// 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 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include void xnn_f32_dwconv_minmax_ukernel_${KERNEL_TILE}p${CHANNEL_TILE}c__avx512f${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( size_t channels, size_t output_width, const float** input, const float* weights, float* output, intptr_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 vmin = _mm512_set1_ps(params->scalar.min); const __m512 vmax = _mm512_set1_ps(params->scalar.max); 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(vmin, vacc${ABC[C:C+16]}p0); $for C in range(0, CHANNEL_TILE, 16): vacc${ABC[C:C+16]} = _mm512_min_ps(vmax, vacc${ABC[C:C+16]}); _mm512_storeu_ps(output, vacc${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(vmin, vacc${ABC[0:16]}p0); vacc${ABC[0:16]} = _mm512_min_ps(vmax, vacc${ABC[0:16]}); _mm512_storeu_ps(output, vacc${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(vmin, vacc${ABC[0:16]}p0); vacc${ABC[0:16]} = _mm512_min_ps(vmax, vacc${ABC[0:16]}); _mm512_mask_storeu_ps(output, vmask, vacc${ABC[0:16]}); output += c; } output = (float*) ((uintptr_t) output + output_increment); } while (--output_width != 0); }