| // 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 % 16 == 0 |
| $assert KERNEL_TILE >= 2 |
| $assert ACCUMULATORS >= 1 |
| $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
| #include <assert.h> |
| |
| #include <immintrin.h> |
| |
| #include <xnnpack/dwconv.h> |
| #include <xnnpack/intrinsics-polyfill.h> |
| |
| |
| void xnn_f32_dwconv_minmax_ukernel_up${CHANNEL_TILE}x${KERNEL_TILE}__avx512f${"" 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)]) |
| { |
| assert(channels != 0); |
| assert(output_width != 0); |
| |
| const __m512 vmax = _mm512_set1_ps(params->scalar.max); |
| const __m512 vmin = _mm512_set1_ps(params->scalar.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 -= ${CHANNEL_TILE}) { |
| __m512 vacc${ABC[0:16]}p0 = _mm512_load_ps(w); |
| $for C in range(16, CHANNEL_TILE, 16): |
| __m512 vacc${ABC[C:C+16]}p0 = _mm512_load_ps(w + ${C}); |
| |
| $for K in range(KERNEL_TILE): |
| |
| const __m512 vi${K}x${ABC[0:16]} = _mm512_loadu_ps(i${K}); |
| $for C in range(16, CHANNEL_TILE, 16): |
| const __m512 vi${K}x${ABC[C:C+16]} = _mm512_loadu_ps(i${K} + ${C}); |
| i${K} += ${CHANNEL_TILE}; |
| |
| $for C in range(0, CHANNEL_TILE, 16): |
| const __m512 vk${K}x${ABC[C:C+16]} = _mm512_load_ps(w + ${(K + 1) * CHANNEL_TILE + C}); |
| $for C in range(0, CHANNEL_TILE, 16): |
| $if 1 <= K < ACCUMULATORS: |
| __m512 vacc${ABC[C:C+16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[C:C+16]}, vk${K}x${ABC[C:C+16]}); |
| $else: |
| vacc${ABC[C:C+16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[C:C+16]}, vk${K}x${ABC[C:C+16]}, vacc${ABC[C:C+16]}p${K % ACCUMULATORS}); |
| |
| 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: |
| $for C in range(0, CHANNEL_TILE, 16): |
| vacc${ABC[C:C+16]}p${A} = _mm512_add_ps(vacc${ABC[C:C+16]}p${A}, vacc${ABC[C:C+16]}p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| $for C in range(0, CHANNEL_TILE, 16): |
| __m512 vacc${ABC[C:C+16]} = _mm512_max_ps(vacc${ABC[C:C+16]}p0, vmin); |
| $for C in range(0, CHANNEL_TILE, 16): |
| vacc${ABC[C:C+16]} = _mm512_min_ps(vacc${ABC[C:C+16]}, vmax); |
| |
| _mm512_storeu_ps(output, vacc${ABC[0:16]}); |
| $for C in range(16, CHANNEL_TILE, 16): |
| _mm512_storeu_ps(output + ${C}, vacc${ABC[C:C+16]}); |
| output += ${CHANNEL_TILE}; |
| } |
| $if CHANNEL_TILE > 16: |
| for (; c >= 16; c -= 16) { |
| __m512 vacc${ABC[0:16]}p0 = _mm512_load_ps(w); |
| $for K in range(KERNEL_TILE): |
| |
| const __m512 vi${K}x${ABC[0:16]} = _mm512_loadu_ps(i${K}); |
| i${K} += 16; |
| |
| const __m512 vk${K}x${ABC[0:16]} = _mm512_load_ps(w + ${(K + 1) * CHANNEL_TILE}); |
| $if 1 <= K < ACCUMULATORS: |
| __m512 vacc${ABC[0:16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}); |
| $else: |
| vacc${ABC[0:16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}, vacc${ABC[0:16]}p${K % ACCUMULATORS}); |
| |
| w += 16; |
| |
| $if ACCUMULATORS > 1: |
| // Add up all accumulators to vacc${ABC[0:16]}p0 |
| $ACC_SLICE = 1 |
| $while ACC_SLICE < ACCUMULATORS: |
| $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
| $if A + ACC_SLICE < ACCUMULATORS: |
| vacc${ABC[0:16]}p${A} = _mm512_add_ps(vacc${ABC[0:16]}p${A}, vacc${ABC[0:16]}p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| __m512 vacc${ABC[0:16]} = _mm512_max_ps(vacc${ABC[0:16]}p0, vmin); |
| vacc${ABC[0:16]} = _mm512_min_ps(vacc${ABC[0:16]}, vmax); |
| |
| _mm512_storeu_ps(output, vacc${ABC[0:16]}); |
| output += 16; |
| } |
| if XNN_UNLIKELY(c != 0) { |
| assert(c >= 1); |
| assert(c <= 16); |
| // Prepare mask for valid 32-bit elements (depends on nc). |
| const __mmask16 vmask = _cvtu32_mask16((uint16_t) ((uint32_t) (UINT32_C(1) << c) - UINT32_C(1))); |
| |
| __m512 vacc${ABC[0:16]}p0 = _mm512_maskz_loadu_ps(vmask, w); |
| $for K in range(KERNEL_TILE): |
| |
| const __m512 vi${K}x${ABC[0:16]} = _mm512_maskz_loadu_ps(vmask, i${K}); |
| const __m512 vk${K}x${ABC[0:16]} = _mm512_maskz_loadu_ps(vmask, w + ${(K + 1) * CHANNEL_TILE}); |
| $if 1 <= K < ACCUMULATORS: |
| __m512 vacc${ABC[0:16]}p${K} = _mm512_mul_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}); |
| $else: |
| vacc${ABC[0:16]}p${K % ACCUMULATORS} = _mm512_fmadd_ps(vi${K}x${ABC[0:16]}, vk${K}x${ABC[0:16]}, vacc${ABC[0:16]}p${K % ACCUMULATORS}); |
| |
| $if ACCUMULATORS > 1: |
| // Add up all accumulators to vacc${ABC[0:16]}p0 |
| $ACC_SLICE = 1 |
| $while ACC_SLICE < ACCUMULATORS: |
| $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
| $if A + ACC_SLICE < ACCUMULATORS: |
| vacc${ABC[0:16]}p${A} = _mm512_add_ps(vacc${ABC[0:16]}p${A}, vacc${ABC[0:16]}p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| __m512 vacc${ABC[0:16]} = _mm512_max_ps(vacc${ABC[0:16]}p0, vmin); |
| vacc${ABC[0:16]} = _mm512_min_ps(vacc${ABC[0:16]}, vmax); |
| |
| _mm512_mask_storeu_ps(output, vmask, vacc${ABC[0:16]}); |
| output += c; |
| } |
| |
| output = (float*) ((uintptr_t) output + output_increment); |
| } while (--output_width != 0); |
| } |