| // Copyright 2019 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 KERNEL_TILE >= 2 |
| $assert ACCUMULATORS >= 1 |
| $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
| #include <assert.h> |
| |
| #include <immintrin.h> |
| |
| #include <xnnpack/dwconv.h> |
| |
| |
| $ISA = {0: "avx", 3: "fma3"}[FMA] |
| void xnn_f32_dwconv_minmax_ukernel_up${CHANNEL_TILE}x${KERNEL_TILE}__${ISA}${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( |
| size_t channels, |
| size_t output_width, |
| const float** input, |
| const float* weights, |
| float* output, |
| size_t input_stride, |
| size_t output_increment, |
| size_t input_offset, |
| const float* zero, |
| const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS |
| { |
| assert(channels != 0); |
| assert(output_width != 0); |
| |
| const __m256 vmax = _mm256_load_ps(params->avx.max); |
| const __m256 vmin = _mm256_load_ps(params->avx.min); |
| do { |
| $for K in range(KERNEL_TILE): |
| const float* i${K} = input[${K}]; |
| assert(i${K} != NULL); |
| if XNN_UNPREDICTABLE(i${K} != zero) { |
| i${K} = (const float*) ((uintptr_t) i${K} + input_offset); |
| } |
| input = (const float**) ((uintptr_t) input + input_stride); |
| |
| size_t c = channels; |
| const float* w = weights; |
| for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { |
| __m256 vacc${ABC[0:8]}p0 = _mm256_load_ps(w); |
| $for C in range(8, CHANNEL_TILE, 8): |
| __m256 vacc${ABC[C:C+8]}p0 = _mm256_load_ps(w + ${C}); |
| |
| $for K in range(KERNEL_TILE): |
| |
| const __m256 vi${K}x${ABC[0:8]} = _mm256_loadu_ps(i${K}); |
| $for C in range(8, CHANNEL_TILE, 8): |
| const __m256 vi${K}x${ABC[C:C+8]} = _mm256_loadu_ps(i${K} + ${C}); |
| i${K} += ${CHANNEL_TILE}; |
| |
| $for C in range(0, CHANNEL_TILE, 8): |
| const __m256 vk${K}x${ABC[C:C+8]} = _mm256_load_ps(w + ${(K + 1) * CHANNEL_TILE + C}); |
| $for C in range(0, CHANNEL_TILE, 8): |
| $if 1 <= K < ACCUMULATORS: |
| __m256 vacc${ABC[C:C+8]}p${K} = _mm256_mul_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]}); |
| $elif FMA == 3: |
| vacc${ABC[C:C+8]}p${K % ACCUMULATORS} = _mm256_fmadd_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]}, vacc${ABC[C:C+8]}p${K % ACCUMULATORS}); |
| $else: |
| vacc${ABC[C:C+8]}p${K % ACCUMULATORS} = _mm256_add_ps(vacc${ABC[C:C+8]}p${K % ACCUMULATORS}, _mm256_mul_ps(vi${K}x${ABC[C:C+8]}, vk${K}x${ABC[C:C+8]})); |
| |
| w += ${(KERNEL_TILE + 1) * CHANNEL_TILE}; |
| |
| $if ACCUMULATORS > 1: |
| // Add up all accumulators to vacc${ABC[0:CHANNEL_TILE]}p0 |
| $ACC_SLICE = 1 |
| $while ACC_SLICE < ACCUMULATORS: |
| $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
| $if A + ACC_SLICE < ACCUMULATORS: |
| $for C in range(0, CHANNEL_TILE, 8): |
| vacc${ABC[C:C+8]}p${A} = _mm256_add_ps(vacc${ABC[C:C+8]}p${A}, vacc${ABC[C:C+8]}p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| $for C in range(0, CHANNEL_TILE, 8): |
| __m256 vacc${ABC[C:C+8]} = _mm256_max_ps(vacc${ABC[C:C+8]}p0, vmin); |
| $for C in range(0, CHANNEL_TILE, 8): |
| vacc${ABC[C:C+8]} = _mm256_min_ps(vacc${ABC[C:C+8]}, vmax); |
| |
| _mm256_storeu_ps(output, vacc${ABC[0:8]}); |
