blob: e38dc13608c9922812067099319561130ed5830a [file] [log] [blame]
// 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.
$assert ROW_TILE >= 1
$assert ACCUMULATORS >= 1
$VMULADDQ_LANE_F32 = "vfmaq_lane_f32" if FMA else "vmlaq_lane_f32"
#include <assert.h>
#include <arm_neon.h>
#include <xnnpack/dwconv.h>
#include <xnnpack/math.h>
void xnn_f32_dwconv2d_chw_ukernel_5x5p2__${"neonfma" if FMA else "neon"}_${ROW_TILE}x4${"_acc%d" % ACCUMULATORS if ACCUMULATORS > 1 else ""}(
size_t input_height,
size_t input_width,
const float* input,
const float* weights,
const float* zero,
float* output,
uint32_t padding_top,
const union xnn_f32_chw_params params[restrict XNN_MIN_ELEMENTS(1)])
{
assert(input_height != 0);
assert(input_width != 0);
assert(input_width % sizeof(float) == 0);
assert(padding_top == 2);
const uint32x4_t vmask = vld1q_u32(params->neon.mask);
const float32x4_t vmax = vld1q_dup_f32(&params->neon.max);
const float32x4_t vmin = vld1q_dup_f32(&params->neon.min);
const float32x4_t vw0123 = vld1q_f32(weights);
const float32x4_t vw4567 = vld1q_f32(weights + 4);
const float32x4_t vw89AB = vld1q_f32(weights + 8);
const float32x4_t vwCDEF = vld1q_f32(weights + 12);
const float32x4_t vwGHIJ = vld1q_f32(weights + 16);
const float32x4_t vwKLMN = vld1q_f32(weights + 20);
const float32x2_t vwOP = vld1_f32(weights + 24);
const size_t input_decrement = round_up_po2(input_width, 4 * sizeof(float));
const float* i0 = zero;
const float* i1 = zero;
const float* i2 = input;
$for M in range(3, 4 + ROW_TILE):
const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_width);
float* o0 = output;
$for M in range(1, ROW_TILE):
float* o${M} = (float*) ((uintptr_t) o${M-1} + input_width);
size_t output_height = input_height;
do {
$for M in range(2, 3 + ROW_TILE):
if XNN_UNPREDICTABLE(output_height < ${M}) {
i${M+1} = zero;
$if M <= ROW_TILE:
o${M-1} = o${M-2};
}
$for M in range(4 + ROW_TILE):
float32x4_t vi${M}x0123 = vmovq_n_f32(0.0f);
$for M in range(4 + ROW_TILE):
float32x4_t vi${M}x4567 = vld1q_f32(i${M}); i${M} += 4;
size_t w = input_width;
for (; w > 8 * sizeof(float); w -= 4 * sizeof(float)) {
$for M in range(ROW_TILE):
float32x4_t vo${M}p0 = vdupq_lane_f32(vget_low_f32(vw0123), 0);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x89AB = vld1q_f32(i${M}); i${M} += 4;
$for M in range(ROW_TILE):
$if ACCUMULATORS > 1:
float32x4_t vo${M}p1 = vmulq_lane_f32(vi${M}x4567, vget_high_f32(vw0123), 1);
$else:
vo${M}p0 = ${VMULADDQ_LANE_F32}(vo${M}p0, vi${M}x4567, vget_high_f32(vw0123), 1);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 2:
float32x4_t vo${M}p2 = vmulq_lane_f32(vi${M+1}x4567, vget_low_f32(vw89AB), 0);
$else:
vo${M}p0 = ${VMULADDQ_LANE_F32}(vo${M}p0, vi${M+1}x4567, vget_low_f32(vw89AB), 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 3:
float32x4_t vo${M}p3 = vmulq_lane_f32(vi${M+2}x4567, vget_low_f32(vwCDEF), 1);
$else:
vo${M}p${4 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${4 % ACCUMULATORS}, vi${M+2}x4567, vget_low_f32(vwCDEF), 1);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 4:
float32x4_t vo${M}p4 = vmulq_lane_f32(vi${M+3}x4567, vget_high_f32(vwGHIJ), 0);
$else:
vo${M}p${5 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${5 % ACCUMULATORS}, vi${M+3}x4567, vget_high_f32(vwGHIJ), 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 6:
