// Auto-generated file. Do not edit! // Template: src/f32-spmm/neon-pipelined.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 void xnn_f32_spmm_minmax_ukernel_32x1__neon_pipelined( size_t mc, size_t nc, const float*restrict input, const float*restrict weights, const int32_t*restrict widx_dmap, const uint32_t*restrict nidx_nnzmap, float*restrict 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); const float32x4_t vmin = vld1q_dup_f32(¶ms->scalar.min); const float32x4_t vmax = vld1q_dup_f32(¶ms->scalar.max); size_t output_decrement = output_stride * nc - 32 * sizeof(float); while XNN_LIKELY(mc >= 32 * sizeof(float)) { const float*restrict w = weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; float32x4_t vw = vld1q_dup_f32(w); w += 1; intptr_t diff = *dmap++; float32x4_t vi0123 = vld1q_f32(input); float32x4_t vi4567 = vld1q_f32(input + 4); float32x4_t vi89AB = vld1q_f32(input + 8); float32x4_t viCDEF = vld1q_f32(input + 12); float32x4_t viGHIJ = vld1q_f32(input + 16); float32x4_t viKLMN = vld1q_f32(input + 20); float32x4_t viOPQR = vld1q_f32(input + 24); float32x4_t viSTUV = vld1q_f32(input + 28); size_t n = nc; do { uint32_t nnz = *nnzmap++; float32x4_t vacc0123 = vw; float32x4_t vacc4567 = vw; float32x4_t vacc89AB = vw; float32x4_t vaccCDEF = vw; float32x4_t vaccGHIJ = vw; float32x4_t vaccKLMN = vw; float32x4_t vaccOPQR = vw; float32x4_t vaccSTUV = vw; vw = vld1q_dup_f32(w); w += 1; if XNN_LIKELY(nnz != 0) { do { vacc0123 = vmlaq_f32(vacc0123, vi0123, vw); vacc4567 = vmlaq_f32(vacc4567, vi4567, vw); vacc89AB = vmlaq_f32(vacc89AB, vi89AB, vw); vaccCDEF = vmlaq_f32(vaccCDEF, viCDEF, vw); vaccGHIJ = vmlaq_f32(vaccGHIJ, viGHIJ, vw); vaccKLMN = vmlaq_f32(vaccKLMN, viKLMN, vw); vaccOPQR = vmlaq_f32(vaccOPQR, viOPQR, vw); vaccSTUV = vmlaq_f32(vaccSTUV, viSTUV, vw); input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff); __builtin_prefetch(input + 16); __builtin_prefetch(input + 32); diff = *dmap++; vw = vld1q_dup_f32(w); w += 1; __builtin_prefetch(w + 32); vi0123 = vld1q_f32(input); vi4567 = vld1q_f32(input + 4); vi89AB = vld1q_f32(input + 8); viCDEF = vld1q_f32(input + 12); viGHIJ = vld1q_f32(input + 16); viKLMN = vld1q_f32(input + 20); viOPQR = vld1q_f32(input + 24); viSTUV = vld1q_f32(input + 28); } 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*restrict) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*restrict) ((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*restrict 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*restrict) ((uintptr_t) input + (uintptr_t) diff); __builtin_prefetch(input + 16); __builtin_prefetch(input + 32); const float32x4_t vb = vld1q_dup_f32(w); w += 1; __builtin_prefetch(w + 32); vacc0123 = vmlaq_f32(vacc0123, vi0123, vb); vacc4567 = vmlaq_f32(vacc4567, vi4567, vb); vacc89AB = vmlaq_f32(vacc89AB, vi89AB, vb); vaccCDEF = vmlaq_f32(vaccCDEF, viCDEF, vb); } 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*restrict) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*restrict) ((uintptr_t) output - output_decrement); input += 16; } output_decrement += 8 * sizeof(float); if (mc & (8 * sizeof(float))) { const float*restrict 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*restrict) ((uintptr_t) input + (uintptr_t) diff); __builtin_prefetch(input + 16); __builtin_prefetch(input + 32); const float32x4_t vb = vld1q_dup_f32(w); w += 1; __builtin_prefetch(w + 32); vacc0123 = vmlaq_f32(vacc0123, vi0123, vb); vacc4567 = vmlaq_f32(vacc4567, vi4567, vb); } 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*restrict) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*restrict) ((uintptr_t) output - output_decrement); input += 8; } output_decrement += 4 * sizeof(float); if (mc & (4 * sizeof(float))) { const float*restrict 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*restrict) ((uintptr_t) input + (uintptr_t) diff); __builtin_prefetch(input + 16); __builtin_prefetch(input + 32); const float32x4_t vb = vld1q_dup_f32(w); w += 1; __builtin_prefetch(w + 32); vacc0123 = vmlaq_f32(vacc0123, vi0123, vb); } while (--nnz != 0); } float32x4_t vout0123 = vminq_f32(vacc0123, vmax); vout0123 = vmaxq_f32(vout0123, vmin); vst1q_f32(output, vout0123); output = (float*restrict) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*restrict) ((uintptr_t) output - output_decrement); input += 4; } output_decrement += 2 * sizeof(float); if (mc & (2 * sizeof(float))) { const float*restrict 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*restrict) ((uintptr_t) input + (uintptr_t) diff); __builtin_prefetch(input + 16); __builtin_prefetch(input + 32); const float32x2_t vb = vld1_dup_f32(w); w += 1; __builtin_prefetch(w + 32); vacc01 = vmla_f32(vacc01, vi01, vb); } 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*restrict) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*restrict) ((uintptr_t) output - output_decrement); input += 2; } output_decrement += 1 * sizeof(float); if (mc & (1 * sizeof(float))) { const float*restrict 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*restrict) ((uintptr_t) input + (uintptr_t) diff); __builtin_prefetch(input + 16); __builtin_prefetch(input + 32); const float32x2_t vb = vld1_dup_f32(w); w += 1; __builtin_prefetch(w + 32); vacc0 = vmla_f32(vacc0, vi0, vb); } 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*restrict) ((uintptr_t) output + output_stride); } while (--n != 0); output = (float*restrict) ((uintptr_t) output - output_decrement); input += 1; } } }