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fd4a6f0af0
Add CL_CPU to supportsFeature check simplify the logic of pyrlk
1374 lines
46 KiB
Common Lisp
1374 lines
46 KiB
Common Lisp
/*M///////////////////////////////////////////////////////////////////////////////////////
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//
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// IMPORTANT: READ BEFORE DOWNLOADING, COPYING, INSTALLING OR USING.
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//
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// By downloading, copying, installing or using the software you agree to this license.
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// If you do not agree to this license, do not download, install,
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// copy or use the software.
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//
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//
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// License Agreement
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// For Open Source Computer Vision Library
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//
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// Copyright (C) 2010-2012, Multicoreware, Inc., all rights reserved.
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// Copyright (C) 2010-2012, Advanced Micro Devices, Inc., all rights reserved.
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// Third party copyrights are property of their respective owners.
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//
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// @Authors
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// Dachuan Zhao, dachuan@multicorewareinc.com
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// Yao Wang, bitwangyaoyao@gmail.com
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//
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// Redistribution and use in source and binary forms, with or without modification,
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// are permitted provided that the following conditions are met:
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//
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// * Redistribution's of source code must retain the above copyright notice,
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// this list of conditions and the following disclaimer.
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//
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// * Redistribution's in binary form must reproduce the above copyright notice,
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// this list of conditions and the following disclaimer in the documentation
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// and/or other oclMaterials provided with the distribution.
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//
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// * The name of the copyright holders may not be used to endorse or promote products
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// derived from this software without specific prior written permission.
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//
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// This software is provided by the copyright holders and contributors as is and
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// any express or implied warranties, including, but not limited to, the implied
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// warranties of merchantability and fitness for a particular purpose are disclaimed.
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// In no event shall the Intel Corporation or contributors be liable for any direct,
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// indirect, incidental, special, exemplary, or consequential damages
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// (including, but not limited to, procurement of substitute goods or services;
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// loss of use, data, or profits; or business interruption) however caused
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// and on any theory of liability, whether in contract, strict liability,
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// or tort (including negligence or otherwise) arising in any way out of
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// the use of this software, even if advised of the possibility of such damage.
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//
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//M*/
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//#pragma OPENCL EXTENSION cl_amd_printf : enable
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__kernel void calcSharrDeriv_vertical_C1_D0(__global const uchar* src, int srcStep, int rows, int cols, int cn, __global short* dx_buf, int dx_bufStep, __global short* dy_buf, int dy_bufStep)
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{
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const int x = get_global_id(0);
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const int y = get_global_id(1);
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if (y < rows && x < cols * cn)
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{
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const uchar src_val0 = (src + (y > 0 ? y-1 : rows > 1 ? 1 : 0) * srcStep)[x];
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const uchar src_val1 = (src + y * srcStep)[x];
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const uchar src_val2 = (src + (y < rows-1 ? y+1 : rows > 1 ? rows-2 : 0) * srcStep)[x];
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((__global short*)((__global char*)dx_buf + y * dx_bufStep / 2))[x] = (src_val0 + src_val2) * 3 + src_val1 * 10;
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((__global short*)((__global char*)dy_buf + y * dy_bufStep / 2))[x] = src_val2 - src_val0;
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}
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}
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__kernel void calcSharrDeriv_vertical_C4_D0(__global const uchar* src, int srcStep, int rows, int cols, int cn, __global short* dx_buf, int dx_bufStep, __global short* dy_buf, int dy_bufStep)
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{
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const int x = get_global_id(0);
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const int y = get_global_id(1);
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if (y < rows && x < cols * cn)
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{
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const uchar src_val0 = (src + (y > 0 ? y - 1 : 1) * srcStep)[x];
