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$assert BATCH_TILE % 8 == 0 |
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$assert BATCH_TILE >= 8 |
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$ABC = "01234567456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
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$assert OP in ["ADD", "DIV", "MAX", "MIN", "MUL", "SUB", "SQRDIFF"] |
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$assert ACTIVATION in ["LINEAR", "MINMAX"] |
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#include <assert.h> |
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#include <immintrin.h> |
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#include <xnnpack/common.h> |
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#include <xnnpack/intrinsics-polyfill.h> |
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#include <xnnpack/vbinary.h> |
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$_MM256_OP_PS = { |
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$ "ADD": lambda x, y: "_mm256_add_ps(%s, %s)" % (x, y), |
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$ "DIV": lambda x, y: "_mm256_div_ps(%s, %s)" % (x, y), |
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$ "MAX": lambda x, y: "_mm256_max_ps(%s, %s)" % (x, y), |
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$ "MIN": lambda x, y: "_mm256_min_ps(%s, %s)" % (x, y), |
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$ "MUL": lambda x, y: "_mm256_mul_ps(%s, %s)" % (x, y), |
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$ "SUB": lambda x, y: "_mm256_sub_ps(%s, %s)" % (x, y), |
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$ "SQRDIFF": lambda x, y: "_mm256_sub_ps(%s, %s)" % (x, y), |
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$}[OP] |
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$SUFFIX = {"LINEAR": "", "MINMAX": "_minmax"}[ACTIVATION] |
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$PARAMS = {"LINEAR": "xnn_f16_default_params", "MINMAX": "xnn_f16_minmax_params"}[ACTIVATION] |
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void xnn_f16_v${OP.lower()}${SUFFIX}_ukernel__f16c_x${BATCH_TILE}( |
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size_t batch, |
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const void* restrict input_a, |
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const void* restrict input_b, |
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void* restrict output, |
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const union ${PARAMS} params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS |
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{ |
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assert(batch != 0); |
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assert(batch % sizeof(uint16_t) == 0); |
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assert(input_a != NULL); |
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assert(input_b != NULL); |
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assert(output != NULL); |
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const uint16_t* a = (const uint16_t*) input_a; |
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const uint16_t* b = (const uint16_t*) input_b; |
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uint16_t* o = (uint16_t*) output; |
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$if ACTIVATION == "MINMAX": |
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const __m256 vy_min = _mm256_load_ps(params->avx.min); |
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const __m256 vy_max = _mm256_load_ps(params->avx.max); |
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$if BATCH_TILE > 8: |
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for (; batch >= ${BATCH_TILE} * sizeof(uint16_t); batch -= ${BATCH_TILE} * sizeof(uint16_t)) { |
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const __m256 va${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) a)); |
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const __m256 vb${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) b)); |
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$for N in range(8, BATCH_TILE, 8): |
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const __m256 va${ABC[N:N+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (a + ${N}))); |
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const __m256 vb${ABC[N:N+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) (b + ${N}))); |
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a += ${BATCH_TILE}; |
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b += ${BATCH_TILE}; |
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$for N in range(0, BATCH_TILE, 8): |
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__m256 vy${ABC[N:N+8]} = _mm256_cvtph_ps(_mm256_cvtps_ph(${_MM256_OP_PS("va" + ABC[N:N+8], "vb" + ABC[N:N+8])}, _MM_FROUND_TO_NEAREST_INT)); |
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$if OP == "SQRDIFF": |
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$for N in range(0, BATCH_TILE, 8): |
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vy${ABC[N:N+8]} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vy${ABC[N:N+8]}, vy${ABC[N:N+8]}), _MM_FROUND_TO_NEAREST_INT)); |
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$if ACTIVATION == "MINMAX": |
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$for N in range(0, BATCH_TILE, 8): |
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vy${ABC[N:N+8]} = _mm256_max_ps(vy${ABC[N:N+8]}, vy_min); |
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$for N in range(0, BATCH_TILE, 8): |
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vy${ABC[N:N+8]} = _mm256_min_ps(vy${ABC[N:N+8]}, vy_max); |
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_mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vy${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT)); |
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$for N in range(8, BATCH_TILE, 8): |
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_mm_storeu_si128((__m128i*) (o + ${N}), _mm256_cvtps_ph(vy${ABC[N:N+8]}, _MM_FROUND_TO_NEAREST_INT)); |
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o += ${BATCH_TILE}; |
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} |
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for (; batch >= 8 * sizeof(uint16_t); batch -= 8 * sizeof(uint16_t)) { |
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const __m256 va = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) a)); |
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const __m256 vb = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) b)); |
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a += 8; |
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b += 8; |
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__m256 vy = _mm256_cvtph_ps(_mm256_cvtps_ph(${_MM256_OP_PS("va", "vb")}, _MM_FROUND_TO_NEAREST_INT)); |
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$if OP == "SQRDIFF": |
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vy = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vy, vy), _MM_FROUND_TO_NEAREST_INT)); |
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$if ACTIVATION == "MINMAX": |
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vy = _mm256_max_ps(vy, vy_min); |
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vy = _mm256_min_ps(vy, vy_max); |
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_mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vy, _MM_FROUND_TO_NEAREST_INT)); |
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o += 8; |
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} |
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if XNN_UNLIKELY(batch != 0) { |
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const __m256 va = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) a)); |
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const __m256 vb = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) b)); |
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__m256 vy = _mm256_cvtph_ps(_mm256_cvtps_ph(${_MM256_OP_PS("va", "vb")}, _MM_FROUND_TO_NEAREST_INT)); |
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$if OP == "SQRDIFF": |
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vy = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_mul_ps(vy, vy), _MM_FROUND_TO_NEAREST_INT)); |
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$if ACTIVATION == "MINMAX": |
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vy = _mm256_max_ps(vy, vy_min); |
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vy = _mm256_min_ps(vy, vy_max); |
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__m128i vh = _mm256_cvtps_ph(vy, _MM_FROUND_TO_NEAREST_INT); |
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if (batch & (4 * sizeof(uint16_t))) { |
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_mm_storel_epi64((__m128i*) o, vh); |
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vh = _mm_unpackhi_epi64(vh, vh); |
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o += 4; |
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} |
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if (batch & (2 * sizeof(uint16_t))) { |
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_mm_storeu_si32(o, vh); |
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vh = _mm_srli_epi64(vh, 32); |
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o += 2; |
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} |
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if (batch & (1 * sizeof(uint16_t))) { |
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*o = (uint16_t) _mm_extract_epi16(vh, 0); |
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} |
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} |
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} |
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