// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neondot.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/gemm.h" #include "xnnpack/math.h" void xnn_qd8_f32_qc8w_gemm_minmax_ukernel_5x8c4__neondot( 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 <= 5); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; float* c0 = c; const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride); float* c1 = (float*) ((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); float* c2 = (float*) ((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); float* c3 = (float*) ((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); float* c4 = (float*) ((uintptr_t) c3 + cm_stride); if XNN_UNPREDICTABLE(mr <= 4) { a4 = a3; c4 = c3; } // Loop over groups of 8 columns. do { // Initialize accumulators with bias. 8 bias values are loaded from the // weight matrix, at the start of the group of 8 columns. const int32x4_t vinput_zero_point01 = vld1q_s32(&quantization_params[0].zero_point); const int32x4_t vksum0123 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vacc0x0123 = vmulq_lane_s32(vksum0123, vget_low_s32(vinput_zero_point01), 0); int32x4_t vacc1x0123 = vmulq_lane_s32(vksum0123, vget_high_s32(vinput_zero_point01), 0); const int32x4_t vksum4567 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vacc0x4567 = vmulq_lane_s32(vksum4567, vget_low_s32(vinput_zero_point01), 0); int32x4_t vacc1x4567 = vmulq_lane_s32(vksum4567, vget_high_s32(vinput_zero_point01), 0); const int32x4_t vinput_zero_point23 = vld1q_s32(&quantization_params[2].zero_point); int32x4_t vacc2x0123 = vmulq_lane_s32(vksum0123, vget_low_s32(vinput_zero_point23), 0); int32x4_t vacc3x0123 = vmulq_lane_s32(vksum0123, vget_high_s32(vinput_zero_point23), 0); int32x4_t vacc2x4567 = vmulq_lane_s32(vksum4567, vget_low_s32(vinput_zero_point23), 0); int32x4_t vacc3x4567 = vmulq_lane_s32(vksum4567, vget_high_s32(vinput_zero_point23), 0); const int32x4_t vinput_zero_point4 = vld1q_dup_s32(&quantization_params[4].zero_point); int32x4_t vacc4x0123 = vmulq_s32(vksum0123, vinput_zero_point4); int32x4_t vacc4x4567 = vmulq_s32(vksum4567, vinput_zero_point4); // Inner accumulation loop along the 8 columns. size_t k = kc; // 2x partial unrolled loop to load 8 bytes at a time. while (k >= 8 * sizeof(int8_t)) { // Load a 5x8 block of activations. const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8; const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 8; const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 8; const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 8; const int8x8_t va4x01234567 = vld1_s8(a4); a4 += 8; // Load a 8x8 block of weights. const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; // Multiply-accumulate: 5x8 * 8x8 --> 5x8. vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0); vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0); vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0); vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0); vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0); vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0); vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0); vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb0123x0123, va4x01234567, 0); vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb0123x4567, va4x01234567, 0); vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1); vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb4567x0123, va1x01234567, 1); vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb4567x4567, va1x01234567, 1); vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb4567x0123, va2x01234567, 1); vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb4567x4567, va2x01234567, 1); vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb4567x0123, va3x01234567, 1); vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb4567x4567, va3x01234567, 1); vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb4567x0123, va4x01234567, 1); vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb4567x4567, va4x01234567, 1); k -= 8 * sizeof(int8_t); } // Handle up to 4 final positions of `k` if XNN_UNLIKELY(k != 0) { // Load a 5x4 block of activations. const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4; const int8x8_t va1x01234567 = vld1_s8(a1); a1 += 4; const int8x8_t va2x01234567 = vld1_s8(a2); a2 += 4; const int8x8_t va3x01234567 = vld1_s8(a3); a3 += 4; const int8x8_t va4x01234567 = vld1_s8(a4); a4 += 4; // Load a 4x8 block of weights. const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; // Multiply-accumulate: 5x4 * 4x8 --> 5x8. vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0); vacc1x0123 = vdotq_lane_s32(vacc1x0123, vb0123x0123, va1x01234567, 0); vacc1x4567 = vdotq_lane_s32(vacc1x4567, vb0123x4567, va1x01234567, 0); vacc2x0123 = vdotq_lane_s32(vacc2x0123, vb0123x0123, va2x01234567, 0); vacc2x4567 = vdotq_lane_s32(vacc2x4567, vb0123x4567, va2x01234567, 0); vacc3x0123 = vdotq_lane_s32(vacc3x0123, vb0123x0123, va3x01234567, 0); vacc3x4567 = vdotq_lane_s32(vacc3x4567, vb0123x4567, va3x01234567, 0); vacc4x0123 = vdotq_lane_s32(vacc4x0123, vb0123x0123, va4x01234567, 0); vacc4x4567 = vdotq_lane_s32(vacc4x4567, vb0123x4567, va4x01234567, 0); } float32x4_t vout0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vout0x4567 = vcvtq_f32_s32(vacc0x4567); float32x4_t vout1x0123 = vcvtq_f32_s32(vacc1x0123); float32x4_t vout1x4567 = vcvtq_f32_s32(vacc1x4567); float32x4_t vout2x0123 = vcvtq_f32_s32(vacc2x0123); float32x4_t vout2x4567 = vcvtq_f32_s32(vacc2x4567); float32x4_t vout3x0123 = vcvtq_f32_s32(vacc3x0123); float32x4_t vout3x4567 = vcvtq_f32_s32(vacc3x4567); float32x4_t vout4x0123 = vcvtq_f32_s32(vacc4x0123); float32x4_t vout4x4567 = vcvtq_f32_s32(vacc4x4567); const float32x4_t vinput_scale01 = vreinterpretq_f32_s32(vld1q_s32(&quantization_params[0].zero_point)); vout0x0123 = vmulq_lane_f32(vout0x0123, vget_low_f32(vinput_scale01), 1); vout1x0123 = vmulq_lane_f32(vout1x0123, vget_high_f32(vinput_scale01), 1); vout0x4567 = vmulq_lane_f32(vout0x4567, vget_low_f32(vinput_scale01), 1); vout1x4567 = vmulq_lane_f32(vout1x4567, vget_high_f32(vinput_scale01), 1); const float32x4_t vinput_scale23 = vreinterpretq_f32_s32(vld1q_s32(&quantization_params[2].zero_point)); vout2x0123 = vmulq_lane_f32(vout2x0123, vget_low_f32(vinput_scale23), 1); vout3x0123 = vmulq_lane_f32(vout3x0123, vget_high_f32(vinput_scale23), 1); vout2x4567 = vmulq_lane_f32(vout2x4567, vget_low_f32(vinput_scale23), 1); vout3x4567 = vmulq_lane_f32(vout3x4567, vget_high_f32(vinput_scale23), 1); const float32x4_t vinput_scale4 = vld1q_dup_f32(&quantization_params[4].inv_scale); vout4x0123 = vmulq_f32(vout4x0123, vinput_scale4); vout4x4567 = vmulq_f32(vout4x4567, vinput_scale4); 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 vbias0123 = vld1q_f32(w); w = (const float*) w + 4; #if XNN_ARCH_ARM64 vout0x0123 = vfmaq_f32(vbias0123, vout0x0123, vfilter_output_scale0123); vout1x0123 = vfmaq_f32(vbias0123, vout1x0123, vfilter_output_scale0123); vout2x0123 = vfmaq_f32(vbias0123, vout2x0123, vfilter_output_scale0123); vout3x0123 = vfmaq_f32(vbias0123, vout3x0123, vfilter_output_scale0123); vout4x0123 = vfmaq_f32(vbias0123, vout4x0123, vfilter_output_scale0123); #else vout0x0123 = vmlaq_f32(vbias0123, vout0x0123, vfilter_output_scale0123); vout1x0123 = vmlaq_f32(vbias0123, vout1x0123, vfilter_output_scale0123); vout2x0123 = vmlaq_f32(vbias0123, vout2x0123, vfilter_output_scale0123); vout3x0123 = vmlaq_f32(vbias0123, vout3x0123, vfilter_output_scale0123); vout4x0123 = vmlaq_f32(vbias0123, vout4x0123, 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); vout1x4567 = vfmaq_f32(vbias4567, vout1x4567, vfilter_output_scale4567); vout2x4567 = vfmaq_f32(vbias4567, vout2x4567, vfilter_output_scale4567); vout3x4567 = vfmaq_f32(vbias4567, vout3x4567, vfilter_output_scale4567); vout4x4567 = vfmaq_f32(vbias4567, vout4x4567, vfilter_output_scale4567); #else vout0x4567 = vmlaq_f32(vbias4567, vout0x4567, vfilter_output_scale4567); vout1x4567 = vmlaq_f32(vbias4567, vout1x4567, vfilter_output_scale4567); vout2x4567 = vmlaq_f32(vbias4567, vout2x4567, vfilter_output_scale4567); vout3x4567 = vmlaq_f32(vbias4567, vout3x4567, vfilter_output_scale4567); vout4x4567 = vmlaq_f32(vbias4567, vout4x4567, vfilter_output_scale4567); #endif const float32x4_t voutput_min = vld1q_dup_f32(¶ms->scalar.min); vout0x0123 = vmaxq_f32(vout0x0123, voutput_min); vout0x4567 = vmaxq_f32(vout0x4567, voutput_min); vout1x0123 = vmaxq_f32(vout1x0123, voutput_min); vout1x4567 = vmaxq_f32(vout1x4567, voutput_min); vout2x0123 = vmaxq_f32(vout2x0123, voutput_min); vout2x4567 = vmaxq_f32(vout2x4567, voutput_min); vout3x0123 = vmaxq_f32(vout3x0123, voutput_min); vout3x4567 = vmaxq_f32(vout3x4567, voutput_min); vout4x0123 = vmaxq_f32(vout4x0123, voutput_min); vout4x4567 = vmaxq_f32(vout4x4567, 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); vout1x0123 = vminq_f32(vout1x0123, voutput_max); vout1x4567 = vminq_f32(vout1x4567, voutput_max); vout2x0123 = vminq_f32(vout2x0123, voutput_max); vout2x4567 = vminq_f32(vout2x4567, voutput_max); vout3x0123 = vminq_f32(vout3x0123, voutput_max); vout3x4567 = vminq_f32(vout3x4567, voutput_max); vout4x0123 = vminq_f32(vout4x0123, voutput_max); vout4x4567 = vminq_f32(vout4x4567, voutput_max); if XNN_LIKELY(nc >= 8) { vst1q_f32(c0, vout0x0123); vst1q_f32(c0 + 4, vout0x4567); vst1q_f32(c1, vout1x0123); vst1q_f32(c1 + 4, vout1x4567); vst1q_f32(c2, vout2x0123); vst1q_f32(c2 + 4, vout2x4567); vst1q_f32(c3, vout3x0123); vst1q_f32(c3 + 4, vout3x4567); vst1q_f32(c4, vout4x0123); vst1q_f32(c4 + 4, vout4x4567); 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); c0 = (float*) ((uintptr_t) c0 + cn_stride); c1 = (float*) ((uintptr_t) c1 + cn_stride); c2 = (float*) ((uintptr_t) c2 + cn_stride); c3 = (float*) ((uintptr_t) c3 + cn_stride); c4 = (float*) ((uintptr_t) c4 + cn_stride); nc -= 8; } else { if (nc & 4) { vst1q_f32(c0, vout0x0123); c0 += 4; vout0x0123 = vout0x4567; vst1q_f32(c1, vout1x0123); c1 += 4; vout1x0123 = vout1x4567; vst1q_f32(c2, vout2x0123); c2 += 4; vout2x0123 = vout2x4567; vst1q_f32(c3, vout3x0123); c3 += 4; vout3x0123 = vout3x4567; vst1q_f32(c4, vout4x0123); c4 += 4; vout4x0123 = vout4x4567; } float32x2_t vout0x01 = vget_low_f32(vout0x0123); float32x2_t vout1x01 = vget_low_f32(vout1x0123); float32x2_t vout2x01 = vget_low_f32(vout2x0123); float32x2_t vout3x01 = vget_low_f32(vout3x0123); float32x2_t vout4x01 = vget_low_f32(vout4x0123); if (nc & 2) { vst1_f32(c0, vout0x01); c0 += 2; vst1_f32(c1, vout1x01); c1 += 2; vst1_f32(c2, vout2x01); c2 += 2; vst1_f32(c3, vout3x01); c3 += 2; vst1_f32(c4, vout4x01); c4 += 2; vout0x01 = vget_high_f32(vout0x0123); vout1x01 = vget_high_f32(vout1x0123); vout2x01 = vget_high_f32(vout2x0123); vout3x01 = vget_high_f32(vout3x0123); vout4x01 = vget_high_f32(vout4x0123); } if (nc & 1) { vst1_lane_f32(c0, vout0x01, 0); vst1_lane_f32(c1, vout1x01, 0); vst1_lane_f32(c2, vout2x01, 0); vst1_lane_f32(c3, vout3x01, 0); vst1_lane_f32(c4, vout4x01, 0); } nc = 0; } } while (nc != 0); }