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path: root/src/cpu/kernels/scale/neon/list.h
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Diffstat (limited to 'src/cpu/kernels/scale/neon/list.h')
-rw-r--r--src/cpu/kernels/scale/neon/list.h163
1 files changed, 100 insertions, 63 deletions
diff --git a/src/cpu/kernels/scale/neon/list.h b/src/cpu/kernels/scale/neon/list.h
index 28a1087224..0fe87d15a6 100644
--- a/src/cpu/kernels/scale/neon/list.h
+++ b/src/cpu/kernels/scale/neon/list.h
@@ -26,6 +26,7 @@
#include "arm_compute/core/Helpers.h"
#include "arm_compute/core/Window.h"
+
#include "src/core/NEON/wrapper/wrapper.h"
#include "src/core/utils/ScaleUtils.h"
#include "support/Rounding.h"
@@ -34,10 +35,10 @@ namespace arm_compute
{
namespace cpu
{
-#define DECLARE_SCALE_KERNEL(func_name) \
- void func_name(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy, \
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset, \
- bool align_corners, const Window &window)
+#define DECLARE_SCALE_KERNEL(func_name) \
+ void func_name(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy, \
+ InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, \
+ float sampling_offset, bool align_corners, const Window &window)
DECLARE_SCALE_KERNEL(s16_neon_scale);
DECLARE_SCALE_KERNEL(u8_neon_scale);
@@ -48,14 +49,20 @@ DECLARE_SCALE_KERNEL(qasymm8_signed_neon_scale);
#undef DECLARE_SCALE_KERNEL
template <typename T>
-void nearest_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, float sampling_offset,
- bool align_corners, const Window &window)
+void nearest_neon_scale(const ITensor *src,
+ ITensor *dst,
+ const ITensor *offsets,
+ float sampling_offset,
+ bool align_corners,
+ const Window &window)
{
ARM_COMPUTE_UNUSED(offsets);
// Compute the ratio between source and destination dimensions
- const float scale_x = scale_utils::calculate_resize_ratio(src->info()->dimension(1), dst->info()->dimension(1), align_corners);
- const float scale_y = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
+ const float scale_x =
+ scale_utils::calculate_resize_ratio(src->info()->dimension(1), dst->info()->dimension(1), align_corners);
+ const float scale_y =
+ scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
const int in_stride_y = src->info()->strides_in_bytes()[1];
const int in_stride_z = src->info()->strides_in_bytes()[2];
@@ -84,17 +91,17 @@ void nearest_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets
const int bo_end = window_execution[3].end();
const int bo_step = window_execution[3].step();
- for(int bo = bo_start; bo < bo_end; bo += bo_step)
+ for (int bo = bo_start; bo < bo_end; bo += bo_step)
{
const uint8_t *in_ptr_base = in.ptr() + bo * in_stride_w;
uint8_t *out_ptr_base = out.ptr() + bo * out_stride_w;
- for(int yo = yo_start; yo < yo_end; yo += yo_step)
+ for (int yo = yo_start; yo < yo_end; yo += yo_step)
{
// Floating-point coordinate
float yi_f = ((yo + sampling_offset) * scale_y);
int yi = 0;
- if(align_corners)
+ if (align_corners)
{
yi = utils::rounding::round_half_away_from_zero(yi_f);
}
@@ -103,12 +110,12 @@ void nearest_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets
yi = static_cast<int>(std::floor(yi_f));
}
- for(int xo = xo_start; xo < xo_end; xo += xo_step)
+ for (int xo = xo_start; xo < xo_end; xo += xo_step)
{
// Floating-point coordinate
float xi_f = ((xo + sampling_offset) * scale_x);
int xi = 0;
- if(align_corners)
+ if (align_corners)
{
xi = utils::rounding::round_half_away_from_zero(xi_f);
}
@@ -121,15 +128,15 @@ void nearest_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets
uint8_t *out_ptr = out_ptr_base + xo * out_stride_y + yo * out_stride_z;
int cout = 0;
- for(; cout <= (out_dim_ch - step_cout); cout += step_cout)
+ for (; cout <= (out_dim_ch - step_cout); cout += step_cout)
{
auto out0 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T)));
wrapper::vstore(reinterpret_cast<T *>(out_ptr + cout * sizeof(T)), out0);
}
- for(; cout < out_dim_ch; ++cout)
+ for (; cout < out_dim_ch; ++cout)
{
- auto out0 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T)));
+ auto out0 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T)));
*(reinterpret_cast<T *>(out_ptr + cout * sizeof(T))) = out0;
}
}
@@ -138,9 +145,16 @@ void nearest_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets
}
template <typename T>
-void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
+void bilinear_neon_scale(const ITensor *src,
+ ITensor *dst,
+ const ITensor *offsets,
+ const ITensor *dx,
+ const ITensor *dy,
+ BorderMode border_mode,
+ PixelValue constant_border_value,
+ float sampling_offset,
+ bool align_corners,
+ const Window &window)
{
ARM_COMPUTE_UNUSED(offsets);
ARM_COMPUTE_UNUSED(dx);
@@ -148,8 +162,10 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
