blob: 26078d19b5125dec19998ff5c4ebd7dd958c5f50 [file] [log] [blame] [edit]
// 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
$assert ACCUMULATORS >= 1
#include <assert.h>
#include <arm_neon.h>
#include <xnnpack/dwconv.h>
#include <xnnpack/math.h>
void xnn_f16_dwconv2d_chw_ukernel_5x5p2__neonfp16arith_${ROW_TILE}x4${"_acc%d" % ACCUMULATORS if ACCUMULATORS > 1 else ""}(
size_t input_height,
size_t input_width,
const void* input,
const void* weights,
const void* zero,
void* output,
uint32_t padding_top,
const union xnn_f16_chw_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
{
assert(input_height != 0);
assert(input_width != 0);
assert(input_width % sizeof(__fp16) == 0);
assert(padding_top == 2);
const uint16x4_t vmask = vld1_u16(params->neonfp16arith.mask);
const float16x4_t vmax = vld1_dup_f16(&params->neonfp16arith.max);
const float16x4_t vmin = vld1_dup_f16(&params->neonfp16arith.min);
const __fp16* w0 = (const __fp16*)weights;
const float16x8_t vw01234567 = vld1q_f16(w0);
const float16x8_t vw89ABCDEF = vld1q_f16(w0 + 8);
const float16x8_t vwGHIJKLMN = vld1q_f16(w0 + 16);
const float16x4_t vwOP = vreinterpret_f16_u32(vld1_lane_u32((const void*)(w0 + 24), vmov_n_u32(0), 0));
const size_t input_decrement = round_up_po2(input_width, 4 * sizeof(__fp16));
const __fp16* i0 = zero;
const __fp16* i1 = zero;
const __fp16* i2 = input;
$for M in range(3, 4 + ROW_TILE):
const __fp16* i${M} = (const __fp16*) ((uintptr_t) i${M-1} + input_width);
__fp16* o0 = output;
$for M in range(1, ROW_TILE):
__fp16* o${M} = (__fp16*) ((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};
}
$for M in range(4 + ROW_TILE):
float16x4_t vi${M}x0123 = vmov_n_f16(0);
$for M in range(4 + ROW_TILE):
float16x4_t vi${M}x4567 = vld1_f16(i${M}); i${M} += 4;
size_t w = input_width;
for (; w > 8 * sizeof(__fp16); w -= 4 * sizeof(__fp16)) {
$for M in range(ROW_TILE):
float16x4_t vo${M}p0 = vdup_laneq_f16(vw01234567, 0);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x89AB = vld1_f16(i${M}); i${M} += 4;
$for M in range(ROW_TILE):
$if ACCUMULATORS > 1:
float16x4_t vo${M}p1 = vmul_laneq_f16(vi${M}x4567, vw01234567, 3);
$else:
vo${M}p0 = vfma_laneq_f16(vo${M}p0, vi${M}x4567, vw01234567, 3);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 2:
float16x4_t vo${M}p2 = vmul_laneq_f16(vi${M+1}x4567, vw89ABCDEF, 0);
$else:
vo${M}p0 = vfma_laneq_f16(vo${M}p0, vi${M+1}x4567, vw89ABCDEF, 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 3:
float16x4_t vo${M}p3 = vmul_laneq_f16(vi${M+2}x4567, vw89ABCDEF, 5);
$else:
vo${M}p${4 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${4 % ACCUMULATORS}, vi${M+2}x4567, vw89ABCDEF, 5);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 4:
float16x4_t vo${M}p4 = vmul_laneq_f16(vi${M+3}x4567, vwGHIJKLMN, 2);
$else:
vo${M}p${5 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${5 % ACCUMULATORS}, vi${M+3}x4567, vwGHIJKLMN, 2);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 6:
float16x4_t vo${M}p5 = vmul_laneq_f16(vi${M+4}x4567, vwGHIJKLMN, 7);
$else:
vo${M}p${6 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${6 % ACCUMULATORS}, vi${M+4}x4567, vwGHIJKLMN, 7);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x3456 = vext_f16(vi${M}x0123, vi${M}x4567, 3);
$for M in range(ROW_TILE):
vo${M}p${7 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${7 % ACCUMULATORS}, vi${M}x3456, vw01234567, 2);