float32x4_t vo${M}p5 = vmulq_lane_f32(vi${M+4}x4567, vget_high_f32(vwKLMN), 1);
$else:
vo${M}p${6 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${6 % ACCUMULATORS}, vi${M+4}x4567, vget_high_f32(vwKLMN), 1);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x3456 = vextq_f32(vi${M}x0123, vi${M}x4567, 3);
$for M in range(ROW_TILE):
vo${M}p${7 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${7 % ACCUMULATORS}, vi${M}x3456, vget_high_f32(vw0123), 0);
$for M in range(ROW_TILE):
vo${M}p${8 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${8 % ACCUMULATORS}, vi${M+1}x3456, vget_high_f32(vw4567), 1);
$for M in range(ROW_TILE):
vo${M}p${9 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${9 % ACCUMULATORS}, vi${M+2}x3456, vget_low_f32(vwCDEF), 0);
$for M in range(ROW_TILE):
vo${M}p${10 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${10 % ACCUMULATORS}, vi${M+3}x3456, vget_low_f32(vwGHIJ), 1);
$for M in range(ROW_TILE):
vo${M}p${11 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${11 % ACCUMULATORS}, vi${M+4}x3456, vget_high_f32(vwKLMN), 0);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x2345 = vextq_f32(vi${M}x0123, vi${M}x4567, 2);
vi${M}x0123 = vi${M}x4567;
$for M in range(ROW_TILE):
vo${M}p${12 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${12 % ACCUMULATORS}, vi${M}x2345, vget_low_f32(vw0123), 1);
$for M in range(ROW_TILE):
vo${M}p${13 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${13 % ACCUMULATORS}, vi${M+1}x2345, vget_high_f32(vw4567), 0);
$for M in range(ROW_TILE):
vo${M}p${14 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${14 % ACCUMULATORS}, vi${M+2}x2345, vget_high_f32(vw89AB), 1);
$for M in range(ROW_TILE):
vo${M}p${15 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${15 % ACCUMULATORS}, vi${M+3}x2345, vget_low_f32(vwGHIJ), 0);
$for M in range(ROW_TILE):
vo${M}p${16 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${16 % ACCUMULATORS}, vi${M+4}x2345, vget_low_f32(vwKLMN), 1);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x5678 = vextq_f32(vi${M}x4567, vi${M}x89AB, 1);
$for M in range(ROW_TILE):
vo${M}p${17 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${17 % ACCUMULATORS}, vi${M}x5678, vget_low_f32(vw4567), 0);
$for M in range(ROW_TILE):
vo${M}p${18 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${18 % ACCUMULATORS}, vi${M+1}x5678, vget_low_f32(vw89AB), 1);
$for M in range(ROW_TILE):
vo${M}p${19 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${19 % ACCUMULATORS}, vi${M+2}x5678, vget_high_f32(vwCDEF), 0);
$for M in range(ROW_TILE):
vo${M}p${20 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${20 % ACCUMULATORS}, vi${M+3}x5678, vget_high_f32(vwGHIJ), 1);
$for M in range(ROW_TILE):
vo${M}p${21 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${21 % ACCUMULATORS}, vi${M+4}x5678, vwOP, 0);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x6789 = vextq_f32(vi${M}x4567, vi${M}x89AB, 2);
vi${M}x4567 = vi${M}x89AB;
$for M in range(ROW_TILE):
vo${M}p${22 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${22 % ACCUMULATORS}, vi${M}x6789, vget_low_f32(vw4567), 1);
$for M in range(ROW_TILE):
