// Auto-generated file. Do not edit! // Template: src/qs8-gemm/neon-mlal-lane.c.in // Generator: tools/xngen // // Copyright 2020 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 "xnnpack/common.h" #include "xnnpack/gemm.h" #include "xnnpack/math.h" void xnn_qd8_f16_qb4w_gemm_minmax_ukernel_6x16__neonfp16arith_mlal_lane( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, xnn_float16* restrict c, size_t cm_stride, size_t cn_stride, const struct xnn_f16_qb4w_minmax_params params[restrict XNN_MIN_ELEMENTS(1)], const struct xnn_qd8_quantization_params quantization_params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 6); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); size_t bl = params->scalar.blocksize; assert(bl <= round_up_po2(kc, 2)); assert(bl != 0); assert(bl % 32 == 0); const int8_t* a0 = a; uint16_t* c0 = (uint16_t*) c; const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride); uint16_t* c1 = (uint16_t*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr < 2) { a1 = a0; c1 = c0; } const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride); uint16_t* c2 = (uint16_t*) ((uintptr_t) c1 + cm_stride); if XNN_UNPREDICTABLE(mr <= 2) { a2 = a1; c2 = c1; } const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride); uint16_t* c3 = (uint16_t*) ((uintptr_t) c2 + cm_stride); if XNN_UNPREDICTABLE(mr < 4) { a3 = a2; c3 = c2; } const int8_t* a4 = (const int8_t*) ((uintptr_t) a3 + a_stride); uint16_t* c4 = (uint16_t*) ((uintptr_t) c3 + cm_stride); if XNN_UNPREDICTABLE(mr <= 4) { a4 = a3; c4 = c3; } const int8_t* a5 = (const int8_t*) ((uintptr_t) a4 + a_stride); uint16_t* c5 = (uint16_t*) ((uintptr_t) c4 + cm_stride); if XNN_UNPREDICTABLE(mr != 6) { a5 = a4; c5 = c4; } const int8x8_t vmask = vmov_n_s8(INT8_C(0xF0)); kc = round_up_po2(kc, 2); do { float32x4_t vksum0123 = vld1q_f32(w); w = (const float*) w + 4; float32x4_t vksum4567 = vld1q_f32(w); w = (const float*) w + 4; float32x4_t vksum89AB = vld1q_f32(w); w = (const float*) w + 4; float32x4_t vksumCDEF = vld1q_f32(w); w = (const float*) w + 4; const float32x4_t vzp01 = vcvtq_f32_s32(vld1q_s32(&quantization_params[0].zero_point)); float32x4_t vout0x0123 = vmulq_lane_f32(vksum0123, vget_low_f32(vzp01), 0); float32x4_t vout1x0123 = vmulq_lane_f32(vksum0123, vget_high_f32(vzp01), 0); float32x4_t vout0x4567 = vmulq_lane_f32(vksum4567, vget_low_f32(vzp01), 0); float32x4_t vout1x4567 = vmulq_lane_f32(vksum4567, vget_high_f32(vzp01), 0); float32x4_t vout0x89AB = vmulq_lane_f32(vksum89AB, vget_low_f32(vzp01), 0); float32x4_t vout1x89AB = vmulq_lane_f32(vksum89AB, vget_high_f32(vzp01), 0); float32x4_t vout0xCDEF = vmulq_lane_f32(vksumCDEF, vget_low_f32(vzp01), 0); float32x4_t vout1xCDEF = vmulq_lane_f32(vksumCDEF, vget_high_f32(vzp01), 0); const float32x4_t vzp23 = vcvtq_f32_s32(vld1q_s32(&quantization_params[2].zero_point)); float32x4_t vout2x0123 = vmulq_lane_f32(vksum0123, vget_low_f32(vzp23), 0); float32x4_t vout3x0123 = vmulq_lane_f32(vksum0123, vget_high_f32(vzp23), 0); float32x4_t vout2x4567 = vmulq_lane_f32(vksum4567, vget_low_f32(vzp23), 0); float32x4_t vout3x4567 = vmulq_lane_f32(vksum4567, vget_high_f32(vzp23), 0); float32x4_t vout2x89AB = vmulq_lane_f32(vksum89AB, vget_low_f32(vzp23), 0); float32x4_t vout3x89AB = vmulq_lane_f32(vksum89AB, vget_high_f32(vzp23), 0); float32x4_t vout2xCDEF = vmulq_lane_f32(vksumCDEF, vget_low_f32(vzp23), 0); float32x4_t vout3xCDEF = vmulq_lane_f32(vksumCDEF, vget_high_f32(vzp23), 0); const float32x4_t vzp45 = vcvtq_f32_s32(vld1q_s32(&quantization_params[4].zero_point)); float32x4_t vout4x0123 = vmulq_lane_f32(vksum0123, vget_low_f32(vzp45), 0); float32x4_t vout5x0123 = vmulq_lane_f32(vksum0123, vget_high_f32(vzp45), 0); float32x4_t vout4x4567 = vmulq_lane_f32(vksum4567, vget_low_f32(vzp45), 0); float32x4_t vout5x4567 = vmulq_lane_f32(vksum4567, vget_high_f32(vzp45), 0); float32x4_t vout4x89AB = vmulq_lane_f32(vksum89AB, vget_low_f32(vzp45), 0); float32x4_t vout5x89AB = vmulq_lane_f32(vksum89AB, vget_high_f32(vzp45), 0); float32x4_t vout4xCDEF = vmulq_lane_f32(vksumCDEF, vget_low_f32(vzp45), 0); float32x4_t vout5xCDEF = vmulq_lane_f32(vksumCDEF, vget_high_f32(vzp45), 0); for (size_t kb=0; kb < kc; kb += bl) { int32x4_t vacc0x0123 = vdupq_n_s32(0); int32x4_t vacc0x4567 = vdupq_n_s32(0); int32x4_t vacc0x89AB = vdupq_n_s32(0); int32x4_t vacc0xCDEF = vdupq_n_s32(0); int32x4_t vacc1x0123 = vdupq_n_s32(0); int32x4_t vacc1x4567 = vdupq_n_s32(0); int32x4_t vacc1x89AB = vdupq_n_s32(0); int32x4_t vacc1xCDEF = vdupq_n_s32(0); int32x4_t vacc2x0123 = vdupq_n_s32(0); int32x4_t vacc2x4567 = vdupq_n_s32(0); int32x4_t vacc2x89AB = vdupq_n_s32(0); int32x4_t vacc2xCDEF = vdupq_n_s32(0); int32x4_t vacc3x0123 = vdupq_n_s32(0); int32x4_t vacc3x4567 = vdupq_n_s32(0); int32x4_t vacc3x89AB = vdupq_n_s32(0); int32x4_t vacc3xCDEF = vdupq_n_s32(0); int32x4_t vacc4x0123 = vdupq_n_s32(0); int32x4_t vacc4x4567 = vdupq_n_s32(0); int32x4_t vacc4x89AB = vdupq_n_s32(0); int32x4_t vacc4xCDEF = vdupq_n_s32(0); int32x4_t vacc5x0123 = vdupq_n_s32(0); int32x4_t vacc5x4567 = vdupq_n_s32(0); int32x4_t vacc5x89AB = vdupq_n_s32(0); int32x4_t vacc5xCDEF = vdupq_n_s32(0); size_t k = bl; while (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int16x8_t vxa0 = vmovl_s8(va0); const int8x8_t va1 = vld1_s8(a1); a1 += 8; const int16x8_t vxa1 = vmovl_s8(va1); const int8x8_t va2 = vld1_s8(a2); a2 += 8; const int16x8_t vxa2 = vmovl_s8(va2); const int8x8_t va3 = vld1_s8(a3); a3 += 8; const int16x8_t vxa3 = vmovl_s8(va3); const int8x8_t va4 = vld1_s8(a4); a4 += 8; const int16x8_t vxa4 = vmovl_s8(va4); const int8x8_t va5 = vld1_s8(a5); a5 += 8; const int16x8_t vxa5 = vmovl_s8(va5); const int8x8_t vb01234567c01 = vld1_s8(w); w = (const uint8_t*) w + 8; const int8x8_t vb89ABCDEFc01 = vld1_s8(w); w = (const uint8_t*) w + 8; const int8x8_t vb01234567c23 = vld1_s8(w); w = (const uint8_t*) w + 8; const int8x8_t vb89ABCDEFc23 = vld1_s8(w); w = (const uint8_t*) w + 8; const int8x8_t vb01234567c45 = vld1_s8(w); w = (const uint8_t*) w + 8; const int8x8_t vb89ABCDEFc45 = vld1_s8(w); w = (const uint8_t*) w + 8; const int8x8_t vb01234567c67 = vld1_s8(w); w = (const uint8_t*) w + 8; const int8x8_t vb89ABCDEFc67 = vld1_s8(w); w = (const uint8_t*) w + 8; const int8x8_t vb01234567c0 = vshl_n_s8(vb01234567c01, 4); const int8x8_t vb01234567c1 = vand_s8(vb01234567c01, vmask); const int8x8_t vb89ABCDEFc0 = vshl_n_s8(vb89ABCDEFc01, 4); const int8x8_t vb89ABCDEFc1 = vand_s8(vb89ABCDEFc01, vmask); const int8x8_t vb01234567c2 = vshl_n_s8(vb01234567c23, 4); const int8x8_t vb01234567c3 = vand_s8(vb01234567c23, vmask); const int8x8_t vb89ABCDEFc2 = vshl_n_s8(vb89ABCDEFc23, 4); const int8x8_t vb89ABCDEFc3 = vand_s8(vb89ABCDEFc23, vmask); const int8x8_t vb01234567c4 = vshl_n_s8(vb01234567c45, 4); const int8x8_t vb01234567c5 = vand_s8(vb01234567c45, vmask); const int8x8_t vb89ABCDEFc4 = vshl_n_s8(vb89ABCDEFc45, 4); const int8x8_t vb89ABCDEFc5 = vand_s8(vb89ABCDEFc45, vmask); const int8x8_t vb01234567c6 = vshl_n_s8(vb01234567c67, 4); const int8x8_t vb01234567c7 = vand_s8(vb01234567c67, vmask); const int8x8_t vb89ABCDEFc6 = vshl_n_s8(vb89ABCDEFc67, 4); const int8x8_t vb89ABCDEFc7 = vand_s8(vb89ABCDEFc67, vmask); const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0); const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0); const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1); const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1); const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2); const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2); const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3); const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3); const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4); const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4); const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5); const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5); const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6); const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6); const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7); const int16x8_t vxb89ABCDEFc7 = vmovl_s8(vb89ABCDEFc7); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa4), 0); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa4), 0); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa5), 0); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa5), 0); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa1), 0); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa1), 0); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa2), 0); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa2), 0); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa3), 0); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa3), 0); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa4), 0); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa4), 0); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa5), 0); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa5), 0); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa4), 1); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa4), 1); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa5), 1); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa5), 1); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa1), 1); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa1), 1); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa2), 1); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa2), 1); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa3), 1); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa3), 1); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa4), 1); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa4), 1); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa5), 1); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa5), 1); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa4), 2); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa4), 2); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa5), 2); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa5), 2); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa1), 2); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa1), 2); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa2), 2); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa2), 2); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa3), 2); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa3), 2); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa4), 2); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa4), 2); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa5), 2); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa5), 2); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa4), 3); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa4), 3); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa5), 3); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa5), 3); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa1), 3); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa1), 3); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa2), 3); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa2), 3); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa3), 3); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa3), 3); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa4), 3); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa4), 3); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa5), 3); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa5), 3); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa4), 0); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa4), 0); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa5), 0); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa5), 0); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa1), 0); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa1), 0); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa2), 0); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa2), 0); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa3), 0); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa3), 0); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa4), 0); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa4), 0); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa5), 0); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa5), 0); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa4), 1); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa4), 1); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa5), 1); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa5), 1); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa1), 1); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa1), 1); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa2), 1); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa2), 1); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa3), 1); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa3), 1); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa4), 1); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa4), 1); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa5), 1); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa5), 1); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa1), 2); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa1), 2); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa2), 2); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa2), 2); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa3), 2); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa3), 2); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa4), 2); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa4), 2); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa5), 2); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa5), 2); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa0), 2); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa1), 2); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa1), 2); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa2), 2); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa2), 2); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa3), 2); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa3), 2); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa4), 2); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa4), 2); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc6), vget_high_s16(vxa5), 2); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc6), vget_high_s16(vxa5), 2); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa1), 3); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa1), 3); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa2), 3); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa2), 3); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa3), 3); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa3), 3); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa4), 3); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa4), 3); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa5), 3); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa5), 3); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa0), 3); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa1), 3); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa1), 3); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa2), 3); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa2), 3); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa3), 3); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa3), 3); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa4), 3); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa4), 3); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc7), vget_high_s16(vxa5), 3); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc7), vget_high_s16(vxa5), 3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int16x8_t vxa0 = vmovl_s8(va0); const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k); const int16x8_t vxa1 = vmovl_s8(va1); const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k); const int16x8_t vxa2 = vmovl_s8(va2); const int8x8_t va3 = vld1_s8(a3); a3 = (const int8_t*) ((uintptr_t) a3 + k); const int16x8_t vxa3 = vmovl_s8(va3); const int8x8_t va4 = vld1_s8(a4); a4 = (const int8_t*) ((uintptr_t) a4 + k); const int16x8_t vxa4 = vmovl_s8(va4); const int8x8_t va5 = vld1_s8(a5); a5 = (const int8_t*) ((uintptr_t) a5 + k); const int16x8_t vxa5 = vmovl_s8(va5); const int8x8_t vb01234567c01 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc01 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c0 = vshl_n_s8(vb01234567c01, 4); const int8x8_t vb01234567c1 = vand_s8(vb01234567c01, vmask); const int8x8_t