cuda-samples/Samples/2_Concepts_and_Techniques/dct8x8/DCT8x8_Gold.cpp

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/* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
2021-10-21 19:04:49 +08:00
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions
* are met:
* * Redistributions of source code must retain the above copyright
* notice, this list of conditions and the following disclaimer.
* * Redistributions in binary form must reproduce the above copyright
* notice, this list of conditions and the following disclaimer in the
* documentation and/or other materials provided with the distribution.
* * Neither the name of NVIDIA CORPORATION nor the names of its
* contributors may be used to endorse or promote products derived
* from this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY
* EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
* PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR
* CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
* EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
* PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
* PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY
* OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
* (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
/**
**************************************************************************
* \file DCT8x8_Gold.cpp
* \brief Contains DCT, IDCT and quantization routines, used in JPEG internal
* data processing. Host code.
*
* This sample implements forward and inverse Discrete Cosine Transform to blocks
* of image pixels (of 8x8 size), as in JPEG standard. The data processing is
*done
* using floating point representation.
* The routine that performs quantization of coefficients is also included.
*/
#include "Common.h"
#include "BmpUtil.h"
/**
* This unitary matrix performs DCT of rows of the matrix to the left
*/
const float DCTv8matrix[BLOCK_SIZE2] = {
0.3535533905932738f, 0.4903926402016152f, 0.4619397662556434f, 0.4157348061512726f, 0.3535533905932738f, 0.2777851165098011f, 0.1913417161825449f, 0.0975451610080642f,
0.3535533905932738f, 0.4157348061512726f, 0.1913417161825449f, -0.0975451610080641f, -0.3535533905932737f, -0.4903926402016152f, -0.4619397662556434f, -0.2777851165098011f,
0.3535533905932738f, 0.2777851165098011f, -0.1913417161825449f, -0.4903926402016152f, -0.3535533905932738f, 0.0975451610080642f, 0.4619397662556433f, 0.4157348061512727f,
0.3535533905932738f, 0.0975451610080642f, -0.4619397662556434f, -0.2777851165098011f, 0.3535533905932737f, 0.4157348061512727f, -0.1913417161825450f, -0.4903926402016153f,
0.3535533905932738f, -0.0975451610080641f, -0.4619397662556434f, 0.2777851165098009f, 0.3535533905932738f, -0.4157348061512726f, -0.1913417161825453f, 0.4903926402016152f,
0.3535533905932738f, -0.2777851165098010f, -0.1913417161825452f, 0.4903926402016153f, -0.3535533905932733f, -0.0975451610080649f, 0.4619397662556437f, -0.4157348061512720f,
0.3535533905932738f, -0.4157348061512727f, 0.1913417161825450f, 0.0975451610080640f, -0.3535533905932736f, 0.4903926402016152f, -0.4619397662556435f, 0.2777851165098022f,
0.3535533905932738f, -0.4903926402016152f, 0.4619397662556433f, -0.4157348061512721f, 0.3535533905932733f, -0.2777851165098008f, 0.1913417161825431f, -0.0975451610080625f
};
/**
* This unitary matrix performs DCT of columns of the matrix to the right
*/
const float DCTv8matrixT[BLOCK_SIZE2] = {
0.3535533905932738f, 0.3535533905932738f, 0.3535533905932738f, 0.3535533905932738f, 0.3535533905932738f, 0.3535533905932738f, 0.3535533905932738f, 0.3535533905932738f,
