|
|
|
|
|
|
|
|
|
|
|
$assert CHANNEL_TILE % 16 == 0 |
|
$assert KERNEL_TILE >= 2 |
|
$assert ACCUMULATORS >= 1 |
|
$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
|
#include <assert.h> |
|
|
|
#include <immintrin.h> |
|
|
|
#include <xnnpack/dwconv.h> |
|
#include <xnnpack/intrinsics-polyfill.h> |
|
|
|
|
|
void xnn_f32_dwconv_minmax_ukernel_${KERNEL_TILE}p${CHANNEL_TILE}c__avx512f${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( |
|
size_t channels, |
|
size_t output_width, |
|
const float** input, |
|
const float* weights, |
|
float* output, |
|
intptr_t input_stride, |
|
size_t output_increment, |
|
size_t input_offset, |
|
const float* zero, |
|
const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) |
|
{ |
|
assert(channels != 0); |
|
assert(output_width != 0); |
|
|
|
const __m512 vmin = _mm512_set1_ps(params->scalar.min); |
|
const __m512 vmax = _mm512_set1_ps(params->scalar.max); |
|
do { |
|
$for K in range(KERNEL_TILE): |
|
const float* i${K} = input[${K}]; |
|
assert(i${K} != NULL); |
|
if XNN_UNPREDICTABLE(i${K} != zero) { |
|
i${K} = (const float*) ((uintptr_t) i${K} + input_offset); |
|
} |
|
input = (const float**) ((uintptr_t) input + input_stride); |
|
|
|
size_t c = channels; |
|
const float* w = weights; |
|
for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { |
|
__m512 vacc${ABC[0:16]}p0 = _mm512_load_ps(w); |
|
$for C in range(16, CHANNEL_TILE, 16): |
|
__m512 vacc${ABC[C:C+16]}p0 = _mm512_load_ps(w + ${C}); |
|
|
|
$for K in range(KERNEL_TILE): |
|
|
|
const __m512 vi${K}x${ABC[0:16]} = _mm512_loadu_ps(i${K}); |
|
$for C in range(16, CHANNEL_TILE, 16): |
|
const __m512 vi${K}x${ABC[C:C+16]} = _mm512_loadu_ps(i${K} + ${C}); |
|
i${K} += ${CHANNEL_TILE}; |
|
|
|
$for C in range(0, CHANNEL_TILE, 16): |
|
const __m512 vk${K}x${ABC[C:C+16]} = _mm512_load_ps(w + ${(K + 1) * CHANNEL_TILE + C}); |
|
$for C in range(0, CHANNEL_TILE, 16): |
|
$if 1 <= K < ACCUMULATORS: |
|
__m512 vacc${ABC[C:C+16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[C:C+16]}, vk${K}x${ABC[C:C+16]}); |
|
$else: |
|
vacc${ABC[C:C+16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[C:C+16]}, vk${K}x${ABC[C:C+16]}, vacc${ABC[C:C+16]}p${K % ACCUMULATORS}); |
|
|
|
w += ${(KERNEL_TILE + 1) * CHANNEL_TILE}; |
|
|
|
$if ACCUMULATORS > 1: |
|
|
|
$ACC_SLICE = 1 |
|
$while ACC_SLICE < ACCUMULATORS: |
|
$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
|
$if A + ACC_SLICE < ACCUMULATORS: |
|
$for C in range(0, CHANNEL_TILE, 16): |
|
vacc${ABC[C:C+16]}p${A} = _mm512_add_ps(vacc${ABC[C:C+16]}p${A}, vacc${ABC[C:C+16]}p${A + ACC_SLICE}); |
|
$ACC_SLICE *= 2 |
|
|
|
$for C in range(0, CHANNEL_TILE, 16): |
|
__m512 vacc${ABC[C:C+16]} = _mm512_max_ps(vmin, vacc${ABC[C:C+16]}p0); |
|