vb89ABCDEFc0 = vshl_n_s8(vb89ABCDEFc01, 4); const int8x8_t vb89ABCDEFc1 = vand_s8(vb89ABCDEFc01, vmask); const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0); const int16x8_t vxb89ABCDEFc0 = vmovl_s8(vb89ABCDEFc0); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa0), 0); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa1), 0); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa1), 0); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa1), 0); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa1), 0); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa2), 0); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa2), 0); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa2), 0); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa2), 0); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa3), 0); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa3), 0); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa3), 0); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa3), 0); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa4), 0); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa4), 0); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa4), 0); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa4), 0); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa5), 0); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa5), 0); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc0), vget_low_s16(vxa5), 0); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc0), vget_low_s16(vxa5), 0); if (k >= 2 * sizeof(int8_t)) { const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1); const int16x8_t vxb89ABCDEFc1 = vmovl_s8(vb89ABCDEFc1); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa0), 1); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa1), 1); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa1), 1); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa1), 1); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa1), 1); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa2), 1); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa2), 1); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa2), 1); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa2), 1); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa3), 1); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa3), 1); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa3), 1); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa3), 1); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa4), 1); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa4), 1); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa4), 1); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa4), 1); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa5), 1); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa5), 1); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc1), vget_low_s16(vxa5), 1); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc1), vget_low_s16(vxa5), 1); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb01234567c23 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc23 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c2 = vshl_n_s8(vb01234567c23, 4); const int8x8_t vb01234567c3 = vand_s8(vb01234567c23, vmask); const int8x8_t vb89ABCDEFc2 = vshl_n_s8(vb89ABCDEFc23, 4); const int8x8_t vb89ABCDEFc3 = vand_s8(vb89ABCDEFc23, vmask); const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2); const int16x8_t vxb89ABCDEFc2 = vmovl_s8(vb89ABCDEFc2); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa0), 2); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa1), 2); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa1), 2); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa1), 2); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa1), 2); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa2), 2); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa2), 2); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa2), 2); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa2), 2); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa3), 2); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa3), 2); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa3), 2); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa3), 2); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa4), 2); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa4), 2); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa4), 2); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa4), 2); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa5), 2); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa5), 2); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc2), vget_low_s16(vxa5), 2); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc2), vget_low_s16(vxa5), 2); if (k >= 4 * sizeof(int8_t)) { const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3); const int16x8_t vxb89ABCDEFc3 = vmovl_s8(vb89ABCDEFc3); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa0), 3); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa1), 3); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa1), 3); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa1), 3); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa1), 3); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa2), 3); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa2), 3); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa2), 3); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa2), 3); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa3), 3); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa3), 3); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa3), 3); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa3), 3); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa4), 3); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa4), 3); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa4), 3); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa4), 3); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa5), 3); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa5), 3); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc3), vget_low_s16(vxa5), 3); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc3), vget_low_s16(vxa5), 3); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb01234567c45 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc45 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c4 = vshl_n_s8(vb01234567c45, 4); const int8x8_t vb01234567c5 = vand_s8(vb01234567c45, vmask); const int8x8_t vb89ABCDEFc4 = vshl_n_s8(vb89ABCDEFc45, 4); const int8x8_t vb89ABCDEFc5 = vand_s8(vb89ABCDEFc45, vmask); const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4); const int16x8_t vxb89ABCDEFc4 = vmovl_s8(vb89ABCDEFc4); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa0), 0); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa1), 0); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa1), 0); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa1), 0); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa1), 0); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa2), 0); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa2), 0); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa2), 0); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa2), 0); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa3), 0); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa3), 0); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa3), 0); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa3), 0); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa4), 0); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa4), 0); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa4), 0); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa4), 0); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa5), 0); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa5), 0); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc4), vget_high_s16(vxa5), 0); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc4), vget_high_s16(vxa5), 0); if (k >= 6 * sizeof(int8_t)) { const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5); const int16x8_t vxb89ABCDEFc5 = vmovl_s8(vb89ABCDEFc5); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1); vacc0x89AB = vmlal_lane_s16(vacc0x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1); vacc0xCDEF = vmlal_lane_s16(vacc0xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa0), 1); vacc1x0123 = vmlal_lane_s16(vacc1x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa1), 1); vacc1x4567 = vmlal_lane_s16(vacc1x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa1), 1); vacc1x89AB = vmlal_lane_s16(vacc1x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa1), 1); vacc1xCDEF = vmlal_lane_s16(vacc1xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa1), 1); vacc2x0123 = vmlal_lane_s16(vacc2x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa2), 1); vacc2x4567 = vmlal_lane_s16(vacc2x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa2), 1); vacc2x89AB = vmlal_lane_s16(vacc2x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa2), 1); vacc2xCDEF = vmlal_lane_s16(vacc2xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa2), 1); vacc3x0123 = vmlal_lane_s16(vacc3x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa3), 1); vacc3x4567 = vmlal_lane_s16(vacc3x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa3), 1); vacc3x89AB = vmlal_lane_s16(vacc3x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa3), 1); vacc3xCDEF = vmlal_lane_s16(vacc3xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa3), 1); vacc4x0123 = vmlal_lane_s16(vacc4x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa4), 1); vacc4x4567 = vmlal_lane_s16(vacc4x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa4), 1); vacc4x89AB = vmlal_lane_s16(vacc4x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa4), 1); vacc4xCDEF = vmlal_lane_s16(vacc4xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa4), 1); vacc5x0123 = vmlal_lane_s16(vacc5x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa5), 1); vacc5x4567 = vmlal_lane_s16(vacc5x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa5), 1); vacc5x89AB = vmlal_lane_s16(vacc5x89AB, vget_low_s16(vxb89ABCDEFc5), vget_high_s16(vxa5), 1); vacc5xCDEF = vmlal_lane_s16(vacc5xCDEF, vget_high_s16(vxb89ABCDEFc5), vget_high_s16(vxa5), 1); } } } } } } const float32x4_t vfilter_output_scale0123 = vreinterpretq_f32_u32(vshll_n_u16(vld1_u16(w), 16)); w = (const uint16_t*) w + 4; const float32x4_t vfilter_output_scale4567 = vreinterpretq_f32_u32(vshll_n_u16(vld1_u16(w), 16)); w = (const uint16_t*) w + 4; const float32x4_t vfilter_output_scale89AB = vreinterpretq_f32_u32(vshll_n_u16(vld1_u16(w), 16)); w = (const uint16_t*) w + 4; const float32x4_t vfilter_output_scaleCDEF = vreinterpretq_f32_u32(vshll_n_u16(vld1_u16(w), 16)); w = (const uint16_t*) w + 4; const float32x4_t vf0x0123 = vcvtq_f32_s32(vacc0x0123); const float32x4_t vf0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vf0x89AB = vcvtq_f32_s32(vacc0x89AB); const float32x4_t vf0xCDEF = vcvtq_f32_s32(vacc0xCDEF); #if