$for M in range(ROW_TILE):
vo${M}p${8 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${8 % ACCUMULATORS}, vi${M+1}x3456, vw01234567, 7);
$for M in range(ROW_TILE):
vo${M}p${9 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${9 % ACCUMULATORS}, vi${M+2}x3456, vw89ABCDEF, 4);
$for M in range(ROW_TILE):
vo${M}p${10 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${10 % ACCUMULATORS}, vi${M+3}x3456, vwGHIJKLMN, 1);
$for M in range(ROW_TILE):
vo${M}p${11 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${11 % ACCUMULATORS}, vi${M+4}x3456, vwGHIJKLMN, 6);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x2345 = vext_f16(vi${M}x0123, vi${M}x4567, 2);
vi${M}x0123 = vi${M}x4567;
$for M in range(ROW_TILE):
vo${M}p${12 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${12 % ACCUMULATORS}, vi${M}x2345, vw01234567, 1);
$for M in range(ROW_TILE):
vo${M}p${13 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${13 % ACCUMULATORS}, vi${M+1}x2345, vw01234567, 6);
$for M in range(ROW_TILE):
vo${M}p${14 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${14 % ACCUMULATORS}, vi${M+2}x2345, vw89ABCDEF, 3);
$for M in range(ROW_TILE):
vo${M}p${15 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${15 % ACCUMULATORS}, vi${M+3}x2345, vwGHIJKLMN, 0);
$for M in range(ROW_TILE):
vo${M}p${16 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${16 % ACCUMULATORS}, vi${M+4}x2345, vwGHIJKLMN, 5);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x5678 = vext_f16(vi${M}x4567, vi${M}x89AB, 1);
$for M in range(ROW_TILE):
vo${M}p${17 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${17 % ACCUMULATORS}, vi${M}x5678, vw01234567, 4);
$for M in range(ROW_TILE):
vo${M}p${18 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${18 % ACCUMULATORS}, vi${M+1}x5678, vw89ABCDEF, 1);
$for M in range(ROW_TILE):
vo${M}p${19 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${19 % ACCUMULATORS}, vi${M+2}x5678, vw89ABCDEF, 6);
$for M in range(ROW_TILE):
vo${M}p${20 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${20 % ACCUMULATORS}, vi${M+3}x5678, vwGHIJKLMN, 3);
$for M in range(ROW_TILE):
vo${M}p${21 % ACCUMULATORS} = vfma_lane_f16(vo${M}p${21 % ACCUMULATORS}, vi${M+4}x5678, vwOP, 0);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x6789 = vext_f16(vi${M}x4567, vi${M}x89AB, 2);
vi${M}x4567 = vi${M}x89AB;
$for M in range(ROW_TILE):
vo${M}p${22 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${22 % ACCUMULATORS}, vi${M}x6789, vw01234567, 5);
$for M in range(ROW_TILE):
vo${M}p${23 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${23 % ACCUMULATORS}, vi${M+1}x6789, vw89ABCDEF, 2);
$for M in range(ROW_TILE):
vo${M}p${24 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${24 % ACCUMULATORS}, vi${M+2}x6789, vw89ABCDEF, 7);
$for M in range(ROW_TILE):
vo${M}p${25 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${25 % ACCUMULATORS}, vi${M+3}x6789, vwGHIJKLMN, 4);
$for M in range(ROW_TILE):
vo${M}p${26 % ACCUMULATORS} = vfma_lane_f16(vo${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${A} = vadd_f16(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
float16x4_t vo${M} = vmax_f16(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = vmin_f16(vo${M}, vmax);
$for M in reversed(range(ROW_TILE)):
vst1_f16(o${M}, vo${M}); o${M} += 4;
}
// Always process the last block of 5..8 pixels.
