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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 <arm_neon.h> |
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#include <xnnpack/dwconv.h> |
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#include <xnnpack/intrinsics-polyfill.h> |
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#include <xnnpack/math.h> |
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void xnn_f16_dwconv2d_chw_ukernel_3x3p1__neonfp16arith_${ROW_TILE}x8${"_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 void* input, |
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const void* weights, |
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const void* zero, |
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void* output, |
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uint32_t padding_top, |
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const union xnn_f16_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(uint16_t) == 0); |
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assert(padding_top == 1); |
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#if XNN_ARCH_ARM64 |
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const uint16x8x2_t vminmax = vld2q_dup_u16(¶ms->neonfp16arith_stride1.min); |
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const float16x8_t vmin = vreinterpretq_f16_u16(vminmax.val[0]); |
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const float16x8_t vmax = vreinterpretq_f16_u16(vminmax.val[1]); |
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#else |
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const uint16x4x2_t vminmax = vld2_dup_u16(¶ms->neonfp16arith_stride1.min); |
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const float16x8_t vmin = vreinterpretq_f16_u16(vcombine_u16(vminmax.val[0], vminmax.val[0])); |
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const float16x8_t vmax = vreinterpretq_f16_u16(vcombine_u16(vminmax.val[1], vminmax.val[1])); |
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#endif |
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const uint16x8_t vmask = vld1q_u16(params->neonfp16arith_stride1.mask); |
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const uint16_t* w = (const uint16_t*) weights; |
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const float16x8_t vw01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); |
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const float16x4_t vw89 = vreinterpret_f16_u32(vld1_dup_u32((const void*) (w + 8))); |
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const size_t input_decrement = round_up_po2(input_width, 8 * sizeof(uint16_t)); |
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const uint16_t* i0 = zero; |
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const uint16_t* i1 = input; |
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$for M in range(2, 2 + ROW_TILE): |
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const uint16_t* i${M} = (const uint16_t*) ((uintptr_t) i${M-1} + input_width); |
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uint16_t* o0 = output; |
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$for M in range(1, ROW_TILE): |
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uint16_t* o${M} = (uint16_t*) ((uintptr_t) o${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, 2 + ROW_TILE): |
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if XNN_UNPREDICTABLE(output_height < ${M}) { |
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i${M} = 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(2 + ROW_TILE): |
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float16x8_t vi${M}x01234567 = vreinterpretq_f16_u16(vmovq_n_u16(0)); |
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$for M in range(2 + ROW_TILE): |
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float16x8_t vi${M}x89ABCDEF = vreinterpretq_f16_u16(vld1q_u16(i${M})); i${M} += 8; |
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size_t w = input_width; |
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for (; w > 8 * sizeof(uint16_t); w -= 8 * sizeof(uint16_t)) { |
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$for M in range(ROW_TILE): |
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float16x8_t vo${M}p0 = vdupq_lane_f16(vget_low_f16(vw01234567), 0); |
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$for M in range(2 + ROW_TILE): |
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const float16x8_t vi${M}xGHIJKLMN = vreinterpretq_f16_u16(vld1q_u16(i${M})); i${M} += 8; |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p0 = vfmaq_laneq_f16(vo${M}p0, vi${M}x89ABCDEF, vw01234567, 2); |
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#else |
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vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vi${M}x89ABCDEF, vget_low_f16(vw01234567), 2); |
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#endif |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS >= 2: |
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float16x8_t vo${M}p1 = vmulq_lane_f16(vi${M+1}x89ABCDEF, vget_high_f16(vw01234567), 1); |
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$else: |
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#if XNN_ARCH_ARM64 |
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vo${M}p0 = vfmaq_laneq_f16(vo${M}p0, vi${M+1}x89ABCDEF, vw01234567, 5); |
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#else |
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vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vi${M+1}x89ABCDEF, vget_high_f16(vw01234567), 1); |
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#endif |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS >= 3: |
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float16x8_t vo${M}p2 = vmulq_lane_f16(vi${M+2}x89ABCDEF, vw89, 0); |
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$else: |
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#if XNN_ARCH_ARM64 |
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vo${M}p0 = vfmaq_lane_f16(vo${M}p0, vi${M+2}x89ABCDEF, vw89, 0); |
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#else |
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vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vi${M+2}x89ABCDEF, vw89, 0); |
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#endif |
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$for M in range(2 + ROW_TILE): |
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const float16x8_t vi${M}x789ABCDE = vextq_f16(vi${M}x01234567, vi${M}x89ABCDEF, 7); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS >= 4: |
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float16x8_t vo${M}p3 = vmulq_lane_f16(vi${M}x789ABCDE, vget_low_f16(vw01234567), 1); |
