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$assert CHANNEL_TILE % 8 == 0 |
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$assert CHANNEL_TILE >= 8 |
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$assert ROW_TILE >= 1 |
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$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
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#include <assert.h> |
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#include <immintrin.h> |
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#include <xnnpack/intrinsics-polyfill.h> |
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#include <xnnpack/math.h> |
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#include <xnnpack/prelu.h> |
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void xnn_f16_prelu_ukernel__f16c_${ROW_TILE}x${CHANNEL_TILE}( |
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size_t rows, |
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size_t channels, |
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const void* restrict input, |
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size_t input_stride, |
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const void* restrict weights, |
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void* restrict output, |
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size_t output_stride) XNN_OOB_READS |
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{ |
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assert(rows != 0); |
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assert(channels != 0); |
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assert(channels % sizeof(uint16_t) == 0); |
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const uint16_t* i0 = (const uint16_t*) input; |
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uint16_t* o0 = (uint16_t*) output; |
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$for M in range(1, ROW_TILE): |
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const uint16_t* i${M} = (const uint16_t*) ((uintptr_t) i${M-1} + input_stride); |
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uint16_t* o${M} = (uint16_t*) ((uintptr_t) o${M-1} + output_stride); |
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const size_t input_increment = input_stride * ${ROW_TILE} - channels; |
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const size_t output_increment = output_stride * ${ROW_TILE} - channels; |
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do { |
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$for M in range(1, ROW_TILE): |
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$if M % 2 == 0: |
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if XNN_UNPREDICTABLE(rows <= ${M}) { |
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i${M} = i${M-1}; |
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o${M} = o${M-1}; |
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} |
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$else: |
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if XNN_UNPREDICTABLE(rows < ${M+1}) { |
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i${M} = i${M-1}; |
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o${M} = o${M-1}; |
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} |
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const uint16_t* w = (const uint16_t*) weights; |
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size_t c = channels; |
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$if CHANNEL_TILE > 8: |
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for (; c >= ${CHANNEL_TILE} * sizeof(uint16_t); c -= ${CHANNEL_TILE} * sizeof(uint16_t)) { |
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const __m256 vw${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) w)); |
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$for C in range(8, CHANNEL_TILE, 8): |
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const __m256 vw${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (w + ${C}))); |
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w += ${CHANNEL_TILE}; |
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$for M in range(ROW_TILE): |
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const __m256 vi${M}x0${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M})); |
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$for C in range(8, CHANNEL_TILE, 8): |
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const __m256 vi${M}x0${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (i${M} + ${C}))); |
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i${M} += ${CHANNEL_TILE}; |
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$for M in range(ROW_TILE): |
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$for C in range(0, CHANNEL_TILE, 8): |
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__m256 vacc${M}x0${ABC[C:C+8]} = _mm256_mul_ps(vi${M}x0${ABC[C:C+8]}, vw${ABC[C:C+8]}); |
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$for M in range(ROW_TILE): |
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$for C in range(0, CHANNEL_TILE, 8): |
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vacc${M}x0${ABC[C:C+8]} = _mm256_blendv_ps(vi${M}x0${ABC[C:C+8]}, vacc${M}x0${ABC[C:C+8]}, vi${M}x0${ABC[C:C+8]}); |
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$for M in range(ROW_TILE): |
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_mm_storeu_si128((__m128i*) o${M}, _mm256_cvtps_ph(vacc${M}x0${ABC[C:C+8]}, _MM_FROUND_TO_NEAREST_INT)); |
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$for C in range(0, CHANNEL_TILE, 8): |
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_mm_storeu_si128((__m128i*) (o${M} + ${C}), _mm256_cvtps_ph(vacc${M}x0${ABC[C:C+8]}, _MM_FROUND_TO_NEAREST_INT)); |
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o${M} += ${CHANNEL_TILE}; |
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} |
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for (; c >= 8 * sizeof(uint16_t); c -= 8 * sizeof(uint16_t)) { |
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const __m256 vw01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) w)); |
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w += 8; |
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$for M in range(ROW_TILE): |
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const __m256 vi${M}x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M})); |
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i${M} += 8; |
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$for M in range(ROW_TILE): |
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__m256 vacc${M}x01234567 = _mm256_mul_ps(vi${M}x01234567, vw01234567); |
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$for M in range(ROW_TILE): |
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vacc${M}x01234567 = _mm256_blendv_ps(vi${M}x01234567, vacc${M}x01234567, vi${M}x01234567); |
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$for M in range(ROW_TILE): |
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_mm_storeu_si128((__m128i*) o${M}, _mm256_cvtps_ph(vacc${M}x01234567, _MM_FROUND_TO_NEAREST_INT)); |
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o${M} += 8; |
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} |
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if XNN_UNLIKELY(c != 0) { |
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const __m256 vw01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) w)); |
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$for M in range(ROW_TILE): |
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const __m256 vi${M}x01234567 = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M})); |
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i${M} = (const uint16_t*) ((uintptr_t) i${M} + c); |
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$for M in range(ROW_TILE): |
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__m256 vacc${M}x01234567 = _mm256_mul_ps(vi${M}x01234567, vw01234567); |
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$for M in range(ROW_TILE): |
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vacc${M}x01234567 = _mm256_blendv_ps(vi${M}x01234567, vacc${M}x01234567, vi${M}x01234567); |
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$for M in range(ROW_TILE): |
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__m128i vh${M}x01234567 = _mm256_cvtps_ph(vacc${M}x01234567, _MM_FROUND_TO_NEAREST_INT); |
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if (c & (4 * sizeof(uint16_t))) { |
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$for M in range(ROW_TILE): |
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_mm_storel_epi64((__m128i*) o${M}, vh${M}x01234567); |
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$for M in range(ROW_TILE): |
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vh${M}x01234567 = _mm_unpackhi_epi64(vh${M}x01234567, vh${M}x01234567); |
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$for M in range(ROW_TILE): |
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o${M} += 4; |
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} |
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if (c & (2 * sizeof(uint16_t))) { |
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$for M in range(ROW_TILE): |
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_mm_storeu_si32(o${M}, vh${M}x01234567); |
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$for M in range(ROW_TILE): |
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vh${M}x01234567 = _mm_srli_epi64(vh${M}x01234567, 32); |
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$for M in range(ROW_TILE): |
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o${M} += 2; |
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} |
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if (c & (1 * sizeof(uint16_t))) { |
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$for M in range(ROW_TILE): |
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*o${M} = (uint16_t) _mm_extract_epi16(vh${M}x01234567, 0); |
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$for M in range(ROW_TILE): |
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o${M} += 1; |
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} |
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} |
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$for M in range(ROW_TILE): |
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i${M} = (const uint16_t*) ((uintptr_t) i${M} + input_increment); |
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o${M} = (uint16_t*) ((uintptr_t) o${M} + output_increment); |
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rows = doz(rows, ${ROW_TILE}); |
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} while (rows != 0); |
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} |
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