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ffmpeg (v6.0/v7.x), gensim, numpy, opencv
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/*M///////////////////////////////////////////////////////////////////////////////////////
//
// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
//
// By downloading, copying, installing or using the software you agree to this license.
// If you do not agree to this license, do not download, install,
// copy or use the software.
//
//
// License Agreement
// For Open Source Computer Vision Library
//
// Copyright (C) 2010-2012, Multicoreware, Inc., all rights reserved.
// Copyright (C) 2010-2012, Advanced Micro Devices, Inc., all rights reserved.
// Third party copyrights are property of their respective owners.
//
// @Authors
// Dachuan Zhao, dachuan@multicorewareinc.com
//
// Redistribution and use in source and binary forms, with or without modification,
// are permitted provided that the following conditions are met:
//
// * Redistribution's of source code must retain the above copyright notice,
// this list of conditions and the following disclaimer.
//
// * Redistribution's 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.
//
// * The name of the copyright holders may not be used to endorse or promote products
// derived from this software without specific prior written permission.
//
// This software is provided by the copyright holders and contributors 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 Intel Corporation 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.
//
//M*/
#ifdef DOUBLE_SUPPORT
#ifdef cl_amd_fp64
#pragma OPENCL EXTENSION cl_amd_fp64:enable
#elif defined (cl_khr_fp64)
#pragma OPENCL EXTENSION cl_khr_fp64:enable
#endif
#endif
#if defined BORDER_REPLICATE
// aaaaaa|abcdefgh|hhhhhhh
#define EXTRAPOLATE(x, maxV) clamp((x), 0, (maxV)-1)
#elif defined BORDER_WRAP
// cdefgh|abcdefgh|abcdefg
#define EXTRAPOLATE(x, maxV) ( (x) + (maxV) ) % (maxV)
#elif defined BORDER_REFLECT
// fedcba|abcdefgh|hgfedcb
#define EXTRAPOLATE(x, maxV) clamp(min(((maxV)-1)*2-(x)+1, max((x),-(x)-1) ), 0, (maxV)-1)
#elif defined BORDER_REFLECT_101 || defined BORDER_REFLECT101
// gfedcb|abcdefgh|gfedcba
#define EXTRAPOLATE(x, maxV) clamp(min(((maxV)-1)*2-(x), max((x),-(x)) ), 0, (maxV)-1)
#else
#error No extrapolation method
#endif
#if CN != 3
#define loadpix(addr) *(__global const T*)(addr)
#define storepix(val, addr) *(__global T*)(addr) = (val)
#define PIXSIZE ((int)sizeof(T))
#else
#define loadpix(addr) vload3(0, (__global const T1*)(addr))
#define storepix(val, addr) vstore3((val), 0, (__global T1*)(addr))
#define PIXSIZE ((int)sizeof(T1)*3)
#endif
#define SRC(_x,_y) CONVERT_TO_FT(loadpix(srcData + mad24(_y, src_step, PIXSIZE * _x)))
#if KERCN == 4
#define SRC4(_x,_y) convert_float4(vload4(0, srcData + mad24(_y, src_step, PIXSIZE * _x)))
#endif
#ifdef INTEL_DEVICE