0.4903926402016152f, 0.4157348061512726f, 0.2777851165098011f, 0.0975451610080642f, -0.0975451610080641f, -0.2777851165098010f, -0.4157348061512727f, -0.4903926402016152f,
0.4619397662556434f, 0.1913417161825449f, -0.1913417161825449f, -0.4619397662556434f, -0.4619397662556434f, -0.1913417161825452f, 0.1913417161825450f, 0.4619397662556433f,
0.4157348061512726f, -0.0975451610080641f, -0.4903926402016152f, -0.2777851165098011f, 0.2777851165098009f, 0.4903926402016153f, 0.0975451610080640f, -0.4157348061512721f,
0.3535533905932738f, -0.3535533905932737f, -0.3535533905932738f, 0.3535533905932737f, 0.3535533905932738f, -0.3535533905932733f, -0.3535533905932736f, 0.3535533905932733f,
0.2777851165098011f, -0.4903926402016152f, 0.0975451610080642f, 0.4157348061512727f, -0.4157348061512726f, -0.0975451610080649f, 0.4903926402016152f, -0.2777851165098008f,
0.1913417161825449f, -0.4619397662556434f, 0.4619397662556433f, -0.1913417161825450f, -0.1913417161825453f, 0.4619397662556437f, -0.4619397662556435f, 0.1913417161825431f,
0.0975451610080642f, -0.2777851165098011f, 0.4157348061512727f, -0.4903926402016153f, 0.4903926402016152f, -0.4157348061512720f, 0.2777851165098022f, -0.0975451610080625f
};
/**
* JPEG quality=0_of_12 quantization matrix
*/
float Q[BLOCK_SIZE2] = {
32.f, 33.f, 51.f, 81.f, 66.f, 39.f, 34.f, 17.f,
33.f, 36.f, 48.f, 47.f, 28.f, 23.f, 12.f, 12.f,
51.f, 48.f, 47.f, 28.f, 23.f, 12.f, 12.f, 12.f,
81.f, 47.f, 28.f, 23.f, 12.f, 12.f, 12.f, 12.f,
66.f, 28.f, 23.f, 12.f, 12.f, 12.f, 12.f, 12.f,
39.f, 23.f, 12.f, 12.f, 12.f, 12.f, 12.f, 12.f,
34.f, 12.f, 12.f, 12.f, 12.f, 12.f, 12.f, 12.f,
17.f, 12.f, 12.f, 12.f, 12.f, 12.f, 12.f, 12.f
};
/**
**************************************************************************
* Performs multiplication of two 8x8 matrices
*
* \param M1 [IN] - Pointer to the first matrix
* \param M1Stride [IN] - Stride of the first matrix
* \param M2 [IN] - Pointer to the second matrix
* \param M2Stride [IN] - Stride of the second matrix
* \param Mres [OUT] - Pointer to the result matrix
* \param MresStride [IN] - Stride of the result matrix
*
* \return None
*/
void mult8x8(const float *M1, int M1Stride, const float *M2, int M2Stride,
float *Mres, int MresStride) {
for (int i = 0; i < BLOCK_SIZE; i++) {
for (int j = 0; j < BLOCK_SIZE; j++) {
float accumul = 0;
for (int k = 0; k < BLOCK_SIZE; k++) {
accumul += M1[i * M1Stride + k] * M2[k * M2Stride + j];
}
Mres[i * MresStride + j] = accumul;
}
}
}
/**
**************************************************************************
* Performs 8x8 block-wise Forward Discrete Cosine Transform of the given
* image plane and outputs result to the plane of coefficients.
* 1st version.
*
* \param fSrc [IN] - Source image plane
* \param fDst [OUT] - Destination coefficients plane
* \param Stride [IN] - Stride of both planes
* \param Size [IN] - Size of planes
*
* \return None
*/
extern "C" void computeDCT8x8Gold1(const float *fSrc, float *fDst, int Stride,
ROI Size) {
float tmpblock[BLOCK_SIZE2];
// perform block wise DCT
// DCT(A) = DCTv8matrixT * A * DCTv8matrix
for (int i = 0; i + BLOCK_SIZE - 1 < Size.height; i += BLOCK_SIZE) {
for (int j = 0; j + BLOCK_SIZE - 1 < Size.width; j += BLOCK_SIZE) {
// tmpblock = DCTv8matrixT * A
mult8x8(DCTv8matrixT, BLOCK_SIZE, fSrc + i * Stride + j, Stride, tmpblock,
BLOCK_SIZE);
// DCT(A) = tmpblock * DCTv8matrix
mult8x8(tmpblock, BLOCK_SIZE, DCTv8matrix, BLOCK_SIZE,
fDst + i * Stride + j, Stride);
}
}
}
/**
**************************************************************************
* Performs 8x8 block-wise Inverse Discrete Cosine Transform of the given
* coefficients plane and outputs result to the image plane.
