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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 <wasm_simd128.h>
#include <xnnpack/dwconv.h>
#include <xnnpack/math.h>
$ARCH_SUFFIX = "_x86" if X86 else "_arm"
void xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__wasmsimd${ARCH_SUFFIX}_loadsplat_${ROW_TILE}x4${"_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 >= 0);
assert(padding_top <= 1);
const v128_t vmask_even = wasm_v128_load(params->wasmsimd_stride2.mask_even);
const v128_t vmask_odd = wasm_v128_load(params->wasmsimd_stride2.mask_odd);
const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd_stride2.max);
const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd_stride2.min);
const v128_t vw0123 = wasm_v128_load(weights);
const v128_t vw4567 = wasm_v128_load(weights + 4);
const v128_t vw89 = wasm_v128_load64_splat(weights + 8);
const v128_t vbias = wasm_v32x4_shuffle(vw0123, vw0123, 0, 0, 0, 0);
const v128_t vk00 = wasm_v32x4_shuffle(vw0123, vw0123, 1, 1, 1, 1);
const v128_t vk01 = wasm_v32x4_shuffle(vw0123, vw0123, 2, 2, 2, 2);
const v128_t vk02 = wasm_v32x4_shuffle(vw0123, vw0123, 3, 3, 3, 3);
const v128_t vk10 = wasm_v32x4_shuffle(vw4567, vw4567, 0, 0, 0, 0);
const v128_t vk11 = wasm_v32x4_shuffle(vw4567, vw4567, 1, 1, 1, 1);
const v128_t vk12 = wasm_v32x4_shuffle(vw4567, vw4567, 2, 2, 2, 2);
const v128_t vk20 = wasm_v32x4_shuffle(vw4567, vw4567, 3, 3, 3, 3);
const v128_t vk21 = wasm_v32x4_shuffle(vw89, vw89, 0, 0, 0, 0);
const v128_t vk22 = wasm_v32x4_shuffle(vw89, vw89, 1, 1, 1, 1);
const size_t input_decrement = round_down_po2(input_width, 4 /* SIMD output width */ * 2 /* subsampling */ * sizeof(float));
$if ROW_TILE > 1:
const size_t output_width = round_down_po2((input_width + (2 /* padding */ - 3 /* kernel size */ + 2 /* subsampling */) * sizeof(float)) / 2, sizeof(float));
const float* i0 = (const float*) ((uintptr_t) input - ((-padding_top) & input_width));
const float* i1 = (const float*) ((uintptr_t) i0 + input_width);
if XNN_UNPREDICTABLE(padding_top != 0) {
i0 = zero;
}
$for M in range(2, 1 + 2 * ROW_TILE):
const float* i${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} + output_width);
size_t padded_input_height = input_height + padding_top + 1 /* padding bottom */;
size_t output_height = (padded_input_height - 3 /* kernel size */ + 2 /* subsampling */) / 2;
do {
$for M in range(2, 1 + 2 * ROW_TILE):
if XNN_UNPREDICTABLE(padded_input_height < ${2 + M}) {
i${M} = zero;
$if M % 2 == 1:
o${(M - 1) // 2} = o${(M - 1) // 2 - 1};
}
$for M in range(1 + 2 * ROW_TILE):
v128_t vi${M}x1357 = wasm_f32x4_const_splat(0.0f);
size_t w = input_width;
for (; w >= 8 * sizeof(float); w -= 8 * sizeof(float)) {
$for M in range(ROW_TILE):
v128_t vo${M}p0 = vbias;
$for M in range(1 + 2 * ROW_TILE):
const v128_t vi${M}x89AB = wasm_v128_load(i${M});
const v128_t vi${M}xCDEF = wasm_v128_load(i${M} + 4);
i${M} += 8;
$for M in range(1 + 2 * ROW_TILE):
const v128_t vi${M}x8ACE = wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 0, 2, 4, 6);
const v128_t vi${M}x9BDF = wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 1, 3, 5, 7);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 1:
v128_t vo${M}p1 = wasm_f32x4_mul(vi${2*M}x8ACE, vk01);
$else:
vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M}x8ACE, vk01));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 2:
v128_t vo${M}p2 = wasm_f32x4_mul(vi${2*M+1}x8ACE, vk11);
$else:
vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M+1}x8ACE, vk11));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 3:
v128_t vo${M}p3 = wasm_f32x4_mul(vi${2*M+2}x8ACE, vk21);
$else:
vo${M}p${4 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${4 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x8ACE, vk21));
$for M in range(1 + 2 * ROW_TILE):
const v128_t vi${M}x79BD = wasm_v32x4_shuffle(vi${M}x1357, vi${M}x9BDF, 3, 4, 5, 6);
vi${M}x1357 = vi${M}x9BDF;
$for M in range(ROW_TILE):
$if ACCUMULATORS > 4:
v128_t vo${M}p4 = wasm_f32x4_mul(vi${2*M}x79BD, vk00);
$else:
vo${M}p${5 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${5 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x79BD, vk00));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 5:
v128_t vo${M}p5 = wasm_f32x4_mul(vi${2*M+1}x79BD, vk10);
$else:
vo${M}p${6 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${6 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x79BD, vk10));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 6:
v128_t vo${M}p6 = wasm_f32x4_mul(vi${2*M+2}x79BD, vk11);
$else:
vo${M}p${7 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${7 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x79BD, vk20));
$for M in range(ROW_TILE):
vo${M}p${8 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${8 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x9BDF, vk02));
$for M in range(ROW_TILE):
vo${M}p${9 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${9 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x9BDF, vk12));
$for M in range(ROW_TILE):
vo${M}p${10 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${10 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x9BDF, vk22));
$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${A} = wasm_f32x4_add(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$if X86:
$for M in range(ROW_TILE):
v128_t vo${M} = wasm_f32x4_pmax(vmin, vo${M}p0);
$for M in range(ROW_TILE):
vo${M} = wasm_f32x4_pmin(vmax, vo${M});
$else:
$for M in range(ROW_TILE):
v128_t vo${M} = wasm_f32x4_max(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = wasm_f32x4_min(vo${M}, vmax);
$for M in reversed(range(ROW_TILE)):
wasm_v128_store(o${M}, vo${M}); o${M} += 4;
}
// Last block has 0-7 pixels to process.
