksum24 += (uint32_t) v2x24; out[98] = v2x24; } if (3 < k) { const int8_t v3x24 = w3[24]; ksum24 += (uint32_t) v3x24; out[99] = v3x24; } const int8_t v0x25 = w0[25]; ksum25 += (uint32_t) v0x25; out[100] = v0x25; if (1 < k) { const int8_t v1x25 = w1[25]; ksum25 += (uint32_t) v1x25; out[101] = v1x25; } if (2 < k) { const int8_t v2x25 = w2[25]; ksum25 += (uint32_t) v2x25; out[102] = v2x25; } if (3 < k) { const int8_t v3x25 = w3[25]; ksum25 += (uint32_t) v3x25; out[103] = v3x25; } const int8_t v0x26 = w0[26]; ksum26 += (uint32_t) v0x26; out[104] = v0x26; if (1 < k) { const int8_t v1x26 = w1[26]; ksum26 += (uint32_t) v1x26; out[105] = v1x26; } if (2 < k) { const int8_t v2x26 = w2[26]; ksum26 += (uint32_t) v2x26; out[106] = v2x26; } if (3 < k) { const int8_t v3x26 = w3[26]; ksum26 += (uint32_t) v3x26; out[107] = v3x26; } const int8_t v0x27 = w0[27]; ksum27 += (uint32_t) v0x27; out[108] = v0x27; if (1 < k) { const int8_t v1x27 = w1[27]; ksum27 += (uint32_t) v1x27; out[109] = v1x27; } if (2 < k) { const int8_t v2x27 = w2[27]; ksum27 += (uint32_t) v2x27; out[110] = v2x27; } if (3 < k) { const int8_t v3x27 = w3[27]; ksum27 += (uint32_t) v3x27; out[111] = v3x27; } const int8_t v0x28 = w0[28]; ksum28 += (uint32_t) v0x28; out[112] = v0x28; if (1 < k) { const int8_t v1x28 = w1[28]; ksum28 += (uint32_t) v1x28; out[113] = v1x28; } if (2 < k) { const int8_t v2x28 = w2[28]; ksum28 += (uint32_t) v2x28; out[114] = v2x28; } if (3 < k) { const int8_t v3x28 = w3[28]; ksum28 += (uint32_t) v3x28; out[115] = v3x28; } const int8_t v0x29 = w0[29]; ksum29 += (uint32_t) v0x29; out[116] = v0x29; if (1 < k) { const int8_t v1x29 = w1[29]; ksum29 += (uint32_t) v1x29; out[117] = v1x29; } if (2 < k) { const int8_t v2x29 = w2[29]; ksum29 += (uint32_t) v2x29; out[118] = v2x29; } if (3 < k) { const int8_t v3x29 = w3[29]; ksum29 += (uint32_t) v3x29; out[119] = v3x29; } const int8_t v0x30 = w0[30]; ksum30 += (uint32_t) v0x30; out[120] = v0x30; if (1 < k) { const int8_t v1x30 = w1[30]; ksum30 += (uint32_t) v1x30; out[121] = v1x30; } if (2 < k) { const int8_t v2x30 = w2[30]; ksum30 += (uint32_t) v2x30; out[122] = v2x30; } if (3 < k) { const int8_t v3x30 = w3[30]; ksum30 += (uint32_t) v3x30; out[123] = v3x30; } const int8_t v0x31 = w0[31]; ksum31 += (uint32_t) v0x31; out[124] = v0x31; if (1 < k) { const int8_t v1x31 = w1[31]; ksum31 += (uint32_t) v1x31; out[125] = v1x31; } if (2 < k) { const int8_t v2x31 = w2[31]; ksum31 += (uint32_t) v2x31; out[126] = v2x31; } if (3 < k) { const int8_t v3x31 = w3[31]; ksum31 += (uint32_t) v3x31; out[127] = v3x31; } w0 += k * k_stride; w1 += k * k_stride; w2 += k * k_stride; w3 += k * k_stride; out += 128; } packed_b[0] -= ksum0 * izp; packed_b[1] -= ksum1 * izp; packed_b[2] -= ksum2 * izp; packed_b[3] -= ksum3 * izp; packed_b[4] -= ksum4 * izp; packed_b[5] -= ksum5 * izp; packed_b[6] -= ksum6 * izp; packed_b[7] -= ksum7 * izp; packed_b[8] -= ksum8 * izp; packed_b[9] -= ksum9 * izp; packed_b[10] -= ksum10 * izp; packed_b[11] -= ksum11 * izp; packed_b[12] -= ksum12 * izp; packed_b[13] -= ksum13 * izp; packed_b[14] -= ksum14 * izp; packed_b[15] -= ksum15 * izp; packed_b[16] -= ksum16 * izp; packed_b[17] -= ksum17 * izp; packed_b[18] -= ksum18 * izp; packed_b[19] -= ksum19 * izp; packed_b[20] -= ksum20 * izp; packed_b[21] -= ksum21 * izp; packed_b[22] -= ksum22 * izp; packed_b[23] -= ksum23 * izp; packed_b[24] -= ksum24 * izp; packed_b[25] -= ksum25 * izp; packed_b[26] -= ksum26 * izp; packed_b[27] -= ksum27 * izp; packed_b[28] -= ksum28 * izp; packed_b[29] -= ksum29 * izp; packed_b[30] -= ksum30 * izp; packed_b[31] -= ksum31 * izp; out = (int8_t*) ((uintptr_t) out + extra_bytes); w0 = w0 - kc * k_stride + 32; } // NC remainder (1..31) if XNN_UNLIKELY(n != 0) { int32_t* packed_b = (int32_t*) out; if XNN_LIKELY(b != NULL) { size_t nb = n; do { *((int32_t*) out) = *b++; out += sizeof(int32_t); } while (--nb != 0); } else { size_t nb = n; do { *((int32_t*) out) = 0; out += sizeof(int32_t); } while (--nb != 0); } out += (32 - n) * sizeof(int32_t); // NR remainder has less than 32 rows so last row is not loaded const int8_t* w1 = w0 + k_stride; const int8_t* w2 = w1 + k_stride; const int8_t* w3 = w2 + k_stride; uint32_t ksum0 = 0; uint32_t ksum1 = 0; uint32_t ksum2 = 0; uint32_t ksum3 = 0; uint32_t ksum4 = 0; uint32_t ksum5 = 0; uint32_t ksum6 = 0; uint32_t ksum7 = 0; uint32_t ksum8 = 0; uint32_t ksum9 = 0; uint32_t ksum10 = 0; uint32_t ksum11 = 0; uint32_t ksum12 = 0; uint32_t ksum13 = 0; uint32_t ksum14 = 0; uint32_t ksum15 = 0; uint32_t ksum16 = 0; uint32_t ksum17 = 0; uint32_t ksum18 = 0; uint32_t ksum19 = 0; uint32_t ksum20 = 0; uint32_t ksum21 = 0; uint32_t ksum22 = 0; uint32_t ksum23 = 0; uint32_t ksum24 = 0; uint32_t ksum25 = 0; uint32_t ksum26 = 0; uint32_t ksum27 = 0; uint32_t ksum28 = 0; uint32_t ksum29 = 0; uint32_t ksum30 = 0; // KC main loop multiple of 32x4 size_t k = kc; for (; k >= 4; k -= 4) { const int8_t v0x0 = w0[0]; const int8_t v1x0 = w1[0]; const int8_t v2x0 = w2[0]; const int8_t v3x0 = w3[0]; ksum0 += (uint32_t) v0x0; ksum0 += (uint32_t) v1x0; ksum0 += (uint32_t) v2x0; ksum0 += (uint32_t) v3x0; out[0] = v0x0; out[1] = v1x0; out[2] = v2x0; out[3] = v3x0; if (1 < n) { const int8_t v0x1 = w0[1]; const int8_t v1x1 = w1[1]; const int8_t v2x1 = w2[1]; const int8_t v3x1 = w3[1]; ksum1 += (uint32_t) v0x1; ksum1 += (uint32_t) v1x1; ksum1 += (uint32_t) v2x1; ksum1 += (uint32_t) v3x1; out[4] = v0x1; out[5] = v1x1; out[6] = v2x1; out[7] = v3x1; } if (2 < n) { const int8_t v0x2 = w0[2]; const int8_t v1x2 = w1[2]; const int8_t v2x2 = w2[2]; const int8_t v3x2 = w3[2]; ksum2 += (uint32_t) v0x2; ksum2 += (uint32_t) v1x2; ksum2 += (uint32_t) v2x2; ksum2 += (uint32_t) v3x2; out[8] = v0x2; out[9] = v1x2; out[10] = v2x2; out[11] = v3x2; } if (3 < n) { const int8_t v0x3 = w0[3]; const int8_t v1x3 = w1[3]; const int8_t v2x3 = w2[3]; const int8_t v3x3 = w3[3]; ksum3 += (uint32_t) v0x3; ksum3 += (uint32_t) v1x3; ksum3 += (uint32_t) v2x3; ksum3 += (uint32_t) v3x3; out[12] = v0x3; out[13] = v1x3; out[14] = v2x3; out[15] = v3x3; } if (4 < n) { const int8_t v0x4 = w0[4]; const int8_t v1x4 = w1[4]; const int8_t v2x4 = w2[4]; const int8_t v3x4 = w3[4]; ksum4 += (uint32_t) v0x4; ksum4 += (uint32_t) v1x4; ksum4 += (uint32_t) v2x4; ksum4 += (uint32_t) v3x4; out[16] = v0x4; out[17] = v1x4; out[18] = v2x4; out[19] = v3x4; } if (5 < n) { const int8_t v0x5 = w0[5]; const int8_t v1x5 = w1[5]; const int8_t v2x5 = w2[5]; const int8_t v3x5 = w3[5]; ksum5 += (uint32_t) v0x5; ksum5 += (uint32_t) v1x5; ksum5 += (uint32_t) v2x5; ksum5 += (uint32_t) v3x5; out[20] = v0x5; out[21] = v1x5; out[22] = v2x5; out[23] = v3x5; } if (6 < n) { const int8_t v0x6 = w0[6]; const int8_t v1x6 = w1[6]; const int8_t v2x6 = w2[6]; const int8_t v3x6 = w3[6]; ksum6 += (uint32_t) v0x6; ksum6 += (uint32_t) v1x6; ksum6 += (uint32_t) v2x6; ksum6 += (uint32_t) v3x6; out[24] = v0x6; out[25] = v1x6; out[26] = v2x6; out[27] = v3x6; } if (7 < n) { const int8_t v0x7 = w0[7]; const int8_t v1x7 = w1[7]; const int8_t v2x7 = w2[7]; const int8_t v3x7 = w3[7]; ksum7 += (uint32_t) v0x7; ksum7 += (uint32_t) v1x7; ksum7 += (uint32_t) v2x7; ksum7 += (uint32_t) v3x7; out[28] = v0x7; out[29] = v1x7; out[30] = v2x7; out[31] = v3x7; } if (8 < n) { const int8_t v0x8 = w0[8]; const int8_t v1x8 = w1[8]; const int8_t v2x8 = w2[8]; const int8_t v3x8 = w3[8]; ksum8 += (uint32_t) v0x8; ksum8 += (uint32_t) v1x8; ksum8 += (uint32_t) v2x8; ksum8 += (uint32_t) v3x8; out[32] = v0x8; out[33] = v1x8; out[34] = v2x8; out[35] = v3x8; } if (9 < n) { const int8_t v0x9 = w0[9]; const int8_t v1x9 = w1[9]; const int8_t v2x9 = w2[9]; const int8_t v3x9 = w3[9]; ksum9 += (uint32_t) v0x9; ksum9 += (uint32_t) v1x9; ksum9 += (uint32_t) v2x9; ksum9 += (uint32_t) v3x9; out[36] = v0x9; out[37] = v1x9; out[38] = v2x9; out[39] = v3x9; } if (10 < n) { const int8_t v0x10 = w0[10]; const int8_t v1x10 = w1[10]; const int8_t v2x10 = w2[10]; const int8_t v3x10 = w3[10]; ksum10 += (uint32_t) v0x10; ksum10 += (uint32_t) v1x10; ksum10 += (uint32_t) v2x10; ksum10 += (uint32_t) v3x10; out[40] = v0x10; out[41] = v1x10; out[42] = v2x10; out[43] = v3x10; } if (11 < n) { const int8_t v0x11 = w0[11]; const int8_t v1x11 = w1[11]; const int8_t v2x11 = w2[11]; const int8_t v3x11 = w3[11]; ksum11 += (uint32_t) v0x11; ksum11 += (uint32_t) v1x11; ksum11 += (uint32_t) v2x11; ksum11 += (uint32_t) v3x11; out[44] = v0x11; out[45] = v1x11; out[46] = v2x11; out[47] = v3x11; } if (12 < n) { const int8_t v0x12 = w0[12]; const int8_t v1x12 = w1[12]; const int8_t v2x12 = w2[12]; const int8_t v3x12 = w3[12]; ksum12 += (uint32_t) v0x12; ksum12 += (uint32_t) v1x12; ksum12 += (uint32_t) v2x12; ksum12 += (uint32_t) v3x12; out[48] = v0x12; out[49] = v1x12; out[50] = v2x12; out[51] = v3x12; } if (13 < n) { const int8_t v0x13 = w0[13]; const int8_t v1x13 = w1[13]; const int8_t v2x13 = w2[13]; const int8_t v3x13 = w3[13]; ksum13 += (uint32_t) v0x13; ksum13 += (uint32_t) v1x13; ksum13 += (uint32_t) v2x13; ksum13 += (uint32_t) v3x13; out[52] = v0x13; out[53] = v1x13; out[54] = v2x13; out[55] = v3x13; } if (14 < n) { const int8_t v0x14 = w0[14]; const int8_t v1x14 = w1[14]; const int8_t v2x14 = w2[14]; const int8_t v3x14 = w3[14]; ksum14 += (uint32_t) v0x14; ksum14 += (uint32_t) v1x14; ksum14 += (uint32_t) v2x14; ksum14 += (uint32_t) v3x14; out[56] = v0x14; out[57] = v1x14; out[58] = v2x14; out[59] = v3x14; } if (15 < n) { const int8_t v0x15 = w0[15]; const int8_t v1x15 = w1[15]; const int8_t v2x15 = w2[15]; const int8_t v3x15 = w3[15]; ksum15 += (uint32_t) v0x15; ksum15 += (uint32_t) v1x15; ksum15 += (uint32_t) v2x15; ksum15 += (uint32_t) v3x15; out[60] = v0x15; out[61] = v1x15; out[62] = v2x15; out[63] = v3x15; } if (16 < n) { const int8_t v0x16 = w0[16]; const int8_t v1x16 = w1[16]; const int8_t v2x16 = w2[16]; const int8_t v3x16 = w3[16]; ksum16 += (uint32_t) v0x16; ksum16 += (uint32_t) v1x16; ksum16 += (uint32_t) v2x16; ksum16 += (uint32_t) v3x16; out[64] = v0x16; out[65] = v1x16; out[66] = v2x16; out[67] = v3x16; } if (17 < n) { const int8_t v0x17 = w0[17]; const int8_t v1x17 = w1[17]; const int8_t v2x17 = w2[17]; const int8_t v3x17 = w3[17]; ksum17 += (uint32_t) v0x17; ksum17 += (uint32_t) v1x17; ksum17 += (uint32_t) v2x17; ksum17 += (uint32_t) v3x17; out[68] = v0x17; out[69] = v1x17; out[70] = v2x17; out[71] = v3x17; } if (18 < n) { const int8_t v0x18 = w0[18]; const int8_t v1x18 = w1[18]; const int8_t v2x18 = w2[18]; const int8_t v3x18 = w3[18]; ksum18 += (uint32_t) v0x18; ksum18 += (uint32_t) v1x18; ksum18 += (uint32_t) v2x18; ksum18 += (uint32_t) v3x18; out[72] = v0x18; out[73] = v1x18; out[74] = v2x18; out[75] = v3x18; } if (19 < n) { const int8_t v0x19 = w0[19]; const int8_t v1x19 = w1[19]; const int8_t v2x19 = w2[19]; const int8_t v3x19 = w3[19]; ksum19 += (uint32_t) v0x19; ksum19 += (uint32_t) v1x19; ksum19 += (uint32_t) v2x19; ksum19 += (uint32_t) v3x19; out[76] = v0x19; out[77] = v1x19; out[78] = v2x19; out[79] = v3x19; } if (20 < n) { const int8_t v0x20 = w0[20]; const int8_t v1x20 = w1[20]; const int8_t v2x20 = w2[20]; const int8_t v3x20 = w3[20]; ksum20 += (uint32_t) v0x20; ksum20 += (uint32_t) v1x20; ksum20 += (uint32_t) v2x20; ksum20 += (uint32_t) v3x20; out[80] = v0x20; out[81] = v1x20; out[82] = v2x20; out[83] = v3x20; } if (21 < n) { const int8_t v0x21 = w0[21]; const int8_t v1x21 = w1[21]; const int8_t v2x21 = w2[21]; const int8_t v3x21 = w3[21]; ksum21 += (uint32_t) v0x21; ksum21 += (uint32_t) v1x21; ksum21 += (uint32_t) v2x21; ksum21 += (uint32_t) v3x21; out[84] = v0x21; out[85] = v1x21; out[86] = v2x21; out[87] = v3x21; } if (22 < n) { const int8_t v0x22 = w0[22]; const int8_t v1x22 = w1[22]; const int8_t v2x22 = w2[22]; const int8_t v3x22 = w3[22]; ksum22 += (uint32_t) v0x22; ksum22 += (uint32_t) v1x22; ksum22 += (uint32_t) v2x22; ksum22 += (uint32_t) v3x22; out[88] = v0x22; out[89] = v1x22; out[90] = v2x22; out[91] = v3x22; } if (23 < n) { const int8_t v0x23 = w0[23]; const int8_t v1x23 = w1[23]; const int8_t v2x23 = w2[23]; const int8_t v3x23 = w3[23]; ksum23 += (uint32_t) v0x23; ksum23 += (uint32_t) v1x23; ksum23 += (uint32_t) v2x23; ksum23 += (uint32_t) v3x23; out[92] = v0x23; out[93] = v1x23; out[94] = v2x23; out[95] = v3x23; } if (24 < n) { const int8_t v0x24 = w0[24]; const int8_t v1x24 = w1[24]; const int8_t v2x24 = w2[24]; const int8_t v3x24 = w3[24]; ksum24 += (uint32_t) v0x24; ksum24 += (uint32_t) v1x24; ksum24 += (uint32_t) v2x24; ksum24 += (uint32_t) v3x24; out[96] = v0x24; out[97] = v1x24; out[98] = v2x24; out[99] = v3x24; } if (25 < n) { const int8_t v0x25 = w0[25]; const int8_t v1x25 = w1[25]; const int8_t v2x25 = w2[25]; const int8_t v3x25 = w3[25]; ksum25 += (uint32_t) v0x25; ksum25 += (uint32_t) v1x25; ksum25 += (uint32_t) v2x25; ksum25 += (uint32_t) v3x25; out[100] = v0x25; out[101] = v1x25; out[102] = v2x25; out[103] = v3x25; } if (26 < n) { const int8_t v0x26 = w0[26]; const int8_t v1x26 = w1[26]; const int8_t v2x26 = w2[26]; const int8_t v3x26 = w3[26]; ksum26 += (uint32_t) v0x26; ksum26 += (uint32_t) v1x26; ksum26 += (uint32_t) v2x26; ksum26 += (uint32_t) v3x26; out[104] = v0x26; out[105] = v1x26; out[106] = v2x26; out[107] = v3x26; } if (27 < n) { const int8_t v0x27 = w0[27]; const int8_t v1x27 = w1[27]; const int8_t v2x27 = w2[27]; const int8_t v3x27 = w3[27]; ksum27 += (uint32_t) v0x27; ksum27 += (uint32_t) v1x27; ksum27 += (uint32_t) v2x27; ksum27 += (uint32_t) v3x27; out[108] = v0x27; out[109] = v1x27; out[110] = v2x27; out[111] = v3x27; } if (28 < n) { const int8_t v0x28 = w0[28]; const int8_t v1x28 = w1[28]; const int8_t v2x28 = w2[28]; const int8_t v3x28 = w3[28]; ksum28 += (uint32_t) v0x28; ksum28 += (uint32_t) v1x28; ksum28 += (uint32_t) v2x28; ksum28 += (uint32_t) v3x28; out[112] = v0x28; out[113] = v1x28; out[114] = v2x28; out[115] = v3x28; } if (29 < n) { const int8_t v0x29 = w0[29]; const int8_t v1x29 = w1[29]; const int8_t v2x29 = w2[29]; const int8_t v3x29 = w3[29]; ksum29 += (uint32_t) v0x29; ksum29 += (uint32_t) v1x29; ksum29 += (uint32_t) v2x29; ksum29 += (uint32_t) v3x29; out[116] = v0x29; out[117] = v1x29; out[118] = v2x29; out[119] = v3x29; } if (30 < n) { const int8_t v0x30 = w0[30]; const int8_t v1x30 = w1[30]; const int8_t v2x30 = w2[30]; const int8_t v3x30 = w3[30]; ksum30 += (uint32_t) v0x30; ksum30 += (uint32_t) v1x30; ksum30 += (uint32_t) v2x30; ksum30 += (uint32_t) v3x30; out[120] = v0x30; out[121] = v1x30; out[122] = v2x30; out[123] = v3x30; } w0 += 4 * k_stride; w1 += 4 * k_stride; w2 += 4 * k_stride; w3 += 4 * k_stride; out += 128; } // KC remainder of 1..3 if (k != 0) { assert(k >= 1 && k <= 3); if (0 < n) { const int8_t v0x0 = w0[0]; ksum0 += (uint32_t) v0x0; out[0] = v0x0; if (1 < k) { const int8_t v1x0 = w1[0]; ksum0 += (uint32_t) v1x0; out[1] = v1x0; } if (2 < k) { const int8_t v2x0 = w2[0]; ksum0 += (uint32_t) v2x0; out[2] = v2x0; } if (3 < k) { const int8_t v3x0 = w3[0]; ksum0 += (uint32_t) v3x0; out[3] = v3x0; } } if (1 < n) { const int8_t v0x1 = w0[1]; ksum1 += (uint32_t) v0x1; out[4] = v0x1; if (1 < k) { const int8_t v1x1 = w1[1]; ksum1 += (uint32_t) v1x1; out[5] = v1x1; } if (2 < k) { const int8_t v2x1 = w2[1]; ksum1 += (uint32_t) v2x1; out[6] = v2x1; } if (3 < k) { const int8_t v3x1 = w3[1]; ksum1 += (uint32_t) v3x1; out[7] = v3x1; } } if (2 < n) { const int8_t v0x2 = w0[2]; ksum2 += (uint32_t) v0x2; out[8] = v0x2; if (1 < k) { const int8_t v1x2 = w1[2]; ksum2 += (uint32_t) v1x2; out[9] = v1x2; } if (2 < k) { const int8_t v2x2 = w2[2]; ksum2 += (uint32_t) v2x2; out[10] = v2x2; } if (3 < k) { const int8_t v3x2 = w3[2]; ksum2 += (uint32_t) v3x2; out[11] = v3x2; } } if (3 < n) { const int8_t v0x3 = w0[3]; ksum3 += (uint32_t) v0x3; out[12] = v0x3; if (1 < k) { const int8_t v1x3 = w1[3]; ksum3 += (uint32_t) v1x3; out[13] = v1x3; } if (2 < k) { const int8_t v2x3 = w2[3]; ksum3 += (uint32_t) v2x3; out[14] = v2x3; } if (3 < k) { const int8_t v3x3 = w3[3]; ksum3 += (uint32_t) v3x3; out[15] = v3x3; } } if (4 < n) { const int8_t v0x4 = w0[4]; ksum4 += (uint32_t) v0x4; out[16] = v0x4; if (1 < k) { const int8_t v1x4 = w1[4]; ksum4 += (uint32_t) v1x4; out[17] = v1x4; } if (2 < k) { const int8_t v2x4 = w2[4]; ksum4 += (uint32_t) v2x4; out[18] = v2x4; } if (3 < k) { const int8_t v3x4 = w3[4]; ksum4 += (uint32_t) v3x4; out[19] = v3x4; } } if (5 < n) { const int8_t v0x5 = w0[5]; ksum5 += (uint32_t) v0x5; out[20] = v0x5; if (1 < k) { const int8_t v1x5 = w1[5]; ksum5 += (uint32_t) v1x5; out[21] = v1x5; } if (2 < k) { const int8_t v2x5 = w2[5]; ksum5 += (uint32_t) v2x5; out[22] = v2x5; } if (3 < k) { const int8_t v3x5 = w3[5]; ksum5 += (uint32_t) v3x5; out[23] = v3x5; } } if (6 < n) { const int8_t v0x6 = w0[6]; ksum6 += (uint32_t) v0x6; out[24] = v0x6; if (1 < k) { const int8_t v1x6 = w1[6]; ksum6 += (uint32_t) v1x6; out[25] = v1x6; } if (2 < k) { const int8_t v2x6 = w2[6]; ksum6 += (uint32_t) v2x6; out[26] = v2x6; } if (3 < k) { const int8_t v3x6 = w3[6]; ksum6 += (uint32_t) v3x6; out[27] = v3x6; } } if (7 < n) { const int8_t v0x7 = w0[7]; ksum7 += (uint32_t) v0x7; out[28] = v0x7; if (1 < k) { const int8_t v1x7 = w1[7]; ksum7 += (uint32_t) v1x7; out[29] = v1x7; } if (2 < k) { const int8_t v2x7 = w2[7]; ksum7 += (uint32_t) v2x7; out[30] = v2x7; } if (3 < k) { const int8_t v3x7 = w3[7]; ksum7 += (uint32_t) v3x7; out[31] = v3x7; } } if (8 < n) { const int8_t v0x8 = w0[8]; ksum8 += (uint32_t) v0x8; out[32] = v0x8; if (1 < k) { const int8_t v1x8 = w1[8]; ksum8 += (uint32_t) v1x8; out[33] = v1x8; } if (2 < k) { const int8_t v2x8 = w2[8]; ksum8 += (uint32_t) v2x8; out[34] = v2x8; } if (3 < k) { const int8_t v3x8 = w3[8]; ksum8 += (uint32_t) v3x8; out[35] = v3x8; } } if (9 < n) { const int8_t v0x9 = w0[9]; ksum9 += (uint32_t) v0x9; out[36] = v0x9; if (1 < k) { const int8_t v1x9 = w1[9]; ksum9 += (uint32_t) v1x9; out[37] = v1x9; } if (2 < k) { const int8_t v2x9 = w2[9]; ksum9 += (uint32_t) v2x9; out[38] = v2x9; } if (3 < k) { const int8_t v3x9 = w3[9]; ksum9 += (uint32_t) v3x9; out[39] = v3x9; } } if (10 < n) { const int8_t v0x10 = w0[10]; ksum10 += (uint32_t) v0x10; out[40] = v0x10; if (1 < k) { const int8_t v1x10 = w1[10]; ksum10 += (uint32_t) v1x10; out[41] = v1x10; } if (2 < k) { const int8_t v2x10 = w2[10]; ksum10 += (uint32_t) v2x10; out[42] = v2x10; } if (3 < k) { const int8_t v3x10 = w3[10]; ksum10 += (uint32_t) v3x10; out[43] = v3x10; } } if (11 < n) { const int8_t v0x11 = w0[11]; ksum11 += (uint32_t) v0x11; out[44] = v0x11; if (1 < k) { const int8_t v1x11 = w1[11]; ksum11 += (uint32_t) v1x11; out[45] = v1x11; } if (2 < k) { const int8_t v2x11 = w2[11]; ksum11 += (uint32_t) v2x11; out[46] = v2x11; } if (3 < k) { const int8_t v3x11 = w3[11]; ksum11 += (uint32_t) v3x11; out[47] = v3x11; } } if (12 < n) { const int8_t v0x12 = w0[12]; ksum12 += (uint32_t) v0x12; out[48] = v0x12; if (1 < k) { const int8_t v1x12 = w1[12]; ksum12 += (uint32_t) v1x12; out[49] = v1x12; } if (2 < k) { const int8_t v2x12 = w2[12]; ksum12 += (uint32_t) v2x12; out[50] = v2x12; } if (3 < k) { const int8_t v3x12 = w3[12]; ksum12 += (uint32_t) v3x12; out[51] = v3x12; } } if (13 < n) { const int8_t v0x13 = w0[13]; ksum13 += (uint32_t) v0x13; out[52] = v0x13; if (1 < k) { const int8_t v1x13 = w1[13]; ksum13 += (uint32_t) v1x13; out[53] = v1x13; } if (2 < k) { const int8_t v2x13 = w2[13]; ksum13 += (uint32_t) v2x13; out[54] = v2x13; } if (3 < k) { const int8_t v3x13 = w3[13]; ksum13 += (uint32_t) v3x13; out[55] = v3x13; } } if (14 < n) { const int8_t v0x14 = w0[14]; ksum14 += (uint32_t) v0x14; out[56] = v0x14; if (1 < k) { const int8_t v1x14 = w1[14]; ksum14 += (uint32_t) v1x14; out[57] = v1x14; } if (2 < k) { const int8_t v2x14 = w2[14]; ksum14 += (uint32_t) v2x14; out[58] = v2x14; } if (3 < k) { const int8_t v3x14 = w3[14]; ksum14 += (uint32_t) v3x14; out[59] = v3x14; } } if (15 < n) { const int8_t v0x15 = w0[15]; ksum15 += (uint32_t) v0x15; out[60] = v0x15; if (1 < k) { const int8_t v1x15 = w1[15]; ksum15 += (uint32_t) v1x15; out[61] = v1x15; } if (2 < k) { const int8_t v2x15 = w2[15]; ksum15 += (uint32_t) v2x15; out[62] = v2x15; } if (3 < k) { const int8_t v3x15 = w3[15]; ksum15 += (uint32_t) v3x15; out[63] = v3x15; } } if (16 < n) { const int8_t v0x16 = w0[16]; ksum16 += (uint32_t) v0x16; out[64] = v0x16; if (1 < k) { const int8_t v1x16 = w1[16]; ksum16 += (uint32_t) v1x16; out[65] = v1x16; } if (2 < k) { const int8_t v2x16 = w2[16]; ksum16 += (uint32_t) v2x16; out[66] = v2x16; } if (3 < k) { const int8_t v3x16 = w3[16]; ksum16 += (uint32_t) v3x16; out[67] = v3x16; } } if (17 < n) { const int8_t v0x17 = w0[17]; ksum17 += (uint32_t) v0x17; out[68] = v0x17; if (1 < k) { const int8_t v1x17 = w1[17]; ksum17 += (uint32_t) v1x17; out[69] = v1x17; } if (2 < k) { const int8_t v2x17 = w2[17]; ksum17 += (uint32_t) v2x17; out[70] = v2x17; } if (3 < k) { const int8_t v3x17 = w3[17]; ksum17 += (uint32_t) v3x17; out[71] = v3x17; } } if (18 < n) { const int8_t v0x18 = w0[18]; ksum18 += (uint32_t) v0x18; out[72] = v0x18; if (1 < k) { const int8_t v1x18 = w1[18]; ksum18 += (uint32_t) v1x18; out[73] = v1x18; } if (2 < k) { const int8_t v2x18 = w2[18]; ksum18 += (uint32_t) v2x18; out[74] = v2x18; } if (3 < k) { const int8_t v3x18 = w3[18]; ksum18 += (uint32_t) v3x18; out[75] = v3x18; } } if (19 < n) { const int8_t v0x19 = w0[19]; ksum19 += (uint32_t) v0x19; out[76] = v0x19; if (1 < k) { const int8_t v1x19 = w1[19]; ksum19 += (uint32_t) v1x19; out[77] = v1x19; } if (2 < k) { const int8_t v2x19 = w2[19]; ksum19 += (uint32_t) v2x19; out[78] = v2x19; } if (3 < k) { const int8_t v3x19 = w3[19]; ksum19 += (uint32_t) v3x19; out[79] = v3x19; } } if (20 < n) { const int8_t v0x20 = w0[20]; ksum20 += (uint32_t) v0x20; out[80] = v0x20; if (1 < k) { const int8_t v1x20 = w1[20]; ksum20 += (uint32_t) v1x20; out[81] = v1x20; } if (2 < k) { const int8_t v2x20 = w2[20]; ksum20 += (uint32_t) v2x20; out[82] = v2x20; } if (3 < k) { const int8_t v3x20 = w3[20]; ksum20 += (uint32_t) v3x20; out[83] = v3x20; } } if (21 < n) { const int8_t v0x21 = w0[21]; ksum21 += (uint32_t) v0x21; out[84] = v0x21; if (1 < k) { const int8_t v1x21 = w1[21]; ksum21 += (uint32_t) v1x21; out[85] = v1x21; } if (2 < k) { const int8_t v2x21 = w2[21]; ksum21 += (uint32_t) v2x21; out[86] = v2x21; } if (3 < k) { const int8_t v3x21 = w3[21]; ksum21 += (uint32_t) v3x21; out[87] = v3x21; } } if (22 < n) { const int8_t v0x22 = w0[22]; ksum22 += (uint32_t) v0x22; out[88] = v0x22; if (1 < k) { const int8_t v1x22 = w1[22]; ksum22 += (uint32_t) v1x22; out[89] = v1x22; } if (2 < k) { const int8_t v2x22 = w2[22]; ksum22 += (uint32_t) v2x22; out[90] = v2x22; } if (3 < k) { const int8_t v3x22 = w3[22]; ksum22 += (uint32_t) v3x22; out[91] = v3x22; } } if (23 < n) { const int8_t v0x23 = w0[23]; ksum23 += (uint32_t) v0x23; out[92] = v0x23; if (1 < k) { const int8_t v1x23 = w1[23]; ksum23 += (uint32_t) v1x23; out[93] = v1x23; } if (2 < k) { const int8_t v2x23 = w2[23]; ksum23 += (uint32_t) v2x23; out[94] = v2x23; } if (3 < k) { const int8_t v3x23 = w3[23]; ksum23 += (uint32_t) v3x23; out[95] = v3x23; } } if (24 < n) { const int8_t v0x24 = w0[24]; ksum24 += (uint32_t) v0x24; out[96] = v0x24; if (1 < k) { const int8_t v1x24 = w1[24]; ksum24 += (uint32_t) v1x24; out[97] = v1x24; } if (2 < k) { const int8_t v2x24 = w2[24]; ksum24 += (uint32_t) v2x24; out[98] = v2x24; } if (3 < k) { const int8_t v3x24 = w3[24]; ksum24 += (uint32_t) v3x24; out[99] = v3x24; } } if (25 < n) { const int8_t v0x25 = w0[25]; ksum25 += (uint32_t) v0x25; out[100] = v0x25; if (1 < k) { const int8_t v1x25 = w1[25]; ksum25 += (uint32_t) v1x25; out[101] = v1x25; } if (2 < k) { const int8_t v2x25 = w2[25]; ksum25 += (uint32_t) v2x25; out[102] = v2x25; } if (3 < k) { const int8_t v3x25 = w3[25]; ksum25 += (uint32_t) v3x25; out[103] = v3x25; } } if (26 < n) { const int8_t v0x26 = w0[26]; ksum26 += (uint32_t) v0x26; out[104] = v0x26; if (1 < k) { const int8_t v1x26 = w1[26]; ksum26 += (uint32_t) v1x26; out[105] = v1x26; } if (2 < k) { const int8_t v2x26 = w2[26]; ksum26 += (uint32_t) v2x26; out[106] = v2x26; } if (3 < k) { const int8_t v3x26 = w3[26]; ksum26 += (uint32_t) v3x26; out[107] = v3x26; } } if (27 < n) { const int8_t v0x27 = w0[27]; ksum27 += (uint32_t) v0x27; out[108] = v0x27; if (1 < k) { const int8_t v1x27 = w1[27]; ksum27 += (uint32_t) v1x27; out[109] = v1x27; } if (2 < k) { const int8_t v2x27 = w2[27]; ksum27 += (uint32_t) v2x27; out[110] = v2x27; } if (3 < k) { const int8_t v3x27 = w3[27]; ksum27 += (uint32_t) v3x27; out[111] = v3x27; } } if (28 < n) { const int8_t v0x28 = w0[28]; ksum28 += (uint32_t) v0x28; out[112] = v0x28; if (1 < k) { const int8_t v1x28 = w1[28]; ksum28 += (uint32_t) v1x28; out[113] = v1x28; } if (2 < k) { const int8_t v2x28 = w2[28]; ksum28 += (uint32_t) v2x28; out[114] = v2x28; } if (3 < k) { const int8_t v3x28 = w3[28]; ksum28 += (uint32_t) v3x28; out[115] = v3x28; } } if (29 < n) { const int8_t v0x29 = w0[29]; ksum29 += (uint32_t) v0x29; out[116] = v0x29; if (1 < k) { const int8_t v1x29 = w1[29]; ksum29 += (uint32_t) v1x29; out[117] = v1x29; } if (2 < k) { const int8_t v2x29 = w2[29]; ksum29 += (uint32_t) v2x29; out[118] = v2x29; } if (3 < k) { const int8_t v3x29 = w3[29]; ksum29 += (uint32_t) v3x29; out[119] = v3x29; } } if (30 < n) { const int8_t v0x30 = w0[30]; ksum30 += (uint32_t) v0x30; out[120] = v0x30; if (1 < k) { const int8_t v1x30 = w1[30]; ksum30 += (uint32_t) v1x30; out[121] = v1x30; } if (2 < k) { const int8_t v2x30 = w2[30]; ksum30 += (uint32_t) v2x30; out[122] = v2x30; } if (3 < k) { const int8_t v3x30 = w3[30]; ksum30 += (uint32_t) v3x30; out[123] = v3x30; } } w0 += k * k_stride; w1 += k * k_stride; w2 += k * k_stride; w3 += k * k_stride; out += 128; } packed_b[0] -= ksum0 * izp; packed_b[1] -= ksum1 * izp; packed_b[2] -= ksum2 * izp; packed_b[3] -= ksum3 * izp; packed_b[4] -= ksum4 * izp; packed_b[5] -= ksum5 * izp; packed_b[6] -= ksum6 * izp; packed_b[7] -= ksum7 * izp; packed_b[8] -= ksum8 * izp; packed_b[9] -= ksum9 * izp; packed_b[10] -= ksum10 * izp; packed_b[11] -= ksum11 * izp; packed_b[12] -= ksum12 * izp; packed_b[13] -= ksum13 * izp; packed_b[14] -= ksum14 * izp; packed_b[15] -= ksum15 * izp; packed_b[16] -= ksum16 * izp; packed_b[17] -= ksum17 * izp; packed_b[18] -= ksum18 * izp; packed_b[19] -= ksum19 * izp; packed_b[20] -= ksum20 * izp; packed_b[21] -= ksum21 * izp; packed_b[22] -= ksum22 * izp; packed_b[23] -= ksum23 * izp; packed_b[24] -= ksum24 * izp; packed_b[25] -= ksum25 * izp; packed_b[26] -= ksum26 * izp; packed_b[27] -= ksum27 * izp; packed_b[28] -= ksum28 * izp; packed_b[29] -= ksum29 * izp; packed_b[30] -= ksum30 * izp; out = (int8_t*) ((uintptr_t) out + extra_bytes); } weights += nc * kc; } while (--g != 0); }