src/f32-spmm/sse.c.in

// 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.

$assert MR % 4 == 0
$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ"
#include <assert.h>

#include <immintrin.h>

#include <xnnpack/spmm.h>


void xnn_f32_spmm_minmax_ukernel_${MR}x${NR}__sse${"_x" + str(UNROLL) if UNROLL > 1 else ""}(
    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 __m128 vmin = _mm_load_ps(params->sse.min);
  const __m128 vmax = _mm_load_ps(params->sse.max);
  size_t output_decrement = output_stride * nc - ${MR} * sizeof(float);
  while XNN_LIKELY(mc >= ${MR} * 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++;
      $if UNROLL > 1:
        __m128 vacc0123x0 = _mm_load1_ps(w);
        w += 1;
        $for K in range(1, UNROLL):
          __m128 vacc0123x${K} = _mm_setzero_ps();
        $for M in range(4, MR, 4):
          __m128 vacc${ABC[M:M+4]}x0 = vacc0123x0;
          $for K in range(1, UNROLL):
            __m128 vacc${ABC[M:M+4]}x${K} = _mm_setzero_ps();
        for (; nnz >= ${UNROLL}; nnz -= ${UNROLL}) {
          $for K in range(UNROLL):
            const intptr_t diff${K} = dmap[${K}];
          dmap += ${UNROLL};
          $for K in range(UNROLL):
            const __m128 vi0123x${K} = _mm_loadu_ps(input);
            $for M in range(4, MR, 4):
              const __m128 vi${ABC[M:M+4]}x${K} = _mm_loadu_ps(input + ${M});
            input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff${K});
            const __m128 vw${K} = _mm_load1_ps(w);
            w += 1;
            $for M in range(0, MR, 4):
              vacc${ABC[M:M+4]}x${K} = _mm_add_ps(vacc${ABC[M:M+4]}x${K}, _mm_mul_ps(vi${ABC[M:M+4]}x${K}, vw${K}));
        }
        $for M in range(0, MR, 4):
          __m128 vacc${ABC[M:M+4]} = vacc${ABC[M:M+4]}x0;
        $for K in range(1, UNROLL):
          $for M in range(0, MR, 4):
            vacc${ABC[M:M+4]} = _mm_add_ps(vacc${ABC[M:M+4]}, vacc${ABC[M:M+4]}x${K});
      $else:
        __m128 vacc0123 = _mm_load1_ps(w); w += 1;
        $for M in range(4, MR, 4):
          __m128 vacc${ABC[M:M+4]} = vacc0123;
      if XNN_LIKELY(nnz != 0) {
        do {
          const intptr_t diff = *dmap++;
          const __m128 vi0123 = _mm_loadu_ps(input);
          $for M in range(4, MR, 4):
            const __m128 vi${ABC[M:M+4]} = _mm_loadu_ps(input + ${M});
          input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
          const __m128 vw = _mm_load1_ps(w); w += 1;
          $for M in range(0, MR, 4):
            vacc${ABC[M:M+4]} = _mm_add_ps(vacc${ABC[M:M+4]}, _mm_mul_ps(vi${ABC[M:M+4]}, vw));
        } while (--nnz != 0);
      }
      $for M in range(0, MR, 4):
        __m128 vout${ABC[M:M+4]} = _mm_min_ps(vacc${ABC[M:M+4]}, vmax);
      $for M in range(0, MR, 4):
        vout${ABC[M:M+4]} = _mm_max_ps(vout${ABC[M:M+4]}, vmin);
      _mm_storeu_ps(output, vout0123);
      $for M in range(4, MR, 4):
        _mm_storeu_ps(output + ${M}, vout${ABC[M:M+4]});
      output = (float*restrict) ((uintptr_t) output + output_stride);
    } while (--n != 0);
    output = (float*restrict) ((uintptr_t) output - output_decrement);
    input += ${MR};
    mc -= ${MR} * sizeof(float);
  }
  if XNN_UNLIKELY(mc != 0) {
    $for LOG2M in reversed(range((MR - 1).bit_length())):
      $SUBMR = 1 << LOG2M
      $if SUBMR * 2 >= MR:
        output_decrement += ${MR - SUBMR} * sizeof(float);
      $else:
        output_decrement += ${SUBMR} * sizeof(float);
      if (mc & (${SUBMR} * 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++;
          $if SUBMR == 1:
            __m128 vacc0 = _mm_load_ss(w); w += 1;
          $elif SUBMR == 2:
            __m128 vacc01 = _mm_load_ss(w); w += 1;
            vacc01 = _mm_unpacklo_ps(vacc01, vacc01);
          $else:
            __m128 vacc0123 = _mm_load1_ps(w); w += 1;
          $for M in range(4, SUBMR, 4):
            __m128 vacc${ABC[M:M+4]} = vacc0123;
          if XNN_LIKELY(nnz != 0) {
            do {
              const intptr_t diff = *dmap++;
              $if SUBMR >= 4:
                const __m128 vi0123 = _mm_loadu_ps(input);
              $elif SUBMR == 2:
                const __m128 vi01 = _mm_loadl_pi(_mm_undefined_ps(), (const __m64*) input);
              $elif SUBMR == 1:
                const __m128 vi0 = _mm_load_ss(input);
              $for M in range(4, SUBMR, 4):
                const __m128 vi${ABC[M:M+4]} = _mm_loadu_ps(input + ${M});
              input = (const float*restrict) ((uintptr_t) input + (uintptr_t) diff);
              $if SUBMR >= 4:
                const __m128 vw = _mm_load1_ps(w); w += 1;
              $elif SUBMR == 2:
                __m128 vw = _mm_load_ss(w); w += 1;
                vw = _mm_unpacklo_ps(vw, vw);
              $else:
                const __m128 vw = _mm_load_ss(w); w += 1;
              $if SUBMR == 1:
                vacc${ABC[0]} = _mm_add_ss(vacc${ABC[0]}, _mm_mul_ss(vi${ABC[0]}, vw));
              $else:
                $for M in range(0, SUBMR, 4):
                  vacc${ABC[M:min(M+4,SUBMR)]} = _mm_add_ps(vacc${ABC[M:min(M+4,SUBMR)]}, _mm_mul_ps(vi${ABC[M:min(M+4,SUBMR)]}, vw));
            } while (--nnz != 0);
          }
          $if SUBMR == 1:
            __m128 vout${ABC[0]} = _mm_min_ss(vacc${ABC[0]}, vmax);
            vout${ABC[0]} = _mm_max_ss(vout${ABC[0]}, vmin);
          $else:
            $for M in range(0, SUBMR, 4):
              __m128 vout${ABC[M:min(M+4,SUBMR)]} = _mm_min_ps(vacc${ABC[M:min(M+4,SUBMR)]}, vmax);
            $for M in range(0, SUBMR, 4):
              vout${ABC[M:min(M+4,SUBMR)]} = _mm_max_ps(vout${ABC[M:min(M+4,SUBMR)]}, vmin);
          $if SUBMR >= 4:
            _mm_storeu_ps(output, vout0123);
          $elif SUBMR == 2:
            _mm_storel_pi((__m64*) output, vout01);
          $elif SUBMR == 1:
            _mm_store_ss(output, vout0);
          $for M in range(4, SUBMR, 4):
            _mm_storeu_ps(output + ${M}, vout${ABC[M:M+4]});
          output = (float*restrict) ((uintptr_t) output + output_stride);
        } while (--n != 0);
        output = (float*restrict) ((uintptr_t) output - output_decrement);
        input += ${SUBMR};
      }
  }
}