* 1st version.
*
* \param fSrc [IN] - Source coefficients plane
* \param fDst [OUT] - Destination image plane
* \param Stride [IN] - Stride of both planes
* \param Size [IN] - Size of planes
*
* \return None
*/
extern "C" void computeIDCT8x8Gold1(const float *fSrc, float *fDst, int Stride,
ROI Size) {
float tmpblock[BLOCK_SIZE2];
// perform block wise IDCT
// IDCT(A) = DCTv8matrix * A * DCTv8matrixT
for (int i = 0; i + BLOCK_SIZE - 1 < Size.height; i += BLOCK_SIZE) {
for (int j = 0; j + BLOCK_SIZE - 1 < Size.width; j += BLOCK_SIZE) {
// tmpblock = DCTv8matrix * A
mult8x8(DCTv8matrix, BLOCK_SIZE, fSrc + i * Stride + j, Stride, tmpblock,
BLOCK_SIZE);
// DCT(A) = tmpblock * DCTv8matrixT;
mult8x8(tmpblock, BLOCK_SIZE, DCTv8matrixT, BLOCK_SIZE,
fDst + i * Stride + j, Stride);
}
}
}
/**
**************************************************************************
* Performs in-place quantization of given coefficients plane using
* predefined quantization matrices (float elements)
*
* \param fSrcDst [IN/OUT] - Coefficients plane
* \param Stride [IN] - Stride of SrcDst
* \param Size [IN] - Size of the plane
*
* \return None
*/
extern "C" void quantizeGoldFloat(float *fSrcDst, int Stride, ROI Size) {
// perform block wise in-place quantization using Q
// Q(A) = round(A ./ Q) .* Q;
for (int i = 0; i < Size.height; i++) {
for (int j = 0; j < Size.width; j++) {
int qx = j % BLOCK_SIZE;
int qy = i % BLOCK_SIZE;
float quantized =
round_f(fSrcDst[i * Stride + j] / Q[(qy << BLOCK_SIZE_LOG2) + qx]);
fSrcDst[i * Stride + j] = quantized * Q[(qy << BLOCK_SIZE_LOG2) + qx];
}
}
}
/**
**************************************************************************
* Performs in-place quantization of given coefficients plane using
* predefined quantization matrices (short elements)
*
* \param fSrcDst [IN/OUT] - Coefficients plane
* \param Stride [IN] - Stride of SrcDst
* \param Size [IN] - Size of the plane
*
* \return None
*/
void quantizeGoldShort(short *fSrcDst, int Stride, ROI Size) {
// perform block wise in-place quantization using Q
// Q(A) = round(A ./ Q) .* Q;
for (int i = 0; i < Size.height; i++) {
for (int j = 0; j < Size.width; j++) {
int qx = j % BLOCK_SIZE;
int qy = i % BLOCK_SIZE;
short temp = fSrcDst[i * Stride + j];
short quant = (short)(Q[(qy << BLOCK_SIZE_LOG2) + qx]);
if (temp < 0) {
temp = -temp;
temp += quant >> 1;
temp /= quant;
temp = -temp;
} else {
temp += quant >> 1;
temp /= quant;
}
fSrcDst[i * Stride + j] = temp * quant;
}
}
}
// Used in forward and inverse DCT.
float C_a = 1.387039845322148f; //!< a = (2^0.5) * cos( pi / 16);
float C_b = 1.306562964876377f; //!< b = (2^0.5) * cos( pi / 8);
float C_c = 1.175875602419359f; //!< c = (2^0.5) * cos(3 * pi / 16);
float C_d = 0.785694958387102f; //!< d = (2^0.5) * cos(5 * pi / 16);
float C_e = 0.541196100146197f; //!< e = (2^0.5) * cos(3 * pi / 8);
float C_f = 0.275899379282943f; //!< f = (2^0.5) * cos(7 * pi / 16);
/**
* Normalization constant that is used in forward and inverse DCT
*/
float C_norm = 0.3535533905932737f; // 1 / (8^0.5)
/**
**************************************************************************
* Performs DCT of vector of 8 elements.
