// 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" $VMULADDQ_LANE_F32 = "vfmaq_lane_f32" if FMA else "vmlaq_lane_f32" #include #include #include void xnn_f32_gemm${"inc" if INC else ""}_minmax_ukernel_${MR}x${NR}__${"neonfma" if FMA else "neon"}_${"dup" if DUP else "lane"}_ld64( size_t mr, size_t nc, size_t kc, const float* restrict a, size_t a_stride, const float* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, $if INC: const float*restrict acc, 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(a != NULL); assert(w != NULL); assert(c != NULL); $if INC: assert(acc != NULL); const float* a0 = a; float* c0 = c; $for M in range(1, MR): const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride); float* c${M} = (float*) ((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): $for N in range(0, NR, 4): float32x4_t vacc${M}x${ABC[N:N+4]} = vld1q_f32(acc); acc += 4; $else: $for N in range(0, NR, 4): float32x4_t vacc0x${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; for (; k >= 2 * sizeof(float); k -= 2 * sizeof(float)) { $for M in range(MR): const float32x2_t va${M} = vld1_f32(a${M}); a${M} += 2; $for L in range(2): $for N in range(0, NR, 4): const float32x4_t vb${ABC[N:N+4]}c${L} = vld1q_f32(w); w += 4; $if DUP: $for M in range(MR): const float32x4_t va${M}c${L} = vdupq_lane_f32(va${M}, ${L}); $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${L}, va${M}, ${L}); } if XNN_UNLIKELY(k != 0) { $for M in range(MR): const float32x4_t va${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]}); } 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); $for M in reversed(range(MR)): a${M} = (const float*) ((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 >= 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); } $if LOG2N == 2: $for M in reversed(range(MR)): float32x2_t vacc${M}x${ABC[0:2]} = vget_low_f32(vacc${M}x${ABC[0:4]}); nc = 0; } } while (nc != 0); }