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const uchar src_val1 = (src + y * srcStep)[x];
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const uchar src_val2 = (src + (y < rows - 1 ? y + 1 : rows - 2) * srcStep)[x];
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((__global short*)((__global char*)dx_buf + y * dx_bufStep / 2))[x] = (src_val0 + src_val2) * 3 + src_val1 * 10;
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((__global short*)((__global char*)dy_buf + y * dy_bufStep / 2))[x] = src_val2 - src_val0;
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}
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}
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__kernel void calcSharrDeriv_horizontal_C1_D0(int rows, int cols, int cn, __global const short* dx_buf, int dx_bufStep, __global const short* dy_buf, int dy_bufStep, __global short* dIdx, int dIdxStep, __global short* dIdy, int dIdyStep)
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{
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const int x = get_global_id(0);
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const int y = get_global_id(1);
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const int colsn = cols * cn;
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if (y < rows && x < colsn)
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{
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__global const short* dx_buf_row = dx_buf + y * dx_bufStep;
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__global const short* dy_buf_row = dy_buf + y * dy_bufStep;
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const int xr = x + cn < colsn ? x + cn : (cols - 2) * cn + x + cn - colsn;
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const int xl = x - cn >= 0 ? x - cn : cn + x;
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((__global short*)((__global char*)dIdx + y * dIdxStep / 2))[x] = dx_buf_row[xr] - dx_buf_row[xl];
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((__global short*)((__global char*)dIdy + y * dIdyStep / 2))[x] = (dy_buf_row[xr] + dy_buf_row[xl]) * 3 + dy_buf_row[x] * 10;
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}
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}
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__kernel void calcSharrDeriv_horizontal_C4_D0(int rows, int cols, int cn, __global const short* dx_buf, int dx_bufStep, __global const short* dy_buf, int dy_bufStep, __global short* dIdx, int dIdxStep, __global short* dIdy, int dIdyStep)
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{
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const int x = get_global_id(0);
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const int y = get_global_id(1);
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const int colsn = cols * cn;
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if (y < rows && x < colsn)
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{
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__global const short* dx_buf_row = dx_buf + y * dx_bufStep;
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__global const short* dy_buf_row = dy_buf + y * dy_bufStep;
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const int xr = x + cn < colsn ? x + cn : (cols - 2) * cn + x + cn - colsn;
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const int xl = x - cn >= 0 ? x - cn : cn + x;
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((__global short*)((__global char*)dIdx + y * dIdxStep / 2))[x] = dx_buf_row[xr] - dx_buf_row[xl];
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((__global short*)((__global char*)dIdy + y * dIdyStep / 2))[x] = (dy_buf_row[xr] + dy_buf_row[xl]) * 3 + dy_buf_row[x] * 10;
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}
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}
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#define W_BITS 14
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#define W_BITS1 14
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#define CV_DESCALE(x, n) (((x) + (1 << ((n)-1))) >> (n))
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int linearFilter_uchar(__global const uchar* src, int srcStep, int cn, float2 pt, int x, int y)
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{
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int2 ipt;
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ipt.x = convert_int_sat_rtn(pt.x);
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ipt.y = convert_int_sat_rtn(pt.y);
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float a = pt.x - ipt.x;
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float b = pt.y - ipt.y;
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int iw00 = convert_int_sat_rte((1.0f - a) * (1.0f - b) * (1 << W_BITS));
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int iw01 = convert_int_sat_rte(a * (1.0f - b) * (1 << W_BITS));
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int iw10 = convert_int_sat_rte((1.0f - a) * b * (1 << W_BITS));
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int iw11 = (1 << W_BITS) - iw00 - iw01 - iw10;
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__global const uchar* src_row = src + (ipt.y + y) * srcStep + ipt.x * cn;
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__global const uchar* src_row1 = src + (ipt.y + y + 1) * srcStep + ipt.x * cn;
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return CV_DESCALE(src_row[x] * iw00 + src_row[x + cn] * iw01 + src_row1[x] * iw10 + src_row1[x + cn] * iw11, W_BITS1 - 5);
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}
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int linearFilter_short(__global const short* src, int srcStep, int cn, float2 pt, int x, int y)
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{
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int2 ipt;
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ipt.x = convert_int_sat_rtn(pt.x);
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ipt.y = convert_int_sat_rtn(pt.y);
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float a = pt.x - ipt.x;
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float b = pt.y - ipt.y;
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int iw00 = convert_int_sat_rte((1.0f - a) * (1.0f - b) * (1 << W_BITS));
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int iw01 = convert_int_sat_rte(a * (1.0f - b) * (1 << W_BITS));
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int iw10 = convert_int_sat_rte((1.0f - a) * b * (1 << W_BITS));
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int iw11 = (1 << W_BITS) - iw00 - iw01 - iw10;
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__global const short* src_row = src + (ipt.y + y) * srcStep + ipt.x * cn;
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__global const short* src_row1 = src + (ipt.y + y + 1) * srcStep + ipt.x * cn;
