// Copyright 2022 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. $assert CHANNEL_TILE % 8 == 0 $assert CHANNEL_TILE >= 8 $assert ROW_TILE >= 3 $assert ROW_SUBTILE >= 3 $assert ROW_SUBTILE <= ROW_TILE $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include #include void xnn_f16_gavgpool_minmax_ukernel_${ROW_TILE}p${ROW_SUBTILE}x__f16c_c${CHANNEL_TILE}( size_t rows, size_t channels, const void* input, size_t input_stride, const void* zero, void* buffer, void* output, const union xnn_f16_scaleminmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(rows > ${ROW_TILE}); assert(channels != 0); const uint16_t* i0 = input; $for M in range(1, ROW_TILE): const uint16_t* i${M} = (const uint16_t*) ((uintptr_t) i${M-1} + input_stride); const size_t input_increment = ${ROW_TILE} * input_stride - round_up_po2(channels, 8) * sizeof(uint16_t); uint16_t* b = buffer; size_t c = channels; for (; ${"c >= %d" % CHANNEL_TILE if CHANNEL_TILE > 8 else "c != 0"}; ${("c -= %d" if CHANNEL_TILE > 8 else "c = doz(c, %d)") % CHANNEL_TILE}) { $for M in range(2): $for C in range(0, CHANNEL_TILE, 8): const __m256 vi${M}x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M})); i${M} += 8; $for C in range(0, CHANNEL_TILE, 8): const __m256 vi2x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i2)); i2 += 8; __m128i vacc${ABC[C:C+8]} = _mm256_cvtps_ph(_mm256_add_ps(vi0x${ABC[C:C+8]}, vi1x${ABC[C:C+8]}), _MM_FROUND_TO_NEAREST_INT); $for M in range(2, ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): $if M + 1 != ROW_TILE: const __m256 vi${M+1}x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M+1})); i${M+1} += 8; vacc${ABC[C:C+8]} = _mm256_cvtps_ph(_mm256_add_ps(_mm256_cvtph_ps(vacc${ABC[C:C+8]}), vi${M}x${ABC[C:C+8]}), _MM_FROUND_TO_NEAREST_INT); $for C in range(0, CHANNEL_TILE, 8): _mm_store_si128((__m128i*) b, vacc${ABC[C:C+8]}); b += 8; } $if CHANNEL_TILE > 8: if XNN_UNLIKELY(c != 0) { do { $for M in range(3): const __m256 vi${M}x${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M})); i${M} += 8; __m128i vacc${ABC[0:8]} = _mm256_cvtps_ph(_mm256_add_ps(vi0x${ABC[0:8]}, vi1x${ABC[0:8]}), _MM_FROUND_TO_NEAREST_INT); $for M in range(2, ROW_TILE): $if M + 1 != ROW_TILE: const __m256 vi${M+1}x${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M+1})); i${M+1} += 8; vacc${ABC[0:8]} = _mm256_cvtps_ph(_mm256_add_ps(_mm256_cvtph_ps(vacc${ABC[0:8]}), vi${M}x${ABC[0:8]}), _MM_FROUND_TO_NEAREST_INT); _mm_store_si128((__m128i*) b, vacc${ABC[0:8]}); b += 8; c = doz(c, 8); } while (c != 0); } for (rows -= ${ROW_TILE}; rows > ${ROW_SUBTILE}; rows -= ${ROW_SUBTILE}) { $for M in range(ROW_SUBTILE): i${M} = (const uint16_t*) ((uintptr_t) i${M + ROW_TILE - ROW_SUBTILE} + input_increment); uint16_t* b = buffer; size_t c = channels; for (; ${"c >= %d" % CHANNEL_TILE if CHANNEL_TILE > 8 else "c != 0"}; ${("c -= %d" if CHANNEL_TILE > 8 else "c = doz(c, %d)") % CHANNEL_TILE}) { __m128i vacc${ABC[0:8]} = _mm_loadu_si128((const __m128i*) b); $for C in range(8, CHANNEL_TILE, 8): __m128i vacc${ABC[C:C+8]} = _mm_loadu_si128((const __m128i*) (b + ${C})); $for C in range(0, CHANNEL_TILE, 8): const __m256 vi0x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): $if M + 1 != ROW_TILE: const __m256 vi${M+1}x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M+1})); i${M+1} += 8; vacc${ABC[C:C+8]} = _mm256_cvtps_ph(_mm256_add_ps(_mm256_cvtph_ps(vacc${ABC[C:C+8]}), vi${M}x${ABC[C:C+8]}), _MM_FROUND_TO_NEAREST_INT); $for C in range(0, CHANNEL_TILE, 8): _mm_store_si128((__m128i*) b, vacc${ABC[C:C+8]}); b += 8; } $if CHANNEL_TILE > 8: if XNN_UNLIKELY(c != 0) { do { __m128i vacc${ABC[0:8]} = _mm_loadu_si128((const __m128i*) b); const __m256 vi0x${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; $for M in range(ROW_TILE): $if M + 1 != ROW_TILE: const __m256 vi${M+1}x${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M+1})); i${M+1} += 