// 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/prefetch.h" void xnn_qd8_f32_qc8w_gemm_minmax_ukernel_1x16__neon_mlal_lane_prfm( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_f32_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 <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; float* c0 = c; do { int32x4_t vksum0123 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vksum4567 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vksum89AB = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vksumCDEF = vld1q_s32(w); w = (const int32_t*) w + 4; const int32x4_t vzp0 = vld1q_dup_s32(&quantization_params[0].zero_point); int32x4_t vacc0x0123 = vmulq_s32(vksum0123, vzp0); int32x4_t vacc0x4567 = vmulq_s32(vksum4567, vzp0); int32x4_t vacc0x89AB = vmulq_s32(vksum89AB, vzp0); int32x4_t vacc0xCDEF = vmulq_s32(vksumCDEF, vzp0); size_t k = kc; 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 vb01234567c0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c1 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c2 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c3 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c4 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c5 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c6 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01234567c7 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc7 = vld1_s8(w); w = (const int8_t*) w + 8; 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); xnn_prefetch_to_l1((const int8_t*) w + 448); xnn_prefetch_to_l1((const int8_t*) w + 512); 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); 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); 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); 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); 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); 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); 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); 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); 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); 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); 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 vb01234567c0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc0 = vld1_s8(w); w = (const int8_t*) w + 8; 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); if (k >= 2 * sizeof(int8_t)) { const int8x8_t vb01234567c1 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc1 = vld1_s8(w); w = (const int8_t*) w + 8; 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); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb01234567c2 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc2 = vld1_s8(w); w = (const int8_t*) w + 8; 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); if (k >= 4 * sizeof(int8_t)) { const int8x8_t vb01234567c3 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc3 = vld1_s8(w); w = (const int8_t*) w + 8; 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); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb01234567c4 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc4 = vld1_s8(w); w = (const int8_t*) w + 8; 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); if (k >= 6 * sizeof(int8_t)) { const int8x8_t vb01234567c5 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb89ABCDEFc5 = vld1_s8(w); w = (const int8_t*) w + 8; 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); if (k > 6 * sizeof(int8_t)) { const int8x8_t vb01234567c6 = vld1_s8(w); w = (const int8_t*) w + 8; const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6); const int8x8_t vb89ABCDEFc6 = vld1_s8(w); w = (const int8_t*) w + 8; const int16x8_t vxb89ABCDEFc6 = vmovl_s8(vb89ABCDEFc6); 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); 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); } } } } } } } float32x4_t vout0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vout0x4567 = vcvtq_f32_s32(vacc0x4567); float32x4_t vout0x89AB = vcvtq_f32_s32(vacc0x89AB); float32x4_t vout0xCDEF = vcvtq_f32_s32(vacc0xCDEF); const float32x4_t vinput_scale0 = vld1q_dup_f32(&quantization_params[0].inv_scale); vout0x0123 = vmulq_f32(vout0x0123, vinput_scale0); vout0x4567 = vmulq_f32(vout0x4567, vinput_scale0); vout0x89AB = vmulq_f32(vout0x89AB, vinput_scale0); vout0xCDEF = vmulq_f32(vout0xCDEF, vinput_scale0); const float32x4_t vfilter_output_scale0123 = vld1q_f32(w); w = (const float*) w + 4; const float32x4_t vfilter_output_scale4567 = vld1q_f32(w); w = (const float*) w + 4; const float32x4_t vfilter_output_scale89AB = vld1q_f32(w); w = (const float*) w + 4; const float32x4_t vfilter_output_scaleCDEF = vld1q_f32(w); w = (const float*) w + 4; const float32x4_t vbias0123 = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0x0123 = vfmaq_f32(vbias0123, vout0x0123, vfilter_output_scale0123); #else vout0x0123 = vmlaq_f32(vbias0123, vout0x0123, vfilter_output_scale0123); #endif const float32x4_t vbias4567 = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0x4567 = vfmaq_f32(vbias4567, vout0x4567, vfilter_output_scale4567); #else vout0x4567 = vmlaq_f32(vbias4567, vout0x4567, vfilter_output_scale4567); #endif const float32x4_t vbias89AB = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0x89AB = vfmaq_f32(vbias89AB, vout0x89AB, vfilter_output_scale89AB); #else vout0x89AB = vmlaq_f32(vbias89AB, vout0x89AB, vfilter_output_scale89AB); #endif const float32x4_t vbiasCDEF = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0xCDEF = vfmaq_f32(vbiasCDEF, vout0xCDEF, vfilter_output_scaleCDEF); #else vout0xCDEF = vmlaq_f32(vbiasCDEF, vout0xCDEF, vfilter_output_scaleCDEF); #endif const float32x4_t voutput_min = vld1q_dup_f32(¶ms->scalar.min); vout0x0123 = vmaxq_f32(vout0x0123, voutput_min); vout0x4567 = vmaxq_f32(vout0x4567, voutput_min); vout0x89AB = vmaxq_f32(vout0x89AB, voutput_min); vout0xCDEF = vmaxq_f32(vout0xCDEF, voutput_min); const float32x4_t voutput_max = vld1q_dup_f32(¶ms->scalar.max); vout0x0123 = vminq_f32(vout0x0123, voutput_max); vout0x4567 = vminq_f32(vout0x4567, voutput_max); vout0x89AB = vminq_f32(vout0x89AB, voutput_max); vout0xCDEF = vminq_f32(vout0xCDEF, voutput_max); if XNN_LIKELY(nc >= 16) { vst1q_f32(&c0[0], vout0x0123); vst1q_f32(&c0[4], vout0x4567); vst1q_f32(&c0[8], vout0x89AB); vst1q_f32(&c0[12], vout0xCDEF); a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (float*) ((uintptr_t) c0 + cn_stride); nc -= 16; } else { if (nc & 8) { vst1q_f32(c0, vout0x0123); c0 += 4; vout0x0123 = vout0x89AB; vst1q_f32(c0, vout0x4567); c0 += 4; vout0x4567 = vout0xCDEF; } if (nc & 4) { vst1q_f32(c0, vout0x0123); c0 += 4; vout0x0123 = vout0x4567; } float32x2_t vout0x01 = vget_low_f32(vout0x0123); if (nc & 2) { vst1_f32(c0, vout0x01); c0 += 2; vout0x01 = vget_high_f32(vout0x0123); } if (nc & 1) { vst1_lane_f32(c0, vout0x01, 0); } nc = 0; } } while (nc != 0); }