// Copyright (c) Facebook, Inc. and its affiliates. // All rights reserved. // // 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. #include #include #include #include void xnn_qu8_avgpool_minmax_ukernel_9x__neon_c8( size_t output_pixels, size_t kernel_elements, size_t channels, const uint8_t** input, size_t input_offset, const uint8_t* zero, uint8_t* output, size_t input_increment, size_t output_increment, const union xnn_qu8_avgpool_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_DISABLE_TSAN { assert(output_pixels != 0); assert(kernel_elements != 0); assert(kernel_elements <= 9); assert(channels != 0); const int32x4_t vbias = vld1q_dup_s32(¶ms->neon.bias); #if XNN_ARCH_ARM64 const int32x4_t vmultiplier = vld1q_dup_s32(¶ms->neon.multiplier); #else const int32x2_t vmultiplier = vld1_dup_s32(¶ms->neon.multiplier); #endif const int64x2_t vleft_shift = vld1q_dup_s64(¶ms->neon.left_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->neon.output_zero_point); const uint8x8_t voutput_min = vld1_dup_u8(¶ms->neon.output_min); const uint8x8_t voutput_max = vld1_dup_u8(¶ms->neon.output_max); do { const uint8_t* i0 = input[0]; assert(i0 != NULL); const uint8_t* i1 = input[1]; const uint8_t* i2 = input[2]; const uint8_t* i3 = input[3]; const uint8_t* i4 = input[4]; const uint8_t* i5 = input[5]; const uint8_t* i6 = input[6]; const uint8_t* i7 = input[7]; const uint8_t* i8 = input[8]; input = (const uint8_t**) ((uintptr_t) input + input_increment); if (kernel_elements < 2) { i1 = zero; } assert(i1 != NULL); if (kernel_elements <= 2) { i2 = zero; } assert(i2 != NULL); if (kernel_elements < 4) { i3 = zero; } assert(i3 != NULL); if (kernel_elements <= 4) { i4 = zero; } assert(i4 != NULL); if (kernel_elements < 6) { i5 = zero; } assert(i5 != NULL); if (kernel_elements <= 6) { i6 = zero; } assert(i6 != NULL); if (kernel_elements < 8) { i7 = zero; } assert(i7 != NULL); if (kernel_elements <= 8) { i8 = zero; } assert(i8 != NULL); if XNN_UNPREDICTABLE(i0 != zero) { i0 = (const uint8_t*) ((uintptr_t) i0 + input_offset); } if XNN_UNPREDICTABLE(i1 != zero) { i1 = (const uint8_t*) ((uintptr_t) i1 + input_offset); } if XNN_UNPREDICTABLE(i2 != zero) { i2 = (const uint8_t*) ((uintptr_t) i2 + input_offset); } if XNN_UNPREDICTABLE(i3 != zero) { i3 = (const uint8_t*) ((uintptr_t) i3 + input_offset); } if XNN_UNPREDICTABLE(i4 != zero) { i4 = (const uint8_t*) ((uintptr_t) i4 + input_offset); } if XNN_UNPREDICTABLE(i5 != zero) { i5 = (const uint8_t*) ((uintptr_t) i5 + input_offset); } if XNN_UNPREDICTABLE(i6 != zero) { i6 = (const uint8_t*) ((uintptr_t) i6 + input_offset); } if XNN_UNPREDICTABLE(i7 != zero) { i7 = (const uint8_t*) ((uintptr_t) i7 + input_offset); } if XNN_UNPREDICTABLE(i8 != zero) { i8 = (const uint8_t*) ((uintptr_t) i8 + input_offset); } size_t c = channels; while (c >= 8) { const uint8x8_t vi0 = vld1_u8(i0); i0 += 8; const uint8x8_t vi1 = vld1_u8(i1); i1 += 8; const uint8x8_t vi2 = vld1_u8(i2); i2 += 8; const uint8x8_t vi3 = vld1_u8(i3); i3 += 8; const uint8x8_t vi4 = vld1_u8(i4); i4 += 8; const uint8x8_t vi5 = vld1_u8(i5); i5 += 8; const uint8x8_t vi6 = vld1_u8(i6); i6 += 8; const uint8x8_t vi7 = vld1_u8(i7); i7 += 8; const uint8x8_t vi8 = vld1_u8(i8); i8 += 8; const uint16x8_t vsum018 = vaddw_u8(vaddl_u8(vi0, vi1), vi8); const uint16x8_t vsum23 = vaddl_u8(vi2, vi3); const uint16x8_t vsum45 = vaddl_u8(vi4, vi5); const uint16x8_t vsum67 = vaddl_u8(vi6, vi7); const uint16x8_t vsum2345 = vaddq_u16(vsum23, vsum45); const uint16x8_t vsum01678 = vaddq_u16(vsum018, vsum67); const uint16x8_t vsum = vaddq_u16(vsum2345, vsum01678); int32x4_t vacc_lo = vaddw_s16(vbias, vreinterpret_s16_u16(vget_low_u16(vsum))); int32x4_t vacc_hi = vaddw_s16(vbias, vreinterpret_s16_u16(vget_high_u16(vsum))); const int32x4_t vneg_mask_lo = vreinterpretq_s32_u32(vcltq_s32(vacc_lo, vmovq_n_s32(0))); const int32x4_t vneg_mask_hi = vreinterpretq_s32_u32(vcltq_s32(vacc_hi, vmovq_n_s32(0))); #if XNN_ARCH_ARM64 const int64x2_t vproduct01 = vmull_s32(vget_low_s32(vacc_lo), vget_low_s32(vmultiplier)); const int64x2_t vproduct23 = vmull_high_s32(vacc_lo, vmultiplier); const int64x2_t vproduct45 = vmull_s32(vget_low_s32(vacc_hi), vget_low_s32(vmultiplier)); const int64x2_t vproduct67 = vmull_high_s32(vacc_hi, vmultiplier); const int64x2_t vadjusted_product01 = vaddw_s32(vproduct01, vget_low_s32(vneg_mask_lo)); const int64x2_t vadjusted_product23 = vaddw_high_s32(vproduct23, vneg_mask_lo); const int64x2_t vadjusted_product45 = vaddw_s32(vproduct45, vget_low_s32(vneg_mask_hi)); const int64x2_t vadjusted_product67 = vaddw_high_s32(vproduct67, vneg_mask_hi); #else const int64x2_t vproduct01 = vmull_s32(vget_low_s32(vacc_lo), vmultiplier); const int64x2_t vproduct23 = vmull_s32(vget_high_s32(vacc_lo), vmultiplier); const int64x2_t vproduct45 = vmull_s32(vget_low_s32(vacc_hi), vmultiplier); const int64x2_t vproduct67 = vmull_s32(vget_high_s32(vacc_hi), vmultiplier); const int64x2_t vadjusted_product01 = vaddw_s32(vproduct01, vget_low_s32(vneg_mask_lo)); const int64x2_t vadjusted_product23 = vaddw_s32(vproduct23, vget_high_s32(vneg_mask_lo)); const int64x2_t vadjusted_product45 = vaddw_s32(vproduct45, vget_low_s32(vneg_mask_hi)); const int64x2_t vadjusted_product67 = vaddw_s32(vproduct67, vget_high_s32(vneg_mask_hi)); #endif const int64x2_t vscaled_acc01 = vrshlq_s64(vadjusted_product01, vleft_shift); const int64x2_t vscaled_acc23 = vrshlq_s64(vadjusted_product23, vleft_shift); const int64x2_t vscaled_acc45 = vrshlq_s64(vadjusted_product45, vleft_shift); const int64x2_t vscaled_acc67 = vrshlq_s64(vadjusted_product67, vleft_shift); #if XNN_ARCH_ARM64 vacc_lo = vuzp1q_s32(vreinterpretq_s32_s64(vscaled_acc01), vreinterpretq_s32_s64(vscaled_acc23)); vacc_hi = vuzp1q_s32(vreinterpretq_s32_s64(vscaled_acc45), vreinterpretq_s32_s64(vscaled_acc67)); const int16x8_t vacc = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc_lo), vacc_hi), voutput_zero_point); #else vacc_lo = vcombine_s32(vmovn_s64(vscaled_acc01), vmovn_s64(vscaled_acc23)); vacc_hi = vcombine_s32(vmovn_s64(vscaled_acc45), vmovn_s64(vscaled_acc67)); const int16x8_t vacc = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc_lo), vqmovn_s32(vacc_hi)), voutput_zero_point); #endif uint8x8_t vout = vqmovun_s16(vacc); vout = vmax_u8(vout, voutput_min); vout = vmin_u8(vout, voutput_max); vst1_u8(output, vout); output += 8; c -= 8; } if (c != 0) { const uint8x8_t vi0 = vld1_u8(i0); const uint8x8_t vi1 = vld1_u8(i1); const uint8x8_t vi2 = vld1_u8(i2); const uint8x8_t vi3 = vld1_u8(i3); const uint8x8_t vi4 = vld1_u8(i4); const uint8x8_t vi5 = vld1_u8(i5); const uint8x8_t vi6 = vld1_u8(i6); const uint8x8_t vi7 = vld1_u8(i7); const uint8x8_t vi8 = vld1_u8(i8); const uint16x8_t vsum018 = vaddw_u8(vaddl_u8(vi0, vi1), vi8); const uint16x8_t vsum23 = vaddl_u8(vi2, vi3); const uint16x8_t