if XNN_LIKELY(w > 4 * sizeof(__fp16)) {
$for M in range(ROW_TILE):
float16x4_t vo${M}p0 = vdup_laneq_f16(vw01234567, 0);
$for M in range(4 + ROW_TILE):
float16x4_t vi${M}x89AB = vld1_f16(i${M}); i${M} += 4;
$for M in range(4 + ROW_TILE):
vi${M}x89AB = vreinterpret_f16_u16(vand_u16(vmask, vreinterpret_u16_f16(vi${M}x89AB)));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 1:
float16x4_t vo${M}p1 = vmul_laneq_f16(vi${M}x4567, vw01234567, 3);
$else:
vo${M}p0 = vfma_laneq_f16(vo${M}p0, vi${M}x4567, vw01234567, 3);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 2:
float16x4_t vo${M}p2 = vmul_laneq_f16(vi${M+1}x4567, vw89ABCDEF, 0);
$else:
vo${M}p0 = vfma_laneq_f16(vo${M}p0, vi${M+1}x4567, vw89ABCDEF, 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 3:
float16x4_t vo${M}p3 = vmul_laneq_f16(vi${M+2}x4567, vw89ABCDEF, 5);
$else:
vo${M}p${4 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${4 % ACCUMULATORS}, vi${M+2}x4567, vw89ABCDEF, 5);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 4:
float16x4_t vo${M}p4 = vmul_laneq_f16(vi${M+3}x4567, vwGHIJKLMN, 2);
$else:
vo${M}p${5 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${5 % ACCUMULATORS}, vi${M+3}x4567, vwGHIJKLMN, 2);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 6:
float16x4_t vo${M}p5 = vmul_laneq_f16(vi${M+4}x4567, vwGHIJKLMN, 7);
$else:
vo${M}p${6 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${6 % ACCUMULATORS}, vi${M+4}x4567, vwGHIJKLMN, 7);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x3456 = vext_f16(vi${M}x0123, vi${M}x4567, 3);
$for M in range(ROW_TILE):
vo${M}p${7 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${7 % ACCUMULATORS}, vi${M}x3456, vw01234567, 2);
$for M in range(ROW_TILE):
vo${M}p${8 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${8 % ACCUMULATORS}, vi${M+1}x3456, vw01234567, 7);
$for M in range(ROW_TILE):
vo${M}p${9 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${9 % ACCUMULATORS}, vi${M+2}x3456, vw89ABCDEF, 4);
$for M in range(ROW_TILE):
vo${M}p${10 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${10 % ACCUMULATORS}, vi${M+3}x3456, vwGHIJKLMN, 1);
$for M in range(ROW_TILE):
vo${M}p${11 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${11 % ACCUMULATORS}, vi${M+4}x3456, vwGHIJKLMN, 6);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x2345 = vext_f16(vi${M}x0123, vi${M}x4567, 2);
vi${M}x0123 = vi${M}x4567;
$for M in range(ROW_TILE):
vo${M}p${12 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${12 % ACCUMULATORS}, vi${M}x2345, vw01234567, 1);
$for M in range(ROW_TILE):
vo${M}p${13 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${13 % ACCUMULATORS}, vi${M+1}x2345, vw01234567, 6);
$for M in range(ROW_TILE):
vo${M}p${14 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${14 % ACCUMULATORS}, vi${M+2}x2345, vw89ABCDEF, 3);
$for M in range(ROW_TILE):
vo${M}p${15 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${15 % ACCUMULATORS}, vi${M+3}x2345, vwGHIJKLMN, 0);
$for M in range(ROW_TILE):
vo${M}p${16 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${16 % ACCUMULATORS}, vi${M+4}x2345, vwGHIJKLMN, 5);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x5678 = vext_f16(vi${M}x4567, vi${M}x89AB, 1);
$for M in range(ROW_TILE):
vo${M}p${17 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${17 % ACCUMULATORS}, vi${M}x5678, vw01234567, 4);
$for M in range(ROW_TILE):
vo${M}p${18 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${18 % ACCUMULATORS}, vi${M+1}x5678, vw89ABCDEF, 1);
$for M in range(ROW_TILE):
