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$assert ROW_TILE >= 1 |
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$assert ACCUMULATORS >= 1 |
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void xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__sse_${ROW_TILE}x4${"_acc%d" % ACCUMULATORS if ACCUMULATORS > 1 else ""}( |
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size_t input_height, |
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size_t input_width, |
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const float* input, |
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const float* weights, |
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const float* zero, |
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float* output, |
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uint32_t padding_top, |
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const union xnn_f32_chw_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS |
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{ |
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assert(input_height != 0); |
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assert(input_width != 0); |
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assert(input_width % sizeof(float) == 0); |
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assert(padding_top >= 0); |
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assert(padding_top <= 1); |
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const __m128 vmask_even = _mm_load_ps((const float*) params->sse_stride2.mask_even); |
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const __m128 vmask_odd = _mm_load_ps((const float*) params->sse_stride2.mask_odd); |
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const __m128 vmax = _mm_load_ps(params->sse_stride2.max); |
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const __m128 vmin = _mm_load_ps(params->sse_stride2.min); |
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const __m128 vbias = _mm_load1_ps(weights); |
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const __m128 vk00 = _mm_load1_ps(weights + 1); |
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const __m128 vk01 = _mm_load1_ps(weights + 2); |
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const __m128 vk02 = _mm_load1_ps(weights + 3); |
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const __m128 vk10 = _mm_load1_ps(weights + 4); |
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const __m128 vk11 = _mm_load1_ps(weights + 5); |
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const __m128 vk12 = _mm_load1_ps(weights + 6); |
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const __m128 vk20 = _mm_load1_ps(weights + 7); |
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const __m128 vk21 = _mm_load1_ps(weights + 8); |
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const __m128 vk22 = _mm_load1_ps(weights + 9); |
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const size_t input_decrement = round_down_po2(input_width, 4 * 2 * sizeof(float)); |
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$if ROW_TILE > 1: |
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const size_t output_width = round_down_po2((input_width + (2 - 3 + 2 ) * sizeof(float)) / 2, sizeof(float)); |
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const float* i0 = (const float*) ((uintptr_t) input - ((-padding_top) & input_width)); |
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const float* i1 = (const float*) ((uintptr_t) i0 + input_width); |
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if XNN_UNPREDICTABLE(padding_top != 0) { |
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i0 = zero; |
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} |
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$for M in range(2, 1 + 2 * ROW_TILE): |
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const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_width); |
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float* o0 = output; |
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$for M in range(1, ROW_TILE): |
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float* o${M} = (float*) ((uintptr_t) o${M-1} + output_width); |
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size_t padded_input_height = input_height + padding_top + 1 ; |
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size_t output_height = (padded_input_height - 3 + 2 ) / 2; |
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do { |
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$for M in range(2, 1 + 2 * ROW_TILE): |
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if XNN_UNPREDICTABLE(padded_input_height < ${2 + M}) { |
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i${M} = zero; |
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$if M % 2 == 1: |
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o${(M - 1) |
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} |
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$for M in range(1 + 2 * ROW_TILE): |
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__m128 vi${M}x7531 = _mm_setzero_ps(); |
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size_t w = input_width; |
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for (; w >= 8 * sizeof(float); w -= 8 * sizeof(float)) { |
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$for M in range(1 + 2 * ROW_TILE): |
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const __m128 vi${M}x89AB = _mm_loadu_ps(i${M}); |
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const __m128 vi${M}xCDEF = _mm_loadu_ps(i${M} + 4); |
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i${M} += 8; |
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$for M in range(1 + 2 * ROW_TILE): |
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const __m128 vi${M}x8ACE = _mm_shuffle_ps(vi${M}x89AB, vi${M}xCDEF, _MM_SHUFFLE(2, 0, 2, 0)); |
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const __m128 vi${M}x9BDF = _mm_shuffle_ps(vi${M}x89AB, vi${M}xCDEF, _MM_SHUFFLE(3, 1, 3, 1)); |
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$for K in range(3): |
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$for M in range(ROW_TILE): |
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$if K == 0: |
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__m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}1)); |
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$elif K < ACCUMULATORS: |
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__m128 vo${M}p${K} = _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}1); |
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$else: |
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vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}1)); |
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$for M in range(1 + 2 * ROW_TILE): |
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const __m128 vi${M}xF9BD = _mm_shuffle_ps(vi${M}x9BDF, vi${M}x9BDF, _MM_SHUFFLE(2, 1, 0, 3)); |
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$for K in range(3): |
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$for M in range(ROW_TILE): |
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$if K+3 < ACCUMULATORS: |
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__m128 vo${M}p${K+3} = _mm_mul_ps(vi${2*M+K}x9BDF, vk${K}2); |
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$else: |
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vo${M}p${(K+3) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+3) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x9BDF, vk${K}2)); |
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$for M in range(1 + 2 * ROW_TILE): |
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const __m128 vi${M}x79BD = _mm_move_ss(vi${M}xF9BD, vi${M}x7531); |
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$for M in range(1 + 2 * ROW_TILE): |
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vi${M}x7531 = vi${M}xF9BD; |
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$for K in range(3): |
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$for M in range(ROW_TILE): |