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return CV_DESCALE(src_row[x] * iw00 + src_row[x + cn] * iw01 + src_row1[x] * iw10 + src_row1[x + cn] * iw11, W_BITS1);
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}
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float linearFilter_float(__global const float* src, int srcStep, int cn, float2 pt, float x, float y)
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{
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int2 ipt;
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ipt.x = convert_int_sat_rtn(pt.x);
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ipt.y = convert_int_sat_rtn(pt.y);
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float a = pt.x - ipt.x;
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float b = pt.y - ipt.y;
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float iw00 = ((1.0f - a) * (1.0f - b) * (1 << W_BITS));
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float iw01 = (a * (1.0f - b) * (1 << W_BITS));
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float iw10 = ((1.0f - a) * b * (1 << W_BITS));
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float iw11 = (1 << W_BITS) - iw00 - iw01 - iw10;
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__global const float* src_row = src + (int)(ipt.y + y) * srcStep / 4 + ipt.x * cn;
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__global const float* src_row1 = src + (int)(ipt.y + y + 1) * srcStep / 4 + ipt.x * cn;
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return src_row[(int)x] * iw00 + src_row[(int)x + cn] * iw01 + src_row1[(int)x] * iw10 + src_row1[(int)x + cn] * iw11, W_BITS1 - 5;
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}
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#define BUFFER 64
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#ifdef CPU
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void reduce3(float val1, float val2, float val3, __local float* smem1, __local float* smem2, __local float* smem3, int tid)
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{
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smem1[tid] = val1;
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smem2[tid] = val2;
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smem3[tid] = val3;
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barrier(CLK_LOCAL_MEM_FENCE);
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#if BUFFER > 128
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if (tid < 128)
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{
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smem1[tid] = val1 += smem1[tid + 128];
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smem2[tid] = val2 += smem2[tid + 128];
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smem3[tid] = val3 += smem3[tid + 128];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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#endif
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#if BUFFER > 64
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if (tid < 64)
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{
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smem1[tid] = val1 += smem1[tid + 64];
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smem2[tid] = val2 += smem2[tid + 64];
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smem3[tid] = val3 += smem3[tid + 64];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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#endif
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if (tid < 32)
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{
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smem1[tid] = val1 += smem1[tid + 32];
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smem2[tid] = val2 += smem2[tid + 32];
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smem3[tid] = val3 += smem3[tid + 32];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 16)
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{
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smem1[tid] = val1 += smem1[tid + 16];
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smem2[tid] = val2 += smem2[tid + 16];
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smem3[tid] = val3 += smem3[tid + 16];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 8)
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{
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smem1[tid] = val1 += smem1[tid + 8];
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smem2[tid] = val2 += smem2[tid + 8];
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smem3[tid] = val3 += smem3[tid + 8];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 4)
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{
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smem1[tid] = val1 += smem1[tid + 4];
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smem2[tid] = val2 += smem2[tid + 4];
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smem3[tid] = val3 += smem3[tid + 4];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 2)
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{
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smem1[tid] = val1 += smem1[tid + 2];
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smem2[tid] = val2 += smem2[tid + 2];
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smem3[tid] = val3 += smem3[tid + 2];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 1)
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{
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smem1[BUFFER] = val1 += smem1[tid + 1];
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smem2[BUFFER] = val2 += smem2[tid + 1];
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smem3[BUFFER] = val3 += smem3[tid + 1];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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}
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void reduce2(float val1, float val2, volatile __local float* smem1, volatile __local float* smem2, int tid)
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{
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smem1[tid] = val1;
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smem2[tid] = val2;
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barrier(CLK_LOCAL_MEM_FENCE);
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#if BUFFER > 128
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if (tid < 128)
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{
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smem1[tid] = (val1 += smem1[tid + 128]);
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smem2[tid] = (val2 += smem2[tid + 128]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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#endif
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#if BUFFER > 64
