onnxruntime
61 строка · 2.0 Кб
1#include "lib/Api.Image/pch.h"2#include "inc/NominalRangeConverter.h"3
4namespace _winml {5NominalRangeConverter::NominalRangeConverter(winml::LearningModelPixelRange pixelRange) {6// For Normalization: the formula is input_range[min, max] / scale - shift7// For DeNormalization: the formula is (input_range[min, max] + shift) * scale8if (pixelRange == winml::LearningModelPixelRange::ZeroTo255) {9scale = 1.f;10shift = 0;11} else if (pixelRange == winml::LearningModelPixelRange::ZeroToOne) {12scale = 255.f;13shift = 0;14} else if (pixelRange == winml::LearningModelPixelRange::MinusOneToOne) {15scale = (255.f / 2.f);16shift = 1;17}18};19
20// [0, 255] --> [0, 255]
21// [0, 255] / 255 --> [0, 1]
22// [0, 255] * 2 / 255 - 1 --> [-1, 1]
23float NominalRangeConverter::Normalize(float val) const {24return val / scale - shift;25}
26
27DirectX::PackedVector::HALF NominalRangeConverter::Normalize(DirectX::PackedVector::HALF val) const {28return static_cast<DirectX::PackedVector::HALF>(val / scale - shift);29}
30
31#if defined(_M_AMD64) || defined(_M_IX86)32__m128 NominalRangeConverter::Normalize(__m128 sse_data) const {33__m128 sse_shift = _mm_set1_ps(static_cast<float>(shift));34__m128 sse_scale = _mm_set1_ps(scale);35
36auto sse_dived = _mm_div_ps(sse_data, sse_scale);37return _mm_sub_ps(sse_dived, sse_shift);38}
39#endif40
41// [0, 255] --> [0, 255]
42// ([0, 1] + 0 ) * 255 -> [0, 1]
43// ([-1, 1] + 1) * 255 / 2 --> [-1, 1]
44float NominalRangeConverter::Denormalize(float val) const {45return scale * (val + shift);46}
47
48DirectX::PackedVector::HALF NominalRangeConverter::Denormalize(DirectX::PackedVector::HALF val) const {49return static_cast<DirectX::PackedVector::HALF>(scale * (val + shift));50}
51
52#if defined(_M_AMD64) || defined(_M_IX86)53__m128 NominalRangeConverter::Denormalize(__m128 sse_data) const {54__m128 sse_shift = _mm_set1_ps(static_cast<float>(shift));55__m128 sse_scale = _mm_set1_ps(scale);56
57auto sse_added = _mm_add_ps(sse_data, sse_shift);58return _mm_mul_ps(sse_added, sse_scale);59}
60#endif61} // namespace _winml62