8; vacc${ABC[0:8]} = _mm256_cvtps_ph(_mm256_add_ps(_mm256_cvtph_ps(vacc${ABC[0:8]}), vi${M}x${ABC[0:8]}), _MM_FROUND_TO_NEAREST_INT); _mm_store_si128((__m128i*) b, vacc${ABC[0:8]}); b += 8; c = doz(c, 8); } while (c != 0); } } i0 = (const uint16_t*) ((uintptr_t) i${ROW_TILE - ROW_SUBTILE} + input_increment); $for M in range(1, ROW_SUBTILE): i${M} = (const uint16_t*) ((uintptr_t) i${M + ROW_TILE - ROW_SUBTILE} + input_increment); $if M % 2 == 1: if XNN_UNPREDICTABLE(rows < ${M+1}) { i${M} = (const uint16_t*) zero; } $else: if XNN_UNPREDICTABLE(rows <= ${M}) { i${M} = (const uint16_t*) zero; } uint16_t* o = (uint16_t*) output; const __m256 vscale = _mm256_load_ps(params->avx.scale); const __m256 vmin = _mm256_load_ps(params->avx.min); const __m256 vmax = _mm256_load_ps(params->avx.max); for (; channels >= ${CHANNEL_TILE}; channels -= ${CHANNEL_TILE}) { $for C in range(0, CHANNEL_TILE, 8): __m128i vacc${ABC[C:C+8]} = _mm_loadu_si128((const __m128i*) buffer); buffer = (uint16_t*) buffer + 8; $for C in range(0, CHANNEL_TILE, 8): const __m256 vi0x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): $if M + 1 != ROW_TILE: const __m256 vi${M+1}x${ABC[C:C+8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M+1})); i${M+1} += 8; vacc${ABC[C:C+8]} = _mm256_cvtps_ph(_mm256_add_ps(_mm256_cvtph_ps(vacc${ABC[C:C+8]}), vi${M}x${ABC[C:C+8]}), _MM_FROUND_TO_NEAREST_INT); $for C in range(0, CHANNEL_TILE, 8): vacc${ABC[C:C+8]} = _mm256_cvtps_ph(_mm256_mul_ps(_mm256_cvtph_ps(vacc${ABC[C:C+8]}), vscale), _MM_FROUND_TO_NEAREST_INT); $for C in range(0, CHANNEL_TILE, 8): __m256 vout${ABC[C:C+8]} = _mm256_max_ps(_mm256_cvtph_ps(vacc${ABC[C:C+8]}), vmin); $for C in range(0, CHANNEL_TILE, 8): vout${ABC[C:C+8]} = _mm256_min_ps(vout${ABC[C:C+8]}, vmax); _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vout${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT)); $for C in range(8, CHANNEL_TILE, 8): _mm_storeu_si128((__m128i*) ((uint16_t*) o + ${C}), _mm256_cvtps_ph(vout${ABC[C:C+8]}, _MM_FROUND_TO_NEAREST_INT)); o += ${CHANNEL_TILE}; } if XNN_UNLIKELY(channels != 0) { ${"do " if CHANNEL_TILE > 8 else ""}{ __m128i vacc${ABC[0:8]} = _mm_loadu_si128((const __m128i*) buffer); buffer = (uint16_t*) buffer + 8; const __m256 vi0x${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i0)); i0 += 8; $for M in range(ROW_TILE): $if M + 1 != ROW_TILE: const __m256 vi${M+1}x${ABC[0:8]} = _mm256_cvtph_ps(_mm_loadu_si128((const __m128i*) i${M+1})); i${M+1} += 8; vacc${ABC[0:8]} = _mm256_cvtps_ph(_mm256_add_ps(_mm256_cvtph_ps(vacc${ABC[0:8]}), vi${M}x${ABC[0:8]}), _MM_FROUND_TO_NEAREST_INT); vacc${ABC[0:8]} = _mm256_cvtps_ph(_mm256_mul_ps(_mm256_cvtph_ps(vacc${ABC[0:8]}), vscale), _MM_FROUND_TO_NEAREST_INT); __m256 vout${ABC[0:8]} = _mm256_max_ps(_mm256_cvtph_ps(vacc${ABC[0:8]}), vmin); vout${ABC[0:8]} = _mm256_min_ps(vout${ABC[0:8]}, vmax); $if CHANNEL_TILE > 8: if XNN_LIKELY(channels >= 8) { _mm_storeu_si128((__m128i*) o, _mm256_cvtps_ph(vout${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT)); o += 8; channels -= 8; } else { __m128i vh${ABC[0:8]} = _mm256_cvtps_ph(vout${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT); if (channels & 4) { _mm_storel_epi64((__m128i*) o, vh${ABC[0:8]}); o += 4; vh${ABC[0:8]} = _mm_unpackhi_epi64(vh${ABC[0:8]}, vh${ABC[0:8]}); } if (channels & 2) { _mm_storeu_si32(o, vh${ABC[0:8]}); o += 2; vh${ABC[0:8]} = _mm_srli_epi64(vh${ABC[0:8]}, 32); } if (channels & 1) { *o = (uint16_t) _mm_extract_epi16(vh${ABC[0:8]}, 0); } channels = 0; } $else: __m128i vh${ABC[0:8]} = _mm256_cvtps_ph(vout${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT); if (channels & 4) { _mm_storel_epi64((__m128i*) o, vh${ABC[0:8]}); o += 4; vh${ABC[0:8]} = _mm_unpackhi_epi64(vh${ABC[0:8]}, vh${ABC[0:8]}); } if (channels & 2) { _mm_storeu_si32(o, vh${ABC[0:8]}); o += 2; vh${ABC[0:8]} = _mm_srli_epi64(vh${ABC[0:8]}, 32); } if (channels & 1) { *o = (uint16_t) _mm_extract_epi16(vh${ABC[0:8]}, 0); } }${" while (channels != 0);" if CHANNEL_TILE > 8 else ""} } }