| // 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 CHANNEL_TILE % 4 == 0 |
| $assert CHANNEL_TILE >= 4 |
| $assert ROW_TILE >= 1 |
| $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
| #include <assert.h> |
| |
| #include <arm_neon.h> |
| |
| #include <xnnpack/math.h> |
| #include <xnnpack/vmulcaddc.h> |
| |
| |
| void xnn_f32_vmulcaddc_ukernel_c${CHANNEL_TILE}__${"neonfma" if FMA else "neon"}_${ROW_TILE}x( |
| size_t rows, |
| size_t channels, |
| const float*restrict input, |
| size_t input_stride, |
| const float*restrict weights, |
| float*restrict output, |
| size_t output_stride, |
| const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN |
| { |
| assert(rows != 0); |
| assert(channels != 0); |
| assert(channels % sizeof(float) == 0); |
| |
| const float* i0 = input; |
| float* o0 = output; |
| $for M in range(1, ROW_TILE): |
| const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); |
| float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); |
| $if M % 2 == 0: |
| if XNN_UNPREDICTABLE(rows <= ${M}) { |
| i${M} = i${M-1}; |
| o${M} = o${M-1}; |
| } |
| $else: |
| if XNN_UNPREDICTABLE(rows < ${M+1}) { |
| i${M} = i${M-1}; |
| o${M} = o${M-1}; |
| } |
| |
| const size_t input_increment = input_stride * ${ROW_TILE} - channels; |
| const size_t output_increment = output_stride * ${ROW_TILE} - channels; |
| |
| const float32x4_t vmin = vld1q_dup_f32(¶ms->scalar.min); |
| const float32x4_t vmax = vld1q_dup_f32(¶ms->scalar.max); |
| do { |
| const float* w = weights; |
| size_t c = channels; |
| for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { |
| $for C in range(0, CHANNEL_TILE, 4): |
| const float32x4_t vscale${ABC[C:C+4]} = vld1q_f32(w); w += 4; |
| |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| float32x4_t vacc${M}x${ABC[C:C+4]} = vld1q_f32(i${M}); i${M} += 4; |
| |
| $if not FMA: |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| vacc${M}x${ABC[C:C+4]} = vmulq_f32(vacc${M}x${ABC[C:C+4]}, vscale${ABC[C:C+4]}); |
| |
| $for C in range(0, CHANNEL_TILE, 4): |
| const float32x4_t vbias${ABC[C:C+4]} = vld1q_f32(w); w += 4; |
| |
| $if not FMA: |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| vacc${M}x${ABC[C:C+4]} = vaddq_f32(vacc${M}x${ABC[C:C+4]}, vbias${ABC[C:C+4]}); |
| $else: |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| vacc${M}x${ABC[C:C+4]} = vfmaq_f32(vbias${ABC[C:C+4]}, vscale${ABC[C:C+4]}, vacc${M}x${ABC[C:C+4]}); |
| |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| vacc${M}x${ABC[C:C+4]} = vmaxq_f32(vacc${M}x${ABC[C:C+4]}, vmin); |
| |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| vacc${M}x${ABC[C:C+4]} = vminq_f32(vacc${M}x${ABC[C:C+4]}, vmax); |
| |
| $for M in range(ROW_TILE): |
| $for C in range(0, CHANNEL_TILE, 4): |
| vst1q_f32(o${M}, vacc${M}x${ABC[C:C+4]}); o${M} += 4; |
| } |
| $if CHANNEL_TILE > 4: |
| for (; c >= 4 * sizeof(float); c -= 4 * sizeof(float)) { |
| const float32x4_t vscale0123 = vld1q_f32(w); w += 4; |
| |
| $for M in range(ROW_TILE): |
| float32x4_t vacc${M}x0123 = vld1q_f32(i${M}); i${M} += 4; |
| |
| $if not FMA: |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vmulq_f32(vacc${M}x0123, vscale0123); |
| |
| const float32x4_t vbias0123 = vld1q_f32(w + ${CHANNEL_TILE - 4}); |
| |
| $if not FMA: |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vaddq_f32(vacc${M}x0123, vbias0123); |
| $else: |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vfmaq_f32(vbias0123, vscale0123, vacc${M}x0123); |
| |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vmaxq_f32(vacc${M}x0123, vmin); |
| |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vminq_f32(vacc${M}x0123, vmax); |
| |
| $for M in range(ROW_TILE): |
| vst1q_f32(o${M}, vacc${M}x0123); o${M} += 4; |
| } |
| if XNN_UNLIKELY(c != 0) { |
| const float32x4_t vscale0123 = vld1q_f32(w); |
| |
| $for M in range(ROW_TILE): |
| float32x4_t vacc${M}x0123 = vld1q_f32(i${M}); i${M} = (const float*) ((uintptr_t) i${M} + c); |
| |
| $if not FMA: |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vmulq_f32(vacc${M}x0123, vscale0123); |
| |
| const float32x4_t vbias0123 = vld1q_f32(w + ${CHANNEL_TILE}); |
| |
| $if not FMA: |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vaddq_f32(vacc${M}x0123, vbias0123); |
| $else: |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vfmaq_f32(vbias0123, vscale0123, vacc${M}x0123); |
| |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vmaxq_f32(vacc${M}x0123, vmin); |
| |
| $for M in range(ROW_TILE): |
| vacc${M}x0123 = vminq_f32(vacc${M}x0123, vmax); |
| |
| $for M in range(ROW_TILE): |
| float32x2_t vacc${M}x01 = vget_low_f32(vacc${M}x0123); |
| if (c & (2 * sizeof(float))) { |
| $for M in range(ROW_TILE): |
| vst1_f32(o${M}, vacc${M}x01); o${M} += 2; |
| |
| $for M in range(ROW_TILE): |
| vacc${M}x01 = vget_high_f32(vacc${M}x0123); |
| } |
| if (c & (1 * sizeof(float))) { |
| $for M in range(ROW_TILE): |
| vst1_lane_f32(o${M}, vacc${M}x01, 0); o${M} += 1; |
| } |
| } |
| $for M in range(ROW_TILE): |
| i${M} = (const float*) ((uintptr_t) i${M} + input_increment); |
| o${M} = (float*) ((uintptr_t) o${M} + output_increment); |
| $if M % 2 == 1: |
| if XNN_UNPREDICTABLE(rows < ${ROW_TILE + M + 1}) { |
| i${M} = i${M-1}; |
| o${M} = o${M-1}; |
| } |
| $elif M != 0: |
| if XNN_UNPREDICTABLE(rows <= ${ROW_TILE + M}) { |
| i${M} = i${M-1}; |
| o${M} = o${M-1}; |
| } |
| rows = doz(rows, ${ROW_TILE}); |
| } while (rows != 0); |
| } |