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vo${M}p${(K+6) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+6) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x79BD, vk${K}0)); |
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$if ACCUMULATORS > 1: |
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$ACC_SLICE = 1 |
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$while ACC_SLICE < ACCUMULATORS: |
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$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
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$if A + ACC_SLICE < ACCUMULATORS: |
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$for M in range(ROW_TILE): |
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vo${M}p${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); |
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$ACC_SLICE *= 2 |
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$for M in range(ROW_TILE): |
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__m128 vo${M} = _mm_max_ps(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = _mm_min_ps(vo${M}, vmax); |
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$for M in reversed(range(ROW_TILE)): |
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_mm_storeu_ps(o${M}, vo${M}); |
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o${M} += 4; |
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} |
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assert(w < 8 * sizeof(float)); |
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if XNN_LIKELY(w != 0) { |
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$for M in range(1 + 2 * ROW_TILE): |
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const __m128 vi${M}x89AB = _mm_loadu_ps(i${M}); |
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const __m128 vi${M}xCDEF = _mm_loadu_ps(i${M} + 4); |
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$for M in range(1 + 2 * ROW_TILE): |
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const __m128 vi${M}x8ACE = _mm_and_ps(vmask_even, _mm_shuffle_ps(vi${M}x89AB, vi${M}xCDEF, _MM_SHUFFLE(2, 0, 2, 0))); |
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const __m128 vi${M}x9BDF = _mm_and_ps(vmask_odd, _mm_shuffle_ps(vi${M}x89AB, vi${M}xCDEF, _MM_SHUFFLE(3, 1, 3, 1))); |
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$for K in range(3): |
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$for M in range(ROW_TILE): |
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$if K == 0: |
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__m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}1)); |
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$elif K < ACCUMULATORS: |
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__m128 vo${M}p${K} = _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}1); |
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$else: |
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vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}1)); |
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$for M in range(1 + 2 * ROW_TILE): |
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const __m128 vi${M}xF9BD = _mm_shuffle_ps(vi${M}x9BDF, vi${M}x9BDF, _MM_SHUFFLE(2, 1, 0, 3)); |
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$for K in range(3): |
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$for M in range(ROW_TILE): |
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$if K+3 < ACCUMULATORS: |
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__m128 vo${M}p${K+3} = _mm_mul_ps(vi${2*M+K}x9BDF, vk${K}2); |
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$else: |
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vo${M}p${(K+3) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+3) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x9BDF, vk${K}2)); |
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$for M in range(1 + 2 * ROW_TILE): |
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const __m128 vi${M}x79BD = _mm_move_ss(vi${M}xF9BD, vi${M}x7531); |
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$for M in range(1 + 2 * ROW_TILE): |
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vi${M}x7531 = vi${M}xF9BD; |
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$for K in range(3): |
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$for M in range(ROW_TILE): |
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vo${M}p${(K+6) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+6) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x79BD, vk${K}0)); |
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$if ACCUMULATORS > 1: |
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$ACC_SLICE = 1 |
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$while ACC_SLICE < ACCUMULATORS: |
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$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
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$if A + ACC_SLICE < ACCUMULATORS: |
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$for M in range(ROW_TILE): |
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vo${M}p${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); |
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$ACC_SLICE *= 2 |
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$for M in range(ROW_TILE): |
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__m128 vo${M} = _mm_max_ps(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = _mm_min_ps(vo${M}, vmax); |
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if (w == 7 * sizeof(float)) { |
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$for M in reversed(range(ROW_TILE)): |
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_mm_storeu_ps(o${M}, vo${M}); |
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o${M} += 4; |
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} else { |
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w += 1 * sizeof(float); |
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if (w & (4 * sizeof(float))) { |
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$for M in reversed(range(ROW_TILE)): |
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_mm_storel_pi((__m64*) o${M}, vo${M}); |
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o${M} += 2; |
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$for M in range(ROW_TILE): |
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vo${M} = _mm_movehl_ps(vo${M}, vo${M}); |
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} |
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if (w & (2 * sizeof(float))) { |
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$for M in reversed(range(ROW_TILE)): |
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_mm_store_ss(o${M}, vo${M}); |
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o${M} += 1; |
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} |
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} |
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} |
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i0 = (const float*) ((uintptr_t) i${2 * ROW_TILE} - input_decrement); |
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$for M in range(1, 1 + 2 * ROW_TILE): |
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i${M} = (const float*) ((uintptr_t) i${M-1} + input_width); |
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$if ROW_TILE > 1: |
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o0 = o${ROW_TILE - 1}; |
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$for M in range(1, ROW_TILE): |
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o${M} = (float*) ((uintptr_t) o${M-1} + output_width); |
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$if ROW_TILE > 1: |
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output_height = doz(output_height, ${ROW_TILE}); |
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padded_input_height = doz(padded_input_height, ${ROW_TILE * 2}); |
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$else: |
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output_height -= 1; |
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padded_input_height -= 2; |
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} while (output_height != 0); |
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} |
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