vo${M}p${23 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${23 % ACCUMULATORS}, vi${M+1}x6789, vget_high_f32(vw89AB), 0);
$for M in range(ROW_TILE):
vo${M}p${24 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${24 % ACCUMULATORS}, vi${M+2}x6789, vget_high_f32(vwCDEF), 1);
$for M in range(ROW_TILE):
vo${M}p${25 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${25 % ACCUMULATORS}, vi${M+3}x6789, vget_low_f32(vwKLMN), 0);
$for M in range(ROW_TILE):
vo${M}p${26 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${26 % ACCUMULATORS}, vi${M+4}x6789, vwOP, 1);
$if ACCUMULATORS > 1:
$ACC_SLICE = 1
$while ACC_SLICE < ACCUMULATORS:
$for A in range(0, ACCUMULATORS, ACC_SLICE * 2):
$if A + ACC_SLICE < ACCUMULATORS:
$for M in range(ROW_TILE):
vo${M}p${A} = vaddq_f32(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
float32x4_t vo${M} = vmaxq_f32(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = vminq_f32(vo${M}, vmax);
$for M in reversed(range(ROW_TILE)):
vst1q_f32(o${M}, vo${M}); o${M} += 4;
}
// Always process the last block of 5..8 pixels.
if XNN_LIKELY(w > 4 * sizeof(float)) {
$for M in range(ROW_TILE):
float32x4_t vo${M}p0 = vdupq_lane_f32(vget_low_f32(vw0123), 0);
$for M in range(4 + ROW_TILE):
float32x4_t vi${M}x89AB = vld1q_f32(i${M}); i${M} += 4;
$for M in range(4 + ROW_TILE):
vi${M}x89AB = vreinterpretq_f32_u32(vandq_u32(vmask, vreinterpretq_u32_f32(vi${M}x89AB)));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 1:
float32x4_t vo${M}p1 = vmulq_lane_f32(vi${M}x4567, vget_high_f32(vw0123), 1);
$else:
vo${M}p0 = ${VMULADDQ_LANE_F32}(vo${M}p0, vi${M}x4567, vget_high_f32(vw0123), 1);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 2:
float32x4_t vo${M}p2 = vmulq_lane_f32(vi${M+1}x4567, vget_low_f32(vw89AB), 0);
$else:
vo${M}p0 = ${VMULADDQ_LANE_F32}(vo${M}p0, vi${M+1}x4567, vget_low_f32(vw89AB), 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 3:
float32x4_t vo${M}p3 = vmulq_lane_f32(vi${M+2}x4567, vget_low_f32(vwCDEF), 1);
$else:
vo${M}p${4 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${4 % ACCUMULATORS}, vi${M+2}x4567, vget_low_f32(vwCDEF), 1);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 4:
float32x4_t vo${M}p4 = vmulq_lane_f32(vi${M+3}x4567, vget_high_f32(vwGHIJ), 0);
$else:
vo${M}p${5 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${5 % ACCUMULATORS}, vi${M+3}x4567, vget_high_f32(vwGHIJ), 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 6:
float32x4_t vo${M}p5 = vmulq_lane_f32(vi${M+4}x4567, vget_high_f32(vwKLMN), 1);
$else:
vo${M}p${6 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${6 % ACCUMULATORS}, vi${M+4}x4567, vget_high_f32(vwKLMN), 1);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x3456 = vextq_f32(vi${M}x0123, vi${M}x4567, 3);
$for M in range(ROW_TILE):
vo${M}p${7 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${7 % ACCUMULATORS}, vi${M}x3456, vget_high_f32(vw0123), 0);
$for M in range(ROW_TILE):
vo${M}p${8 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${8 % ACCUMULATORS}, vi${M+1}x3456, vget_high_f32(vw4567), 1);
$for M in range(ROW_TILE):
vo${M}p${9 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${9 % ACCUMULATORS}, vi${M+2}x3456, vget_low_f32(vwCDEF), 0);
$for M in range(ROW_TILE):
