| // Copyright 2020 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 ROW_TILE >= 1 |
| $assert ACCUMULATORS >= 1 |
| #include <assert.h> |
| |
| #include <xmmintrin.h> |
| |
| #include <xnnpack/dwconv.h> |
| #include <xnnpack/math.h> |
| |
| |
| void xnn_f32_dwconv2d_chw_ukernel_5x5p2__sse_${ROW_TILE}x4${"_acc%d" % ACCUMULATORS if ACCUMULATORS > 1 else ""}( |
| size_t input_height, |
| size_t input_width, |
| const float* input, |
| const float* weights, |
| const float* zero, |
| float* output, |
| uint32_t padding_top, |
| const union xnn_f32_chw_params params[restrict XNN_MIN_ELEMENTS(1)]) |
| { |
| assert(input_height != 0); |
| assert(input_width != 0); |
| assert(input_width % sizeof(float) == 0); |
| assert(padding_top == 2); |
| |
| const __m128 vmask = _mm_load_ps((const float*) params->sse.mask); |
| const __m128 vmax = _mm_load_ps(params->sse.max); |
| const __m128 vmin = _mm_load_ps(params->sse.min); |
| |
| const __m128 vbias = _mm_load1_ps(weights); |
| $for R in range(5): |
| $for S in range(5): |
| const __m128 vk${R}${S} = _mm_load1_ps(weights + ${R*5+S+1}); |
| |
| const size_t input_decrement = round_up_po2(input_width, 4 * sizeof(float)); |
| |
| const float* i0 = zero; |
| const float* i1 = zero; |
| const float* i2 = input; |
| $for M in range(3, 4 + ROW_TILE): |
| const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_width); |
| |
| float* o0 = output; |
| $for M in range(1, ROW_TILE): |
| float* o${M} = (float*) ((uintptr_t) o${M-1} + input_width); |
| |
| size_t output_height = input_height; |
| do { |
| $for M in range(2, 3 + ROW_TILE): |
| if XNN_UNPREDICTABLE(output_height < ${M}) { |
| i${M+1} = zero; |
| $if M <= ROW_TILE: |
| o${M-1} = o${M-2}; |
| } |
| |
| $for M in range(4 + ROW_TILE): |
| __m128 vi${M}x3012 = _mm_setzero_ps(); |
| |
| $for M in range(4 + ROW_TILE): |
| __m128 vi${M}x4567 = _mm_loadu_ps(i${M}); |
| i${M} += 4; |
| |
| size_t w = input_width; |
| for (; w > 8 * sizeof(float); w -= 4 * sizeof(float)) { |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| $if K == 0: |
| __m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${M+K}x4567, vk${K}2)); |
| $elif K < ACCUMULATORS: |
| __m128 vo${M}p${K} = _mm_mul_ps(vi${M+K}x4567, vk${K}2); |
| $else: |
| vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x4567, vk${K}2)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x7456 = _mm_shuffle_ps(vi${M}x4567, vi${M}x4567, _MM_SHUFFLE(2, 1, 0, 3)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x89AB = _mm_loadu_ps(i${M}); |
| i${M} += 4; |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x3456 = _mm_move_ss(vi${M}x7456, vi${M}x3012); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+5) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+5) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x3456, vk${K}1)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x2345 = _mm_shuffle_ps(vi${M}x3012, vi${M}x7456, _MM_SHUFFLE(2, 1, 0, 3)); |
| vi${M}x3012 = vi${M}x7456; |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x8567 = _mm_move_ss(vi${M}x4567, vi${M}x89AB); |
| vi${M}x4567 = vi${M}x89AB; |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+10) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+10) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x2345, vk${K}0)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x5678 = _mm_shuffle_ps(vi${M}x8567, vi${M}x8567, _MM_SHUFFLE(0, 3, 2, 1)); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+15) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+15) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x5678, vk${K}3)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x6789 = _mm_shuffle_ps(vi${M}x5678, vi${M}x89AB, _MM_SHUFFLE(1, 0, 2, 1)); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+20) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+20) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x6789, vk${K}4)); |
| |
| $if ACCUMULATORS > 1: |
| $ACC_SLICE = 1 |
| $while ACC_SLICE < ACCUMULATORS: |
| $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
| $if A + ACC_SLICE < ACCUMULATORS: |
| $for M in range(ROW_TILE): |
| vo${M}p${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| $for M in range(ROW_TILE): |
| __m128 vo${M} = _mm_max_ps(vo${M}p0, vmin); |
| |
| $for M in range(ROW_TILE): |
| vo${M} = _mm_min_ps(vo${M}, vmax); |
| |
| $for M in reversed(range(ROW_TILE)): |
| _mm_storeu_ps(o${M}, vo${M}); |
| o${M} += 4; |
| } |
| // Always process the last block of 5..8 pixels. |
| if XNN_LIKELY(w > 4 * sizeof(float)) { |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| $if K == 0: |
| __m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${M+K}x4567, vk${K}2)); |
| $elif K < ACCUMULATORS: |
| __m128 vo${M}p${K} = _mm_mul_ps(vi${M+K}x4567, vk${K}2); |
| $else: |
| vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x4567, vk${K}2)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x7456 = _mm_shuffle_ps(vi${M}x4567, vi${M}x4567, _MM_SHUFFLE(2, 1, 0, 3)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x89AB = _mm_and_ps(_mm_loadu_ps(i${M}), vmask); |