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$else: |
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#if XNN_ARCH_ARM64 |
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vo${M}p${3 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${3 % ACCUMULATORS}, vi${M}x789ABCDE, vw01234567, 1); |
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#else |
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vo${M}p${3 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${3 % ACCUMULATORS}, vi${M}x789ABCDE, vget_low_f16(vw01234567), 1); |
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#endif |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${4 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${4 % ACCUMULATORS}, vi${M+1}x789ABCDE, vw01234567, 4); |
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#else |
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vo${M}p${4 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${4 % ACCUMULATORS}, vi${M+1}x789ABCDE, vget_high_f16(vw01234567), 0); |
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#endif |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${5 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${5 % ACCUMULATORS}, vi${M+2}x789ABCDE, vw01234567, 7); |
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#else |
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vo${M}p${5 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${5 % ACCUMULATORS}, vi${M+2}x789ABCDE, vget_high_f16(vw01234567), 3); |
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#endif |
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$for M in range(2 + ROW_TILE): |
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vi${M}x01234567 = vi${M}x89ABCDEF; |
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$for M in range(2 + ROW_TILE): |
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const float16x8_t vi${M}x9ABCDEFG = vextq_f16(vi${M}x89ABCDEF, vi${M}xGHIJKLMN, 1); |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${6 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${6 % ACCUMULATORS}, vi${M}x9ABCDEFG, vw01234567, 3); |
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#else |
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vo${M}p${6 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${6 % ACCUMULATORS}, vi${M}x9ABCDEFG, vget_low_f16(vw01234567), 3); |
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#endif |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${7 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${7 % ACCUMULATORS}, vi${M+1}x9ABCDEFG, vw01234567, 6); |
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#else |
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vo${M}p${7 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${7 % ACCUMULATORS}, vi${M+1}x9ABCDEFG, vget_high_f16(vw01234567), 2); |
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#endif |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${8 % ACCUMULATORS} = vfmaq_lane_f16(vo${M}p${8 % ACCUMULATORS}, vi${M+2}x9ABCDEFG, vw89, 1); |
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#else |
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vo${M}p${8 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${8 % ACCUMULATORS}, vi${M+2}x9ABCDEFG, vw89, 1); |
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#endif |
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$for M in range(2 + ROW_TILE): |
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vi${M}x89ABCDEF = vi${M}xGHIJKLMN; |
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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} = vaddq_f16(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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float16x8_t vo${M} = vmaxq_f16(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = vminq_f16(vo${M}, vmax); |
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$for M in reversed(range(ROW_TILE)): |
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vst1q_u16(o${M}, vreinterpretq_u16_f16(vo${M})); o${M} += 8; |
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} |
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assert(w >= 1 * sizeof(uint16_t)); |
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assert(w <= 8 * sizeof(uint16_t)); |
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{ |
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$for M in range(ROW_TILE): |
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float16x8_t vo${M}p0 = vdupq_lane_f16(vget_low_f16(vw01234567), 0); |
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$for M in range(2 + ROW_TILE): |
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vi${M}x89ABCDEF = vreinterpretq_f16_u16(vandq_u16(vmask, vreinterpretq_u16_f16(vi${M}x89ABCDEF))); |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p0 = vfmaq_laneq_f16(vo${M}p0, vi${M}x89ABCDEF, vw01234567, 2); |
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#else |
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vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vi${M}x89ABCDEF, vget_low_f16(vw01234567), 2); |
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#endif |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS >= 2: |
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float16x8_t vo${M}p1 = vmulq_lane_f16(vi${M+1}x89ABCDEF, vget_high_f16(vw01234567), 1); |
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$else: |
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#if XNN_ARCH_ARM64 |
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vo${M}p0 = vfmaq_laneq_f16(vo${M}p0, vi${M+1}x89ABCDEF, vw01234567, 5); |
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#else |
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vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vi${M+1}x89ABCDEF, vget_high_f16(vw01234567), 1); |
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#endif |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS >= 3: |
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float16x8_t vo${M}p2 = vmulq_lane_f16(vi${M+2}x89ABCDEF, vw89, 0); |
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$else: |
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#if XNN_ARCH_ARM64 |
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vo${M}p0 = vfmaq_lane_f16(vo${M}p0, vi${M+2}x89ABCDEF, vw89, 0); |
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#else |
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vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vi${M+2}x89ABCDEF, vw89, 0); |
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#endif |
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$for M in range(2 + ROW_TILE): |