#define MAD(x,y,z) fma((x),(y),(z))
#else
#define MAD(x,y,z) mad((x),(y),(z))
#endif
#define LOAD_LOCAL(col_gl, col_lcl) \
sum0 = co3* SRC(col_gl, EXTRAPOLATE_(src_y - 2, src_rows)); \
sum0 = MAD(co2, SRC(col_gl, EXTRAPOLATE_(src_y - 1, src_rows)), sum0); \
temp = SRC(col_gl, EXTRAPOLATE_(src_y, src_rows)); \
sum0 = MAD(co1, temp, sum0); \
sum1 = co3 * temp; \
temp = SRC(col_gl, EXTRAPOLATE_(src_y + 1, src_rows)); \
sum0 = MAD(co2, temp, sum0); \
sum1 = MAD(co2, temp, sum1); \
temp = SRC(col_gl, EXTRAPOLATE_(src_y + 2, src_rows)); \
sum0 = MAD(co3, temp, sum0); \
sum1 = MAD(co1, temp, sum1); \
smem[0][col_lcl] = sum0; \
sum1 = MAD(co2, SRC(col_gl, EXTRAPOLATE_(src_y + 3, src_rows)), sum1); \
sum1 = MAD(co3, SRC(col_gl, EXTRAPOLATE_(src_y + 4, src_rows)), sum1); \
smem[1][col_lcl] = sum1;
#if KERCN == 4
#define LOAD_LOCAL4(col_gl, col_lcl) \
sum40 = co3* SRC4(col_gl, EXTRAPOLATE_(src_y - 2, src_rows)); \
sum40 = MAD(co2, SRC4(col_gl, EXTRAPOLATE_(src_y - 1, src_rows)), sum40); \
temp4 = SRC4(col_gl, EXTRAPOLATE_(src_y, src_rows)); \
sum40 = MAD(co1, temp4, sum40); \
sum41 = co3 * temp4; \
temp4 = SRC4(col_gl, EXTRAPOLATE_(src_y + 1, src_rows)); \
sum40 = MAD(co2, temp4, sum40); \
sum41 = MAD(co2, temp4, sum41); \
temp4 = SRC4(col_gl, EXTRAPOLATE_(src_y + 2, src_rows)); \
sum40 = MAD(co3, temp4, sum40); \
sum41 = MAD(co1, temp4, sum41); \
vstore4(sum40, col_lcl, (__local float*) &smem[0][2]); \
sum41 = MAD(co2, SRC4(col_gl, EXTRAPOLATE_(src_y + 3, src_rows)), sum41); \
sum41 = MAD(co3, SRC4(col_gl, EXTRAPOLATE_(src_y + 4, src_rows)), sum41); \
vstore4(sum41, col_lcl, (__local float*) &smem[1][2]);
#endif
#define noconvert
__kernel void pyrDown(__global const uchar * src, int src_step, int src_offset, int src_rows, int src_cols,
__global uchar * dst, int dst_step, int dst_offset, int dst_rows, int dst_cols)
{
const int x = get_global_id(0)*KERCN;
const int y = 2*get_global_id(1);
__local FT smem[2][LOCAL_SIZE + 4];
__global uchar * dstData = dst + dst_offset;
__global const uchar * srcData = src + src_offset;
FT sum0, sum1, temp;
FT co1 = 0.375f;
FT co2 = 0.25f;
FT co3 = 0.0625f;
const int src_y = 2*y;
int col;
if (src_y >= 2 && src_y < src_rows - 4)
{
#undef EXTRAPOLATE_
#define EXTRAPOLATE_(val, maxVal) val
#if KERCN == 1
col = EXTRAPOLATE(x, src_cols);
LOAD_LOCAL(col, 2 + get_local_id(0))
#else
if (x < src_cols-4)
{
float4 sum40, sum41, temp4;
LOAD_LOCAL4(x, get_local_id(0))
}
else
{
for (int i=0; i<4; i++)
{
col = EXTRAPOLATE(x+i, src_cols);
LOAD_LOCAL(col, 2 + 4 * get_local_id(0) + i)
}
}
#endif
if (get_local_id(0) < 2)
{
col = EXTRAPOLATE((int)(get_group_id(0)*LOCAL_SIZE + get_local_id(0) - 2), src_cols);
LOAD_LOCAL(col, get_local_id(0))
}
else if (get_local_id(0) < 4)
{
col = EXTRAPOLATE((int)((get_group_id(0)+1)*LOCAL_SIZE + get_local_id(0) - 2), src_cols);
LOAD_LOCAL(col, LOCAL_SIZE + get_local_id(0))
}
}