vsum45 = vaddl_u8(vi4, vi5); const uint16x8_t vsum67 = vaddl_u8(vi6, vi7); const uint16x8_t vsum2345 = vaddq_u16(vsum23, vsum45); const uint16x8_t vsum01678 = vaddq_u16(vsum018, vsum67); const uint16x8_t vsum = vaddq_u16(vsum2345, vsum01678); int32x4_t vacc_lo = vaddw_s16(vbias, vreinterpret_s16_u16(vget_low_u16(vsum))); int32x4_t vacc_hi = vaddw_s16(vbias, vreinterpret_s16_u16(vget_high_u16(vsum))); const int32x4_t vneg_mask_lo = vreinterpretq_s32_u32(vcltq_s32(vacc_lo, vmovq_n_s32(0))); const int32x4_t vneg_mask_hi = vreinterpretq_s32_u32(vcltq_s32(vacc_hi, vmovq_n_s32(0))); #if XNN_ARCH_ARM64 const int64x2_t vproduct01 = vmull_s32(vget_low_s32(vacc_lo), vget_low_s32(vmultiplier)); const int64x2_t vproduct23 = vmull_high_s32(vacc_lo, vmultiplier); const int64x2_t vproduct45 = vmull_s32(vget_low_s32(vacc_hi), vget_low_s32(vmultiplier)); const int64x2_t vproduct67 = vmull_high_s32(vacc_hi, vmultiplier); const int64x2_t vadjusted_product01 = vaddw_s32(vproduct01, vget_low_s32(vneg_mask_lo)); const int64x2_t vadjusted_product23 = vaddw_high_s32(vproduct23, vneg_mask_lo); const int64x2_t vadjusted_product45 = vaddw_s32(vproduct45, vget_low_s32(vneg_mask_hi)); const int64x2_t vadjusted_product67 = vaddw_high_s32(vproduct67, vneg_mask_hi); #else const int64x2_t vproduct01 = vmull_s32(vget_low_s32(vacc_lo), vmultiplier); const int64x2_t vproduct23 = vmull_s32(vget_high_s32(vacc_lo), vmultiplier); const int64x2_t vproduct45 = vmull_s32(vget_low_s32(vacc_hi), vmultiplier); const int64x2_t vproduct67 = vmull_s32(vget_high_s32(vacc_hi), vmultiplier); const int64x2_t vadjusted_product01 = vaddw_s32(vproduct01, vget_low_s32(vneg_mask_lo)); const int64x2_t vadjusted_product23 = vaddw_s32(vproduct23, vget_high_s32(vneg_mask_lo)); const int64x2_t vadjusted_product45 = vaddw_s32(vproduct45, vget_low_s32(vneg_mask_hi)); const int64x2_t vadjusted_product67 = vaddw_s32(vproduct67, vget_high_s32(vneg_mask_hi)); #endif const int64x2_t vscaled_acc01 = vrshlq_s64(vadjusted_product01, vleft_shift); const int64x2_t vscaled_acc23 = vrshlq_s64(vadjusted_product23, vleft_shift); const int64x2_t vscaled_acc45 = vrshlq_s64(vadjusted_product45, vleft_shift); const int64x2_t vscaled_acc67 = vrshlq_s64(vadjusted_product67, vleft_shift); #if XNN_ARCH_ARM64 vacc_lo = vuzp1q_s32(vreinterpretq_s32_s64(vscaled_acc01), vreinterpretq_s32_s64(vscaled_acc23)); vacc_hi = vuzp1q_s32(vreinterpretq_s32_s64(vscaled_acc45), vreinterpretq_s32_s64(vscaled_acc67)); const int16x8_t vacc = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc_lo), vacc_hi), voutput_zero_point); #else vacc_lo = vcombine_s32(vmovn_s64(vscaled_acc01), vmovn_s64(vscaled_acc23)); vacc_hi = vcombine_s32(vmovn_s64(vscaled_acc45), vmovn_s64(vscaled_acc67)); const int16x8_t vacc = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc_lo), vqmovn_s32(vacc_hi)), voutput_zero_point); #endif uint8x8_t vout = vqmovun_s16(vacc); vout = vmax_u8(vout, voutput_min); vout = vmin_u8(vout, voutput_max); if (c & 4) { vst1_lane_u32(__builtin_assume_aligned(output, 1), vreinterpret_u32_u8(vout), 0); output += 4; vout = vext_u8(vout, vout, 4); } if (c & 2) { vst1_lane_u16(__builtin_assume_aligned(output, 1), vreinterpret_u16_u8(vout), 0); output += 2; vout = vext_u8(vout, vout, 2); } if (c & 1) { vst1_lane_u8(output, vout, 0); output += 1; } } output = (uint8_t*) ((uintptr_t) output + output_increment); } while (--output_pixels != 0); }