| i${M} += 4; |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x3456 = _mm_move_ss(vi${M}x7456, vi${M}x3012); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+5) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+5) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x3456, vk${K}1)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x2345 = _mm_shuffle_ps(vi${M}x3012, vi${M}x7456, _MM_SHUFFLE(2, 1, 0, 3)); |
| vi${M}x3012 = vi${M}x7456; |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x8567 = _mm_move_ss(vi${M}x4567, vi${M}x89AB); |
| vi${M}x4567 = vi${M}x89AB; |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+10) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+10) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x2345, vk${K}0)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x5678 = _mm_shuffle_ps(vi${M}x8567, vi${M}x8567, _MM_SHUFFLE(0, 3, 2, 1)); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+15) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+15) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x5678, vk${K}3)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x6789 = _mm_shuffle_ps(vi${M}x5678, vi${M}x89AB, _MM_SHUFFLE(1, 0, 2, 1)); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+20) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+20) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x6789, vk${K}4)); |
| |
| $if ACCUMULATORS > 1: |
| $ACC_SLICE = 1 |
| $while ACC_SLICE < ACCUMULATORS: |
| $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
| $if A + ACC_SLICE < ACCUMULATORS: |
| $for M in range(ROW_TILE): |
| vo${M}p${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| $for M in range(ROW_TILE): |
| __m128 vo${M} = _mm_max_ps(vo${M}p0, vmin); |
| |
| $for M in range(ROW_TILE): |
| vo${M} = _mm_min_ps(vo${M}, vmax); |
| |
| $for M in reversed(range(ROW_TILE)): |
| _mm_storeu_ps(o${M}, vo${M}); |
| o${M} += 4; |
| |
| w -= 4 * sizeof(float); |
| } |
| assert(w >= 1 * sizeof(float)); |
| assert(w <= 4 * sizeof(float)); |
| { |
| $for M in range(4 + ROW_TILE): |
| vi${M}x4567 = _mm_and_ps(vi${M}x4567, vmask); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| $if K == 0: |
| __m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${M+K}x4567, vk${K}2)); |
| $elif K < ACCUMULATORS: |
| __m128 vo${M}p${K} = _mm_mul_ps(vi${M+K}x4567, vk${K}2); |
| $else: |
| vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x4567, vk${K}2)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x7456 = _mm_shuffle_ps(vi${M}x4567, vi${M}x4567, _MM_SHUFFLE(2, 1, 0, 3)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x3456 = _mm_move_ss(vi${M}x7456, vi${M}x3012); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+5) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+5) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x3456, vk${K}1)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x2345 = _mm_shuffle_ps(vi${M}x3012, vi${M}x7456, _MM_SHUFFLE(2, 1, 0, 3)); |
| |
| const __m128 vzero = _mm_setzero_ps(); |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x8567 = _mm_move_ss(vi${M}x4567, vzero); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+10) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+10) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x2345, vk${K}0)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x5678 = _mm_shuffle_ps(vi${M}x8567, vi${M}x8567, _MM_SHUFFLE(0, 3, 2, 1)); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+15) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+15) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x5678, vk${K}3)); |
| |
| $for M in range(4 + ROW_TILE): |
| const __m128 vi${M}x6789 = _mm_shuffle_ps(vi${M}x5678, vzero, _MM_SHUFFLE(1, 0, 2, 1)); |
| |
| $for K in range(5): |
| $for M in range(ROW_TILE): |
| vo${M}p${(K+20) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+20) % ACCUMULATORS}, _mm_mul_ps(vi${M+K}x6789, vk${K}4)); |
| |
| $if ACCUMULATORS > 1: |
| $ACC_SLICE = 1 |
| $while ACC_SLICE < ACCUMULATORS: |
| $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
| $if A + ACC_SLICE < ACCUMULATORS: |
| $for M in range(ROW_TILE): |
| vo${M}p${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); |
| $ACC_SLICE *= 2 |
| |
| $for M in range(ROW_TILE): |
| __m128 vo${M} = _mm_max_ps(vo${M}p0, vmin); |
| |
| $for M in range(ROW_TILE): |
| vo${M} = _mm_min_ps(vo${M}, vmax); |
| |
| if XNN_LIKELY(w & (4 * sizeof(float))) { |
| $for M in reversed(range(ROW_TILE)): |
| _mm_storeu_ps(o${M}, vo${M}); |
| o${M} += 4; |
| } else { |
| if (w & (2 * sizeof(float))) { |
| $for M in reversed(range(ROW_TILE)): |
| _mm_storel_pi((__m64*) o${M}, vo${M}); |
| o${M} += 2; |
| |
| $for M in range(ROW_TILE): |
| vo${M} = _mm_movehl_ps(vo${M}, vo${M}); |
| } |
| if (w & (1 * sizeof(float))) { |
| $for M in reversed(range(ROW_TILE)): |
| _mm_store_ss(o${M}, vo${M}); |
| o${M} += 1; |
| } |
| } |
| } |
| |
| i0 = (const float*) ((uintptr_t) i${ROW_TILE} - input_decrement); |
| i1 = (const float*) ((uintptr_t) i${ROW_TILE+1} - input_decrement); |
| $for M in range(2, 4 + ROW_TILE): |
| i${M} = (const float*) ((uintptr_t) i${M-1} + input_width); |
| |
| $if ROW_TILE > 1: |
| o0 = o${ROW_TILE - 1}; |
| $for M in range(1, ROW_TILE): |
| o${M} = (float*) ((uintptr_t) o${M-1} + input_width); |
| |
| $if ROW_TILE > 1: |
| output_height = doz(output_height, ${ROW_TILE}); |
| } while (${"--" if ROW_TILE == 1 else ""}output_height != 0); |
| } |