vo${M}p${10 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${10 % ACCUMULATORS}, vi${M+3}x3456, vget_low_f32(vwGHIJ), 1);
$for M in range(ROW_TILE):
vo${M}p${11 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${11 % ACCUMULATORS}, vi${M+4}x3456, vget_high_f32(vwKLMN), 0);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x2345 = vextq_f32(vi${M}x0123, vi${M}x4567, 2);
vi${M}x0123 = vi${M}x4567;
$for M in range(ROW_TILE):
vo${M}p${12 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${12 % ACCUMULATORS}, vi${M}x2345, vget_low_f32(vw0123), 1);
$for M in range(ROW_TILE):
vo${M}p${13 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${13 % ACCUMULATORS}, vi${M+1}x2345, vget_high_f32(vw4567), 0);
$for M in range(ROW_TILE):
vo${M}p${14 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${14 % ACCUMULATORS}, vi${M+2}x2345, vget_high_f32(vw89AB), 1);
$for M in range(ROW_TILE):
vo${M}p${15 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${15 % ACCUMULATORS}, vi${M+3}x2345, vget_low_f32(vwGHIJ), 0);
$for M in range(ROW_TILE):
vo${M}p${16 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${16 % ACCUMULATORS}, vi${M+4}x2345, vget_low_f32(vwKLMN), 1);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x5678 = vextq_f32(vi${M}x4567, vi${M}x89AB, 1);
$for M in range(ROW_TILE):
vo${M}p${17 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${17 % ACCUMULATORS}, vi${M}x5678, vget_low_f32(vw4567), 0);
$for M in range(ROW_TILE):
vo${M}p${18 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${18 % ACCUMULATORS}, vi${M+1}x5678, vget_low_f32(vw89AB), 1);
$for M in range(ROW_TILE):
vo${M}p${19 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${19 % ACCUMULATORS}, vi${M+2}x5678, vget_high_f32(vwCDEF), 0);
$for M in range(ROW_TILE):
vo${M}p${20 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${20 % ACCUMULATORS}, vi${M+3}x5678, vget_high_f32(vwGHIJ), 1);
$for M in range(ROW_TILE):
vo${M}p${21 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${21 % ACCUMULATORS}, vi${M+4}x5678, vwOP, 0);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x6789 = vextq_f32(vi${M}x4567, vi${M}x89AB, 2);
vi${M}x4567 = vi${M}x89AB;
$for M in range(ROW_TILE):
vo${M}p${22 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${22 % ACCUMULATORS}, vi${M}x6789, vget_low_f32(vw4567), 1);
$for M in range(ROW_TILE):
vo${M}p${23 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${23 % ACCUMULATORS}, vi${M+1}x6789, vget_high_f32(vw89AB), 0);
$for M in range(ROW_TILE):
vo${M}p${24 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${24 % ACCUMULATORS}, vi${M+2}x6789, vget_high_f32(vwCDEF), 1);
$for M in range(ROW_TILE):
vo${M}p${25 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${25 % ACCUMULATORS}, vi${M+3}x6789, vget_low_f32(vwKLMN), 0);
$for M in range(ROW_TILE):
vo${M}p${26 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${26 % ACCUMULATORS}, vi${M+4}x6789, vwOP, 1);
$if ACCUMULATORS > 1:
$ACC_SLICE = 1
$while ACC_SLICE < ACCUMULATORS:
$for A in range(0, ACCUMULATORS, ACC_SLICE * 2):
$if A + ACC_SLICE < ACCUMULATORS:
$for M in range(ROW_TILE):
vo${M}p${A} = vaddq_f32(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
float32x4_t vo${M} = vmaxq_f32(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = vminq_f32(vo${M}, vmax);
