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$assert CHANNEL_TILE % 8 == 0 |
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$assert KERNEL_TILE >= 2 |
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$assert ACCUMULATORS >= 1 |
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$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
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#include <assert.h> |
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#include <immintrin.h> |
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#include <xnnpack/dwconv.h> |
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#include <xnnpack/intrinsics-polyfill.h> |
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void xnn_f16_dwconv_minmax_ukernel_${KERNEL_TILE}p${CHANNEL_TILE}c__fma3${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( |
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size_t channels, |
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size_t output_width, |
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const void** input, |
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const void* weights, |
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void* output, |
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intptr_t input_stride, |
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size_t output_increment, |
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size_t input_offset, |
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const void* zero, |
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const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS |
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{ |
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assert(channels != 0); |
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assert(output_width != 0); |
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const __m256 vmax = _mm256_load_ps(params->avx.max); |
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const __m256 vmin = _mm256_load_ps(params->avx.min); |
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uint16_t* o = (uint16_t*) output; |
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do { |
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$for K in range(KERNEL_TILE): |
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const uint16_t* i${K} = input[${K}]; |
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assert(i${K} != NULL); |
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if XNN_UNPREDICTABLE(i${K} != zero) { |
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i${K} = (const uint16_t*) ((uintptr_t) i${K} + input_offset); |
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} |
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input = (const void**) ((uintptr_t) input + input_stride); |
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size_t c = channels; |
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const uint16_t* w = weights; |
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for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { |
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__m256 vacc${ABC[0:8]}p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); |
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$for C in range(8, CHANNEL_TILE, 8): |
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__m256 vacc${ABC[C:C+8]}p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + ${C}))); |
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$for K in range(KERNEL_TILE): |
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const __m256 vi${K}x${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${K})); |
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$for C in range(8, CHANNEL_TILE, 8): |
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const __m256 vi${K}x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i${K} + ${C}))); |
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i${K} += ${CHANNEL_TILE}; |
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$for C in range(0, CHANNEL_TILE, 8): |
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const __m256 vk${K}x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + ${(K + 1) * CHANNEL_TILE + C}))); |
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$for C in range(0, CHANNEL_TILE, 8): |
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$if 1 <= K < ACCUMULATORS: |
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__m256 vacc${ABC[C:C+8]}p${K} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]}), _MM_FROUND_TO_NEAREST_INT)); |
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$else: |
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vacc${ABC[C:C+8]}p${K % ACCUMULATORS} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]}, vacc${ABC[C:C+8]}p${K % ACCUMULATORS}), _MM_FROUND_TO_NEAREST_INT)); |
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w += ${(KERNEL_TILE + 1) * CHANNEL_TILE}; |
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$if ACCUMULATORS > 1: |
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$ACC_SLICE = 1 |
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$while ACC_SLICE < ACCUMULATORS: |
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$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
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$if A + ACC_SLICE < ACCUMULATORS: |
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$for C in range(0, CHANNEL_TILE, 8): |
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vacc${ABC[C:C+8]}p${A} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vacc${ABC[C:C+8]}p${A}, vacc${ABC[C:C+8]}p${A + ACC_SLICE}), _MM_FROUND_TO_NEAREST_INT)); |
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$ACC_SLICE *= 2 |
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$for C in range(0, CHANNEL_TILE, 8): |
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__m256 vacc${ABC[C:C+8]} = _mm256_max_ps(vacc${ABC[C:C+8]}p0, vmin); |
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$for C in range(0, CHANNEL_TILE, 8): |
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vacc${ABC[C:C+8]} = _mm256_min_ps(vacc${ABC[C:C+8]}, vmax); |
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_mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT)); |
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$for C in range(8, CHANNEL_TILE, 8): |
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_mm_storeu_si128((__m128i*) (o + ${C}), _mm256_cvtps_ph(vacc${ABC[C:C+8]}, _MM_FROUND_TO_NEAREST_INT)); |
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o += ${CHANNEL_TILE}; |
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} |
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$if CHANNEL_TILE > 8: |
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for (; c >= 8; c -= 8) { |
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__m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); |
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$for K in range(KERNEL_TILE): |
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const __m256 vi${K}x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${K})); |
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i${K} += 8; |
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const __m256 vk${K}x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + ${(K + 1) * CHANNEL_TILE}))); |
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$if 1 <= K < ACCUMULATORS: |
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__m256 vacc01234567p${K} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vi${K}x01234567, vk${K}x01234567), _MM_FROUND_TO_NEAREST_INT)); |
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$else: |
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vacc01234567p${K % ACCUMULATORS} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi${K}x01234567, vk${K}x01234567, vacc01234567p${K % ACCUMULATORS}), _MM_FROUND_TO_NEAREST_INT)); |
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w += 8; |
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$if ACCUMULATORS > 1: |
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$ACC_SLICE = 1 |
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$while ACC_SLICE < ACCUMULATORS: |
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$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
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$if A + ACC_SLICE < ACCUMULATORS: |
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vacc01234567p${A} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vacc01234567p${A}, vacc01234567p${A + ACC_SLICE}), _MM_FROUND_TO_NEAREST_INT)); |
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$ACC_SLICE *= 2 |
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__m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); |
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vacc01234567 = _mm256_min_ps(vacc01234567, vmax); |
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_mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT)); |
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o += 8; |
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} |
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if XNN_UNLIKELY(c != 0) { |
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assert(c >= 1); |
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assert(c <= 7); |
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__m256 vacc01234567p0 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); |
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$for K in range(KERNEL_TILE): |
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const __m256 vi${K}x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${K})); |
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const __m256 vk${K}x01234567 = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) (w + ${(K + 1) * CHANNEL_TILE}))); |
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$if 1 <= K < ACCUMULATORS: |
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__m256 vacc01234567p${K} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vi${K}x01234567, vk${K}x01234567), _MM_FROUND_TO_NEAREST_INT)); |
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$else: |
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vacc01234567p${K % ACCUMULATORS} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(vi${K}x01234567, vk${K}x01234567, vacc01234567p${K % ACCUMULATORS}), _MM_FROUND_TO_NEAREST_INT)); |
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$if ACCUMULATORS > 1: |
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$ACC_SLICE = 1 |
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$while ACC_SLICE < ACCUMULATORS: |
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$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
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$if A + ACC_SLICE < ACCUMULATORS: |
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vacc01234567p${A} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_add_ps(vacc01234567p${A}, vacc01234567p${A + ACC_SLICE}), _MM_FROUND_TO_NEAREST_INT)); |
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$ACC_SLICE *= 2 |
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__m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); |
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vacc01234567 = _mm256_min_ps(vacc01234567, vmax); |
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__m128i vh01234567 = _mm256_cvtps_ph(vacc01234567, _MM_FROUND_TO_NEAREST_INT); |
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if (c & 4) { |
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_mm_storel_epi64((__m128i*) o, vh01234567); |
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vh01234567 = _mm_unpackhi_epi64(vh01234567, vh01234567); |
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o += 4; |
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} |
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if (c & 2) { |
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_mm_storeu_si32(o, vh01234567); |
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vh01234567 = _mm_srli_epi64(vh01234567, 32); |
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o += 2; |
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} |
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if (c & 1) { |
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*o = (uint16_t) _mm_extract_epi16(vh01234567, 0); |
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o += 1; |
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} |
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} |
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o = (uint16_t*) ((uintptr_t) o + output_increment); |
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} while (--output_width != 0); |
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} |
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