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$assert CHANNEL_TILE % 4 == 0 |
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$assert KERNEL_TILE >= 2 |
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$assert ACCUMULATORS >= 1 |
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$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
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#include <assert.h> |
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#include <xmmintrin.h> |
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#include <xnnpack/dwconv.h> |
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void xnn_f32_dwconv_minmax_ukernel_${KERNEL_TILE}p${CHANNEL_TILE}c__sse${"" if ACCUMULATORS == 1 else "_acc%d" % ACCUMULATORS}( |
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size_t channels, |
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size_t output_width, |
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const float** input, |
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const float* weights, |
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float* output, |
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intptr_t input_stride, |
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size_t output_increment, |
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size_t input_offset, |
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const float* zero, |
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const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS |
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{ |
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assert(channels != 0); |
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assert(output_width != 0); |
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const __m128 vmax = _mm_load_ps(params->sse.max); |
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const __m128 vmin = _mm_load_ps(params->sse.min); |
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do { |
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$for K in range(KERNEL_TILE): |
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const float* i${K} = input[${K}]; |
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assert(i${K} != NULL); |
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if XNN_UNPREDICTABLE(i${K} != zero) { |
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i${K} = (const float*) ((uintptr_t) i${K} + input_offset); |
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} |
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input = (const float**) ((uintptr_t) input + input_stride); |
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size_t c = channels; |
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const float* w = weights; |
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for (; c >= ${CHANNEL_TILE}; c -= ${CHANNEL_TILE}) { |
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__m128 vacc${ABC[0:4]}p0 = _mm_load_ps(w); |
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$for C in range(4, CHANNEL_TILE, 4): |
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__m128 vacc${ABC[C:C+4]}p0 = _mm_load_ps(w + ${C}); |
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$for K in range(KERNEL_TILE): |
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const __m128 vi${K}x${ABC[0:4]} = _mm_loadu_ps(i${K}); |
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$for C in range(4, CHANNEL_TILE, 4): |
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const __m128 vi${K}x${ABC[C:C+4]} = _mm_loadu_ps(i${K} + ${C}); |
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i${K} += ${CHANNEL_TILE}; |
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$for C in range(0, CHANNEL_TILE, 4): |
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const __m128 vk${K}x${ABC[C:C+4]} = _mm_load_ps(w + ${(K + 1) * CHANNEL_TILE + C}); |
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$for C in range(0, CHANNEL_TILE, 4): |
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$if 1 <= K < ACCUMULATORS: |
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__m128 vacc${ABC[C:C+4]}p${K} = _mm_mul_ps(vi${K}x${ABC[C:C+4]}, vk${K}x${ABC[C:C+4]}); |
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$else: |
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vacc${ABC[C:C+4]}p${K % ACCUMULATORS} = _mm_add_ps(vacc${ABC[C:C+4]}p${K % ACCUMULATORS}, _mm_mul_ps(vi${K}x${ABC[C:C+4]}, vk${K}x${ABC[C:C+4]})); |
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w += ${(KERNEL_TILE + 1) * CHANNEL_TILE}; |
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$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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$for C in range(0, CHANNEL_TILE, 4): |
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vacc${ABC[C:C+4]}p${A} = _mm_add_ps(vacc${ABC[C:C+4]}p${A}, vacc${ABC[C:C+4]}p${A + ACC_SLICE}); |
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$ACC_SLICE *= 2 |
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$for C in range(0, CHANNEL_TILE, 4): |
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__m128 vacc${ABC[C:C+4]} = _mm_max_ps(vacc${ABC[C:C+4]}p0, vmin); |
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$for C in range(0, CHANNEL_TILE, 4): |
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vacc${ABC[C:C+4]} = _mm_min_ps(vacc${ABC[C:C+4]}, vmax); |
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_mm_storeu_ps(output, vacc${ABC[0:4]}); |
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$for C in range(4, CHANNEL_TILE, 4): |
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_mm_storeu_ps(output + ${C}, vacc${ABC[C:C+4]}); |
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output += ${CHANNEL_TILE}; |
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} |
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$if CHANNEL_TILE > 4: |
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for (; c >= 4; c -= 4) { |
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__m128 vacc0123p0 = _mm_load_ps(w); |
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$for K in range(KERNEL_TILE): |
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const __m128 vi${K}x0123 = _mm_loadu_ps(i${K}); |
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i${K} += 4; |
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const __m128 vk${K}x0123 = _mm_load_ps(w + ${(K + 1) * CHANNEL_TILE}); |
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$if 1 <= K < ACCUMULATORS: |
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__m128 vacc0123p${K} = _mm_mul_ps(vi${K}x0123, vk${K}x0123); |
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$else: |
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vacc0123p${K % ACCUMULATORS} = _mm_add_ps(vacc0123p${K % ACCUMULATORS}, _mm_mul_ps(vi${K}x0123, vk${K}x0123)); |
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w += 4; |
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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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$if A + ACC_SLICE < ACCUMULATORS: |
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vacc0123p${A} = _mm_add_ps(vacc0123p${A}, vacc0123p${A + ACC_SLICE}); |
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$ACC_SLICE *= 2 |
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__m128 vacc0123 = _mm_max_ps(vacc0123p0, vmin); |
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vacc0123 = _mm_min_ps(vacc0123, vmax); |
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_mm_storeu_ps(output, vacc0123); |
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output += 4; |
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} |
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if XNN_UNLIKELY(c != 0) { |
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__m128 vacc0123p0 = _mm_load_ps(w); |
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$for K in range(KERNEL_TILE): |
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const __m128 vi${K}x0123 = _mm_loadu_ps(i${K}); |
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const __m128 vk${K}x0123 = _mm_load_ps(w + ${(K + 1) * CHANNEL_TILE}); |
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$if 1 <= K < ACCUMULATORS: |
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__m128 vacc0123p${K} = _mm_mul_ps(vi${K}x0123, vk${K}x0123); |
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$else: |
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vacc0123p${K % ACCUMULATORS} = _mm_add_ps(vacc0123p${K % ACCUMULATORS}, _mm_mul_ps(vi${K}x0123, vk${K}x0123)); |
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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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$if A + ACC_SLICE < ACCUMULATORS: |
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vacc0123p${A} = _mm_add_ps(vacc0123p${A}, vacc0123p${A + ACC_SLICE}); |
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$ACC_SLICE *= 2 |
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__m128 vacc0123 = _mm_max_ps(vacc0123p0, vmin); |
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vacc0123 = _mm_min_ps(vacc0123, vmax); |
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if (c & 2) { |
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_mm_storel_pi((__m64*) output, vacc0123); |
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vacc0123 = _mm_movehl_ps(vacc0123, vacc0123); |
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output += 2; |
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} |
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if (c & 1) { |
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_mm_store_ss(output, vacc0123); |
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output += 1; |
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} |
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} |
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output = (float*) ((uintptr_t) output + output_increment); |
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} while (--output_width != 0); |
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} |
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