// Auto-generated file. Do not edit! // Template: src/f32-spmm/neon.c.in // Generator: tools/xngen // // Copyright 2019 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/prefetch.h" #include "xnnpack/spmm.h" void xnn_f32_spmm_minmax_ukernel_32x1__neonfma_x2( size_t mc, size_t nc, const float* input, const float* weights, const int32_t* widx_dmap, const uint32_t* nidx_nnzmap, float* output, size_t output_stride, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mc != 0); assert(mc % sizeof(float) == 0); assert(nc != 0); #if XNN_ARCH_ARM64 const float32x4x2_t vminmax = vld2q_dup_f32(¶ms->scalar.min); const float32x4_t vmin = vminmax.val[0]; const float32x4_t vmax = vminmax.val[1]; #else const float32x2x2_t vminmax = vld2_dup_f32(¶ms->scalar.min); const float32x4_t vmin = vcombine_f32(vminmax.val[0], vminmax.val[0]); const float32x4_t vmax = vcombine_f32(vminmax.val[1], vminmax.val[1]); #endif size_t output_decrement = output_stride * nc - 32 * sizeof(float); while XNN_LIKELY(mc >= 32 * sizeof(float)) { const float* w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; float32x4_t vacc0123x0 = vld1q_dup_f32(w); w += 1; float32x4_t vacc0123x1 = vmovq_n_f32(0.0f); float32x4_t vacc4567x0 = vacc0123x0; float32x4_t vacc4567x1 = vmovq_n_f32(0.0f); float32x4_t vacc89ABx0 = vacc0123x0; float32x4_t vacc89ABx1 = vmovq_n_f32(0.0f); float32x4_t vaccCDEFx0 = vacc0123x0; float32x4_t vaccCDEFx1 = vmovq_n_f32(0.0f); float32x4_t vaccGHIJx0 = vacc0123x0; float32x4_t vaccGHIJx1 = vmovq_n_f32(0.0f); float32x4_t vaccKLMNx0 = vacc0123x0; float32x4_t vaccKLMNx1 = vmovq_n_f32(0.0f); float32x4_t vaccOPQRx0 = vacc0123x0; float32x4_t vaccOPQRx1 = vmovq_n_f32(0.0f); float32x4_t vaccSTUVx0 = vacc0123x0; float32x4_t vaccSTUVx1 = vmovq_n_f32(0.0f); for (; nnz >= 2; nnz -= 2) { const intptr_t diff0 = dmap[0]; const intptr_t diff1 = dmap[1]; dmap += 2; const float32x4_t vi0123x0 = vld1q_f32(input); const float32x4_t vi4567x0 = vld1q_f32(input + 4); const float32x4_t vi89ABx0 = vld1q_f32(input + 8); const float32x4_t viCDEFx0 = vld1q_f32(input + 12); const float32x4_t viGHIJx0 = vld1q_f32(input + 16); const float32x4_t viKLMNx0 = vld1q_f32(input + 20); const float32x4_t viOPQRx0 = vld1q_f32(input + 24); const float32x4_t viSTUVx0 = vld1q_f32(input + 28); input = (const float*) ((uintptr_t) input + (uintptr_t) diff0); xnn_prefetch_to_l1(input + 16); xnn_prefetch_to_l1(input + 32); const float32x4_t vw0 = vld1q_dup_f32(w); w += 1; xnn_prefetch_to_l1(w + 32); vacc0123x0 = vfmaq_f32(vacc0123x0, vi0123x0, vw0); vacc4567x0 = vfmaq_f32(vacc4567x0, vi4567x0, vw0); vacc89ABx0 = vfmaq_f32(vacc89ABx0, vi89ABx0, vw0); vaccCDEFx0 = vfmaq_f32(vaccCDEFx0, viCDEFx0, vw0); vaccGHIJx0 = vfmaq_f32(vaccGHIJx0, viGHIJx0, vw0); vaccKLMNx0 = vfmaq_f32(vaccKLMNx0, viKLMNx0, vw0); vaccOPQRx0 = vfmaq_f32(vaccOPQRx0, viOPQRx0, vw0); vaccSTUVx0 = vfmaq_f32(vaccSTUVx0, viSTUVx0, vw0); const float32x4_t vi0123x1 = vld1q_f32(input); const float32x4_t vi4567x1 = vld1q_f32(input + 4); const float32x4_t vi89ABx1 = vld1q_f32(input + 8); const float32x4_t viCDEFx1 = vld1q_f32(input + 12); const float32x4_t viGHIJx1 = vld1q_f32(input + 16); const float32x4_t viKLMNx1 = vld1q_f32(input + 20); const float32x4_t viOPQRx1 = vld1q_f32(input + 24); const float32x4_t viSTUVx1 = vld1q_f32(input + 28); input = (const float*) ((uintptr_t) input + (uintptr_t) diff1); xnn_prefetch_to_l1(input + 16); xnn_prefetch_to_l1(input + 32); const float32x4_t vw1 = vld1q_dup_f32(w); w += 1; xnn_prefetch_to_l1(w + 32); vacc0123x1 = vfmaq_f32(vacc0123x1, vi0123x1, vw1); vacc4567x1 = vfmaq_f32(vacc4567x1, vi4567x1, vw1); vacc89ABx1 = vfmaq_f32(vacc89ABx1, vi89ABx1, vw1); vaccCDEFx1 = vfmaq_f32(vaccCDEFx1, viCDEFx1, vw1); vaccGHIJx1 = vfmaq_f32(vaccGHIJx1, viGHIJx1, vw1); vaccKLMNx1 = vfmaq_f32(vaccKLMNx1, viKLMNx1, vw1); vaccOPQRx1 = vfmaq_f32(vaccOPQRx1, viOPQRx1, vw1); vaccSTUVx1 = vfmaq_f32(vaccSTUVx1, viSTUVx1, vw1); } float32x4_t vacc0123 = vacc0123x0; float32x4_t vacc4567 = vacc4567x0; float32x4_t vacc89AB = vacc89ABx0; float32x4_t vaccCDEF = vaccCDEFx0; float32x4_t vaccGHIJ = vaccGHIJx0; float32x4_t vaccKLMN = vaccKLMNx0; float32x4_t vaccOPQR = vaccOPQRx0; float32x4_t vaccSTUV = vaccSTUVx0; vacc0123 = vaddq_f32(vacc0123, vacc0123x1); vacc4567 = vaddq_f32(vacc4567, vacc4567x1); vacc89AB = vaddq_f32(vacc89AB, vacc89ABx1); vaccCDEF = vaddq_f32(vaccCDEF, vaccCDEFx1); vaccGHIJ = vaddq_f32(vaccGHIJ, vaccGHIJx1); vaccKLMN = vaddq_f32(vaccKLMN, vaccKLMNx1); vaccOPQR = vaddq_f32(vaccOPQR, vaccOPQRx1); vaccSTUV = vaddq_f32(vaccSTUV, vaccSTUVx1); if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; const float32x4_t vi0123 = vld1q_f32(input); const float32x4_t vi4567 = vld1q_f32(input + 4); const float32x4_t vi89AB = vld1q_f32(input + 8); const float32x4_t viCDEF = vld1q_f32(input + 12); const float32x4_t viGHIJ = vld1q_f32(input + 16); const float32x4_t viKLMN = vld1q_f32(input + 20); const float32x4_t viOPQR = vld1q_f32(input + 24); const float32x4_t viSTUV = vld1q_f32(input + 28); input = (const float*) ((uintptr_t) input + (uintptr_t) diff); xnn_prefetch_to_l1(input + 16); xnn_prefetch_to_l1(input + 32); const float32x4_t vw = vld1q_dup_f32(w); w += 1; xnn_prefetch_to_l1(w + 32); vacc0123 = vfmaq_f32(vacc0123, vi0123, vw); vacc4567 = vfmaq_f32(vacc4567, vi4567, vw); vacc89AB = vfmaq_f32(vacc89AB, vi89AB, vw); vaccCDEF = vfmaq_f32(vaccCDEF, viCDEF, vw); vaccGHIJ = vfmaq_f32(vaccGHIJ, viGHIJ, vw); vaccKLMN = vfmaq_f32(vaccKLMN, viKLMN, vw); vaccOPQR = vfmaq_f32(vaccOPQR, viOPQR, vw); vaccSTUV = vfmaq_f32(vaccSTUV, viSTUV, vw); } while (--nnz != 0); } float32x4_t vout0123 = vminq_f32(vacc0123, vmax); float32x4_t vout4567 = vminq_f32(vacc4567, vmax); float32x4_t vout89AB = vminq_f32(vacc89AB, vmax); float32x4_t voutCDEF = vminq_f32(vaccCDEF, vmax); float32x4_t voutGHIJ = vminq_f32(vaccGHIJ, vmax); float32x4_t voutKLMN = vminq_f32(vaccKLMN, vmax); float32x4_t voutOPQR = vminq_f32(vaccOPQR, vmax); float32x4_t voutSTUV = vminq_f32(vaccSTUV, vmax); vout0123 = vmaxq_f32(vout0123, vmin); vout4567 = vmaxq_f32(vout4567, vmin); vout89AB = vmaxq_f32(vout89AB, vmin); voutCDEF = vmaxq_f32(voutCDEF, vmin); voutGHIJ = vmaxq_f32(voutGHIJ, vmin); voutKLMN = vmaxq_f32(voutKLMN, vmin); voutOPQR = vmaxq_f32(voutOPQR, vmin); voutSTUV = vmaxq_f32(voutSTUV, vmin); vst1q_f32(output, vout0123); vst1q_f32(output + 4, vout4567); vst1q_f32(output + 8, vout89AB); vst1q_f32(output + 12, voutCDEF); vst1q_f32(output + 16, voutGHIJ); vst1q_f32(output + 20, voutKLMN); vst1q_f32(output + 24, voutOPQR); vst1q_f32(output + 28, voutSTUV); output = (float*) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*) ((uintptr_t) output - output_decrement); input += 32; mc -= 32 * sizeof(float); } if XNN_UNLIKELY(mc != 0) { output_decrement += 16 * sizeof(float); if (mc & (16 * sizeof(float))) { const float* w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; float32x4_t vacc0123 = vld1q_dup_f32(w); w += 1; float32x4_t vacc4567 = vacc0123; float32x4_t vacc89AB = vacc0123; float32x4_t vaccCDEF = vacc0123; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; const float32x4_t vi0123 = vld1q_f32(input); const float32x4_t vi4567 = vld1q_f32(input + 4); const float32x4_t vi89AB = vld1q_f32(input + 8); const float32x4_t viCDEF = vld1q_f32(input + 12); input = (const float*) ((uintptr_t) input + (uintptr_t) diff); const float32x4_t vw = vld1q_dup_f32(w); w += 1; vacc0123 = vfmaq_f32(vacc0123, vi0123, vw); vacc4567 = vfmaq_f32(vacc4567, vi4567, vw); vacc89AB = vfmaq_f32(vacc89AB, vi89AB, vw); vaccCDEF = vfmaq_f32(vaccCDEF, viCDEF, vw); } while (--nnz != 0); } float32x4_t vout0123 = vminq_f32(vacc0123, vmax); float32x4_t vout4567 = vminq_f32(vacc4567, vmax); float32x4_t vout89AB = vminq_f32(vacc89AB, vmax); float32x4_t voutCDEF = vminq_f32(vaccCDEF, vmax); vout0123 = vmaxq_f32(vout0123, vmin); vout4567 = vmaxq_f32(vout4567, vmin); vout89AB = vmaxq_f32(vout89AB, vmin); voutCDEF = vmaxq_f32(voutCDEF, vmin); vst1q_f32(output, vout0123); vst1q_f32(output + 4, vout4567); vst1q_f32(output + 8, vout89AB); vst1q_f32(output + 12, voutCDEF); output = (float*) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*) ((uintptr_t) output - output_decrement); input += 16; } output_decrement += 8 * sizeof(float); if (mc & (8 * sizeof(float))) { const float* w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; float32x4_t vacc0123 = vld1q_dup_f32(w); w += 1; float32x4_t vacc4567 = vacc0123; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; const