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const float16x8_t vi${M}x789ABCDE = vextq_f16(vi${M}x01234567, vi${M}x89ABCDEF, 7); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS >= 4: |
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float16x8_t vo${M}p3 = vmulq_lane_f16(vi${M}x789ABCDE, vget_low_f16(vw01234567), 1); |
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$else: |
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#if XNN_ARCH_ARM64 |
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vo${M}p${3 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${3 % ACCUMULATORS}, vi${M}x789ABCDE, vw01234567, 1); |
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#else |
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vo${M}p${3 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${3 % ACCUMULATORS}, vi${M}x789ABCDE, vget_low_f16(vw01234567), 1); |
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#endif |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${4 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${4 % ACCUMULATORS}, vi${M+1}x789ABCDE, vw01234567, 4); |
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#else |
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vo${M}p${4 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${4 % ACCUMULATORS}, vi${M+1}x789ABCDE, vget_high_f16(vw01234567), 0); |
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#endif |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${5 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${5 % ACCUMULATORS}, vi${M+2}x789ABCDE, vw01234567, 7); |
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#else |
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vo${M}p${5 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${5 % ACCUMULATORS}, vi${M+2}x789ABCDE, vget_high_f16(vw01234567), 3); |
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#endif |
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const float16x8_t vzero = vreinterpretq_f16_u16(vmovq_n_u16(0)); |
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$for M in range(2 + ROW_TILE): |
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const float16x8_t vi${M}x9ABCDEFG = vextq_f16(vi${M}x89ABCDEF, vzero, 1); |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${6 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${6 % ACCUMULATORS}, vi${M}x9ABCDEFG, vw01234567, 3); |
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#else |
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vo${M}p${6 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${6 % ACCUMULATORS}, vi${M}x9ABCDEFG, vget_low_f16(vw01234567), 3); |
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#endif |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${7 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${7 % ACCUMULATORS}, vi${M+1}x9ABCDEFG, vw01234567, 6); |
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#else |
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vo${M}p${7 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${7 % ACCUMULATORS}, vi${M+1}x9ABCDEFG, vget_high_f16(vw01234567), 2); |
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#endif |
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$for M in range(ROW_TILE): |
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#if XNN_ARCH_ARM64 |
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vo${M}p${8 % ACCUMULATORS} = vfmaq_lane_f16(vo${M}p${8 % ACCUMULATORS}, vi${M+2}x9ABCDEFG, vw89, 1); |
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#else |
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vo${M}p${8 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${8 % ACCUMULATORS}, vi${M+2}x9ABCDEFG, vw89, 1); |
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#endif |
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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} = vaddq_f16(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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float16x8_t vo${M} = vmaxq_f16(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = vminq_f16(vo${M}, vmax); |
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if XNN_LIKELY(w == 8 * sizeof(uint16_t)) { |
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$for M in reversed(range(ROW_TILE)): |
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vst1q_u16(o${M}, vreinterpretq_u16_f16(vo${M})); o${M} += 8; |
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} else { |
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$for M in reversed(range(ROW_TILE)): |
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float16x4_t vo${M}_lo = vget_low_f16(vo${M}); |
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if (w & (4 * sizeof(uint16_t))) { |
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$for M in reversed(range(ROW_TILE)): |
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vst1_u16(o${M}, vreinterpret_u16_f16(vo${M}_lo)); o${M} += 4; |
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$for M in reversed(range(ROW_TILE)): |
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vo${M}_lo = vget_high_f16(vo${M}); |
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} |
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if (w & (2 * sizeof(uint16_t))) { |
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$for M in reversed(range(ROW_TILE)): |
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vst1_lane_u32((void*) o${M}, vreinterpret_u32_f16(vo${M}_lo), 0); o${M} += 2; |
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$for M in range(ROW_TILE): |
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vo${M}_lo = vext_f16(vo${M}_lo, vo${M}_lo, 2); |
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} |
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if (w & (1 * sizeof(uint16_t))) { |
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$for M in reversed(range(ROW_TILE)): |
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vst1_lane_u16(o${M}, vreinterpret_u16_f16(vo${M}_lo), 0); o${M} += 1; |
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} |
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} |
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} |
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i0 = (const uint16_t*) ((uintptr_t) i${ROW_TILE} - input_decrement); |
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i1 = (const uint16_t*) ((uintptr_t) i${ROW_TILE+1} - input_decrement); |
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$for M in range(2, 2 + ROW_TILE): |
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i${M} = (const uint16_t*) ((uintptr_t) i${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} = (uint16_t*) ((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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