// 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. #include #include #include #include void xnn_f32_conv_hwc2chw_ukernel_3x3s2p1c3x4__sse_2x2( size_t input_height, size_t input_width, size_t output_y_start, size_t output_y_end, const float* input, const float* zero, const float* weights, float* output, size_t input_padding_top, size_t output_channels, size_t output_height_stride, size_t output_channel_stride, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(input_width != 0); assert(output_y_end > output_y_start); assert(input_padding_top <= 1); assert(output_channels != 0); const size_t input_height_stride = input_width * 3 /* channels */ * sizeof(float); const size_t input_width_increment = round_down_po2(input_width, 4) * 3 /* channels */ * sizeof(float); const size_t output_width = (input_width + 1) / 2; const size_t output_channel_increment = output_channel_stride * 4 - output_width * sizeof(float); // Adjustment for padding processed below const float* i0 = (const float*) ((uintptr_t) input + input_height_stride * (output_y_start * 2 - input_padding_top)); const float* i1 = (const float*) ((uintptr_t) i0 + input_height_stride); const float* i2 = (const float*) ((uintptr_t) i1 + input_height_stride); const float* i3 = (const float*) ((uintptr_t) i2 + input_height_stride); const float* i4 = (const float*) ((uintptr_t) i3 + input_height_stride); float* output0 = (float*) ((uintptr_t) output + output_height_stride * output_y_start); float* output1 = (float*) ((uintptr_t) output0 + output_height_stride); if XNN_UNPREDICTABLE(output_y_start < input_padding_top) { i0 = zero; } const __m128 vmin = _mm_load_ps(params->sse.min); const __m128 vmax = _mm_load_ps(params->sse.max); for (size_t output_y = output_y_start; output_y < output_y_end; output_y += 2) { const size_t input_y2 = output_y * 2 + 2 - input_padding_top; const size_t input_y4 = input_y2 + 2; if XNN_UNPREDICTABLE(input_y2 >= input_height) { i2 = zero; } if XNN_UNPREDICTABLE(input_y4 > input_height) { i3 = zero; } if XNN_UNPREDICTABLE(input_y4 >= input_height) { i4 = zero; } if XNN_UNPREDICTABLE(output_y + 2 > output_y_end) { output1 = output0; } const float* w = weights; size_t c = output_channels; float* o0c0 = output0; float* o1c0 = output1; float* o0c1 = (float*) ((uintptr_t) o0c0 + output_channel_stride); float* o1c1 = (float*) ((uintptr_t) o1c0 + output_channel_stride); float* o0c2 = (float*) ((uintptr_t) o0c1 + output_channel_stride); float* o1c2 = (float*) ((uintptr_t) o1c1 + output_channel_stride); float* o0c3 = (float*) ((uintptr_t) o0c2 + output_channel_stride); float* o1c3 = (float*) ((uintptr_t) o1c2 + output_channel_stride); do { if XNN_UNPREDICTABLE(c < 2) { o0c1 = o0c0; o1c1 = o1c0; } if XNN_UNPREDICTABLE(c <= 2) { o0c2 = o0c1; o1c2 = o1c1; } if XNN_UNPREDICTABLE(c < 4) { o0c3 = o0c2; o1c3 = o1c2; } // viMx0 = ( iM0c2, iM0c1, iM0c0, --- ) __m128 vi0x0 = _mm_setzero_ps(); __m128 vi1x0 = _mm_setzero_ps(); __m128 vi2x0 = _mm_setzero_ps(); __m128 vi3x0 = _mm_setzero_ps(); __m128 vi4x0 = _mm_setzero_ps(); size_t iw = input_width; for (; iw >= 4; iw -= 4) { __m128 vo0x0 = _mm_load_ps(w); __m128 vo1x0 = vo0x0; __m128 vo0x1 = vo0x0; __m128 vo1x1 = vo0x0; const __m128 vk00c0 = _mm_load_ps(w + 4); // viMx1 = ( iM2c0, iM1c2, iM1c1, iM1c0 ) const __m128 vi0x1 = _mm_loadu_ps(i0); i0 += 4; const __m128 vi1x1 = _mm_loadu_ps(i1); i1 += 4; const __m128 vi2x1 = _mm_loadu_ps(i2); i2 += 4; const __m128 vi3x1 = _mm_loadu_ps(i3); i3 += 4; const __m128 vi4x1 = _mm_loadu_ps(i4); i4 += 4; vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk00c0, _mm_shuffle_ps(vi0x0, vi0x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk00c0, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk00c0, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk00c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk10c0 = _mm_load_ps(w + 8); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk10c0, _mm_shuffle_ps(vi1x0, vi1x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk10c0, _mm_shuffle_ps(vi3x0, vi3x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk10c0, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk10c0, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk20c0 = _mm_load_ps(w + 12); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk20c0, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk20c0, _mm_shuffle_ps(vi4x0, vi4x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk20c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk20c0, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk00c1 = _mm_load_ps(w + 16); // viMx2 = ( iM3c1, iM3c0, iM2c2, iM2c1 ) const __m128 vi0x2 = _mm_loadu_ps(i0); i0 += 4; const __m128 vi1x2 = _mm_loadu_ps(i1); i1 += 4; const __m128 vi2x2 = _mm_loadu_ps(i2); i2 += 4; const __m128 vi3x2 = _mm_loadu_ps(i3); i3 += 4; const __m128 vi4x2 = _mm_loadu_ps(i4); i4 += 4; vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk00c1, _mm_shuffle_ps(vi0x0, vi0x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk00c1, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk00c1, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk00c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk10c1 = _mm_load_ps(w + 20); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk10c1, _mm_shuffle_ps(vi1x0, vi1x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk10c1, _mm_shuffle_ps(vi3x0, vi3x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk10c1, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk10c1, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk20c1 = _mm_load_ps(w + 24); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk20c1, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk20c1, _mm_shuffle_ps(vi4x0, vi4x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk20c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk20c1, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk00c2 = _mm_load_ps(w + 28); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk00c2, _mm_shuffle_ps(vi0x0, vi0x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk00c2, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk00c2, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk00c2, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk10c2 = _mm_load_ps(w + 32); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk10c2, _mm_shuffle_ps(vi1x0, vi1x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk10c2, _mm_shuffle_ps(vi3x0, vi3x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk10c2, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk10c2, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk20c2 = _mm_load_ps(w + 36); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk20c2, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk20c2, _mm_shuffle_ps(vi4x0, vi4x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk20c2, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk20c2, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk01c0 = _mm_load_ps(w + 40); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk01c0, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk01c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk01c0, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk01c0, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(2, 2, 2, 2)))); const __m128 vk11c0 = _mm_load_ps(w + 44); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk11c0, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk11c0, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk11c0, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk11c0, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(2, 2, 2, 2)))); const __m128 vk21c0 = _mm_load_ps(w + 48); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk21c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk21c0, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk21c0, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk21c0, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(2, 2, 2, 2)))); const __m128 vk01c1 = _mm_load_ps(w + 52); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk01c1, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk01c1, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk01c1, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk01c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk11c1 = _mm_load_ps(w + 56); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk11c1, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk11c1, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk11c1, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk11c1, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk21c1 = _mm_load_ps(w + 60); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk21c1, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk21c1, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk21c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk21c1, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk01c2 = _mm_load_ps(w + 64); // viMx3 = ( iM4c2, iM4c1, iM4c0, iM3c2 ) const __m128 vi0x3 = _mm_loadu_ps(i0); i0 += 4; const __m128 vi1x3 = _mm_loadu_ps(i1); i1 += 4; const __m128 vi2x3 = _mm_loadu_ps(i2); i2 += 4; const __m128 vi3x3 = _mm_loadu_ps(i3); i3 += 4; const __m128 vi4x3 = _mm_loadu_ps(i4); i4 += 4; vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk01c2, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk01c2, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk01c2, _mm_shuffle_ps(vi0x3, vi0x3, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk01c2, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk11c2 = _mm_load_ps(w + 68); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk11c2, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk11c2, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk11c2, _mm_shuffle_ps(vi1x3, vi1x3, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk11c2, _mm_shuffle_ps(vi3x3, vi3x3, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk21c2 = _mm_load_ps(w + 72); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk21c2, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk21c2, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk21c2, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk21c2, _mm_shuffle_ps(vi4x3, vi4x3, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk02c0 = _mm_load_ps(w + 76); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk02c0, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk02c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk02c0, _mm_shuffle_ps(vi0x3, vi0x3, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk02c0, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk12c0 = _mm_load_ps(w + 80); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk12c0, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk12c0, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk12c0, _mm_shuffle_ps(vi1x3, vi1x3, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk12c0, _mm_shuffle_ps(vi3x3, vi3x3, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk22c0 = _mm_load_ps(w + 84); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk22c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk22c0, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk22c0, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk22c0, _mm_shuffle_ps(vi4x3, vi4x3, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk02c1 = _mm_load_ps(w + 88); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk02c1, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk02c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk02c1, _mm_shuffle_ps(vi0x3, vi0x3, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk02c1, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(2, 2, 2, 2)))); const __m128 vk12c1 = _mm_load_ps(w + 92); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk12c1, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk12c1, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk12c1, _mm_shuffle_ps(vi1x3, vi1x3, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk12c1, _mm_shuffle_ps(vi3x3, vi3x3, _MM_SHUFFLE(2, 2, 2, 2)))); const __m128 vk22c1 = _mm_load_ps(w + 96); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk22c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk22c1, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk22c1, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk22c1, _mm_shuffle_ps(vi4x3, vi4x3, _MM_SHUFFLE(2, 2, 2, 2)))); const __m128 vk02c2 = _mm_load_ps(w + 100); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk02c2, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk02c2, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk02c2, _mm_shuffle_ps(vi0x3, vi0x3, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk02c2, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk12c2 = _mm_load_ps(w + 104); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk12c2, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk12c2, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk12c2, _mm_shuffle_ps(vi1x3, vi1x3, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk12c2, _mm_shuffle_ps(vi3x3, vi3x3, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk22c2 = _mm_load_ps(w + 108); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk22c2, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk22c2, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk22c2, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk22c2, _mm_shuffle_ps(vi4x3, vi4x3, _MM_SHUFFLE(3, 3, 3, 3)))); vi0x0 = vi0x3; vi1x0 = vi1x3; vi2x0 = vi2x3; vi3x0 = vi3x3; vi4x0 = vi4x3; vo0x0 = _mm_max_ps(vo0x0, vmin); vo1x0 = _mm_max_ps(vo1x0, vmin); vo0x1 = _mm_max_ps(vo0x1, vmin); vo1x1 = _mm_max_ps(vo1x1, vmin); vo0x0 = _mm_min_ps(vo0x0, vmax); vo1x0 = _mm_min_ps(vo1x0, vmax); vo0x1 = _mm_min_ps(vo0x1, vmax); vo1x1 = _mm_min_ps(vo1x1, vmax); const __m128 vo0c01 = _mm_unpacklo_ps(vo0x0, vo0x1); const __m128 vo0c23 = _mm_unpackhi_ps(vo0x0, vo0x1); const __m128 vo1c01 = _mm_unpacklo_ps(vo1x0, vo1x1); const __m128 vo1c23 = _mm_unpackhi_ps(vo1x0, vo1x1); // Always 2+ output width elements remaining _mm_storel_pi((__m64 *)o1c0, vo1c01); o1c0 += 2; _mm_storel_pi((__m64 *)o1c1, _mm_shuffle_ps(vo1c01, vo1c01, _MM_SHUFFLE(3, 2, 3, 2))); o1c1 += 2; _mm_storel_pi((__m64 *)o1c2, vo1c23); o1c2 += 