vo${M}p${19 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${19 % ACCUMULATORS}, vi${M+2}x5678, vw89ABCDEF, 6);
$for M in range(ROW_TILE):
vo${M}p${20 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${20 % ACCUMULATORS}, vi${M+3}x5678, vwGHIJKLMN, 3);
$for M in range(ROW_TILE):
vo${M}p${21 % ACCUMULATORS} = vfma_lane_f16(vo${M}p${21 % ACCUMULATORS}, vi${M+4}x5678, vwOP, 0);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x6789 = vext_f16(vi${M}x4567, vi${M}x89AB, 2);
vi${M}x4567 = vi${M}x89AB;
$for M in range(ROW_TILE):
vo${M}p${22 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${22 % ACCUMULATORS}, vi${M}x6789, vw01234567, 5);
$for M in range(ROW_TILE):
vo${M}p${23 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${23 % ACCUMULATORS}, vi${M+1}x6789, vw89ABCDEF, 2);
$for M in range(ROW_TILE):
vo${M}p${24 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${24 % ACCUMULATORS}, vi${M+2}x6789, vw89ABCDEF, 7);
$for M in range(ROW_TILE):
vo${M}p${25 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${25 % ACCUMULATORS}, vi${M+3}x6789, vwGHIJKLMN, 4);
$for M in range(ROW_TILE):
vo${M}p${26 % ACCUMULATORS} = vfma_lane_f16(vo${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${A} = vadd_f16(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
float16x4_t vo${M} = vmax_f16(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = vmin_f16(vo${M}, vmax);
$for M in reversed(range(ROW_TILE)):
vst1_f16(o${M}, vo${M}); o${M} += 4;
w -= 4 * sizeof(__fp16);
}
assert(w >= 1 * sizeof(__fp16));
assert(w <= 4 * sizeof(__fp16));
{
$for M in range(ROW_TILE):
float16x4_t vo${M}p0 = vdup_laneq_f16(vw01234567, 0);
$for M in range(4 + ROW_TILE):
vi${M}x4567 = vreinterpret_f16_u16(vand_u16(vmask, vreinterpret_u16_f16(vi${M}x4567)));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 1:
float16x4_t vo${M}p1 = vmul_laneq_f16(vi${M}x4567, vw01234567, 3);
$else:
vo${M}p0 = vfma_laneq_f16(vo${M}p0, vi${M}x4567, vw01234567, 3);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 2:
float16x4_t vo${M}p2 = vmul_laneq_f16(vi${M+1}x4567, vw89ABCDEF, 0);
$else:
vo${M}p0 = vfma_laneq_f16(vo${M}p0, vi${M+1}x4567, vw89ABCDEF, 0);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 3:
float16x4_t vo${M}p3 = vmul_laneq_f16(vi${M+2}x4567, vw89ABCDEF, 5);
$else:
vo${M}p${4 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${4 % ACCUMULATORS}, vi${M+2}x4567, vw89ABCDEF, 5);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 4:
float16x4_t vo${M}p4 = vmul_laneq_f16(vi${M+3}x4567, vwGHIJKLMN, 2);
$else:
vo${M}p${5 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${5 % ACCUMULATORS}, vi${M+3}x4567, vwGHIJKLMN, 2);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 6:
float16x4_t vo${M}p5 = vmul_laneq_f16(vi${M+4}x4567, vwGHIJKLMN, 7);
$else:
vo${M}p${6 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${6 % ACCUMULATORS}, vi${M+4}x4567, vwGHIJKLMN, 7);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x3456 = vext_f16(vi${M}x0123, vi${M}x4567, 3);
$for M in range(ROW_TILE):
vo${M}p${7 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${7 % ACCUMULATORS}, vi${M}x3456, vw01234567, 2);
$for M in range(ROW_TILE):
vo${M}p${8 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${8 % ACCUMULATORS}, vi${M+1}x3456, vw01234567, 7);
$for M in range(ROW_TILE):
vo${M}p${9 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${9 % ACCUMULATORS}, vi${M+2}x3456, vw89ABCDEF, 4);
$for M in range(ROW_TILE):
vo${M}p${10 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${10 % ACCUMULATORS}, vi${M+3}x3456, vwGHIJKLMN, 1);
