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// 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
$assert ACCUMULATORS >= 1
#include <assert.h>
#include <xmmintrin.h>
#include <xnnpack/dwconv.h>
#include <xnnpack/math.h>
void xnn_f32_dwconv2d_chw_ukernel_5x5p2__sse_${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)]) XNN_OOB_READS
{
assert(input_height != 0);
assert(input_width != 0);
assert(input_width % sizeof(float) == 0);
assert(padding_top == 2);
const __m128 vmask = _mm_load_ps((const float*) params->sse_stride1.mask);
const __m128 vmax = _mm_load_ps(params->sse_stride1.max);
const __m128 vmin = _mm_load_ps(params->sse_stride1.min);
const __m128 vbias = _mm_load1_ps(weights);
$for R in range(5):
$for S in range(5):
const __m128 vk${R}${S} = _mm_load1_ps(weights + ${R*5+S+1});
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};
}
$for M in range(4 + ROW_TILE):
__m128 vi${M}x3012 = _mm_setzero_ps();
$for M in range(4 + ROW_TILE):
__m128 vi${M}x4567 = _mm_loadu_ps(i${M});
i${M} += 4;
size_t w = input_width;
for (; w > 8 * sizeof(float); w -= 4 * sizeof(float)) {
$for K in range(5):
$for M in range(ROW_TILE):
$if K == 0:
__m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${M+K}x4567, vk${K}2));
$elif K < ACCUMULATORS:
__m128 vo${M}p${K} = _mm_mul_ps(vi${M+K}x4567, vk${K}2);
$else:
vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x4567, vk${K}2));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x7456 = _mm_shuffle_ps(vi${M}x4567, vi${M}x4567, _MM_SHUFFLE(2, 1, 0, 3));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x89AB = _mm_loadu_ps(i${M});
i${M} += 4;
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x3456 = _mm_move_ss(vi${M}x7456, vi${M}x3012);
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+5) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+5) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x3456, vk${K}1));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x2345 = _mm_shuffle_ps(vi${M}x3012, vi${M}x7456, _MM_SHUFFLE(2, 1, 0, 3));
vi${M}x3012 = vi${M}x7456;
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x8567 = _mm_move_ss(vi${M}x4567, vi${M}x89AB);
vi${M}x4567 = vi${M}x89AB;
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+10) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+10) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x2345, vk${K}0));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x5678 = _mm_shuffle_ps(vi${M}x8567, vi${M}x8567, _MM_SHUFFLE(0, 3, 2, 1));
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+15) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+15) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x5678, vk${K}3));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x6789 = _mm_shuffle_ps(vi${M}x5678, vi${M}x89AB, _MM_SHUFFLE(1, 0, 2, 1));
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+20) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+20) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x6789, vk${K}4));
$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${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
__m128 vo${M} = _mm_max_ps(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = _mm_min_ps(vo${M}, vmax);
$for M in reversed(range(ROW_TILE)):
_mm_storeu_ps(o${M}, vo${M});
o${M} += 4;
}
// Always process the last block of 5..8 pixels.
if XNN_LIKELY(w > 4 * sizeof(float)) {
$for K in range(5):
$for M in range(ROW_TILE):
$if K == 0:
__m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${M+K}x4567, vk${K}2));
$elif K < ACCUMULATORS:
__m128 vo${M}p${K} = _mm_mul_ps(vi${M+K}x4567, vk${K}2);
$else:
vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x4567, vk${K}2));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x7456 = _mm_shuffle_ps(vi${M}x4567, vi${M}x4567, _MM_SHUFFLE(2, 1, 0, 3));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x89AB = _mm_and_ps(_mm_loadu_ps(i${M}), vmask);
i${M} += 4;
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x3456 = _mm_move_ss(vi${M}x7456, vi${M}x3012);
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+5) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+5) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x3456, vk${K}1));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x2345 = _mm_shuffle_ps(vi${M}x3012, vi${M}x7456, _MM_SHUFFLE(2, 1, 0, 3));
vi${M}x3012 = vi${M}x7456;
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x8567 = _mm_move_ss(vi${M}x4567, vi${M}x89AB);
vi${M}x4567 = vi${M}x89AB;
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+10) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+10) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x2345, vk${K}0));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x5678 = _mm_shuffle_ps(vi${M}x8567, vi${M}x8567, _MM_SHUFFLE(0, 3, 2, 1));
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+15) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+15) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x5678, vk${K}3));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x6789 = _mm_shuffle_ps(vi${M}x5678, vi${M}x89AB, _MM_SHUFFLE(1, 0, 2, 1));
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+20) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+20) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x6789, vk${K}4));
$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${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
__m128 vo${M} = _mm_max_ps(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = _mm_min_ps(vo${M}, vmax);
$for M in reversed(range(ROW_TILE)):
_mm_storeu_ps(o${M}, vo${M});
o${M} += 4;
w -= 4 * sizeof(float);
}
assert(w >= 1 * sizeof(float));
assert(w <= 4 * sizeof(float));
{
$for M in range(4 + ROW_TILE):
vi${M}x4567 = _mm_and_ps(vi${M}x4567, vmask);
$for K in range(5):
$for M in range(ROW_TILE):
$if K == 0:
__m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${M+K}x4567, vk${K}2));
$elif K < ACCUMULATORS:
__m128 vo${M}p${K} = _mm_mul_ps(vi${M+K}x4567, vk${K}2);
$else:
vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x4567, vk${K}2));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x7456 = _mm_shuffle_ps(vi${M}x4567, vi${M}x4567, _MM_SHUFFLE(2, 1, 0, 3));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x3456 = _mm_move_ss(vi${M}x7456, vi${M}x3012);
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+5) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+5) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x3456, vk${K}1));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x2345 = _mm_shuffle_ps(vi${M}x3012, vi${M}x7456, _MM_SHUFFLE(2, 1, 0, 3));
const __m128 vzero = _mm_setzero_ps();
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x8567 = _mm_move_ss(vi${M}x4567, vzero);
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+10) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+10) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x2345, vk${K}0));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x5678 = _mm_shuffle_ps(vi${M}x8567, vi${M}x8567, _MM_SHUFFLE(0, 3, 2, 1));
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+15) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+15) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x5678, vk${K}3));
$for M in range(4 + ROW_TILE):
const __m128 vi${M}x6789 = _mm_shuffle_ps(vi${M}x5678, vzero, _MM_SHUFFLE(1, 0, 2, 1));
$for K in range(5):
$for M in range(ROW_TILE):
vo${M}p${(K+20) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+20) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x6789, vk${K}4));
$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${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$for M in range(ROW_TILE):
__m128 vo${M} = _mm_max_ps(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = _mm_min_ps(vo${M}, vmax);
if XNN_LIKELY(w & (4 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
_mm_storeu_ps(o${M}, vo${M});
o${M} += 4;
} else {
if (w & (2 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
_mm_storel_pi((__m64*) o${M}, vo${M});
o${M} += 2;
$for M in range(ROW_TILE):
vo${M} = _mm_movehl_ps(vo${M}, vo${M});
}
if (w & (1 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
_mm_store_ss(o${M}, vo${M});
o${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);
}
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