// 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 NR % 4 == 0 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" $VMULADDQ_F32 = "vfmaq_f32" if FMA else "vmlaq_f32" $VMULADDQ_LANE_F32 = "vfmaq_lane_f32" if FMA else "vmlaq_lane_f32" #include #include #include void xnn_f32_igemm_minmax_ukernel_${MR}x${NR}__${"neonfma" if FMA else "neon"}_${"dup" if DUP else "lane"}_ld128( size_t mr, size_t nc, size_t kc, size_t ks, const float**restrict a, const float*restrict w, float*restrict c, size_t cm_stride, size_t cn_stride, size_t a_offset, const float* zero, const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= ${MR}); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(ks != 0); assert(ks % (${MR} * sizeof(void*)) == 0); assert(a_offset % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); 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 p = ks; do { $for M in range(MR): const float* restrict a${M} = a[${M}]; assert(a${M} != NULL); if XNN_UNPREDICTABLE(a${M} != zero) { a${M} = (const float*) ((uintptr_t) a${M} + a_offset); } a += ${MR}; size_t k = kc; for (; k >= 4 * sizeof(float); k -= 4 * sizeof(float)) { $for M in range(MR): const float32x4_t va${M} = vld1q_f32(a${M}); a${M} += 4; $for L in range(4): $VGET_PART_F32 = "vget_low_f32" if L < 2 else "vget_high_f32" $for N in range(0, NR, 4): const float32x4_t vb${ABC[N:N+4]}c${L} = vld1q_f32(w); w += 4; $if DUP: $for M in range(MR): const float32x4_t va${M}c${L} = vdupq_lane_f32(${VGET_PART_F32}(va${M}), ${L % 2}); $for N in range(0, NR, 4): $for M in range(MR): vacc${M}x${ABC[N:N+4]} = ${VMULADDQ_F32}(vacc${M}x${ABC[N:N+4]}, va${M}c${L}, vb${ABC[N:N+4]}c${L}); $else: $for N in range(0, NR, 4): $for M in range(MR): vacc${M}x${ABC[N:N+4]} = ${VMULADDQ_LANE_F32}(vacc${M}x${ABC[N:N+4]}, vb${ABC[N:N+4]}c${L}, ${VGET_PART_F32}(va${M}), ${L % 2}); } if XNN_UNLIKELY(k != 0) { do { $for M in range(MR): const float32x4_t va${M} = vld1q_dup_f32(a${M}); a${M} += 1; $for N in range(0, NR, 4): const float32x4_t vb${ABC[N:N+4]} = vld1q_f32(w); w += 4; $for N in range(0, NR, 4): $for M in range(MR): vacc${M}x${ABC[N:N+4]} = ${VMULADDQ_F32}(vacc${M}x${ABC[N:N+4]}, va${M}, vb${ABC[N:N+4]}); k -= sizeof(float); } while (k != 0); } p -= ${MR} * sizeof(void*); } while (p != 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**restrict) ((uintptr_t) a - ks); nc -= ${NR}; } else { $for LOG2N in reversed(range(NR.bit_length())): $if LOG2N == 1: $for M in reversed(range(MR)): float32x2_t vacc${M}x${ABC[0:2]} = vget_low_f32(vacc${M}x${ABC[0:4]}); $if 1 << LOG2N != NR: if (nc & ${1 << LOG2N}) { $if LOG2N >= 2: $for N in range(0, 1 << LOG2N, 4): $for M in reversed(range(MR)): vst1q_f32(c${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${M}x${ABC[0:2]}); c${M} += 2; $for M in reversed(range(MR)): vacc${M}x${ABC[0:2]} = vget_high_f32(vacc${M}x${ABC[0:4]}); $elif LOG2N == 0: $for M in reversed(range(MR)): vst1_lane_f32(c${M}, vacc${M}x${ABC[0:2]}, 0); } nc = 0; } } while (nc != 0); }