$for C in range(0, CHANNEL_TILE, 16): |
|
vacc${ABC[C:C+16]} = _mm512_min_ps(vmax, vacc${ABC[C:C+16]}); |
|
|
|
_mm512_storeu_ps(output, vacc${ABC[0:16]}); |
|
$for C in range(16, CHANNEL_TILE, 16): |
|
_mm512_storeu_ps(output + ${C}, vacc${ABC[C:C+16]}); |
|
output += ${CHANNEL_TILE}; |
|
} |
|
$if CHANNEL_TILE > 16: |
|
for (; c >= 16; c -= 16) { |
|
__m512 vacc${ABC[0:16]}p0 = _mm512_load_ps(w); |
|
$for K in range(KERNEL_TILE): |
|
|
|
const __m512 vi${K}x${ABC[0:16]} = _mm512_loadu_ps(i${K}); |
|
i${K} += 16; |
|
|
|
const __m512 vk${K}x${ABC[0:16]} = _mm512_load_ps(w + ${(K + 1) * CHANNEL_TILE}); |
|
$if 1 <= K < ACCUMULATORS: |
|
__m512 vacc${ABC[0:16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}); |
|
$else: |
|
vacc${ABC[0:16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}, vacc${ABC[0:16]}p${K % ACCUMULATORS}); |
|
|
|
w += 16; |
|
|
|
$if ACCUMULATORS > 1: |
|
|
|
$ACC_SLICE = 1 |
|
$while ACC_SLICE < ACCUMULATORS: |
|
$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
|
$if A + ACC_SLICE < ACCUMULATORS: |
|
vacc${ABC[0:16]}p${A} = _mm512_add_ps(vacc${ABC[0:16]}p${A}, vacc${ABC[0:16]}p${A + ACC_SLICE}); |
|
$ACC_SLICE *= 2 |
|
|
|
__m512 vacc${ABC[0:16]} = _mm512_max_ps(vmin, vacc${ABC[0:16]}p0); |
|
vacc${ABC[0:16]} = _mm512_min_ps(vmax, vacc${ABC[0:16]}); |
|
|
|
_mm512_storeu_ps(output, vacc${ABC[0:16]}); |
|
output += 16; |
|
} |
|
if XNN_UNLIKELY(c != 0) { |
|
assert(c >= 1); |
|
assert(c <= 16); |
|
|
|
const __mmask16 vmask = _cvtu32_mask16((uint16_t) ((uint32_t) (UINT32_C(1) << c) - UINT32_C(1))); |
|
|
|
__m512 vacc${ABC[0:16]}p0 = _mm512_maskz_loadu_ps(vmask, w); |
|
$for K in range(KERNEL_TILE): |
|
|
|
const __m512 vi${K}x${ABC[0:16]} = _mm512_maskz_loadu_ps(vmask, i${K}); |
|
const __m512 vk${K}x${ABC[0:16]} = _mm512_maskz_loadu_ps(vmask, w + ${(K + 1) * CHANNEL_TILE}); |
|
$if 1 <= K < ACCUMULATORS: |
|
__m512 vacc${ABC[0:16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}); |
|
$else: |
|
vacc${ABC[0:16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}, vacc${ABC[0:16]}p${K % ACCUMULATORS}); |
|
|
|
$if ACCUMULATORS > 1: |
|
|
|
$ACC_SLICE = 1 |
|
$while ACC_SLICE < ACCUMULATORS: |
|
$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
|
$if A + ACC_SLICE < ACCUMULATORS: |
|
vacc${ABC[0:16]}p${A} = _mm512_add_ps(vacc${ABC[0:16]}p${A}, vacc${ABC[0:16]}p${A + ACC_SLICE}); |
|
$ACC_SLICE *= 2 |
|
|
|
__m512 vacc${ABC[0:16]} = _mm512_max_ps(vmin, vacc${ABC[0:16]}p0); |
|
vacc${ABC[0:16]} = _mm512_min_ps(vmax, vacc${ABC[0:16]}); |
|
|
|
_mm512_mask_storeu_ps(output, vmask, vacc${ABC[0:16]}); |
|
output += c; |
|
} |
|
|
|
output = (float*) ((uintptr_t) output + output_increment); |
|
} while (--output_width != 0); |
|
} |
|
|