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$assert ROW_TILE >= 1 |
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$assert ACCUMULATORS >= 1 |
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#include <assert.h> |
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#include <xnnpack/dwconv.h> |
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#include <xnnpack/math.h> |
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void xnn_f32_dwconv2d_chw_ukernel_5x5p2__scalar_${ROW_TILE}x1${"_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)]) |
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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 == 2); |
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const float vmin = params->scalar.min; |
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const float vmax = params->scalar.max; |
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const float vbias = weights[0]; |
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$for R in range(5): |
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$for S in range(5): |
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const float vk${R}${S} = weights[${R*5+S+1}]; |
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const float* i0 = zero; |
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const float* i1 = zero; |
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const float* i2 = input; |
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$for M in range(3, 4 + 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${M-1} + input_width); |
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size_t output_height = input_height; |
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do { |
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$for M in range(2, 3 + ROW_TILE): |
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if XNN_UNPREDICTABLE(output_height < ${M}) { |
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i${M+1} = zero; |
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$if M <= ROW_TILE: |
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o${M-1} = o${M-2}; |
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} |
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$for M in range(4 + ROW_TILE): |
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float vi${M}x0 = 0.0f; |
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$for M in range(4 + ROW_TILE): |
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float vi${M}x1 = 0.0f; |
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$for M in range(4 + ROW_TILE): |
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float vi${M}x2 = *i${M}++; |
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size_t w = input_width; |
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if (w > 1 * sizeof(float)) { |
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$for M in range(4 + ROW_TILE): |
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float vi${M}x3 = *i${M}++; |
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for (; w > 2 * sizeof(float); w -= 1 * sizeof(float)) { |
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$for M in range(4 + ROW_TILE): |
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const float vi${M}x4 = *i${M}++; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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$if K == 0: |
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float vo${M}p0 = vbias + vi${M+K}x0 * vk${K}0; |
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$elif K < ACCUMULATORS: |
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float vo${M}p${K} = vi${M+K}x0 * vk${K}0; |
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$else: |
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vo${M}p${K % ACCUMULATORS} += vi${M+K}x0 * vk${K}0; |
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$for M in range(4 + ROW_TILE): |
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vi${M}x0 = vi${M}x1; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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$if K+5 < ACCUMULATORS: |
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float vo${M}p${K+5} = vi${M+K}x1 * vk${K}1; |
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$else: |
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vo${M}p${(K+5) % ACCUMULATORS} += vi${M+K}x1 * vk${K}1; |
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$for M in range(4 + ROW_TILE): |
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vi${M}x1 = vi${M}x2; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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vo${M}p${(K+10) % ACCUMULATORS} += vi${M+K}x2 * vk${K}2; |
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$for M in range(4 + ROW_TILE): |
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vi${M}x2 = vi${M}x3; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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vo${M}p${(K+15) % ACCUMULATORS} += vi${M+K}x3 * vk${K}3; |
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$for M in range(4 + ROW_TILE): |
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vi${M}x3 = vi${M}x4; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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vo${M}p${(K+20) % ACCUMULATORS} += vi${M+K}x4 * vk${K}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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$if A + ACC_SLICE < ACCUMULATORS: |
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$for M in range(ROW_TILE): |
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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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float vo${M} = math_max_f32(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = math_min_f32(vo${M}, vmax); |
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$for M in reversed(range(ROW_TILE)): |
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*o${M}++ = vo${M}; |
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} |
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assert(w == 2 * sizeof(float)); |
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{ |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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$if K == 0: |
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float vo${M}p0 = vbias + vi${M+K}x0 * vk${K}0; |
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$elif K < ACCUMULATORS: |
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float vo${M}p${K} = vi${M+K}x0 * vk${K}0; |
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$else: |
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vo${M}p${K % ACCUMULATORS} += vi${M+K}x0 * vk${K}0; |
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$for M in range(4 + ROW_TILE): |
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vi${M}x0 = vi${M}x1; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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$if K+5 < ACCUMULATORS: |
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float vo${M}p${K+5} = vi${M+K}x1 * vk${K}1; |
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$else: |
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vo${M}p${(K+5) % ACCUMULATORS} += vi${M+K}x1 * vk${K}1; |
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$for M in range(4 + ROW_TILE): |
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vi${M}x1 = vi${M}x2; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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vo${M}p${(K+10) % ACCUMULATORS} += vi${M+K}x2 * vk${K}2; |
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$for M in range(4 + ROW_TILE): |
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vi${M}x2 = vi${M}x3; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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vo${M}p${(K+15) % ACCUMULATORS} += vi${M+K}x3 * vk${K}3; |
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$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${A} += vo${M}p${A + ACC_SLICE}; |
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$ACC_SLICE *= 2 |
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$for M in range(ROW_TILE): |
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float vo${M} = math_max_f32(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = math_min_f32(vo${M}, vmax); |
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$for M in reversed(range(ROW_TILE)): |
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*o${M}++ = vo${M}; |
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} |
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w -= 1 * sizeof(float); |
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} |
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assert(w == 1 * sizeof(float)); |
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{ |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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$if K == 0: |
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float vo${M}p0 = vbias + vi${M+K}x0 * vk${K}0; |
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$elif K < ACCUMULATORS: |
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float vo${M}p${K} = vi${M+K}x0 * vk${K}0; |
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$else: |
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vo${M}p${K % ACCUMULATORS} += vi${M+K}x0 * vk${K}0; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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$if K+5 < ACCUMULATORS: |
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float vo${M}p${K+5} = vi${M+K}x1 * vk${K}1; |
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$else: |
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vo${M}p${(K+5) % ACCUMULATORS} += vi${M+K}x1 * vk${K}1; |
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$for K in range(5): |
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$for M in range(ROW_TILE): |
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vo${M}p${(K+10) % ACCUMULATORS} += vi${M+K}x2 * vk${K}2; |
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$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${A} += vo${M}p${A + ACC_SLICE}; |
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$ACC_SLICE *= 2 |
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$for M in range(ROW_TILE): |
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float vo${M} = math_max_f32(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = math_min_f32(vo${M}, vmax); |
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$for M in reversed(range(ROW_TILE)): |
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*o${M}++ = vo${M}; |
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} |
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i0 = (const float*) ((uintptr_t) i${ROW_TILE} - input_width); |
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i1 = (const float*) ((uintptr_t) i${ROW_TILE+1} - input_width); |
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$if ROW_TILE > 1: |
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i2 = i${ROW_TILE+1}; |
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i3 = i${ROW_TILE+2}; |
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i4 = i${ROW_TILE+3}; |
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$for M in range(5, 4 + 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${M-1} + input_width); |
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$if ROW_TILE > 1: |
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output_height = doz(output_height, ${ROW_TILE}); |
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} while (${"--" if ROW_TILE == 1 else ""}output_height != 0); |
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} |
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