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