// Copyright 2020 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. $assert NR % 8 == 0 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include void xnn_f16_gemm${"inc" if INC else ""}_minmax_ukernel_${MR}x${NR}__neonfp16arith_ld64( size_t mr, size_t nc, size_t kc, const void* restrict a, size_t a_stride, const void* restrict w, void* restrict c, size_t cm_stride, size_t cn_stride, $if INC: const void*restrict acc, const struct xnn_f16_scaleminmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= ${MR}); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(__fp16) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); $if INC: assert(acc != NULL); const __fp16* a0 = (const __fp16*) a; __fp16* c0 = (__fp16*) c; $for M in range(1, MR): const __fp16* a${M} = (const __fp16*) ((uintptr_t) a${M-1} + a_stride); __fp16* c${M} = (__fp16*) ((uintptr_t) c${M-1} + cm_stride); $if M % 2 == 0: if XNN_UNPREDICTABLE(mr <= ${M}) { a${M} = a${M-1}; c${M} = c${M-1}; } $elif M + 1 == MR: if XNN_UNPREDICTABLE(mr != ${M+1}) { a${M} = a${M-1}; c${M} = c${M-1}; } $else: if XNN_UNPREDICTABLE(mr < ${M+1}) { a${M} = a${M-1}; c${M} = c${M-1}; } do { $if INC: $for M in range(MR): $for N in range(0, NR, 8): float16x8_t vacc${M}x${ABC[N:N+8]} = vld1q_f16(acc); acc = (const void*) ((uintptr_t) acc + sizeof(float16x8_t)); $else: $for N in range(0, NR, 8): float16x8_t vacc0x${ABC[N:N+8]} = vld1q_f16(w); w = (const void*) ((uintptr_t) w + sizeof(float16x8_t)); $for M in range(1, MR): $for N in range(0, NR, 8): float16x8_t vacc${M}x${ABC[N:N+8]} = vacc0x${ABC[N:N+8]}; size_t k = kc; while (k >= 4 * sizeof(__fp16)) { $for M in range(MR): const float16x4_t va${M} = vld1_f16(a${M}); a${M} += 4; $for L in range(4): $for N in range(0, NR, 8): const float16x8_t vb${ABC[N:N+8]}c${L} = vld1q_f16(w); w = (const void*) ((uintptr_t) w + sizeof(float16x8_t)); #if XNN_ARCH_ARM64 $for N in range(0, NR, 8): $for M in range(MR): vacc${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}); #else $for M in range(MR): const float16x8_t va${M}c${L} = vdupq_lane_f16(va${M}, ${L}); $for N in range(0, NR, 8): $for M in range(MR): vacc${M}x${ABC[N:N+8]} = vfmaq_f16(vacc${M}x${ABC[N:N+8]}, va${M}c${L}, vb${ABC[N:N+8]}c${L}); #endif k -= 4 * sizeof(__fp16); } if XNN_UNLIKELY(k != 0) { do { $for M in range(MR): const float16x8_t va${M} = vld1q_dup_f16(a${M}); a${M} += 1; $for N in range(0, NR, 8): const float16x8_t vb${ABC[N:N+8]} = vld1q_f16(w); w = (const void*) ((uintptr_t) w + sizeof(float16x8_t)); $for N in range(0, NR, 8): $for M in range(MR): vacc${M}x${ABC[N:N+8]} = vfmaq_f16(vacc${M}x${ABC[N:N+8]}, va${M}, vb${ABC[N:N+8]}); k -= sizeof(__fp16); } while (k != 0); } const float16x8_t vscale = vld1q_dup_f16((const __fp16*) ¶ms->scale); $for N in range(0, NR, 8): $for M in range(MR): vacc${M}x${ABC[N:N+8]} = vmulq_f16(vacc${M}x${ABC[N:N+8]}, vscale); const float16x8_t vmax = vld1q_dup_f16((const __fp16*) ¶ms->max); $for N in range(0, NR, 8): $for M in range(MR): vacc${M}x${ABC[N:N+8]} = vminq_f16(vacc${M}x${ABC[N:N+8]}, vmax); const float16x8_t vmin = vld1q_dup_f16((const __fp16*) ¶ms->min); $for N in range(0, NR, 8): $for M in range(MR): vacc${M}x${ABC[N:N+8]} = vmaxq_f16(vacc${M}x${ABC[N:N+8]}, vmin); if XNN_LIKELY(nc >= ${NR}) { $for M in range(MR): vst1q_f16(c${M}, vacc${M}x${ABC[0:8]}); $for N in range(8, NR, 8): vst1q_f16(c${M} + ${N}, vacc${M}x${ABC[N:N+8]}); c${M} = (__fp16*) ((uintptr_t) c${M} + cn_stride); $for M in range(MR): a${M} = (const __fp16*) ((uintptr_t) a${M} - kc); nc -= ${NR}; } else { $for LOG2N in reversed(range(NR.bit_length())): $if NR != 1 << LOG2N: if (nc & ${1 << LOG2N}) { $if LOG2N >= 3: $for N in range(0, 1 << LOG2N, 8): $for M in range(MR): vst1q_f16(c${M}, vacc${M}x${ABC[N:N+8]}); c${M} += 8; $for M in range(MR): $for N in range(0, 1 << (LOG2N - 1), 8): vacc${M}x${ABC[N:N+8]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+8]}; $elif LOG2N == 2: $for M in range(MR): vst1_f16(c${M}, vacc${M}x${ABC[0:4]}); c${M} += 4; $for M in range(MR): vacc${M}x${ABC[0:4]} = vget_high_f16(vacc${M}x${ABC[0:8]}); $elif LOG2N == 1: $for M in range(MR): vst1_lane_u32(__builtin_assume_aligned(c${M}, 1), vreinterpret_u32_f16(vacc${M}x${ABC[0:4]}), 0); c${M} += 2; $for M in range(MR): vacc${M}x${ABC[0:4]} = vext_f16(vacc${M}x${ABC[0:4]}, vacc${M}x${ABC[0:4]}, 2); $elif LOG2N == 0: $for M in range(MR): vst1_lane_f16(c${M}, vacc${M}x${ABC[0:4]}, 0); } $if LOG2N == 3: $for M in range(MR): float16x4_t vacc${M}x${ABC[0:4]} = vget_low_f16(vacc${M}x${ABC[0:8]}); nc = 0; } } while (nc != 0); }