| $for C in range(8, CHANNEL_TILE, 8): |
| _mm256_storeu_ps(output + ${C}, vacc${ABC[C:C+8]}); |
| output += ${CHANNEL_TILE}; |
| } |
| $if CHANNEL_TILE > 8: |
| for (; c >= 8; c -= 8) { |
| __m256 vacc01234567p0 = _mm256_load_ps(w); |
| $for K in range(KERNEL_TILE): |
| |
| const __m256 vi${K}x01234567 = _mm256_loadu_ps(i${K}); |
| i${K} += 8; |
| |
| const __m256 vk${K}x01234567 = _mm256_load_ps(w + ${(K + 1) * CHANNEL_TILE}); |
| $if 1 <= K < ACCUMULATORS: |
| __m256 vacc01234567p${K} = _mm256_mul_ps(vi${K}x01234567, vk${K}x01234567); |
| $elif FMA == 3: |
| vacc01234567p${K % ACCUMULATORS} = _mm256_fmadd_ps(vi${K}x01234567, vk${K}x01234567, vacc01234567p${K % ACCUMULATORS}); |
| $else: |
| vacc01234567p${K % ACCUMULATORS} = _mm256_add_ps(vacc01234567p${K % ACCUMULATORS}, _mm256_mul_ps(vi${K}x01234567, vk${K}x01234567)); |
| |
| w += 8; |
| |
| $if ACCUMULATORS > 1: |
| // Add up all accumulators to vacc${ABC[0:8]}p0 |
| $ACC_SLICE = 1 |
| $while ACC_SLICE < ACCUMULATORS: |
| $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
| $if A + ACC_SLICE < ACCUMULATORS: |
| vacc01234567p${A} = _mm256_add_ps(vacc01234567p${A}, vacc01234567p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); |
| vacc01234567 = _mm256_min_ps(vacc01234567, vmax); |
| |
| _mm256_storeu_ps(output, vacc01234567); |
| output += 8; |
| } |
| if XNN_UNLIKELY(c != 0) { |
| assert(c >= 1); |
| assert(c <= 7); |
| const __m256i vmask = _mm256_loadu_si256((const __m256i*) ¶ms->avx.mask_table[7 - c]); |
| |
| __m256 vacc01234567p0 = _mm256_load_ps(w); |
| $for K in range(KERNEL_TILE): |
| |
| const __m256 vi${K}x01234567 = _mm256_maskload_ps(i${K}, vmask); |
| const __m256 vk${K}x01234567 = _mm256_load_ps(w + ${(K + 1) * CHANNEL_TILE}); |
| $if 1 <= K < ACCUMULATORS: |
| __m256 vacc01234567p${K} = _mm256_mul_ps(vi${K}x01234567, vk${K}x01234567); |
| $elif FMA == 3: |
| vacc01234567p${K % ACCUMULATORS} = _mm256_fmadd_ps(vi${K}x01234567, vk${K}x01234567, vacc01234567p${K % ACCUMULATORS}); |
| $else: |
| vacc01234567p${K % ACCUMULATORS} = _mm256_add_ps(vacc01234567p${K % ACCUMULATORS}, _mm256_mul_ps(vi${K}x01234567, vk${K}x01234567)); |
| |
| $if ACCUMULATORS > 1: |
| // Add up all accumulators to vacc${ABC[0:8]}p0 |
| $ACC_SLICE = 1 |
| $while ACC_SLICE < ACCUMULATORS: |
| $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
| $if A + ACC_SLICE < ACCUMULATORS: |
| vacc01234567p${A} = _mm256_add_ps(vacc01234567p${A}, vacc01234567p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| __m256 vacc01234567 = _mm256_max_ps(vacc01234567p0, vmin); |
| vacc01234567 = _mm256_min_ps(vacc01234567, vmax); |
| |
| __m128 vacc0123 = _mm256_castps256_ps128(vacc01234567); |
| if (c & 4) { |
| _mm_storeu_ps(output, vacc0123); |
| vacc0123 = _mm256_extractf128_ps(vacc01234567, 1); |
| output += 4; |
| } |
| if (c & 2) { |
| _mm_storel_pi((__m64*) output, vacc0123); |
| vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); |
| output += 2; |
| } |
| if (c & 1) { |
| _mm_store_ss(output, vacc0123); |
| output += 1; |
| } |
| } |
| |
| output = (float*) ((uintptr_t) output + output_increment); |
| } while (--output_width != 0); |
| } |