// Auto-generated file. Do not edit! // Template: src/f32-dwconv/multipass-sse.c.in // Generator: tools/xngen // // 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. #include #include #include #include #include "xnnpack/dwconv.h" #include "xnnpack/math.h" void xnn_f32_dwconv_minmax_ukernel_6f6m7l16c4s4r__sse_acc2( 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, size_t kernel_size, float* buffer, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(channels != 0); assert(output_width != 0); assert(kernel_size > 6); const __m128 vmin = _mm_set1_ps(params->scalar.min); const __m128 vmax = _mm_set1_ps(params->scalar.max); XNN_FORCE_REALIZATION(vmin); XNN_FORCE_REALIZATION(vmax); do { const float* w = weights; // First pass to process 6 inputs. { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } const float* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const float*) ((uintptr_t) i5 + input_offset); } input += 6; // Process c channels and write to buffer. size_t c = round_up_po2(channels, 4); for (; c >= 16; c -= 16) { __m128 vacc0123p0 = _mm_load_ps(w); __m128 vacc4567p0 = _mm_load_ps(w + 4); __m128 vacc89ABp0 = _mm_load_ps(w + 8); __m128 vaccCDEFp0 = _mm_load_ps(w + 12); const __m128 vi0x0123 = _mm_loadu_ps(i0); const __m128 vi0x4567 = _mm_loadu_ps(i0 + 4); const __m128 vi0x89AB = _mm_loadu_ps(i0 + 8); const __m128 vi0xCDEF = _mm_loadu_ps(i0 + 12); i0 += 16; const __m128 vk0x0123 = _mm_load_ps(w + 16); const __m128 vk0x4567 = _mm_load_ps(w + 20); const __m128 vk0x89AB = _mm_load_ps(w + 24); const __m128 vk0xCDEF = _mm_load_ps(w + 28); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi0x0123, vk0x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi0x4567, vk0x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi0x89AB, vk0x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi0xCDEF, vk0xCDEF)); const __m128 vi1x0123 = _mm_loadu_ps(i1); const __m128 vi1x4567 = _mm_loadu_ps(i1 + 4); const __m128 vi1x89AB = _mm_loadu_ps(i1 + 8); const __m128 vi1xCDEF = _mm_loadu_ps(i1 + 12); i1 += 16; const __m128 vk1x0123 = _mm_load_ps(w + 32); const __m128 vk1x4567 = _mm_load_ps(w + 36); const __m128 vk1x89AB = _mm_load_ps(w + 40); const __m128 vk1xCDEF = _mm_load_ps(w + 44); __m128 vacc0123p1 = _mm_mul_ps(vi1x0123, vk1x0123); __m128 vacc4567p1 = _mm_mul_ps(vi1x4567, vk1x4567); __m128 vacc89ABp1 = _mm_mul_ps(vi1x89AB, vk1x89AB); __m128 vaccCDEFp1 = _mm_mul_ps(vi1xCDEF, vk1xCDEF); const __m128 vi2x0123 = _mm_loadu_ps(i2); const __m128 vi2x4567 = _mm_loadu_ps(i2 + 4); const __m128 vi2x89AB = _mm_loadu_ps(i2 + 8); const __m128 vi2xCDEF = _mm_loadu_ps(i2 + 12); i2 += 16; const __m128 vk2x0123 = _mm_load_ps(w + 48); const __m128 vk2x4567 = _mm_load_ps(w + 52); const __m128 vk2x89AB = _mm_load_ps(w + 56); const __m128 vk2xCDEF = _mm_load_ps(w + 60); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi2x0123, vk2x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi2x4567, vk2x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi2x89AB, vk2x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi2xCDEF, vk2xCDEF)); const __m128 vi3x0123 = _mm_loadu_ps(i3); const __m128 vi3x4567 = _mm_loadu_ps(i3 + 4); const __m128 vi3x89AB = _mm_loadu_ps(i3 + 8); const __m128 vi3xCDEF = _mm_loadu_ps(i3 + 12); i3 += 16; const __m128 vk3x0123 = _mm_load_ps(w + 64); const __m128 vk3x4567 = _mm_load_ps(w + 68); const __m128 vk3x89AB = _mm_load_ps(w + 72); const __m128 vk3xCDEF = _mm_load_ps(w + 76); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi3x0123, vk3x0123)); vacc4567p1 = _mm_add_ps(vacc4567p1, _mm_mul_ps(vi3x4567, vk3x4567)); vacc89ABp1 = _mm_add_ps(vacc89ABp1, _mm_mul_ps(vi3x89AB, vk3x89AB)); vaccCDEFp1 = _mm_add_ps(vaccCDEFp1, _mm_mul_ps(vi3xCDEF, vk3xCDEF)); const __m128 vi4x0123 = _mm_loadu_ps(i4); const __m128 vi4x4567 = _mm_loadu_ps(i4 + 4); const __m128 vi4x89AB = _mm_loadu_ps(i4 + 8); const __m128 vi4xCDEF = _mm_loadu_ps(i4 + 12); i4 += 16; const __m128 vk4x0123 = _mm_load_ps(w + 80); const __m128 vk4x4567 = _mm_load_ps(w + 84); const __m128 vk4x89AB = _mm_load_ps(w + 88); const __m128 vk4xCDEF = _mm_load_ps(w + 92); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi4x0123, vk4x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi4x4567, vk4x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi4x89AB, vk4x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi4xCDEF, vk4xCDEF)); const __m128 vi5x0123 = _mm_loadu_ps(i5); const __m128 vi5x4567 = _mm_loadu_ps(i5 + 4); const __m128 vi5x89AB = _mm_loadu_ps(i5 + 8); const __m128 vi5xCDEF = _mm_loadu_ps(i5 + 12); i5 += 16; const __m128 vk5x0123 = _mm_load_ps(w + 96); const __m128 vk5x4567 = _mm_load_ps(w + 100); const __m128 vk5x89AB = _mm_load_ps(w + 104); const __m128 vk5xCDEF = _mm_load_ps(w + 108); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi5x0123, vk5x0123)); vacc4567p1 = _mm_add_ps(vacc4567p1, _mm_mul_ps(vi5x4567, vk5x4567)); vacc89ABp1 = _mm_add_ps(vacc89ABp1, _mm_mul_ps(vi5x89AB, vk5x89AB)); vaccCDEFp1 = _mm_add_ps(vaccCDEFp1, _mm_mul_ps(vi5xCDEF, vk5xCDEF)); w += 112; // Add up all accumulators to vacc0123456789ABCDEFp0 vacc0123p0 = _mm_add_ps(vacc0123p0, vacc0123p1); vacc4567p0 = _mm_add_ps(vacc4567p0, vacc4567p1); vacc89ABp0 = _mm_add_ps(vacc89ABp0, vacc89ABp1); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, vaccCDEFp1); _mm_store_ps(b, vacc0123p0); _mm_store_ps(b + 4, vacc4567p0); _mm_store_ps(b + 8, vacc89ABp0); _mm_store_ps(b + 12, vaccCDEFp0); b += 16; } for (; c != 0; c -= 4) { __m128 vacc0123p0 = _mm_load_ps(w); const __m128 vi0x0123 = _mm_loadu_ps(i0); i0 += 4; const __m128 vk0x0123 = _mm_load_ps(w + 4); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi0x0123, vk0x0123)); const __m128 vi1x0123 = _mm_loadu_ps(i1); i1 += 4; const __m128 vk1x0123 = _mm_load_ps(w + 8); __m128 vacc0123p1 = _mm_mul_ps(vi1x0123, vk1x0123); const __m128 vi2x0123 = _mm_loadu_ps(i2); i2 += 4; const __m128 vk2x0123 = _mm_load_ps(w + 12); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi2x0123, vk2x0123)); const __m128 vi3x0123 = _mm_loadu_ps(i3); i3 += 4; const __m128 vk3x0123 = _mm_load_ps(w + 16); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi3x0123, vk3x0123)); const __m128 vi4x0123 = _mm_loadu_ps(i4); i4 += 4; const __m128 vk4x0123 = _mm_load_ps(w + 20); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi4x0123, vk4x0123)); const __m128 vi5x0123 = _mm_loadu_ps(i5); i5 += 4; const __m128 vk5x0123 = _mm_load_ps(w + 24); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi5x0123, vk5x0123)); w += 28; // Add up all accumulators to vacc0123p0 vacc0123p0 = _mm_add_ps(vacc0123p0, vacc0123p1); _mm_store_ps(b, vacc0123p0); b += 4; } } // Middle pass to process 6 inputs in each iteration. for (size_t ks = kernel_size - 6; ks > 7; ks -= 6) { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } const float* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const float*) ((uintptr_t) i5 + input_offset); } input += 6; size_t c = round_up_po2(channels, 4); for (; c >= 16; c -= 16) { __m128 vacc0123p0 = _mm_load_ps(b); __m128 vacc4567p0 = _mm_load_ps(b + 4); __m128 vacc89ABp0 = _mm_load_ps(b + 8); __m128 vaccCDEFp0 = _mm_load_ps(b + 12); const __m128 vi0x0123 = _mm_loadu_ps(i0); const __m128 vi0x4567 = _mm_loadu_ps(i0 + 4); const __m128 vi0x89AB = _mm_loadu_ps(i0 + 8); const __m128 vi0xCDEF = _mm_loadu_ps(i0 + 12); i0 += 16; const __m128 vk0x0123 = _mm_load_ps(w); const __m128 vk0x4567 = _mm_load_ps(w + 4); const __m128 vk0x89AB = _mm_load_ps(w + 8); const __m128 vk0xCDEF = _mm_load_ps(w + 12); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi0x0123, vk0x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi0x4567, vk0x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi0x89AB, vk0x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi0xCDEF, vk0xCDEF)); const __m128 vi1x0123 = _mm_loadu_ps(i1); const __m128 vi1x4567 = _mm_loadu_ps(i1 + 4); const __m128 vi1x89AB = _mm_loadu_ps(i1 + 8); const __m128 vi1xCDEF = _mm_loadu_ps(i1 + 12); i1 += 16; const __m128 vk1x0123 = _mm_load_ps(w + 16); const __m128 vk1x4567 = _mm_load_ps(w + 20); const __m128 vk1x89AB = _mm_load_ps(w + 24); const __m128 vk1xCDEF = _mm_load_ps(w + 28); __m128 vacc0123p1 = _mm_mul_ps(vi1x0123, vk1x0123); __m128 vacc4567p1 = _mm_mul_ps(vi1x4567, vk1x4567); __m128 vacc89ABp1 = _mm_mul_ps(vi1x89AB, vk1x89AB); __m128 vaccCDEFp1 = _mm_mul_ps(vi1xCDEF, vk1xCDEF); const __m128 vi2x0123 = _mm_loadu_ps(i2); const __m128 vi2x4567 = _mm_loadu_ps(i2 + 4); const __m128 vi2x89AB = _mm_loadu_ps(i2 + 8); const __m128 vi2xCDEF = _mm_loadu_ps(i2 + 12); i2 += 16; const __m128 vk2x0123 = _mm_load_ps(w + 32); const __m128 vk2x4567 = _mm_load_ps(w + 36); const __m128 vk2x89AB = _mm_load_ps(w + 40); const __m128 vk2xCDEF = _mm_load_ps(w + 44); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi2x0123, vk2x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi2x4567, vk2x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi2x89AB, vk2x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi2xCDEF, vk2xCDEF)); const __m128 vi3x0123 = _mm_loadu_ps(i3); const __m128 vi3x4567 = _mm_loadu_ps(i3 + 4); const __m128 vi3x89AB = _mm_loadu_ps(i3 + 8); const __m128 vi3xCDEF = _mm_loadu_ps(i3 + 12); i3 += 16; const __m128 vk3x0123 = _mm_load_ps(w + 48); const __m128 vk3x4567 = _mm_load_ps(w + 52); const __m128 vk3x89AB = _mm_load_ps(w + 56); const __m128 vk3xCDEF = _mm_load_ps(w + 60); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi3x0123, vk3x0123)); vacc4567p1 = _mm_add_ps(vacc4567p1, _mm_mul_ps(vi3x4567, vk3x4567)); vacc89ABp1 = _mm_add_ps(vacc89ABp1, _mm_mul_ps(vi3x89AB, vk3x89AB)); vaccCDEFp1 = _mm_add_ps(vaccCDEFp1, _mm_mul_ps(vi3xCDEF, vk3xCDEF)); const __m128 vi4x0123 = _mm_loadu_ps(i4); const __m128 vi4x4567 = _mm_loadu_ps(i4 + 4); const __m128 vi4x89AB = _mm_loadu_ps(i4 + 8); const __m128 vi4xCDEF = _mm_loadu_ps(i4 + 12); i4 += 16; const __m128 vk4x0123 = _mm_load_ps(w + 64); const __m128 vk4x4567 = _mm_load_ps(w + 68); const __m128 vk4x89AB = _mm_load_ps(w + 72); const __m128 vk4xCDEF = _mm_load_ps(w + 76); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi4x0123, vk4x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi4x4567, vk4x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi4x89AB, vk4x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi4xCDEF, vk4xCDEF)); const __m128 vi5x0123 = _mm_loadu_ps(i5); const __m128 vi5x4567 = _mm_loadu_ps(i5 + 4); const __m128 vi5x89AB = _mm_loadu_ps(i5 + 8); const __m128 vi5xCDEF = _mm_loadu_ps(i5 + 12); i5 += 16; const __m128 vk5x0123 = _mm_load_ps(w + 80); const __m128 vk5x4567 = _mm_load_ps(w + 84); const __m128 vk5x89AB = _mm_load_ps(w + 88); const __m128 vk5xCDEF = _mm_load_ps(w + 92); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi5x0123, vk5x0123)); vacc4567p1 = _mm_add_ps(vacc4567p1, _mm_mul_ps(vi5x4567, vk5x4567)); vacc89ABp1 = _mm_add_ps(vacc89ABp1, _mm_mul_ps(vi5x89AB, vk5x89AB)); vaccCDEFp1 = _mm_add_ps(vaccCDEFp1, _mm_mul_ps(vi5xCDEF, vk5xCDEF)); w += 96; // Add up all accumulators to vacc0123456789ABCDEFp0 vacc0123p0 = _mm_add_ps(vacc0123p0, vacc0123p1); vacc4567p0 = _mm_add_ps(vacc4567p0, vacc4567p1); vacc89ABp0 = _mm_add_ps(vacc89ABp0, vacc89ABp1); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, vaccCDEFp1); _mm_store_ps(b, vacc0123p0); _mm_store_ps(b + 4, vacc4567p0); _mm_store_ps(b + 8, vacc89ABp0); _mm_store_ps(b + 12, vaccCDEFp0); b += 16; } for (; c != 0; c -= 4) { __m128 vacc0123p0 = _mm_load_ps(b); const __m128 vi0x0123 = _mm_loadu_ps(i0); i0 += 4; const __m128 vk0x0123 = _mm_load_ps(w); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi0x0123, vk0x0123)); const __m128 vi1x0123 = _mm_loadu_ps(i1); i1 += 4; const __m128 vk1x0123 = _mm_load_ps(w + 4); __m128 vacc0123p1 = _mm_mul_ps(vi1x0123, vk1x0123); const __m128 vi2x0123 = _mm_loadu_ps(i2); i2 += 4; const __m128 vk2x0123 = _mm_load_ps(w + 8); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi2x0123, vk2x0123)); const __m128 vi3x0123 = _mm_loadu_ps(i3); i3 += 4; const __m128 vk3x0123 = _mm_load_ps(w + 12); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi3x0123, vk3x0123)); const __m128 vi4x0123 = _mm_loadu_ps(i4); i4 += 4; const __m128 vk4x0123 = _mm_load_ps(w + 16); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi4x0123, vk4x0123)); const __m128 vi5x0123 = _mm_loadu_ps(i5); i5 += 4; const __m128 vk5x0123 = _mm_load_ps(w + 20); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi5x0123, vk5x0123)); w += 24; // Add up all accumulators to vacc0123p0 vacc0123p0 = _mm_add_ps(vacc0123p0, vacc0123p1); _mm_store_ps(b, vacc0123p0); b += 4; } } // Last pass to process up to 7 inputs. { float* b = buffer; const float* i0 = input[0]; assert(i0 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const float*) ((uintptr_t) i0 + input_offset); } const float* i1 = input[1]; assert(i1 != NULL); if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const float*) ((uintptr_t) i1 + input_offset); } const float* i2 = input[2]; assert(i2 != NULL); if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const float*) ((uintptr_t) i2 + input_offset); } const float* i3 = input[3]; assert(i3 != NULL); if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const float*) ((uintptr_t) i3 + input_offset); } const float* i4 = input[4]; assert(i4 != NULL); if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const float*) ((uintptr_t) i4 + input_offset); } const float* i5 = input[5]; assert(i5 != NULL); if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const float*) ((uintptr_t) i5 + input_offset); } const float* i6 = input[6]; assert(i6 != NULL); if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const float*) ((uintptr_t) i6 + input_offset); } size_t c = channels; for (; c >= 16; c -= 16) { __m128 vacc0123p0 = _mm_load_ps(b); __m128 vacc4567p0 = _mm_load_ps(b + 4); __m128 vacc89ABp0 = _mm_load_ps(b + 8); __m128 vaccCDEFp0 = _mm_load_ps(b + 12); b += 16; const __m128 vi0x0123 = _mm_loadu_ps(i0); const __m128 vi0x4567 = _mm_loadu_ps(i0 + 4); const __m128 vi0x89AB = _mm_loadu_ps(i0 + 8); const __m128 vi0xCDEF = _mm_loadu_ps(i0 + 12); i0 += 16; __m128 vk0x0123 = _mm_load_ps(w); __m128 vk0x4567 = _mm_load_ps(w + 4); __m128 vk0x89AB = _mm_load_ps(w + 8); __m128 vk0xCDEF = _mm_load_ps(w + 12); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi0x0123, vk0x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi0x4567, vk0x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi0x89AB, vk0x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi0xCDEF, vk0xCDEF)); const __m128 vi1x0123 = _mm_loadu_ps(i1); const __m128 vi1x4567 = _mm_loadu_ps(i1 + 4); const __m128 vi1x89AB = _mm_loadu_ps(i1 + 8); const __m128 vi1xCDEF = _mm_loadu_ps(i1 + 12); i1 += 16; __m128 vk1x0123 = _mm_load_ps(w + 16); __m128 vk1x4567 = _mm_load_ps(w + 20); __m128 vk1x89AB = _mm_load_ps(w + 24); __m128 vk1xCDEF = _mm_load_ps(w + 28); __m128 vacc0123p1 = _mm_mul_ps(vi1x0123, vk1x0123); __m128 vacc4567p1 = _mm_mul_ps(vi1x4567, vk1x4567); __m128 vacc89ABp1 = _mm_mul_ps(vi1x89AB, vk1x89AB); __m128 vaccCDEFp1 = _mm_mul_ps(vi1xCDEF, vk1xCDEF); const __m128 vi2x0123 = _mm_loadu_ps(i2); const __m128 vi2x4567 = _mm_loadu_ps(i2 + 4); const __m128 vi2x89AB = _mm_loadu_ps(i2 + 8); const __m128 vi2xCDEF = _mm_loadu_ps(i2 + 12); i2 += 16; __m128 vk2x0123 = _mm_load_ps(w + 32); __m128 vk2x4567 = _mm_load_ps(w + 36); __m128 vk2x89AB = _mm_load_ps(w + 40); __m128 vk2xCDEF = _mm_load_ps(w + 44); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi2x0123, vk2x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi2x4567, vk2x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi2x89AB, vk2x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi2xCDEF, vk2xCDEF)); const __m128 vi3x0123 = _mm_loadu_ps(i3); const __m128 vi3x4567 = _mm_loadu_ps(i3 + 4); const __m128 vi3x89AB = _mm_loadu_ps(i3 + 8); const __m128 vi3xCDEF = _mm_loadu_ps(i3 + 12); i3 += 16; __m128 vk3x0123 = _mm_load_ps(w + 48); __m128 vk3x4567 = _mm_load_ps(w + 52); __m128 vk3x89AB = _mm_load_ps(w + 56); __m128 vk3xCDEF = _mm_load_ps(w + 60); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi3x0123, vk3x0123)); vacc4567p1 = _mm_add_ps(vacc4567p1, _mm_mul_ps(vi3x4567, vk3x4567)); vacc89ABp1 = _mm_add_ps(vacc89ABp1, _mm_mul_ps(vi3x89AB, vk3x89AB)); vaccCDEFp1 = _mm_add_ps(vaccCDEFp1, _mm_mul_ps(vi3xCDEF, vk3xCDEF)); const __m128 vi4x0123 = _mm_loadu_ps(i4); const __m128 vi4x4567 = _mm_loadu_ps(i4 + 4); const __m128 vi4x89AB = _mm_loadu_ps(i4 + 8); const __m128 vi4xCDEF = _mm_loadu_ps(i4 + 12); i4 += 16; __m128 vk4x0123 = _mm_load_ps(w + 64); __m128 vk4x4567 = _mm_load_ps(w + 68); __m128 vk4x89AB = _mm_load_ps(w + 72); __m128 vk4xCDEF = _mm_load_ps(w + 76); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi4x0123, vk4x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi4x4567, vk4x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi4x89AB, vk4x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi4xCDEF, vk4xCDEF)); const __m128 vi5x0123 = _mm_loadu_ps(i5); const __m128 vi5x4567 = _mm_loadu_ps(i5 + 4); const __m128 vi5x89AB = _mm_loadu_ps(i5 + 8); const __m128 vi5xCDEF = _mm_loadu_ps(i5 + 12); i5 += 16; __m128 vk5x0123 = _mm_load_ps(w + 80); __m128 vk5x4567 = _mm_load_ps(w + 84); __m128 vk5x89AB = _mm_load_ps(w + 88); __m128 vk5xCDEF = _mm_load_ps(w + 92); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi5x0123, vk5x0123)); vacc4567p1 = _mm_add_ps(vacc4567p1, _mm_mul_ps(vi5x4567, vk5x4567)); vacc89ABp1 = _mm_add_ps(vacc89ABp1, _mm_mul_ps(vi5x89AB, vk5x89AB)); vaccCDEFp1 = _mm_add_ps(vaccCDEFp1, _mm_mul_ps(vi5xCDEF, vk5xCDEF)); const __m128 vi6x0123 = _mm_loadu_ps(i6); const __m128 vi6x4567 = _mm_loadu_ps(i6 + 4); const __m128 vi6x89AB = _mm_loadu_ps(i6 + 8); const __m128 vi6xCDEF = _mm_loadu_ps(i6 + 12); i6 += 16; __m128 vk6x0123 = _mm_load_ps(w + 96); __m128 vk6x4567 = _mm_load_ps(w + 100); __m128 vk6x89AB = _mm_load_ps(w + 104); __m128 vk6xCDEF = _mm_load_ps(w + 108); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi6x0123, vk6x0123)); vacc4567p0 = _mm_add_ps(vacc4567p0, _mm_mul_ps(vi6x4567, vk6x4567)); vacc89ABp0 = _mm_add_ps(vacc89ABp0, _mm_mul_ps(vi6x89AB, vk6x89AB)); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, _mm_mul_ps(vi6xCDEF, vk6xCDEF)); w += 112; // Add up all accumulators to vacc0123456789ABCDEFp0 vacc0123p0 = _mm_add_ps(vacc0123p0, vacc0123p1); vacc4567p0 = _mm_add_ps(vacc4567p0, vacc4567p1); vacc89ABp0 = _mm_add_ps(vacc89ABp0, vacc89ABp1); vaccCDEFp0 = _mm_add_ps(vaccCDEFp0, vaccCDEFp1); __m128 vacc0123 = _mm_max_ps(vacc0123p0, vmin); __m128 vacc4567 = _mm_max_ps(vacc4567p0, vmin); __m128 vacc89AB = _mm_max_ps(vacc89ABp0, vmin); __m128 vaccCDEF = _mm_max_ps(vaccCDEFp0, vmin); vacc0123 = _mm_min_ps(vacc0123, vmax); vacc4567 = _mm_min_ps(vacc4567, vmax); vacc89AB = _mm_min_ps(vacc89AB, vmax); vaccCDEF = _mm_min_ps(vaccCDEF, vmax); _mm_storeu_ps(output, vacc0123); _mm_storeu_ps(output + 4, vacc4567); _mm_storeu_ps(output + 8, vacc89AB); _mm_storeu_ps(output + 12, vaccCDEF); output += 16; } for (; c >= 4; c -= 4) { __m128 vacc0123p0 = _mm_load_ps(b); b += 4; const __m128 vi0x0123 = _mm_loadu_ps(i0); i0 += 4; __m128 vk0x0123 = _mm_load_ps(w); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi0x0123, vk0x0123)); const __m128 vi1x0123 = _mm_loadu_ps(i1); i1 += 4; __m128 vk1x0123 = _mm_load_ps(w + 4); __m128 vacc0123p1 = _mm_mul_ps(vi1x0123, vk1x0123); const __m128 vi2x0123 = _mm_loadu_ps(i2); i2 += 4; __m128 vk2x0123 = _mm_load_ps(w + 8); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi2x0123, vk2x0123)); const __m128 vi3x0123 = _mm_loadu_ps(i3); i3 += 4; __m128 vk3x0123 = _mm_load_ps(w + 12); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi3x0123, vk3x0123)); const __m128 vi4x0123 = _mm_loadu_ps(i4); i4 += 4; __m128 vk4x0123 = _mm_load_ps(w + 16); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi4x0123, vk4x0123)); const __m128 vi5x0123 = _mm_loadu_ps(i5); i5 += 4; __m128 vk5x0123 = _mm_load_ps(w + 20); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi5x0123, vk5x0123)); const __m128 vi6x0123 = _mm_loadu_ps(i6); i6 += 4; __m128 vk6x0123 = _mm_load_ps(w + 24); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi6x0123, vk6x0123)); w += 28; // Add up all accumulators to vacc0123p0 vacc0123p0 = _mm_add_ps(vacc0123p0, vacc0123p1); __m128 vacc0123 = _mm_max_ps(vacc0123p0, vmin); vacc0123 = _mm_min_ps(vacc0123, vmax); _mm_storeu_ps(output, vacc0123); output += 4; } if XNN_UNLIKELY(c != 0) { __m128 vacc0123p0 = _mm_load_ps(b); const __m128 vi0x0123 = _mm_loadu_ps(i0); __m128 vk0x0123 = _mm_load_ps(w); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi0x0123, vk0x0123)); const __m128 vi1x0123 = _mm_loadu_ps(i1); __m128 vk1x0123 = _mm_load_ps(w + 4); __m128 vacc0123p1 = _mm_mul_ps(vi1x0123, vk1x0123); const __m128 vi2x0123 = _mm_loadu_ps(i2); __m128 vk2x0123 = _mm_load_ps(w + 8); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi2x0123, vk2x0123)); const __m128 vi3x0123 = _mm_loadu_ps(i3); __m128 vk3x0123 = _mm_load_ps(w + 12); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi3x0123, vk3x0123)); const __m128 vi4x0123 = _mm_loadu_ps(i4); __m128 vk4x0123 = _mm_load_ps(w + 16); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi4x0123, vk4x0123)); const __m128 vi5x0123 = _mm_loadu_ps(i5); __m128 vk5x0123 = _mm_load_ps(w + 20); vacc0123p1 = _mm_add_ps(vacc0123p1, _mm_mul_ps(vi5x0123, vk5x0123)); const __m128 vi6x0123 = _mm_loadu_ps(i6); __m128 vk6x0123 = _mm_load_ps(w + 24); vacc0123p0 = _mm_add_ps(vacc0123p0, _mm_mul_ps(vi6x0123, vk6x0123)); // Add up all accumulators to vacc0123456789ABCDEFp0 vacc0123p0 = _mm_add_ps(vacc0123p0, vacc0123p1); __m128 vacc0123 = _mm_max_ps(vacc0123p0, vmin); vacc0123 = _mm_min_ps(vacc0123, vmax); 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; } } } input = (const float**) ((uintptr_t) input + input_stride); output = (float*) ((uintptr_t) output + output_increment); } while (--output_width != 0); }