|
|
|
|
|
|
|
|
|
|
|
$assert ROW_TILE >= 1 |
|
$assert ACCUMULATORS >= 1 |
|
#include <assert.h> |
|
|
|
#include <wasm_simd128.h> |
|
|
|
|
|
#include <xnnpack/dwconv.h> |
|
#include <xnnpack/math.h> |
|
|
|
|
|
$ARCH_SUFFIX = "_x86" if X86 else "_arm" |
|
|
|
void xnn_f32_dwconv2d_chw_ukernel_3x3p1__wasmsimd${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 == 1); |
|
|
|
const v128_t vmask = wasm_v128_load(params->wasmsimd_stride1.mask); |
|
const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd_stride1.max); |
|
const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd_stride1.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_up_po2(input_width, 4 * sizeof(float)); |
|
|
|
const float* i0 = zero; |
|
const float* i1 = input; |
|
$for M in range(2, 2 + ROW_TILE): |
|
const float* i${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} + input_width); |
|
|
|
size_t output_height = input_height; |
|
do { |
|
$for M in range(2, 2 + ROW_TILE): |
|
if XNN_UNPREDICTABLE(output_height < ${M}) { |
|
i${M} = zero; |
|
$if M <= ROW_TILE: |
|
o${M-1} = o${M-2}; |
|
} |
|
|
|
$for M in range(2 + ROW_TILE): |
|
v128_t vi${M}x0123 = wasm_f32x4_const_splat(0.0f); |
|
|
|
$for M in range(2 + ROW_TILE): |
|
v128_t vi${M}x4567 = wasm_v128_load(i${M}); |
|
i${M} += 4; |
|
|
|
size_t w = input_width; |
|
for (; w > 4 * sizeof(float); w -= 4 * sizeof(float)) { |
|
$for M in range(2 + ROW_TILE): |
|
const v128_t vi${M}x89AB = wasm_v128_load(i${M}); |
|
i${M} += 4; |
|
|
|
$for K in range(3): |
|
$for M in range(ROW_TILE): |
|
$if K == 0: |
|
v128_t vo${M}p0 = wasm_f32x4_add(vbias, wasm_f32x4_mul(vi${M+K}x4567, vk${K}1)); |
|
$elif K < ACCUMULATORS: |
|
v128_t vo${M}p${K} = wasm_f32x4_mul(vi${M+K}x4567, vk${K}1); |
|
$else: |
|
vo${M}p${K % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${K % ACCUMULATORS}, wasm_f32x4_mul(vi${M+K}x4567, vk${K}1)); |
|
|
|
$for M in range(2 + ROW_TILE): |
|
const v128_t vi${M}x3456 = wasm_v32x4_shuffle(vi${M}x0123, vi${M}x4567, 3, 4, 5, 6); |
|
|
|
$for K in range(3): |
|
$for M in range(ROW_TILE): |
|
$if K+3 < ACCUMULATORS: |
|
v128_t vo${M}p${K+3} = wasm_f32x4_mul(vi${M+K}x3456, vk${K}0); |
|
$else: |
|
vo${M}p${(K+3) % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${(K+3) % ACCUMULATORS}, wasm_f32x4_mul(vi${M+K}x3456, vk${K}0)); |
|
|
|
$for M in range(2 + ROW_TILE): |
|
vi${M}x0123 = vi${M}x4567; |
|
|
|
$for M in range(2 + ROW_TILE): |
|
const v128_t vi${M}x5678 = wasm_v32x4_shuffle(vi${M}x4567, vi${M}x89AB, 1, 2, 3, 4); |
|
|
|
$for K in range(3): |
|
$for M in range(ROW_TILE): |
|
vo${M}p${(K+6) % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${(K+6) % ACCUMULATORS}, wasm_f32x4_mul(vi${M+K}x5678, vk${K}2)); |
|
|
|
$for M in range(2 + ROW_TILE): |
|
vi${M}x4567 = vi${M}x89AB; |
|
|
|
$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; |
|
} |
|
|
|
assert(w >= 1 * sizeof(float)); |
|
assert(w <= 4 * sizeof(float)); |
|
{ |
|
$for M in range(2 + ROW_TILE): |
|
vi${M}x4567 = wasm_v128_and(vmask, vi${M}x4567); |
|
|
|
$for K in range(3): |
|
$for M in range(ROW_TILE): |
|
$if K == 0: |
|
v128_t vo${M}p0 = wasm_f32x4_add(vbias, wasm_f32x4_mul(vi${M+K}x4567, vk${K}1)); |
|
$elif K < ACCUMULATORS: |
|
v128_t vo${M}p${K} = wasm_f32x4_mul(vi${M+K}x4567, vk${K}1); |
|
$else: |
|
vo${M}p${K % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${K % ACCUMULATORS}, wasm_f32x4_mul(vi${M+K}x4567, vk${K}1)); |
|
|
|
$for M in range(2 + ROW_TILE): |
|
const v128_t vi${M}x3456 = wasm_v32x4_shuffle(vi${M}x0123, vi${M}x4567, 3, 4, 5, 6); |
|
|
|
$for K in range(3): |
|
$for M in range(ROW_TILE): |
|
$if K+3 < ACCUMULATORS: |
|
v128_t vo${M}p${K+3} = wasm_f32x4_mul(vi${M+K}x3456, vk${K}0); |
|
$else: |
|
vo${M}p${(K+3) % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${(K+3) % ACCUMULATORS}, wasm_f32x4_mul(vi${M+K}x3456, vk${K}0)); |
|
|
|
const v128_t vzero = wasm_f32x4_const_splat(0.0f); |
|
$for M in range(2 + ROW_TILE): |
|
const v128_t vi${M}x5678 = wasm_v32x4_shuffle(vi${M}x4567, vzero, 1, 2, 3, 4); |
|
|
|
$for K in range(3): |
|
$for M in range(ROW_TILE): |
|
vo${M}p${(K+6) % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${(K+6) % ACCUMULATORS}, wasm_f32x4_mul(vi${M+K}x5678, vk${K}2)); |
|
|
|
$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); |
|
|
|
if XNN_LIKELY(w == 4 * sizeof(float)) { |
|
$for M in reversed(range(ROW_TILE)): |
|
wasm_v128_store(o${M}, vo${M}); |
|
o${M} += 4; |
|
} else { |
|
if (w & (2 * 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 & (1 * 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${ROW_TILE} - input_decrement); |
|
i1 = (const float*) ((uintptr_t) i${ROW_TILE+1} - input_decrement); |
|
$for M in range(2, 2 + ROW_TILE): |
|
i${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} + input_width); |
|
|
|
$if ROW_TILE > 1: |
|
output_height = doz(output_height, ${ROW_TILE}); |
|
} while (${"--" if ROW_TILE == 1 else ""}output_height != 0); |
|
} |
|
|