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$assert CHANNEL_TILE % 8 == 0 |
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$assert CHANNEL_TILE >= 8 |
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$assert ROW_TILE >= 1 |
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$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
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#include <assert.h> |
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#include <arm_neon.h> |
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#include <xnnpack/math.h> |
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#include <xnnpack/prelu.h> |
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void xnn_f16_prelu_ukernel__neonfp16arith_${ROW_TILE}x${CHANNEL_TILE}( |
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size_t rows, |
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size_t channels, |
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const void* restrict input, |
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size_t input_stride, |
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const void* restrict weights, |
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void* restrict output, |
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size_t output_stride) XNN_OOB_READS |
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{ |
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assert(rows != 0); |
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assert(channels != 0); |
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assert(channels % sizeof(uint16_t) == 0); |
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const uint16_t* i0 = (const uint16_t*) input; |
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uint16_t* o0 = (uint16_t*) output; |
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$for M in range(1, ROW_TILE): |
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const uint16_t* i${M} = (const uint16_t*) ((uintptr_t) i${M-1} + input_stride); |
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uint16_t* o${M} = (uint16_t*) ((uintptr_t) o${M-1} + output_stride); |
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const size_t input_increment = input_stride * ${ROW_TILE} - channels; |
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const size_t output_increment = output_stride * ${ROW_TILE} - channels; |
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do { |
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$for M in range(1, ROW_TILE): |
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$if M % 2 == 0: |
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if XNN_UNPREDICTABLE(rows <= ${M}) { |
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i${M} = i${M-1}; |
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o${M} = o${M-1}; |
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} |
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$else: |
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if XNN_UNPREDICTABLE(rows < ${M+1}) { |
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i${M} = i${M-1}; |
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o${M} = o${M-1}; |
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} |
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const uint16_t* w = (const uint16_t*) weights; |
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size_t c = channels; |
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$if CHANNEL_TILE > 8: |
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for (; c >= ${CHANNEL_TILE} * sizeof(uint16_t); c -= ${CHANNEL_TILE} * sizeof(uint16_t)) { |
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$for C in range(0, CHANNEL_TILE, 8): |
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const float16x8_t vw${ABC[C:C+8]} = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; |
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$for M in range(ROW_TILE): |
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$for C in range(0, CHANNEL_TILE, 8): |
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const float16x8_t vi${M}x0${ABC[C:C+8]} = vreinterpretq_f16_u16(vld1q_u16(i${M})); i${M} += 8; |
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$for M in range(ROW_TILE): |
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$for C in range(0, CHANNEL_TILE, 8): |
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float16x8_t vacc${M}x0${ABC[C:C+8]} = vmulq_f16(vi${M}x0${ABC[C:C+8]}, vw${ABC[C:C+8]}); |
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const uint16x8_t vm${M}x0${ABC[C:C+8]} = vcltq_s16(vreinterpretq_s16_f16(vi${M}x0${ABC[C:C+8]}), vmovq_n_s16(0)); |
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$for M in range(ROW_TILE): |
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$for C in range(0, CHANNEL_TILE, 8): |
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vacc${M}x0${ABC[C:C+8]} = vbslq_f16(vm${M}x0${ABC[C:C+8]}, vacc${M}x0${ABC[C:C+8]}, vi${M}x0${ABC[C:C+8]}); |
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$for M in range(ROW_TILE): |
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$for C in range(0, CHANNEL_TILE, 8): |
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vst1q_u16(o${M}, vreinterpretq_u16_f16(vacc${M}x0${ABC[C:C+8]})); o${M} += 8; |
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} |
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for (; c >= 8 * sizeof(uint16_t); c -= 8 * sizeof(uint16_t)) { |
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const float16x8_t vw01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; |
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$for M in range(ROW_TILE): |
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const float16x8_t vi${M}x01234567 = vreinterpretq_f16_u16(vld1q_u16(i${M})); |
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i${M} += 8; |
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$for M in range(ROW_TILE): |
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float16x8_t vacc${M}x01234567 = vmulq_f16(vi${M}x01234567, vw01234567); |
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const uint16x8_t vm${M}x01234567 = vcltq_s16(vreinterpretq_s16_f16(vi${M}x01234567), vmovq_n_s16(0)); |
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$for M in range(ROW_TILE): |
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vacc${M}x01234567 = vbslq_f16(vm${M}x01234567, vacc${M}x01234567, vi${M}x01234567); |
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$for M in range(ROW_TILE): |
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vst1q_u16(o${M}, vreinterpretq_u16_f16(vacc${M}x01234567)); o${M} += 8; |
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} |
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if XNN_UNLIKELY(c != 0) { |
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const float16x8_t vw01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); |
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$for M in range(ROW_TILE): |
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const float16x8_t vi${M}x01234567 = vreinterpretq_f16_u16(vld1q_u16(i${M})); |
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i${M} = (const uint16_t*) ((uintptr_t) i${M} + c); |
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$for M in range(ROW_TILE): |
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float16x8_t vacc${M}x01234567 = vmulq_f16(vi${M}x01234567, vw01234567); |
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const uint16x8_t vm${M}x01234567 = vcltq_s16(vreinterpretq_s16_f16(vi${M}x01234567), vmovq_n_s16(0)); |
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$for M in range(ROW_TILE): |
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vacc${M}x01234567 = vbslq_f16(vm${M}x01234567, vacc${M}x01234567, vi${M}x01234567); |
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$for M in range(ROW_TILE): |
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float16x4_t vacc${M}x0123 = vget_low_f16(vacc${M}x01234567); |
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if (c & (4 * sizeof(uint16_t))) { |
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$for M in range(ROW_TILE): |
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vst1_u16(o${M}, vreinterpret_u16_f16(vacc${M}x0123)); o${M} += 4; |
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$for M in range(ROW_TILE): |
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vacc${M}x0123 = vget_high_f16(vacc${M}x01234567); |
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} |
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if (c & (2 * sizeof(uint16_t))) { |
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$for M in range(ROW_TILE): |
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vst1_lane_u32((void*) o${M}, vreinterpret_u32_f16(vacc${M}x0123), 0); o${M} += 2; |
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vacc${M}x0123 = vext_f16(vacc${M}x0123, vacc${M}x0123, 2); |
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} |
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if (c & (1 * sizeof(uint16_t))) { |
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$for M in range(ROW_TILE): |
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vst1_lane_u16(o${M}, vreinterpret_u16_f16(vacc${M}x0123), 0); o${M} += 1; |
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} |
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} |
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$for M in range(ROW_TILE): |
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i${M} = (const uint16_t*) ((uintptr_t) i${M} + input_increment); |
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o${M} = (uint16_t*) ((uintptr_t) o${M} + output_increment); |
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rows = doz(rows, ${ROW_TILE}); |
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} while (rows != 0); |
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} |
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