2; _mm_storel_pi((__m64 *)o1c3, _mm_shuffle_ps(vo1c23, vo1c23, _MM_SHUFFLE(3, 2, 3, 2))); o1c3 += 2; _mm_storel_pi((__m64 *)o0c0, vo0c01); o0c0 += 2; _mm_storel_pi((__m64 *)o0c1, _mm_shuffle_ps(vo0c01, vo0c01, _MM_SHUFFLE(3, 2, 3, 2))); o0c1 += 2; _mm_storel_pi((__m64 *)o0c2, vo0c23); o0c2 += 2; _mm_storel_pi((__m64 *)o0c3, _mm_shuffle_ps(vo0c23, vo0c23, _MM_SHUFFLE(3, 2, 3, 2))); o0c3 += 2; } assert(iw < 4); if XNN_UNLIKELY(iw != 0) { __m128 vo0x0 = _mm_load_ps(w); __m128 vo1x0 = vo0x0; __m128 vo0x1 = vo0x0; __m128 vo1x1 = vo0x0; const __m128 vk00c0 = _mm_load_ps(w + 4); // viMx1 = ( iM2c0, iM1c2, iM1c1, iM1c0 ) __m128 vi0x1 = _mm_loadu_ps(i0); __m128 vi1x1 = _mm_loadu_ps(i1); __m128 vi2x1 = _mm_loadu_ps(i2); __m128 vi3x1 = _mm_loadu_ps(i3); __m128 vi4x1 = _mm_loadu_ps(i4); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk00c0, _mm_shuffle_ps(vi0x0, vi0x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk00c0, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(1, 1, 1, 1)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk00c0, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk00c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(3, 3, 3, 3)))); } const __m128 vk10c0 = _mm_load_ps(w + 8); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk10c0, _mm_shuffle_ps(vi1x0, vi1x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk10c0, _mm_shuffle_ps(vi3x0, vi3x0, _MM_SHUFFLE(1, 1, 1, 1)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk10c0, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk10c0, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(3, 3, 3, 3)))); } const __m128 vk20c0 = _mm_load_ps(w + 12); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk20c0, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk20c0, _mm_shuffle_ps(vi4x0, vi4x0, _MM_SHUFFLE(1, 1, 1, 1)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk20c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk20c0, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(3, 3, 3, 3)))); } const __m128 vk00c1 = _mm_load_ps(w + 16); __m128 vi0x2 = _mm_setzero_ps(); __m128 vi1x2 = _mm_setzero_ps(); __m128 vi2x2 = _mm_setzero_ps(); __m128 vi3x2 = _mm_setzero_ps(); __m128 vi4x2 = _mm_setzero_ps(); if (iw >= 2) { // viMx2 = ( iM3c1, iM3c0, iM2c2, iM2c1 ) vi0x2 = _mm_loadu_ps(i0 + 4); vi1x2 = _mm_loadu_ps(i1 + 4); vi2x2 = _mm_loadu_ps(i2 + 4); vi3x2 = _mm_loadu_ps(i3 + 4); vi4x2 = _mm_loadu_ps(i4 + 4); } vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk00c1, _mm_shuffle_ps(vi0x0, vi0x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk00c1, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk00c1, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk00c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk10c1 = _mm_load_ps(w + 20); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk10c1, _mm_shuffle_ps(vi1x0, vi1x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk10c1, _mm_shuffle_ps(vi3x0, vi3x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk10c1, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk10c1, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk20c1 = _mm_load_ps(w + 24); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk20c1, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk20c1, _mm_shuffle_ps(vi4x0, vi4x0, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk20c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk20c1, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk00c2 = _mm_load_ps(w + 28); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk00c2, _mm_shuffle_ps(vi0x0, vi0x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk00c2, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk00c2, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk00c2, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk10c2 = _mm_load_ps(w + 32); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk10c2, _mm_shuffle_ps(vi1x0, vi1x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk10c2, _mm_shuffle_ps(vi3x0, vi3x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk10c2, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk10c2, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk20c2 = _mm_load_ps(w + 36); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk20c2, _mm_shuffle_ps(vi2x0, vi2x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk20c2, _mm_shuffle_ps(vi4x0, vi4x0, _MM_SHUFFLE(3, 3, 3, 3)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk20c2, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk20c2, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk01c0 = _mm_load_ps(w + 40); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk01c0, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk01c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(0, 