assert(w < 8 * sizeof(float));
if XNN_LIKELY(w != 0) {
$for M in range(ROW_TILE):
v128_t vo${M}p0 = vbias;
$for M in range(1 + 2 * ROW_TILE):
const v128_t vi${M}x89AB = wasm_v128_load(i${M});
const v128_t vi${M}xCDEF = wasm_v128_load(i${M} + 4);
$for M in range(1 + 2 * ROW_TILE):
const v128_t vi${M}x8ACE = wasm_v128_and(vmask_even, wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 0, 2, 4, 6));
const v128_t vi${M}x9BDF = wasm_v128_and(vmask_odd, wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 1, 3, 5, 7));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 1:
v128_t vo${M}p1 = wasm_f32x4_mul(vi${2*M}x8ACE, vk01);
$else:
vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M}x8ACE, vk01));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 2:
v128_t vo${M}p2 = wasm_f32x4_mul(vi${2*M+1}x8ACE, vk11);
$else:
vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M+1}x8ACE, vk11));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 3:
v128_t vo${M}p3 = wasm_f32x4_mul(vi${2*M+2}x8ACE, vk21);
$else:
vo${M}p${4 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${4 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x8ACE, vk21));
$for M in range(1 + 2 * ROW_TILE):
const v128_t vi${M}x79BD = wasm_v32x4_shuffle(vi${M}x1357, vi${M}x9BDF, 3, 4, 5, 6);
$for M in range(ROW_TILE):
$if ACCUMULATORS > 4:
v128_t vo${M}p4 = wasm_f32x4_mul(vi${2*M}x79BD, vk00);
$else:
vo${M}p${5 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${5 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x79BD, vk00));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 5:
v128_t vo${M}p5 = wasm_f32x4_mul(vi${2*M+1}x79BD, vk10);
$else:
vo${M}p${6 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${6 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x79BD, vk10));
$for M in range(ROW_TILE):
$if ACCUMULATORS > 6:
v128_t vo${M}p6 = wasm_f32x4_mul(vi${2*M+2}x79BD, vk11);
$else:
vo${M}p${7 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${7 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x79BD, vk20));
$for M in range(ROW_TILE):
vo${M}p${8 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${8 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x9BDF, vk02));
$for M in range(ROW_TILE):
vo${M}p${9 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${9 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x9BDF, vk12));
$for M in range(ROW_TILE):
vo${M}p${10 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${10 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x9BDF, vk22));
$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${A} = wasm_f32x4_add(vo${M}p${A}, vo${M}p${A + ACC_SLICE});
$ACC_SLICE *= 2
$if X86:
$for M in range(ROW_TILE):
v128_t vo${M} = wasm_f32x4_pmax(vmin, vo${M}p0);
$for M in range(ROW_TILE):
vo${M} = wasm_f32x4_pmin(vmax, vo${M});
$else:
$for M in range(ROW_TILE):
v128_t vo${M} = wasm_f32x4_max(vo${M}p0, vmin);
$for M in range(ROW_TILE):
vo${M} = wasm_f32x4_min(vo${M}, vmax);
w += 1 * sizeof(float);
if (w & (8 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
wasm_v128_store(o${M}, vo${M}); o${M} += 4;
} else {
if (w & (4 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
wasm_v128_store64_lane(o${M}, vo${M}, 0);
o${M} += 2;
$for M in range(ROW_TILE):
vo${M} = wasm_v64x2_shuffle(vo${M}, vo${M}, 1, 1);
}
if (w & (2 * sizeof(float))) {
$for M in reversed(range(ROW_TILE)):
wasm_v128_store32_lane(o${M}, vo${M}, 0);
o${M} += 1;
}
}
}
i0 = (const float*) ((uintptr_t) i${2 * ROW_TILE} - input_decrement);
$for M in range(1, 1 + 2 * ROW_TILE):
i${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} + output_width);
$if ROW_TILE > 1:
output_height = doz(output_height, ${ROW_TILE});
padded_input_height = doz(padded_input_height, ${ROW_TILE * 2});
$else:
output_height -= 1;
padded_input_height -= 2;
} while (output_height != 0);
}
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