$for M in range(ROW_TILE):
vo${M}p${11 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${11 % ACCUMULATORS}, vi${M+4}x3456, vwGHIJKLMN, 6);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x2345 = vext_f16(vi${M}x0123, vi${M}x4567, 2);
$for M in range(ROW_TILE):
vo${M}p${12 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${12 % ACCUMULATORS}, vi${M}x2345, vw01234567, 1);
$for M in range(ROW_TILE):
vo${M}p${13 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${13 % ACCUMULATORS}, vi${M+1}x2345, vw01234567, 6);
$for M in range(ROW_TILE):
vo${M}p${14 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${14 % ACCUMULATORS}, vi${M+2}x2345, vw89ABCDEF, 3);
$for M in range(ROW_TILE):
vo${M}p${15 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${15 % ACCUMULATORS}, vi${M+3}x2345, vwGHIJKLMN, 0);
$for M in range(ROW_TILE):
vo${M}p${16 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${16 % ACCUMULATORS}, vi${M+4}x2345, vwGHIJKLMN, 5);
const float16x4_t vzero = vmov_n_f16(0);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x5678 = vext_f16(vi${M}x4567, vzero, 1);
$for M in range(ROW_TILE):
vo${M}p${17 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${17 % ACCUMULATORS}, vi${M}x5678, vw01234567, 4);
$for M in range(ROW_TILE):
vo${M}p${18 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${18 % ACCUMULATORS}, vi${M+1}x5678, vw89ABCDEF, 1);
$for M in range(ROW_TILE):
vo${M}p${19 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${19 % ACCUMULATORS}, vi${M+2}x5678, vw89ABCDEF, 6);
$for M in range(ROW_TILE):
vo${M}p${20 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${20 % ACCUMULATORS}, vi${M+3}x5678, vwGHIJKLMN, 3);
$for M in range(ROW_TILE):
vo${M}p${21 % ACCUMULATORS} = vfma_lane_f16(vo${M}p${21 % ACCUMULATORS}, vi${M+4}x5678, vwOP, 0);
$for M in range(4 + ROW_TILE):
const float16x4_t vi${M}x6789 = vext_f16(vi${M}x5678, vzero, 1);
$for M in range(ROW_TILE):
vo${M}p${22 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${22 % ACCUMULATORS}, vi${M}x6789, vw01234567, 5);
$for M in range(ROW_TILE):
vo${M}p${23 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${23 % ACCUMULATORS}, vi${M+1}x6789, vw89ABCDEF, 2);
$for M in range(ROW_TILE):
vo${M}p${24 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${24 % ACCUMULATORS}, vi${M+2}x6789, vw89ABCDEF, 7);
$for M in range(ROW_TILE):
vo${M}p${25 % ACCUMULATORS} = vfma_laneq_f16(vo${M}p${25 % ACCUMULATORS}, vi${M+3}x6789, vwGHIJKLMN, 4);
$for M in range(ROW_TILE):
vo${M}p${26 % ACCUMULATORS} = vfma_lane_f16(vo${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${A} = vadd_f16(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
float16x4_t vo${M} = vmax_f16(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = vmin_f16(vo${M}, vmax);
if XNN_LIKELY(w & (4 * sizeof(__fp16))) {
$for M in reversed(range(ROW_TILE)):
vst1_f16(o${M}, vo${M}); o${M} += 4;
} else {
if (w & (2 * sizeof(__fp16))) {
$for M in reversed(range(ROW_TILE)):
vst1_lane_u32((void*) o${M}, vreinterpret_u32_f16(vo${M}), 0); o${M} += 2;
$for M in range(ROW_TILE):
vo${M} = vext_f16(vo${M}, vo${M}, 2);
}
if (w & (1 * sizeof(__fp16))) {
$for M in reversed(range(ROW_TILE)):
vst1_lane_f16(o${M}, vo${M}, 0); o${M} += 1;
}
}
}
i0 = (const __fp16*) ((uintptr_t) i${ROW_TILE} - input_decrement);
i1 = (const __fp16*) ((uintptr_t) i${ROW_TILE+1} - input_decrement);
$for M in range(2, 4 + ROW_TILE):
i${M} = (const __fp16*) ((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} = (__fp16*) ((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);
}