$for M in reversed(range(ROW_TILE)):
vst1q_f32(o${M}, vo${M}); o${M} += 4;
w -= 4 * sizeof(float);
}
assert(w >= 1 * sizeof(float));
assert(w <= 4 * sizeof(float));
{
$for M in range(ROW_TILE):
float32x4_t vo${M}p0 = vdupq_lane_f32(vget_low_f32(vw0123), 0);
$for M in range(4 + ROW_TILE):
vi${M}x4567 = vreinterpretq_f32_u32(vandq_u32(vmask, vreinterpretq_u32_f32(vi${M}x4567)));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 1:
float32x4_t vo${M}p1 = vmulq_lane_f32(vi${M}x4567, vget_high_f32(vw0123), 1);
$else:
vo${M}p0 = ${VMULADDQ_LANE_F32}(vo${M}p0, vi${M}x4567, vget_high_f32(vw0123), 1);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 2:
float32x4_t vo${M}p2 = vmulq_lane_f32(vi${M+1}x4567, vget_low_f32(vw89AB), 0);
$else:
vo${M}p0 = ${VMULADDQ_LANE_F32}(vo${M}p0, vi${M+1}x4567, vget_low_f32(vw89AB), 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 3:
float32x4_t vo${M}p3 = vmulq_lane_f32(vi${M+2}x4567, vget_low_f32(vwCDEF), 1);
$else:
vo${M}p${4 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${4 % ACCUMULATORS}, vi${M+2}x4567, vget_low_f32(vwCDEF), 1);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 4:
float32x4_t vo${M}p4 = vmulq_lane_f32(vi${M+3}x4567, vget_high_f32(vwGHIJ), 0);
$else:
vo${M}p${5 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${5 % ACCUMULATORS}, vi${M+3}x4567, vget_high_f32(vwGHIJ), 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 6:
float32x4_t vo${M}p5 = vmulq_lane_f32(vi${M+4}x4567, vget_high_f32(vwKLMN), 1);
$else:
vo${M}p${6 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${6 % ACCUMULATORS}, vi${M+4}x4567, vget_high_f32(vwKLMN), 1);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x3456 = vextq_f32(vi${M}x0123, vi${M}x4567, 3);
$for M in range(ROW_TILE):
vo${M}p${7 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${7 % ACCUMULATORS}, vi${M}x3456, vget_high_f32(vw0123), 0);
$for M in range(ROW_TILE):
vo${M}p${8 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${8 % ACCUMULATORS}, vi${M+1}x3456, vget_high_f32(vw4567), 1);
$for M in range(ROW_TILE):
vo${M}p${9 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${9 % ACCUMULATORS}, vi${M+2}x3456, vget_low_f32(vwCDEF), 0);
$for M in range(ROW_TILE):
vo${M}p${10 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${10 % ACCUMULATORS}, vi${M+3}x3456, vget_low_f32(vwGHIJ), 1);
$for M in range(ROW_TILE):
vo${M}p${11 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${11 % ACCUMULATORS}, vi${M+4}x3456, vget_high_f32(vwKLMN), 0);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x2345 = vextq_f32(vi${M}x0123, vi${M}x4567, 2);
$for M in range(ROW_TILE):
vo${M}p${12 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${12 % ACCUMULATORS}, vi${M}x2345, vget_low_f32(vw0123), 1);
$for M in range(ROW_TILE):
vo${M}p${13 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${13 % ACCUMULATORS}, vi${M+1}x2345, vget_high_f32(vw4567), 0);
$for M in range(ROW_TILE):
vo${M}p${14 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${14 % ACCUMULATORS}, vi${M+2}x2345, vget_high_f32(vw89AB), 1);
$for M in range(ROW_TILE):
vo${M}p${15 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${15 % ACCUMULATORS}, vi${M+3}x2345, vget_low_f32(vwGHIJ), 0);