0, 0, 0)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk01c0, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk01c0, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(2, 2, 2, 2)))); } const __m128 vk11c0 = _mm_load_ps(w + 44); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk11c0, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk11c0, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(0, 0, 0, 0)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk11c0, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk11c0, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(2, 2, 2, 2)))); } const __m128 vk21c0 = _mm_load_ps(w + 48); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk21c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk21c0, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(0, 0, 0, 0)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk21c0, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk21c0, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(2, 2, 2, 2)))); } const __m128 vk01c1 = _mm_load_ps(w + 52); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk01c1, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk01c1, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(1, 1, 1, 1)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk01c1, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk01c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(3, 3, 3, 3)))); } const __m128 vk11c1 = _mm_load_ps(w + 56); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk11c1, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk11c1, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(1, 1, 1, 1)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk11c1, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk11c1, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(3, 3, 3, 3)))); } const __m128 vk21c1 = _mm_load_ps(w + 60); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk21c1, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk21c1, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(1, 1, 1, 1)))); if (iw > 2) { vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk21c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk21c1, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(3, 3, 3, 3)))); } const __m128 vk01c2 = _mm_load_ps(w + 64); __m128 vi0x3 = _mm_setzero_ps(); __m128 vi1x3 = _mm_setzero_ps(); __m128 vi2x3 = _mm_setzero_ps(); __m128 vi3x3 = _mm_setzero_ps(); __m128 vi4x3 = _mm_setzero_ps(); if (iw > 2) { // viMx3 = ( 0.0, 0.0, 0.0, iM3c2 ) vi0x3 = _mm_load_ss(i0 + 8); vi1x3 = _mm_load_ss(i1 + 8); vi2x3 = _mm_load_ss(i2 + 8); vi3x3 = _mm_load_ss(i3 + 8); vi4x3 = _mm_load_ss(i4 + 8); } vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk01c2, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk01c2, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk01c2, _mm_shuffle_ps(vi0x3, vi0x3, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk01c2, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk11c2 = _mm_load_ps(w + 68); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk11c2, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk11c2, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk11c2, _mm_shuffle_ps(vi1x3, vi1x3, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk11c2, _mm_shuffle_ps(vi3x3, vi3x3, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk21c2 = _mm_load_ps(w + 72); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk21c2, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk21c2, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(2, 2, 2, 2)))); vo0x1 = _mm_add_ps(vo0x1, _mm_mul_ps(vk21c2, _mm_shuffle_ps(vi2x3, vi2x3, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x1 = _mm_add_ps(vo1x1, _mm_mul_ps(vk21c2, _mm_shuffle_ps(vi4x3, vi4x3, _MM_SHUFFLE(0, 0, 0, 0)))); if (iw >= 2) { const __m128 vk02c0 = _mm_load_ps(w + 76); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk02c0, _mm_shuffle_ps(vi0x1, vi0x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk02c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk12c0 = _mm_load_ps(w + 80); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk12c0, _mm_shuffle_ps(vi1x1, vi1x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk12c0, _mm_shuffle_ps(vi3x1, vi3x1, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk22c0 = _mm_load_ps(w + 84); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk22c0, _mm_shuffle_ps(vi2x1, vi2x1, _MM_SHUFFLE(3, 3, 3, 3)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk22c0, _mm_shuffle_ps(vi4x1, vi4x1, _MM_SHUFFLE(3, 3, 3, 3)))); const __m128 vk02c1 = _mm_load_ps(w + 88); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk02c1, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk02c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk12c1 = _mm_load_ps(w + 92); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk12c1, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk12c1, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk22c1 = _mm_load_ps(w + 96); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk22c1, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(0, 0, 0, 0)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk22c1, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(0, 0, 0, 0)))); const __m128 vk02c2 = _mm_load_ps(w + 100); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk02c2, _mm_shuffle_ps(vi0x2, vi0x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk02c2, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk12c2 = _mm_load_ps(w + 104); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk12c2, _mm_shuffle_ps(vi1x2, vi1x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk12c2, _mm_shuffle_ps(vi3x2, vi3x2, _MM_SHUFFLE(1, 1, 1, 1)))); const __m128 vk22c2 = _mm_load_ps(w + 108); vo0x0 = _mm_add_ps(vo0x0, _mm_mul_ps(vk22c2, _mm_shuffle_ps(vi2x2, vi2x2, _MM_SHUFFLE(1, 1, 1, 1)))); vo1x0 = _mm_add_ps(vo1x0, _mm_mul_ps(vk22c2, _mm_shuffle_ps(vi4x2, vi4x2, _MM_SHUFFLE(1, 1, 1, 1)))); } vo0x0 = _mm_max_ps(vo0x0, vmin); vo1x0 = _mm_max_ps(vo1x0, vmin); vo0x1 = _mm_max_ps(vo0x1, vmin); vo1x1 = _mm_max_ps(vo1x1, vmin); vo0x0 = _mm_min_ps(vo0x0, vmax); vo1x0 = _mm_min_ps(vo1x0, vmax); vo0x1 = _mm_min_ps(vo0x1, vmax); vo1x1 = _mm_min_ps(vo1x1, vmax); if (iw == 3) { // Exactly 2 output width elements remaining const __m128 vo0c01 = _mm_unpacklo_ps(vo0x0, vo0x1); const __m128 vo0c23 = _mm_unpackhi_ps(vo0x0, vo0x1); const __m128 vo1c01 = _mm_unpacklo_ps(vo1x0, vo1x1); const __m128 vo1c23 = _mm_unpackhi_ps(vo1x0, vo1x1); _mm_storel_pi((__m64 *)o1c0, vo1c01); o1c0 += 2; _mm_storel_pi((__m64 *)o1c1, _mm_shuffle_ps(vo1c01, vo1c01, _MM_SHUFFLE(3, 2, 3, 2))); o1c1 += 2; _mm_storel_pi((__m64 *)o1c2, vo1c23); o1c2 += 2; _mm_storel_pi((__m64 *)o1c3, _mm_shuffle_ps(vo1c23, vo1c23, _MM_SHUFFLE(3, 2, 3, 2))); o1c3 += 2; _mm_storel_pi((__m64 *)o0c0, vo0c01); o0c0 += 2; _mm_storel_pi((__m64 *)o0c1, _mm_shuffle_ps(vo0c01, vo0c01, _MM_SHUFFLE(3, 2, 3, 2))); o0c1 += 2; _mm_storel_pi((__m64 *)o0c2, vo0c23); o0c2 += 2; _mm_storel_pi((__m64 *)o0c3, _mm_shuffle_ps(vo0c23, vo0c23, _MM_SHUFFLE(3, 2, 3, 2))); o0c3 += 2; } else { // Exactly 1 output width element remaining _mm_store_ss(o1c0, _mm_shuffle_ps(vo1x0, vo1x0, _MM_SHUFFLE(0, 0, 0, 0))); o1c0 += 1; _mm_store_ss(o1c1, _mm_shuffle_ps(vo1x0, vo1x0, _MM_SHUFFLE(1, 1, 1, 1))); o1c1 += 1; _mm_store_ss(o1c2, _mm_shuffle_ps(vo1x0, vo1x0, _MM_SHUFFLE(2, 2, 2, 2))); o1c2 += 1; _mm_store_ss(o1c3, _mm_shuffle_ps(vo1x0, vo1x0, _MM_SHUFFLE(3, 3, 3, 3))); o1c3 += 1; _mm_store_ss(o0c0, _mm_shuffle_ps(vo0x0, vo0x0, _MM_SHUFFLE(0, 0, 0, 0))); o0c0 += 1; _mm_store_ss(o0c1, _mm_shuffle_ps(vo0x0, vo0x0, _MM_SHUFFLE(1, 1, 1, 1))); o0c1 += 1; _mm_store_ss(o0c2, _mm_shuffle_ps(vo0x0, vo0x0, _MM_SHUFFLE(2, 2, 2, 2))); o0c2 += 1; _mm_store_ss(o0c3, _mm_shuffle_ps(vo0x0, vo0x0, _MM_SHUFFLE(3, 3, 3, 3))); o0c3 += 1; } } // Move output pointers back to the position of the first pixel in a row, // and forward to the next block of output channels. o0c0 = (float*) ((uintptr_t) o0c0 + output_channel_increment); o0c1 = (float*) ((uintptr_t) o0c1 + output_channel_increment); o0c2 = (float*) ((uintptr_t) o0c2 + output_channel_increment); o0c3 = (float*) ((uintptr_t) o0c3 + output_channel_increment); o1c0 = (float*) ((uintptr_t) o1c0 + output_channel_increment); o1c1 = (float*) ((uintptr_t) o1c1 + output_channel_increment); o1c2 = (float*) ((uintptr_t) o1c2 + output_channel_increment); o1c3 = (float*) ((uintptr_t) o1c3 + output_channel_increment); // Revert input pointers to the position of the first pixel in a row i0 = (const float*) ((uintptr_t) i0 - input_width_increment); i1 = (const float*) ((uintptr_t) i1 - input_width_increment); i2 = (const float*) ((uintptr_t) i2 - input_width_increment); i3 = (const float*) ((uintptr_t) i3 - input_width_increment); i4 = (const float*) ((uintptr_t) i4 - input_width_increment); // Move to the block of weights for the next 4 output channels w += 112; c = doz(c, 4); } while (c != 0); // Move output pointers forward to the next two rows output0 = (float*) ((uintptr_t) output1 + output_height_stride); output1 = (float*) ((uintptr_t) output0 + output_height_stride); // Move input pointers forward to the next four rows i0 = i4; i1 = (const float*) ((uintptr_t) i0 + input_height_stride); i2 = (const float*) ((uintptr_t) i1 + input_height_stride); i3 = (const float*) ((uintptr_t) i2 + input_height_stride); i4 = (const float*) ((uintptr_t) i3 + input_height_stride); } }