float32x4_t vi0123 = vld1q_f32(input); const float32x4_t vi4567 = vld1q_f32(input + 4); input = (const float*) ((uintptr_t) input + (uintptr_t) diff); const float32x4_t vw = vld1q_dup_f32(w); w += 1; vacc0123 = vfmaq_f32(vacc0123, vi0123, vw); vacc4567 = vfmaq_f32(vacc4567, vi4567, vw); } while (--nnz != 0); } float32x4_t vout0123 = vminq_f32(vacc0123, vmax); float32x4_t vout4567 = vminq_f32(vacc4567, vmax); vout0123 = vmaxq_f32(vout0123, vmin); vout4567 = vmaxq_f32(vout4567, vmin); vst1q_f32(output, vout0123); vst1q_f32(output + 4, vout4567); output = (float*) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*) ((uintptr_t) output - output_decrement); input += 8; } output_decrement += 4 * sizeof(float); if (mc & (4 * sizeof(float))) { const float* w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; float32x4_t vacc0123 = vld1q_dup_f32(w); w += 1; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; const float32x4_t vi0123 = vld1q_f32(input); input = (const float*) ((uintptr_t) input + (uintptr_t) diff); const float32x4_t vw = vld1q_dup_f32(w); w += 1; vacc0123 = vfmaq_f32(vacc0123, vi0123, vw); } while (--nnz != 0); } float32x4_t vout0123 = vminq_f32(vacc0123, vmax); vout0123 = vmaxq_f32(vout0123, vmin); vst1q_f32(output, vout0123); output = (float*) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*) ((uintptr_t) output - output_decrement); input += 4; } output_decrement += 2 * sizeof(float); if (mc & (2 * sizeof(float))) { const float* w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; float32x2_t vacc01 = vld1_dup_f32(w); w += 1; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; const float32x2_t vi01 = vld1_f32(input); input = (const float*) ((uintptr_t) input + (uintptr_t) diff); const float32x2_t vw = vld1_dup_f32(w); w += 1; vacc01 = vfma_f32(vacc01, vi01, vw); } while (--nnz != 0); } float32x2_t vout01 = vmin_f32(vacc01, vget_low_f32(vmax)); vout01 = vmax_f32(vout01, vget_low_f32(vmin)); vst1_f32(output, vout01); output = (float*) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*) ((uintptr_t) output - output_decrement); input += 2; } output_decrement += 1 * sizeof(float); if (mc & (1 * sizeof(float))) { const float* w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; float32x2_t vacc0 = vld1_dup_f32(w); w += 1; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; const float32x2_t vi0 = vld1_dup_f32(input); input = (const float*) ((uintptr_t) input + (uintptr_t) diff); const float32x2_t vw = vld1_dup_f32(w); w += 1; vacc0 = vfma_f32(vacc0, vi0, vw); } while (--nnz != 0); } float32x2_t vout0 = vmin_f32(vacc0, vget_low_f32(vmax)); vout0 = vmax_f32(vout0, vget_low_f32(vmin)); vst1_lane_f32(output, vout0, 0); output = (float*) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*) ((uintptr_t) output - output_decrement); input += 1; } } }