else // need extrapolate y
{
#undef EXTRAPOLATE_
#define EXTRAPOLATE_(val, maxVal) EXTRAPOLATE(val, maxVal)
#if KERCN == 1
col = EXTRAPOLATE(x, src_cols);
LOAD_LOCAL(col, 2 + get_local_id(0))
#else
if (x < src_cols-4)
{
float4 sum40, sum41, temp4;
LOAD_LOCAL4(x, get_local_id(0))
}
else
{
for (int i=0; i<4; i++)
{
col = EXTRAPOLATE(x+i, src_cols);
LOAD_LOCAL(col, 2 + 4*get_local_id(0) + i)
}
}
#endif
if (get_local_id(0) < 2)
{
col = EXTRAPOLATE((int)(get_group_id(0)*LOCAL_SIZE + get_local_id(0) - 2), src_cols);
LOAD_LOCAL(col, get_local_id(0))
}
else if (get_local_id(0) < 4)
{
col = EXTRAPOLATE((int)((get_group_id(0)+1)*LOCAL_SIZE + get_local_id(0) - 2), src_cols);
LOAD_LOCAL(col, LOCAL_SIZE + get_local_id(0))
}
}
barrier(CLK_LOCAL_MEM_FENCE);
#if KERCN == 1
if (get_local_id(0) < LOCAL_SIZE / 2)
{
const int tid2 = get_local_id(0) * 2;
const int dst_x = (get_group_id(0) * get_local_size(0) + tid2) / 2;
if (dst_x < dst_cols)
{
for (int yin = y, y1 = min(dst_rows, y + 2); yin < y1; yin++)
{
#if CN == 1
#if FDEPTH <= 5
FT sum = dot(vload4(0, (__local float*) (&smem) + tid2 + (yin - y) * (LOCAL_SIZE + 4)), (float4)(co3, co2, co1, co2));
#else
FT sum = dot(vload4(0, (__local double*) (&smem) + tid2 + (yin - y) * (LOCAL_SIZE + 4)), (double4)(co3, co2, co1, co2));
#endif
#else
FT sum = co3 * smem[yin - y][2 + tid2 - 2];
sum = MAD(co2, smem[yin - y][2 + tid2 - 1], sum);
sum = MAD(co1, smem[yin - y][2 + tid2 ], sum);
sum = MAD(co2, smem[yin - y][2 + tid2 + 1], sum);
#endif
sum = MAD(co3, smem[yin - y][2 + tid2 + 2], sum);
storepix(CONVERT_TO_T(sum), dstData + yin * dst_step + dst_x * PIXSIZE);
}
}
}
#else
int tid4 = get_local_id(0) * 4;
int dst_x = (get_group_id(0) * LOCAL_SIZE + tid4) / 2;
if (dst_x < dst_cols - 1)
{
for (int yin = y, y1 = min(dst_rows, y + 2); yin < y1; yin++)
{
FT sum = co3* smem[yin - y][2 + tid4 + 2];
sum = MAD(co3, smem[yin - y][2 + tid4 - 2], sum);
sum = MAD(co2, smem[yin - y][2 + tid4 - 1], sum);
sum = MAD(co1, smem[yin - y][2 + tid4 ], sum);
sum = MAD(co2, smem[yin - y][2 + tid4 + 1], sum);
storepix(CONVERT_TO_T(sum), dstData + mad24(yin, dst_step, dst_x * PIXSIZE));
dst_x ++;
sum = co3* smem[yin - y][2 + tid4 + 4];
sum = MAD(co3, smem[yin - y][2 + tid4 ], sum);
sum = MAD(co2, smem[yin - y][2 + tid4 + 1], sum);
sum = MAD(co1, smem[yin - y][2 + tid4 + 2], sum);
sum = MAD(co2, smem[yin - y][2 + tid4 + 3], sum);
storepix(CONVERT_TO_T(sum), dstData + mad24(yin, dst_step, dst_x * PIXSIZE));
dst_x --;
}
}
else if (dst_x < dst_cols)
{
for (int yin = y, y1 = min(dst_rows, y + 2); yin < y1; yin++)
{
FT sum = co3* smem[yin - y][2 + tid4 + 2];
sum = MAD(co3, smem[yin - y][2 + tid4 - 2], sum);
sum = MAD(co2, smem[yin - y][2 + tid4 - 1], sum);
sum = MAD(co1, smem[yin - y][2 + tid4 ], sum);
sum = MAD(co2, smem[yin - y][2 + tid4 + 1], sum);
storepix(CONVERT_TO_T(sum), dstData + mad24(yin, dst_step, dst_x * PIXSIZE));
}
}
#endif
}