*
* \param FirstIn [IN] - Pointer to the first element of input vector
* \param StepIn [IN] - Value to add to ptr to access other input
*elements
* \param FirstOut [OUT] - Pointer to the first element of output vector
* \param StepOut [IN] - Value to add to ptr to access other output
*elements
*
* \return None
*/
void SubroutineDCTvector(float *FirstIn, int StepIn, float *FirstOut,
int StepOut) {
float X07P = FirstIn[0 * StepIn] + FirstIn[7 * StepIn];
float X16P = FirstIn[1 * StepIn] + FirstIn[6 * StepIn];
float X25P = FirstIn[2 * StepIn] + FirstIn[5 * StepIn];
float X34P = FirstIn[3 * StepIn] + FirstIn[4 * StepIn];
float X07M = FirstIn[0 * StepIn] - FirstIn[7 * StepIn];
float X61M = FirstIn[6 * StepIn] - FirstIn[1 * StepIn];
float X25M = FirstIn[2 * StepIn] - FirstIn[5 * StepIn];
float X43M = FirstIn[4 * StepIn] - FirstIn[3 * StepIn];
float X07P34PP = X07P + X34P;
float X07P34PM = X07P - X34P;
float X16P25PP = X16P + X25P;
float X16P25PM = X16P - X25P;
FirstOut[0 * StepOut] = C_norm * (X07P34PP + X16P25PP);
FirstOut[2 * StepOut] = C_norm * (C_b * X07P34PM + C_e * X16P25PM);
FirstOut[4 * StepOut] = C_norm * (X07P34PP - X16P25PP);
FirstOut[6 * StepOut] = C_norm * (C_e * X07P34PM - C_b * X16P25PM);
FirstOut[1 * StepOut] =
C_norm * (C_a * X07M - C_c * X61M + C_d * X25M - C_f * X43M);
FirstOut[3 * StepOut] =
C_norm * (C_c * X07M + C_f * X61M - C_a * X25M + C_d * X43M);
FirstOut[5 * StepOut] =
C_norm * (C_d * X07M + C_a * X61M + C_f * X25M - C_c * X43M);
FirstOut[7 * StepOut] =
C_norm * (C_f * X07M + C_d * X61M + C_c * X25M + C_a * X43M);
}
/**
**************************************************************************
* Performs IDCT of vector of 8 elements.
*
* \param FirstIn [IN] - Pointer to the first element of input vector
* \param StepIn [IN] - Value to add to ptr to access other input
*elements
* \param FirstOut [OUT] - Pointer to the first element of output vector
* \param StepOut [IN] - Value to add to ptr to access other output
*elements
*
* \return None
*/
void SubroutineIDCTvector(float *FirstIn, int StepIn, float *FirstOut,
int StepOut) {
float Y04P = FirstIn[0 * StepIn] + FirstIn[4 * StepIn];
float Y2b6eP = C_b * FirstIn[2 * StepIn] + C_e * FirstIn[6 * StepIn];
float Y04P2b6ePP = Y04P + Y2b6eP;
float Y04P2b6ePM = Y04P - Y2b6eP;
float Y7f1aP3c5dPP = C_f * FirstIn[7 * StepIn] + C_a * FirstIn[1 * StepIn] +
C_c * FirstIn[3 * StepIn] + C_d * FirstIn[5 * StepIn];
float Y7a1fM3d5cMP = C_a * FirstIn[7 * StepIn] - C_f * FirstIn[1 * StepIn] +
C_d * FirstIn[3 * StepIn] - C_c * FirstIn[5 * StepIn];
float Y04M = FirstIn[0 * StepIn] - FirstIn[4 * StepIn];
float Y2e6bM = C_e * FirstIn[2 * StepIn] - C_b * FirstIn[6 * StepIn];
float Y04M2e6bMP = Y04M + Y2e6bM;