$for M in range(ROW_TILE):
vo${M}p${16 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${16 % ACCUMULATORS}, vi${M+4}x2345, vget_low_f32(vwKLMN), 1);
const float32x4_t vzero = vmovq_n_f32(0.0f);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x5678 = vextq_f32(vi${M}x4567, vzero, 1);
$for M in range(ROW_TILE):
vo${M}p${17 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${17 % ACCUMULATORS}, vi${M}x5678, vget_low_f32(vw4567), 0);
$for M in range(ROW_TILE):
vo${M}p${18 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${18 % ACCUMULATORS}, vi${M+1}x5678, vget_low_f32(vw89AB), 1);
$for M in range(ROW_TILE):
vo${M}p${19 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${19 % ACCUMULATORS}, vi${M+2}x5678, vget_high_f32(vwCDEF), 0);
$for M in range(ROW_TILE):
vo${M}p${20 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${20 % ACCUMULATORS}, vi${M+3}x5678, vget_high_f32(vwGHIJ), 1);
$for M in range(ROW_TILE):
vo${M}p${21 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${21 % ACCUMULATORS}, vi${M+4}x5678, vwOP, 0);
$for M in range(4 + ROW_TILE):
const float32x4_t vi${M}x6789 = vextq_f32(vi${M}x5678, vzero, 1);
$for M in range(ROW_TILE):
vo${M}p${22 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${22 % ACCUMULATORS}, vi${M}x6789, vget_low_f32(vw4567), 1);
$for M in range(ROW_TILE):
vo${M}p${23 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${23 % ACCUMULATORS}, vi${M+1}x6789, vget_high_f32(vw89AB), 0);
$for M in range(ROW_TILE):
vo${M}p${24 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${24 % ACCUMULATORS}, vi${M+2}x6789, vget_high_f32(vwCDEF), 1);
$for M in range(ROW_TILE):
vo${M}p${25 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${25 % ACCUMULATORS}, vi${M+3}x6789, vget_low_f32(vwKLMN), 0);
$for M in range(ROW_TILE):
vo${M}p${26 % ACCUMULATORS} = ${VMULADDQ_LANE_F32}(vo${M}p${26 % ACCUMULATORS}, vi${M+4}x6789, vwOP, 1);
$if ACCUMULATORS > 1:
$ACC_SLICE = 1
$while ACC_SLICE < ACCUMULATORS:
$for A in range(0, ACCUMULATORS, ACC_SLICE * 2):
$if A + ACC_SLICE < ACCUMULATORS:
$for M in range(ROW_TILE):
vo${M}p${A} = vaddq_f32(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
float32x4_t vo${M} = vmaxq_f32(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = vminq_f32(vo${M}, vmax);
if XNN_LIKELY(w & (4 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
vst1q_f32(o${M}, vo${M}); o${M} += 4;
} else {
$for M in range(ROW_TILE):
float32x2_t vo${M}_lo = vget_low_f32(vo${M});
if (w & (2 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
vst1_f32(o${M}, vo${M}_lo); o${M} += 2;
$for M in range(ROW_TILE):
vo${M}_lo = vget_high_f32(vo${M});
}
if (w & (1 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
vst1_lane_f32(o${M}, vo${M}_lo, 0); o${M} += 1;
}
}
}
i0 = (const float*) ((uintptr_t) i${ROW_TILE} - input_decrement);
i1 = (const float*) ((uintptr_t) i${ROW_TILE+1} - input_decrement);
$for M in range(2, 4 + ROW_TILE):
i${M} = (const float*) ((uintptr_t) i${M-1} + input_width);
$if ROW_TILE > 1:
o0 = o${ROW_TILE - 1};
$for M in range(1, ROW_TILE):
o${M} = (float*) ((uintptr_t) o${M-1} + input_width);
$if ROW_TILE > 1:
output_height = doz(output_height, ${ROW_TILE});
} while (${"--" if ROW_TILE == 1 else ""}output_height != 0);
}