// Copyright 2019 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 MR % 4 == 0 $assert NR % 4 == 0 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include void xnn_f32_ppmm_minmax_ukernel_${MR}x${NR}__${"neonfma" if FMA else "neon"}( size_t mr, size_t nc, size_t kc, const float*restrict a, const float*restrict w, float*restrict c, size_t cm_stride, size_t cn_stride, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= ${MR}); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); float* c0 = c; $for M in range(1, MR): float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride); $if M % 2 == 0: if XNN_UNPREDICTABLE(mr <= ${M}) { c${M} = c${M-1}; } $elif M + 1 == MR: if XNN_UNPREDICTABLE(mr != ${M+1}) { c${M} = c${M-1}; } $else: if XNN_UNPREDICTABLE(mr < ${M+1}) { c${M} = c${M-1}; } do { $for N in range(0, NR, 4): float32x4_t vacc0x${ABC[N:N+4]} = vld1q_f32(w); w += 4; $for M in range(1, MR): $for N in range(0, NR, 4): float32x4_t vacc${M}x${ABC[N:N+4]} = vacc0x${ABC[N:N+4]}; size_t k = kc; do { $for M in range(0, MR, 4): const float32x4_t va${ABC[M:M+4]} = vld1q_f32(a); a += 4; $for N in range(0, NR, 4): const float32x4_t vb${ABC[N:N+4]} = vld1q_f32(w); w += 4; $if FMA: #if XNN_ARCH_ARM64 $for N in range(0, NR, 4): $for M in range(MR): vacc${M}x${ABC[N:N+4]} = vfmaq_laneq_f32(vacc${M}x${ABC[N:N+4]}, vb${ABC[N:N+4]}, va${ABC[M&-4:4+M&-4]}, ${M % 4}); #else $for M in range(MR): $VGET_PART_F32 = "vget_low_f32" if M % 4 < 2 else "vget_high_f32" $MMMM = str(M) * 4 const float32x4_t va${MMMM} = vdupq_lane_f32(${VGET_PART_F32}(va${ABC[M&-4:4+M&-4]}), ${M % 2}); $for N in range(0, NR, 4): $for M in range(MR): $MMMM = str(M) * 4 vacc${M}x${ABC[N:N+4]} = vfmaq_f32(vacc${M}x${ABC[N:N+4]}, va${MMMM}, vb${ABC[N:N+4]}); #endif $else: $for N in range(0, NR, 4): $for M in range(MR): $VGET_PART_F32 = "vget_low_f32" if M % 4 < 2 else "vget_high_f32" vacc${M}x${ABC[N:N+4]} = vmlaq_lane_f32(vacc${M}x${ABC[N:N+4]}, vb${ABC[N:N+4]}, ${VGET_PART_F32}(va${ABC[M&-4:4+M&-4]}), ${M % 2}); k -= sizeof(float); } while (k != 0); const float32x4_t vmax = vld1q_dup_f32(¶ms->scalar.max); $for N in range(0, NR, 4): $for M in range(MR): vacc${M}x${ABC[N:N+4]} = vminq_f32(vacc${M}x${ABC[N:N+4]}, vmax); const float32x4_t vmin = vld1q_dup_f32(¶ms->scalar.min); $for N in range(0, NR, 4): $for M in range(MR): vacc${M}x${ABC[N:N+4]} = vmaxq_f32(vacc${M}x${ABC[N:N+4]}, vmin); if XNN_LIKELY(nc >= ${NR}) { $for M in reversed(range(MR)): vst1q_f32(c${M}, vacc${M}x${ABC[0:4]}); $for N in range(4, NR, 4): vst1q_f32(c${M} + ${N}, vacc${M}x${ABC[N:N+4]}); c${M} = (float*) ((uintptr_t) c${M} + cn_stride); a = (const float*) ((uintptr_t) a - kc * ${MR}); nc -= ${NR}; } else { $for LOG2N in reversed(range(NR.bit_length())): $if NR != 1 << LOG2N: $if LOG2N == 1: $for M in reversed(range(MR)): float32x2_t vacc${M}x01 = vget_low_f32(vacc${M}x0123); if (nc & ${1 << LOG2N}) { $if LOG2N >= 2: $for M in reversed(range(MR)): $for N in range(0, 1 << LOG2N, 4): vst1q_f32(c${M}, vacc${M}x${ABC[N:N+4]}); c${M} += 4; $for M in reversed(range(MR)): $for N in range(0, 1 << (LOG2N - 1), 4): vacc${M}x${ABC[N:N+4]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+4]}; $elif LOG2N == 1: $for M in reversed(range(MR)): vst1_f32(c${M}, vacc${M}x01); c${M} += 2; $for M in reversed(range(MR)): vacc${M}x01 = vget_high_f32(vacc${M}x0123); $elif LOG2N == 0: $for M in reversed(range(MR)): vst1_lane_f32(c${M}, vacc${M}x01, 0); } nc = 0; } } while (nc != 0); }