using ExactTagType = typename wrapper::traits::neon_bitvector_tag_t<T, wrapper::traits::BitWidth::W128>;
// Compute the ratio between source and destination dimensions
- const float scale_x = scale_utils::calculate_resize_ratio(src->info()->dimension(1), dst->info()->dimension(1), align_corners);
- const float scale_y = scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
+ const float scale_x =
+ scale_utils::calculate_resize_ratio(src->info()->dimension(1), dst->info()->dimension(1), align_corners);
+ const float scale_y =
+ scale_utils::calculate_resize_ratio(src->info()->dimension(2), dst->info()->dimension(2), align_corners);
const int in_stride_y = src->info()->strides_in_bytes()[1];
const int in_stride_z = src->info()->strides_in_bytes()[2];
@@ -180,7 +196,7 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
const int bo_end = window_execution[3].end();
const int bo_step = window_execution[3].step();
- if(border_mode == BorderMode::CONSTANT)
+ if (border_mode == BorderMode::CONSTANT)
{
#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
using ConstType = typename std::conditional<std::is_same<T, float16_t>::value, half, T>::type;
@@ -189,12 +205,12 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
#endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */
const T const_border_value = static_cast<T>(constant_border_value.get<ConstType>());
- for(int bo = bo_start; bo < bo_end; bo += bo_step)
+ for (int bo = bo_start; bo < bo_end; bo += bo_step)
{
const uint8_t *in_ptr_base = in.ptr() + bo * in_stride_w;
uint8_t *out_ptr_base = out.ptr() + bo * out_stride_w;
- for(int yo = yo_start; yo < yo_end; yo += yo_step)
+ for (int yo = yo_start; yo < yo_end; yo += yo_step)
{
// Floating-point coordinate
const float yi_f = ((yo + sampling_offset) * scale_y - sampling_offset);
@@ -204,7 +220,7 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
const auto a1 = (yi_f - static_cast<float>(yi));
const auto b1 = (1.f - a1);
- for(int xo = xo_start; xo < xo_end; xo += xo_step)
+ for (int xo = xo_start; xo < xo_end; xo += xo_step)
{
// Floating-point coordinate
const float xi_f = ((xo + sampling_offset) * scale_x - sampling_offset);
@@ -223,32 +239,35 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
uint8_t *out_ptr = out_ptr_base + xo * out_stride_y + yo * out_stride_z;
int cout = 0;
- for(; cout <= (out_dim_ch - step_cout); cout += step_cout)
+ for (; cout <= (out_dim_ch - step_cout); cout += step_cout)
{
auto in00 = wrapper::vdup_n(static_cast<T>(const_border_value), ExactTagType{});
auto in01 = wrapper::vdup_n(static_cast<T>(const_border_value), ExactTagType{});
auto in10 = wrapper::vdup_n(static_cast<T>(const_border_value), ExactTagType{});
auto in11 = wrapper::vdup_n(static_cast<T>(const_border_value), ExactTagType{});
- if((yi >= 0) && (yi < in_dim_h))
+ if ((yi >= 0) && (yi < in_dim_h))
{
- if((xi >= 0) && (xi < in_dim_w))
+ if ((xi >= 0) && (xi < in_dim_w))
{
in00 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T)));
}
- if(((xi + 1) >= 0) && ((xi + 1) < in_dim_w))
+ if (((xi + 1) >= 0) && ((xi + 1) < in_dim_w))
{
- in01 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_y));
+ in01 = wrapper::vloadq(
+ reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_y));
}
}
- if(((yi + 1) >= 0) && ((yi + 1) < in_dim_h))
+ if (((yi + 1) >= 0) && ((yi + 1) < in_dim_h))
{
- if((xi >= 0) && (xi < in_dim_w))
+ if ((xi >= 0) && (xi < in_dim_w))
{
- in10 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_z));
+ in10 = wrapper::vloadq(
+ reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_z));
}
- if(((xi + 1) >= 0) && ((xi + 1) < in_dim_w))
+ if (((xi + 1) >= 0) && ((xi + 1) < in_dim_w))
{
- in11 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_y + in_stride_z));
+ in11 = wrapper::vloadq(
+ reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_y + in_stride_z));
}
}
@@ -264,32 +283,33 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
wrapper::vstore(reinterpret_cast<T *>(out_ptr + cout * sizeof(T)), out0);
}
- for(; cout < out_dim_ch; ++cout)
+ for (; cout < out_dim_ch; ++cout)
{
auto in00 = static_cast<T>(const_border_value);
auto in01 = static_cast<T>(const_border_value);
auto in10 = static_cast<T>(const_border_value);
auto in11 = static_cast<T>(const_border_value);
- if((yi >= 0) && (yi < in_dim_h))
+ if ((yi >= 0) && (yi < in_dim_h))
{
- if((xi >= 0) && (xi < in_dim_w))
+ if ((xi >= 0) && (xi < in_dim_w))
{
in00 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T)));
}
- if(((xi + 1) >= 0) && ((xi + 1) < in_dim_w))
+ if (((xi + 1) >= 0) && ((xi + 1) < in_dim_w))
{
in01 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_y));
}
}
- if(((yi + 1) >= 0) && ((yi + 1) < in_dim_h))
+ if (((yi + 1) >= 0) && ((yi + 1) < in_dim_h))
{
- if((xi >= 0) && (xi < in_dim_w))
+ if ((xi >= 0) && (xi < in_dim_w))
{
