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$assert NR % 8 == 0 |
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$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
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#include <assert.h> |
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#include <arm_neon.h> |
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#include <xnnpack/common.h> |
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#include <xnnpack/gemm.h> |
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#include <xnnpack/intrinsics-polyfill.h> |
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void xnn_f16_gemm${"inc" if INC else ""}_minmax_ukernel_${MR}x${NR}__neonfp16arith_ld64( |
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size_t mr, |
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size_t nc, |
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size_t kc, |
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const void* restrict a, |
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size_t a_stride, |
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const void* restrict w, |
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void* restrict c, |
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size_t cm_stride, |
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size_t cn_stride, |
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$if INC: |
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const void* restrict acc, |
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const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) |
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{ |
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assert(mr != 0); |
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assert(mr <= ${MR}); |
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assert(nc != 0); |
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assert(kc != 0); |
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assert(kc % sizeof(uint16_t) == 0); |
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assert(a != NULL); |
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assert(w != NULL); |
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assert(c != NULL); |
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$if INC: |
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assert(acc != NULL); |
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const uint16_t* a0 = (const uint16_t*) a; |
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uint16_t* c0 = (uint16_t*) c; |
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$for M in range(1, MR): |
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const uint16_t* a${M} = (const uint16_t*) ((uintptr_t) a${M-1} + a_stride); |
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uint16_t* c${M} = (uint16_t*) ((uintptr_t) c${M-1} + cm_stride); |
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$if M % 2 == 0: |
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if XNN_UNPREDICTABLE(mr <= ${M}) { |
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a${M} = a${M-1}; |
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c${M} = c${M-1}; |
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} |
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$elif M + 1 == MR: |
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if XNN_UNPREDICTABLE(mr != ${M+1}) { |
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a${M} = a${M-1}; |
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c${M} = c${M-1}; |
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} |
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$else: |
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if XNN_UNPREDICTABLE(mr < ${M+1}) { |
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a${M} = a${M-1}; |
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c${M} = c${M-1}; |
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} |
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do { |
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$if INC: |
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$for M in range(MR): |
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$for N in range(0, NR, 8): |
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float16x8_t vacc${M}x${ABC[N:N+8]} = vreinterpretq_f16_u16(vld1q_u16(acc)); acc = (const void*) ((uintptr_t) acc + sizeof(float16x8_t)); |
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$else: |
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$for N in range(0, NR, 8): |
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float16x8_t vacc0x${ABC[N:N+8]} = vreinterpretq_f16_u16(vld1q_u16(w)); w = (const void*) ((uintptr_t) w + sizeof(float16x8_t)); |
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$for M in range(1, MR): |
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$for N in range(0, NR, 8): |
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float16x8_t vacc${M}x${ABC[N:N+8]} = vacc0x${ABC[N:N+8]}; |
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size_t k = kc; |
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while (k >= 4 * sizeof(uint16_t)) { |
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$for M in range(MR): |
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const float16x4_t va${M} = vreinterpret_f16_u16(vld1_u16(a${M})); a${M} += 4; |
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$for L in range(4): |
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$for N in range(0, NR, 8): |
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const float16x8_t vb${ABC[N:N+8]}c${L} = vreinterpretq_f16_u16(vld1q_u16(w)); w = (const void*) ((uintptr_t) w + sizeof(float16x8_t)); |
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#if XNN_ARCH_ARM64 |
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$for N in range(0, NR, 8): |
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$for M in range(MR): |
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vacc${M}x${ABC[N:N+8]} = vfmaq_lane_f16(vacc${M}x${ABC[N:N+8]}, vb${ABC[N:N+8]}c${L}, va${M}, ${L}); |