float Y04M2e6bMM = Y04M - Y2e6bM;
float Y1c7dM3f5aPM = C_c * FirstIn[1 * StepIn] - C_d * FirstIn[7 * StepIn] -
C_f * FirstIn[3 * StepIn] - C_a * FirstIn[5 * StepIn];
float Y1d7cP3a5fMM = C_d * FirstIn[1 * StepIn] + C_c * FirstIn[7 * StepIn] -
C_a * FirstIn[3 * StepIn] + C_f * FirstIn[5 * StepIn];
FirstOut[0 * StepOut] = C_norm * (Y04P2b6ePP + Y7f1aP3c5dPP);
FirstOut[7 * StepOut] = C_norm * (Y04P2b6ePP - Y7f1aP3c5dPP);
FirstOut[4 * StepOut] = C_norm * (Y04P2b6ePM + Y7a1fM3d5cMP);
FirstOut[3 * StepOut] = C_norm * (Y04P2b6ePM - Y7a1fM3d5cMP);
FirstOut[1 * StepOut] = C_norm * (Y04M2e6bMP + Y1c7dM3f5aPM);
FirstOut[5 * StepOut] = C_norm * (Y04M2e6bMM - Y1d7cP3a5fMM);
FirstOut[2 * StepOut] = C_norm * (Y04M2e6bMM + Y1d7cP3a5fMM);
FirstOut[6 * StepOut] = C_norm * (Y04M2e6bMP - Y1c7dM3f5aPM);
}
/**
**************************************************************************
* Performs 8x8 block-wise Forward Discrete Cosine Transform of the given
* image plane and outputs result to the plane of coefficients.
* 2nd version.
*
* \param fSrc [IN] - Source image plane
* \param fDst [OUT] - Destination coefficients plane
* \param Stride [IN] - Stride of both planes
* \param Size [IN] - Size of planes
*
* \return None
*/
extern "C" void computeDCT8x8Gold2(const float *fSrc, float *fDst, int Stride,
ROI Size) {
for (int i = 0; i + BLOCK_SIZE - 1 < Size.height; i += BLOCK_SIZE) {
for (int j = 0; j + BLOCK_SIZE - 1 < Size.width; j += BLOCK_SIZE) {
// process rows
for (int k = 0; k < BLOCK_SIZE; k++) {
SubroutineDCTvector((float *)fSrc + (i + k) * Stride + j, 1,
fDst + (i + k) * Stride + j, 1);
}
// process columns
for (int k = 0; k < BLOCK_SIZE; k++) {
SubroutineDCTvector(fDst + i * Stride + (j + k), Stride,
fDst + i * Stride + (j + k), Stride);
}
}
}
}
/**
**************************************************************************
* Performs 8x8 block-wise Inverse Discrete Cosine Transform of the given
* coefficients plane and outputs result to the image plane
* 2nd version.
*
* \param fSrc [IN] - Source coefficients plane
* \param fDst [OUT] - Destination image plane
* \param Stride [IN] - Stride of both planes
* \param Size [IN] - Size of planes
*
* \return None
*/
extern "C" void computeIDCT8x8Gold2(const float *fSrc, float *fDst, int Stride,
ROI Size) {
for (int i = 0; i + BLOCK_SIZE - 1 < Size.height; i += BLOCK_SIZE) {
for (int j = 0; j + BLOCK_SIZE - 1 < Size.width; j += BLOCK_SIZE) {
// process rows
for (int k = 0; k < BLOCK_SIZE; k++) {
SubroutineIDCTvector((float *)fSrc + (i + k) * Stride + j, 1,
fDst + (i + k) * Stride + j, 1);
}
// process columns
for (int k = 0; k < BLOCK_SIZE; k++) {
SubroutineIDCTvector(fDst + i * Stride + (j + k), Stride,
fDst + i * Stride + (j + k), Stride);
}
}
}
}