in10 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_z));
}
- if(((xi + 1) >= 0) && ((xi + 1) < in_dim_w))
+ if (((xi + 1) >= 0) && ((xi + 1) < in_dim_w))
{
- in11 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_y + in_stride_z));
+ in11 = *(
+ reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + in_stride_y + in_stride_z));
}
}
auto out0 = static_cast<T>(0);
@@ -303,14 +323,14 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
}
}
}
- else if(border_mode == BorderMode::REPLICATE)
+ else if (border_mode == BorderMode::REPLICATE)
{
- for(int bo = bo_start; bo < bo_end; bo += bo_step)
+ for (int bo = bo_start; bo < bo_end; bo += bo_step)
{
const uint8_t *in_ptr = in.ptr() + bo * in_stride_w;
uint8_t *out_ptr = out.ptr() + bo * out_stride_w;
- for(int yo = yo_start; yo < yo_end; yo += yo_step)
+ for (int yo = yo_start; yo < yo_end; yo += yo_step)
{
// Floating-point coordinate
const float yi_f = ((yo + sampling_offset) * scale_y - sampling_offset);
@@ -327,7 +347,7 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
const int yi1_offset = yi1 * in_stride_z;
const int y_offset = yo * out_stride_z;
- for(int xo = xo_start; xo < xo_end; xo += xo_step)
+ for (int xo = xo_start; xo < xo_end; xo += xo_step)
{
// Floating-point coordinate
const float xi_f = ((xo + sampling_offset) * scale_x - sampling_offset);
@@ -356,12 +376,16 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
const int offset = xo * out_stride_y + y_offset;
int cout = 0;
- for(; cout <= (out_dim_ch - step_cout); cout += step_cout)
+ for (; cout <= (out_dim_ch - step_cout); cout += step_cout)
{
- const auto in00 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi0_offset + yi0_offset));
- const auto in01 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi1_offset + yi0_offset));
- const auto in10 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi0_offset + yi1_offset));
- const auto in11 = wrapper::vloadq(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi1_offset + yi1_offset));
+ const auto in00 = wrapper::vloadq(
+ reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi0_offset + yi0_offset));
+ const auto in01 = wrapper::vloadq(
+ reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi1_offset + yi0_offset));
+ const auto in10 = wrapper::vloadq(
+ reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi0_offset + yi1_offset));
+ const auto in11 = wrapper::vloadq(
+ reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi1_offset + yi1_offset));
auto out0 = wrapper::vmul(in00, s00);
out0 = wrapper::vmla(out0, in01, s01);
@@ -370,12 +394,16 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
wrapper::vstore(reinterpret_cast<T *>(out_ptr + offset + cout * sizeof(T)), out0);
}
- for(; cout < out_dim_ch; ++cout)
+ for (; cout < out_dim_ch; ++cout)
{
- const T in00 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi0_offset + yi0_offset));
- const T in01 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi1_offset + yi0_offset));
- const T in10 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi0_offset + yi1_offset));
- const T in11 = *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi1_offset + yi1_offset));
+ const T in00 =
+ *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi0_offset + yi0_offset));
+ const T in01 =
+ *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi1_offset + yi0_offset));
+ const T in10 =
+ *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi0_offset + yi1_offset));
+ const T in11 =
+ *(reinterpret_cast<const T *>(in_ptr + cout * sizeof(T) + xi1_offset + yi1_offset));
T out0 = in00 * s00_s;
out0 += in01 * s01_s;
@@ -394,15 +422,24 @@ void bilinear_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offset
}
template <typename T>
-void common_neon_scale(const ITensor *src, ITensor *dst, const ITensor *offsets, const ITensor *dx, const ITensor *dy,
- InterpolationPolicy policy, BorderMode border_mode, PixelValue constant_border_value, float sampling_offset,
- bool align_corners, const Window &window)
+void common_neon_scale(const ITensor *src,
+ ITensor *dst,
+ const ITensor *offsets,
+ const ITensor *dx,
+ const ITensor *dy,
+ InterpolationPolicy policy,
+ BorderMode border_mode,
+ PixelValue constant_border_value,
+ float sampling_offset,
+ bool align_corners,
+ const Window &window)
{
- if(policy == InterpolationPolicy::BILINEAR)
+ if (policy == InterpolationPolicy::BILINEAR)
{
- bilinear_neon_scale<T>(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset, align_corners, window);
+ bilinear_neon_scale<T>(src, dst, offsets, dx, dy, border_mode, constant_border_value, sampling_offset,
+ align_corners, window);
}
- else if(policy == InterpolationPolicy::NEAREST_NEIGHBOR)
+ else if (policy == InterpolationPolicy::NEAREST_NEIGHBOR)
{
nearest_neon_scale<T>(src, dst, offsets, sampling_offset, align_corners, window);
}