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#else |
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$for N in range(0, NR, 8): |
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$for M in range(MR): |
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vacc${M}x${ABC[N:N+8]} = vmlaq_lane_f16(vacc${M}x${ABC[N:N+8]}, vb${ABC[N:N+8]}c${L}, va${M}, ${L}); |
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#endif |
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k -= 4 * sizeof(uint16_t); |
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} |
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if XNN_UNLIKELY(k != 0) { |
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do { |
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$for M in range(MR): |
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const float16x8_t va${M} = vreinterpretq_f16_u16(vld1q_dup_u16(a${M})); a${M} += 1; |
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$for N in range(0, NR, 8): |
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const float16x8_t vb${ABC[N:N+8]} = vreinterpretq_f16_u16(vld1q_u16(w)); w = (const void*) ((uintptr_t) w + sizeof(float16x8_t)); |
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$for N in range(0, NR, 8): |
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$for M in range(MR): |
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vacc${M}x${ABC[N:N+8]} = vfmaq_f16(vacc${M}x${ABC[N:N+8]}, va${M}, vb${ABC[N:N+8]}); |
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k -= sizeof(uint16_t); |
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} while (k != 0); |
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} |
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const float16x8_t vmin = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith.min)); |
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$for N in range(0, NR, 8): |
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$for M in range(MR): |
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vacc${M}x${ABC[N:N+8]} = vmaxq_f16(vacc${M}x${ABC[N:N+8]}, vmin); |
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const float16x8_t vmax = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith.max)); |
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$for N in range(0, NR, 8): |
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$for M in range(MR): |
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vacc${M}x${ABC[N:N+8]} = vminq_f16(vacc${M}x${ABC[N:N+8]}, vmax); |
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if XNN_LIKELY(nc >= ${NR}) { |
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$for M in range(MR): |
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vst1q_u16(c${M}, vreinterpretq_u16_f16(vacc${M}x${ABC[0:8]})); |
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$for N in range(8, NR, 8): |
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vst1q_u16(c${M} + ${N}, vreinterpretq_u16_f16(vacc${M}x${ABC[N:N+8]})); |
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c${M} = (uint16_t*) ((uintptr_t) c${M} + cn_stride); |
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$for M in range(MR): |
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a${M} = (const uint16_t*) ((uintptr_t) a${M} - kc); |
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nc -= ${NR}; |
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} else { |
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$for LOG2N in reversed(range(NR.bit_length())): |
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$if NR != 1 << LOG2N: |
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if (nc & ${1 << LOG2N}) { |
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$if LOG2N >= 3: |
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$for N in range(0, 1 << LOG2N, 8): |
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$for M in range(MR): |
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vst1q_u16(c${M}, vreinterpretq_u16_f16(vacc${M}x${ABC[N:N+8]})); c${M} += 8; |
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$for M in range(MR): |
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$for N in range(0, NR - (1 << LOG2N), 8): |
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vacc${M}x${ABC[N:N+8]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+8]}; |
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$elif LOG2N == 2: |
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$for M in range(MR): |
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vst1_u16(c${M}, vreinterpret_u16_f16(vacc${M}x${ABC[0:4]})); c${M} += 4; |
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$for M in range(MR): |
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vacc${M}x${ABC[0:4]} = vget_high_f16(vacc${M}x${ABC[0:8]}); |
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$elif LOG2N == 1: |
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$for M in range(MR): |
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vst1_lane_u32((void*) c${M}, vreinterpret_u32_f16(vacc${M}x${ABC[0:4]}), 0); c${M} += 2; |
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$for M in range(MR): |
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vacc${M}x${ABC[0:4]} = vext_f16(vacc${M}x${ABC[0:4]}, vacc${M}x${ABC[0:4]}, 2); |
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$elif LOG2N == 0: |
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$for M in range(MR): |
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vst1_lane_u16(c${M}, vreinterpret_u16_f16(vacc${M}x${ABC[0:4]}), 0); |
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} |
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$if LOG2N == 3: |
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$for M in range(MR): |
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float16x4_t vacc${M}x${ABC[0:4]} = vget_low_f16(vacc${M}x${ABC[0:8]}); |
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nc = 0; |
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} |
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} while (nc != 0); |
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} |
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