XNN_ARCH_ARM64 vout0x0123 = vfmaq_f32(vout0x0123, vf0x0123, vfilter_output_scale0123); vout0x4567 = vfmaq_f32(vout0x4567, vf0x4567, vfilter_output_scale4567); vout0x89AB = vfmaq_f32(vout0x89AB, vf0x89AB, vfilter_output_scale89AB); vout0xCDEF = vfmaq_f32(vout0xCDEF, vf0xCDEF, vfilter_output_scaleCDEF); #else vout0x0123 = vmlaq_f32(vout0x0123, vf0x0123, vfilter_output_scale0123); vout0x4567 = vmlaq_f32(vout0x4567, vf0x4567, vfilter_output_scale4567); vout0x89AB = vmlaq_f32(vout0x89AB, vf0x89AB, vfilter_output_scale89AB); vout0xCDEF = vmlaq_f32(vout0xCDEF, vf0xCDEF, vfilter_output_scaleCDEF); #endif const float32x4_t vf1x0123 = vcvtq_f32_s32(vacc1x0123); const float32x4_t vf1x4567 = vcvtq_f32_s32(vacc1x4567); const float32x4_t vf1x89AB = vcvtq_f32_s32(vacc1x89AB); const float32x4_t vf1xCDEF = vcvtq_f32_s32(vacc1xCDEF); #if XNN_ARCH_ARM64 vout1x0123 = vfmaq_f32(vout1x0123, vf1x0123, vfilter_output_scale0123); vout1x4567 = vfmaq_f32(vout1x4567, vf1x4567, vfilter_output_scale4567); vout1x89AB = vfmaq_f32(vout1x89AB, vf1x89AB, vfilter_output_scale89AB); vout1xCDEF = vfmaq_f32(vout1xCDEF, vf1xCDEF, vfilter_output_scaleCDEF); #else vout1x0123 = vmlaq_f32(vout1x0123, vf1x0123, vfilter_output_scale0123); vout1x4567 = vmlaq_f32(vout1x4567, vf1x4567, vfilter_output_scale4567); vout1x89AB = vmlaq_f32(vout1x89AB, vf1x89AB, vfilter_output_scale89AB); vout1xCDEF = vmlaq_f32(vout1xCDEF, vf1xCDEF, vfilter_output_scaleCDEF); #endif const float32x4_t vf2x0123 = vcvtq_f32_s32(vacc2x0123); const float32x4_t vf2x4567 = vcvtq_f32_s32(vacc2x4567); const float32x4_t vf2x89AB = vcvtq_f32_s32(vacc2x89AB); const float32x4_t vf2xCDEF = vcvtq_f32_s32(vacc2xCDEF); #if XNN_ARCH_ARM64 vout2x0123 = vfmaq_f32(vout2x0123, vf2x0123, vfilter_output_scale0123); vout2x4567 = vfmaq_f32(vout2x4567, vf2x4567, vfilter_output_scale4567); vout2x89AB = vfmaq_f32(vout2x89AB, vf2x89AB, vfilter_output_scale89AB); vout2xCDEF = vfmaq_f32(vout2xCDEF, vf2xCDEF, vfilter_output_scaleCDEF); #else vout2x0123 = vmlaq_f32(vout2x0123, vf2x0123, vfilter_output_scale0123); vout2x4567 = vmlaq_f32(vout2x4567, vf2x4567, vfilter_output_scale4567); vout2x89AB = vmlaq_f32(vout2x89AB, vf2x89AB, vfilter_output_scale89AB); vout2xCDEF = vmlaq_f32(vout2xCDEF, vf2xCDEF, vfilter_output_scaleCDEF); #endif const float32x4_t vf3x0123 = vcvtq_f32_s32(vacc3x0123); const float32x4_t vf3x4567 = vcvtq_f32_s32(vacc3x4567); const float32x4_t vf3x89AB = vcvtq_f32_s32(vacc3x89AB); const float32x4_t vf3xCDEF = vcvtq_f32_s32(vacc3xCDEF); #if XNN_ARCH_ARM64 vout3x0123 = vfmaq_f32(vout3x0123, vf3x0123, vfilter_output_scale0123); vout3x4567 = vfmaq_f32(vout3x4567, vf3x4567, vfilter_output_scale4567); vout3x89AB = vfmaq_f32(vout3x89AB, vf3x89AB, vfilter_output_scale89AB); vout3xCDEF = vfmaq_f32(vout3xCDEF, vf3xCDEF, vfilter_output_scaleCDEF); #else vout3x0123 = vmlaq_f32(vout3x0123, vf3x0123, vfilter_output_scale0123); vout3x4567 = vmlaq_f32(vout3x4567, vf3x4567, vfilter_output_scale4567); vout3x89AB = vmlaq_f32(vout3x89AB, vf3x89AB, vfilter_output_scale89AB); vout3xCDEF = vmlaq_f32(vout3xCDEF, vf3xCDEF, vfilter_output_scaleCDEF); #endif const float32x4_t vf4x0123 = vcvtq_f32_s32(vacc4x0123); const float32x4_t vf4x4567 = vcvtq_f32_s32(vacc4x4567); const float32x4_t vf4x89AB = vcvtq_f32_s32(vacc4x89AB); const float32x4_t vf4xCDEF = vcvtq_f32_s32(vacc4xCDEF); #if XNN_ARCH_ARM64 vout4x0123 = vfmaq_f32(vout4x0123, vf4x0123, vfilter_output_scale0123); vout4x4567 = vfmaq_f32(vout4x4567, vf4x4567, vfilter_output_scale4567); vout4x89AB = vfmaq_f32(vout4x89AB, vf4x89AB, vfilter_output_scale89AB); vout4xCDEF = vfmaq_f32(vout4xCDEF, vf4xCDEF, vfilter_output_scaleCDEF); #else vout4x0123 = vmlaq_f32(vout4x0123, vf4x0123, vfilter_output_scale0123); vout4x4567 = vmlaq_f32(vout4x4567, vf4x4567, vfilter_output_scale4567); vout4x89AB = vmlaq_f32(vout4x89AB, vf4x89AB, vfilter_output_scale89AB); vout4xCDEF = vmlaq_f32(vout4xCDEF, vf4xCDEF, vfilter_output_scaleCDEF); #endif const float32x4_t vf5x0123 = vcvtq_f32_s32(vacc5x0123); const float32x4_t vf5x4567 = vcvtq_f32_s32(vacc5x4567); const float32x4_t vf5x89AB = vcvtq_f32_s32(vacc5x89AB); const float32x4_t vf5xCDEF = vcvtq_f32_s32(vacc5xCDEF); #if XNN_ARCH_ARM64 vout5x0123 = vfmaq_f32(vout5x0123, vf5x0123, vfilter_output_scale0123); vout5x4567 = vfmaq_f32(vout5x4567, vf5x4567, vfilter_output_scale4567); vout5x89AB = vfmaq_f32(vout5x89AB, vf5x89AB, vfilter_output_scale89AB); vout5xCDEF = vfmaq_f32(vout5xCDEF, vf5xCDEF, vfilter_output_scaleCDEF); #else vout5x0123 = vmlaq_f32(vout5x0123, vf5x0123, vfilter_output_scale0123); vout5x4567 = vmlaq_f32(vout5x4567, vf5x4567, vfilter_output_scale4567); vout5x89AB = vmlaq_f32(vout5x89AB, vf5x89AB, vfilter_output_scale89AB); vout5xCDEF = vmlaq_f32(vout5xCDEF, vf5xCDEF, vfilter_output_scaleCDEF); #endif } const float32x4_t vinput_scale01 = vreinterpretq_f32_s32(vld1q_s32(&quantization_params[0].zero_point)); const float32x4_t vinput_scale23 = vreinterpretq_f32_s32(vld1q_s32(&quantization_params[2].zero_point)); const float32x4_t vinput_scale45 = vreinterpretq_f32_s32(vld1q_s32(&quantization_params[4].zero_point)); const float32x4_t vbias0123 = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0x0123 = vfmaq_lane_f32(vbias0123, vout0x0123, vget_low_f32(vinput_scale01), 1); vout1x0123 = vfmaq_lane_f32(vbias0123, vout1x0123, vget_high_f32(vinput_scale01), 1); vout2x0123 = vfmaq_lane_f32(vbias0123, vout2x0123, vget_low_f32(vinput_scale23), 1); vout3x0123 = vfmaq_lane_f32(vbias0123, vout3x0123, vget_high_f32(vinput_scale23), 1); vout4x0123 = vfmaq_lane_f32(vbias0123, vout4x0123, vget_low_f32(vinput_scale45), 1); vout5x0123 = vfmaq_lane_f32(vbias0123, vout5x0123, vget_high_f32(vinput_scale45), 1); #else vout0x0123 = vmlaq_lane_f32(vbias0123, vout0x0123, vget_low_f32(vinput_scale01), 1); vout1x0123 = vmlaq_lane_f32(vbias0123, vout1x0123, vget_high_f32(vinput_scale01), 1); vout2x0123 = vmlaq_lane_f32(vbias0123, vout2x0123, vget_low_f32(vinput_scale23), 1); vout3x0123 = vmlaq_lane_f32(vbias0123, vout3x0123, vget_high_f32(vinput_scale23), 1); vout4x0123 = vmlaq_lane_f32(vbias0123, vout4x0123, vget_low_f32(vinput_scale45), 1); vout5x0123 = vmlaq_lane_f32(vbias0123, vout5x0123, vget_high_f32(vinput_scale45), 1); #endif const float32x4_t vbias4567 = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0x4567 = vfmaq_lane_f32(vbias4567, vout0x4567, vget_low_f32(vinput_scale01), 1); vout1x4567 = vfmaq_lane_f32(vbias4567, vout1x4567, vget_high_f32(vinput_scale01), 1); vout2x4567 = vfmaq_lane_f32(vbias4567, vout2x4567, vget_low_f32(vinput_scale23), 1); vout3x4567 = vfmaq_lane_f32(vbias4567, vout3x4567, vget_high_f32(vinput_scale23), 1); vout4x4567 = vfmaq_lane_f32(vbias4567, vout4x4567, vget_low_f32(vinput_scale45), 1); vout5x4567 = vfmaq_lane_f32(vbias4567, vout5x4567, vget_high_f32(vinput_scale45), 1); #else vout0x4567 = vmlaq_lane_f32(vbias4567, vout0x4567, vget_low_f32(vinput_scale01), 1); vout1x4567 = vmlaq_lane_f32(vbias4567, vout1x4567, vget_high_f32(vinput_scale01), 1); vout2x4567 = vmlaq_lane_f32(vbias4567, vout2x4567, vget_low_f32(vinput_scale23), 1); vout3x4567 = vmlaq_lane_f32(vbias4567, vout3x4567, vget_high_f32(vinput_scale23), 1); vout4x4567 = vmlaq_lane_f32(vbias4567, vout4x4567, vget_low_f32(vinput_scale45), 1); vout5x4567 = vmlaq_lane_f32(vbias4567, vout5x4567, vget_high_f32(vinput_scale45), 1); #endif const float32x4_t vbias89AB = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0x89AB = vfmaq_lane_f32(vbias89AB, vout0x89AB, vget_low_f32(vinput_scale01), 1); vout1x89AB = vfmaq_lane_f32(vbias89AB, vout1x89AB, vget_high_f32(vinput_scale01), 1); vout2x89AB = vfmaq_lane_f32(vbias89AB, vout2x89AB, vget_low_f32(vinput_scale23), 1); vout3x89AB = vfmaq_lane_f32(vbias89AB, vout3x89AB, vget_high_f32(vinput_scale23), 1); vout4x89AB = vfmaq_lane_f32(vbias89AB, vout4x89AB, vget_low_f32(vinput_scale45), 1); vout5x89AB = vfmaq_lane_f32(vbias89AB, vout5x89AB, vget_high_f32(vinput_scale45), 1); #else vout0x89AB = vmlaq_lane_f32(vbias89AB, vout0x89AB, vget_low_f32(vinput_scale01), 1); vout1x89AB = vmlaq_lane_f32(vbias89AB, vout1x89AB, vget_high_f32(vinput_scale01), 1); vout2x89AB = vmlaq_lane_f32(vbias89AB, vout2x89AB, vget_low_f32(vinput_scale23), 1); vout3x89AB = vmlaq_lane_f32(vbias89AB, vout3x89AB, vget_high_f32(vinput_scale23), 1); vout4x89AB = vmlaq_lane_f32(vbias89AB, vout4x89AB, vget_low_f32(vinput_scale45), 1); vout5x89AB = vmlaq_lane_f32(vbias89AB, vout5x89AB, vget_high_f32(vinput_scale45), 1); #endif const float32x4_t vbiasCDEF = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0xCDEF = vfmaq_lane_f32(vbiasCDEF, vout0xCDEF, vget_low_f32(vinput_scale01), 1); vout1xCDEF = vfmaq_lane_f32(vbiasCDEF, vout1xCDEF, vget_high_f32(vinput_scale01), 1); vout2xCDEF = vfmaq_lane_f32(vbiasCDEF, vout2xCDEF, vget_low_f32(vinput_scale23), 1); vout3xCDEF = vfmaq_lane_f32(vbiasCDEF, vout3xCDEF, vget_high_f32(vinput_scale23), 1); vout4xCDEF = vfmaq_lane_f32(vbiasCDEF, vout4xCDEF, vget_low_f32(vinput_scale45), 1); vout5xCDEF = vfmaq_lane_f32(vbiasCDEF, vout5xCDEF, vget_high_f32(vinput_scale45), 1); #else vout0xCDEF = vmlaq_lane_f32(vbiasCDEF, vout0xCDEF, vget_low_f32(vinput_scale01), 1); vout1xCDEF = vmlaq_lane_f32(vbiasCDEF, vout1xCDEF, vget_high_f32(vinput_scale01), 1); vout2xCDEF = vmlaq_lane_f32(vbiasCDEF, vout2xCDEF, vget_low_f32(vinput_scale23), 1); vout3xCDEF = vmlaq_lane_f32(vbiasCDEF, vout3xCDEF, vget_high_f32(vinput_scale23), 1); vout4xCDEF = vmlaq_lane_f32(vbiasCDEF, vout4xCDEF, vget_low_f32(vinput_scale45), 1); vout5xCDEF = vmlaq_lane_f32(vbiasCDEF, vout5xCDEF, vget_high_f32(vinput_scale45), 1); #endif float16x8_t vfp16out0x01234567 = vcombine_f16(vcvt_f16_f32(vout0x0123), vcvt_f16_f32(vout0x4567)); float16x8_t vfp16out0x89ABCDEF = vcombine_f16(vcvt_f16_f32(vout0x89AB), vcvt_f16_f32(vout0xCDEF)); float16x8_t vfp16out1x01234567 = vcombine_f16(vcvt_f16_f32(vout1x0123), vcvt_f16_f32(vout1x4567)); float16x8_t vfp16out1x89ABCDEF = vcombine_f16(vcvt_f16_f32(vout1x89AB), vcvt_f16_f32(vout1xCDEF)); float16x8_t vfp16out2x01234567 = vcombine_f16(vcvt_f16_f32(vout2x0123), vcvt_f16_f32(vout2x4567)); float16x8_t vfp16out2x89ABCDEF = vcombine_f16(vcvt_f16_f32(vout2x89AB), vcvt_f16_f32(vout2xCDEF)); float16x8_t vfp16out3x01234567 = vcombine_f16(vcvt_f16_f32(vout3x0123), vcvt_f16_f32(vout3x4567)); float16x8_t vfp16out3x89ABCDEF = vcombine_f16(vcvt_f16_f32(vout3x89AB), vcvt_f16_f32(vout3xCDEF)); float16x8_t vfp16out4x01234567 = vcombine_f16(vcvt_f16_f32(vout4x0123), vcvt_f16_f32(vout4x4567)); float16x8_t vfp16out4x89ABCDEF = vcombine_f16(vcvt_f16_f32(vout4x89AB), vcvt_f16_f32(vout4xCDEF)); float16x8_t vfp16out5x01234567 = vcombine_f16(vcvt_f16_f32(vout5x0123), vcvt_f16_f32(vout5x4567)); float16x8_t vfp16out5x89ABCDEF = vcombine_f16(vcvt_f16_f32(vout5x89AB), vcvt_f16_f32(vout5xCDEF)); const float16x8_t voutput_min = vreinterpretq_f16_u16(vld1q_dup_u16((const uint16_t*) ¶ms->scalar.min)); vfp16out0x01234567 = vmaxq_f16(vfp16out0x01234567, voutput_min); vfp16out0x89ABCDEF = vmaxq_f16(vfp16out0x89ABCDEF, voutput_min); vfp16out1x01234567 = vmaxq_f16(vfp16out1x01234567, voutput_min); vfp16out1x89ABCDEF = vmaxq_f16(vfp16out1x89ABCDEF, voutput_min); vfp16out2x01234567 = vmaxq_f16(vfp16out2x01234567, voutput_min); vfp16out2x89ABCDEF = vmaxq_f16(vfp16out2x89ABCDEF, voutput_min); vfp16out3x01234567 = vmaxq_f16(vfp16out3x01234567, voutput_min); vfp16out3x89ABCDEF = vmaxq_f16(vfp16out3x89ABCDEF, voutput_min); vfp16out4x01234567 = vmaxq_f16(vfp16out4x01234567, voutput_min); vfp16out4x89ABCDEF = vmaxq_f16(vfp16out4x89ABCDEF, voutput_min); vfp16out5x01234567 = vmaxq_f16(vfp16out5x01234567, voutput_min); vfp16out5x89ABCDEF = vmaxq_f16(vfp16out5x89ABCDEF, voutput_min); const float16x8_t voutput_max = vreinterpretq_f16_u16(vld1q_dup_u16((const uint16_t*) ¶ms->scalar.max)); vfp16out0x01234567 = vminq_f16(vfp16out0x01234567, voutput_max); vfp16out0x89ABCDEF = vminq_f16(vfp16out0x89ABCDEF, voutput_max); vfp16out1x01234567 = vminq_f16(vfp16out1x01234567, voutput_max); vfp16out1x89ABCDEF = vminq_f16(vfp16out1x89ABCDEF, voutput_max); vfp16out2x01234567 = vminq_f16(vfp16out2x01234567, voutput_max); vfp16out2x89ABCDEF = vminq_f16(vfp16out2x89ABCDEF, voutput_max); vfp16out3x01234567 = vminq_f16(vfp16out3x01234567, voutput_max); vfp16out3x89ABCDEF = vminq_f16(vfp16out3x89ABCDEF, voutput_max); vfp16out4x01234567 = vminq_f16(vfp16out4x01234567, voutput_max); vfp16out4x89ABCDEF = vminq_f16(vfp16out4x89ABCDEF, voutput_max); vfp16out5x01234567 = vminq_f16(vfp16out5x01234567, voutput_max); vfp16out5x89ABCDEF = vminq_f16(vfp16out5x89ABCDEF, voutput_max); if XNN_LIKELY(nc >= 16) { vst1q_u16(c0, vreinterpretq_u16_f16(vfp16out0x01234567)); vst1q_u16(c0 + 8, vreinterpretq_u16_f16(vfp16out0x89ABCDEF)); vst1q_u16(c1, vreinterpretq_u16_f16(vfp16out1x01234567)); vst1q_u16(c1 + 8, vreinterpretq_u16_f16(vfp16out1x89ABCDEF)); vst1q_u16(c2, vreinterpretq_u16_f16(vfp16out2x01234567)); vst1q_u16(c2 + 8, vreinterpretq_u16_f16(vfp16out2x89ABCDEF)); vst1q_u16(c3, vreinterpretq_u16_f16(vfp16out3x01234567)); vst1q_u16(c3 + 8, vreinterpretq_u16_f16(vfp16out3x89ABCDEF)); vst1q_u16(c4, vreinterpretq_u16_f16(vfp16out4x01234567)); vst1q_u16(c4 + 8, vreinterpretq_u16_f16(vfp16out4x89ABCDEF)); vst1q_u16(c5, vreinterpretq_u16_f16(vfp16out5x01234567)); vst1q_u16(c5 + 8, vreinterpretq_u16_f16(vfp16out5x89ABCDEF)); a0 = (const int8_t*) ((uintptr_t) a0 - kc); a1 = (const int8_t*) ((uintptr_t) a1 - kc); a2 = (const int8_t*) ((uintptr_t) a2 - kc); a3 = (const int8_t*) ((uintptr_t) a3 - kc); a4 = (const int8_t*) ((uintptr_t) a4 - kc); a5 = (const int8_t*) ((uintptr_t) a5 - kc); c0 = (uint16_t*) ((uintptr_t) c0 + cn_stride); c1 = (uint16_t*) ((uintptr_t) c1 + cn_stride); c2 = (uint16_t*) ((uintptr_t) c2 + cn_stride); c3 = (uint16_t*) ((uintptr_t) c3 + cn_stride); c4 = (uint16_t*) ((uintptr_t) c4 + cn_stride); c5 = (uint16_t*) ((uintptr_t) c5 + cn_stride); nc -= 16; } else { if (nc & 8) { vst1q_u16(c0, vreinterpretq_u16_f16(vfp16out0x01234567)); c0 += 8; vfp16out0x01234567 = vfp16out0x89ABCDEF; vst1q_u16(c1, vreinterpretq_u16_f16(vfp16out1x01234567)); c1 += 8; vfp16out1x01234567 = vfp16out1x89ABCDEF; vst1q_u16(c2, vreinterpretq_u16_f16(vfp16out2x01234567)); c2 += 8; vfp16out2x01234567 = vfp16out2x89ABCDEF; vst1q_u16(c3, vreinterpretq_u16_f16(vfp16out3x01234567)); c3 += 8; vfp16out3x01234567 = vfp16out3x89ABCDEF; vst1q_u16(c4, vreinterpretq_u16_f16(vfp16out4x01234567)); c4 += 8; vfp16out4x01234567 = vfp16out4x89ABCDEF; vst1q_u16(c5, vreinterpretq_u16_f16(vfp16out5x01234567)); c5 += 8; vfp16out5x01234567 = vfp16out5x89ABCDEF; } float16x4_t vfp16out0x0123 = vget_low_f16(vfp16out0x01234567); float16x4_t vfp16out1x0123 = vget_low_f16(vfp16out1x01234567); float16x4_t vfp16out2x0123 = vget_low_f16(vfp16out2x01234567); float16x4_t vfp16out3x0123 = vget_low_f16(vfp16out3x01234567); float16x4_t vfp16out4x0123 = vget_low_f16(vfp16out4x01234567); float16x4_t vfp16out5x0123 = vget_low_f16(vfp16out5x01234567); if (nc & 4) { vst1_u16(c0, vreinterpret_u16_f16(vfp16out0x0123)); c0 += 4; vst1_u16(c1, vreinterpret_u16_f16(vfp16out1x0123)); c1 += 4; vst1_u16(c2, vreinterpret_u16_f16(vfp16out2x0123)); c2 += 4; vst1_u16(c3, vreinterpret_u16_f16(vfp16out3x0123)); c3 += 4; vst1_u16(c4, vreinterpret_u16_f16(vfp16out4x0123)); c4 += 4; vst1_u16(c5, vreinterpret_u16_f16(vfp16out5x0123)); c5 += 4; vfp16out0x0123 = vget_high_f16(vfp16out0x01234567); vfp16out1x0123 = vget_high_f16(vfp16out1x01234567); vfp16out2x0123 = vget_high_f16(vfp16out2x01234567); vfp16out3x0123 = vget_high_f16(vfp16out3x01234567); vfp16out4x0123 = vget_high_f16(vfp16out4x01234567); vfp16out5x0123 = vget_high_f16(vfp16out5x01234567); } if (nc & 2) { vst1_lane_u32((void*) c0, vreinterpret_u32_f16(vfp16out0x0123), 0); c0 += 2; vst1_lane_u32((void*) c1, vreinterpret_u32_f16(vfp16out1x0123), 0); c1 += 2; vst1_lane_u32((void*) c2, vreinterpret_u32_f16(vfp16out2x0123), 0); c2 += 2; vst1_lane_u32((void*) c3, vreinterpret_u32_f16(vfp16out3x0123), 0); c3 += 2; vst1_lane_u32((void*) c4, vreinterpret_u32_f16(vfp16out4x0123), 0); c4 += 2; vst1_lane_u32((void*) c5, vreinterpret_u32_f16(vfp16out5x0123), 0); c5 += 2; vfp16out0x0123 = vext_f16(vfp16out0x0123, vfp16out0x0123, 2); vfp16out1x0123 = vext_f16(vfp16out1x0123, vfp16out1x0123, 2); vfp16out2x0123 = vext_f16(vfp16out2x0123, vfp16out2x0123, 2); vfp16out3x0123 = vext_f16(vfp16out3x0123, vfp16out3x0123, 2); vfp16out4x0123 = vext_f16(vfp16out4x0123, vfp16out4x0123, 2); vfp16out5x0123 = vext_f16(vfp16out5x0123, vfp16out5x0123, 2); } if (nc & 1) { vst1_lane_u16(c0, vreinterpret_u16_f16(vfp16out0x0123), 0); vst1_lane_u16(c1, vreinterpret_u16_f16(vfp16out1x0123), 0); vst1_lane_u16(c2, vreinterpret_u16_f16(vfp16out2x0123), 0); vst1_lane_u16(c3, vreinterpret_u16_f16(vfp16out3x0123), 0); vst1_lane_u16(c4, vreinterpret_u16_f16(vfp16out4x0123), 0); vst1_lane_u16(c5, vreinterpret_u16_f16(vfp16out5x0123), 0); } nc = 0; } } while (nc != 0); }