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if (tid < 64)
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{
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smem1[tid] = (val1 += smem1[tid + 64]);
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smem2[tid] = (val2 += smem2[tid + 64]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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#endif
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if (tid < 32)
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{
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smem1[tid] = (val1 += smem1[tid + 32]);
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smem2[tid] = (val2 += smem2[tid + 32]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 16)
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{
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smem1[tid] = (val1 += smem1[tid + 16]);
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smem2[tid] = (val2 += smem2[tid + 16]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 8)
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{
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smem1[tid] = (val1 += smem1[tid + 8]);
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smem2[tid] = (val2 += smem2[tid + 8]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 4)
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{
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smem1[tid] = (val1 += smem1[tid + 4]);
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smem2[tid] = (val2 += smem2[tid + 4]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 2)
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{
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smem1[tid] = (val1 += smem1[tid + 2]);
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smem2[tid] = (val2 += smem2[tid + 2]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 1)
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{
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smem1[BUFFER] = (val1 += smem1[tid + 1]);
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smem2[BUFFER] = (val2 += smem2[tid + 1]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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}
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void reduce1(float val1, volatile __local float* smem1, int tid)
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{
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smem1[tid] = val1;
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barrier(CLK_LOCAL_MEM_FENCE);
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#if BUFFER > 128
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if (tid < 128)
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{
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smem1[tid] = (val1 += smem1[tid + 128]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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#endif
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#if BUFFER > 64
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if (tid < 64)
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{
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smem1[tid] = (val1 += smem1[tid + 64]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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#endif
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if (tid < 32)
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{
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smem1[tid] = (val1 += smem1[tid + 32]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 16)
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{
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smem1[tid] = (val1 += smem1[tid + 16]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 8)
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{
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smem1[tid] = (val1 += smem1[tid + 8]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 4)
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{
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smem1[tid] = (val1 += smem1[tid + 4]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 2)
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{
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smem1[tid] = (val1 += smem1[tid + 2]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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if (tid < 1)
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{
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smem1[BUFFER] = (val1 += smem1[tid + 1]);
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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}
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#else
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void reduce3(float val1, float val2, float val3, __local float* smem1, __local float* smem2, __local float* smem3, int tid)
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{
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smem1[tid] = val1;
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smem2[tid] = val2;
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smem3[tid] = val3;
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barrier(CLK_LOCAL_MEM_FENCE);
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#if BUFFER > 128
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if (tid < 128)
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{
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smem1[tid] = val1 += smem1[tid + 128];
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smem2[tid] = val2 += smem2[tid + 128];
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smem3[tid] = val3 += smem3[tid + 128];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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#endif
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#if BUFFER > 64
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if (tid < 64)
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{
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smem1[tid] = val1 += smem1[tid + 64];
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smem2[tid] = val2 += smem2[tid + 64];
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smem3[tid] = val3 += smem3[tid + 64];
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}
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barrier(CLK_LOCAL_MEM_FENCE);
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#endif
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if (tid < 32)
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{
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volatile __local float* vmem1 = smem1;
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volatile __local float* vmem2 = smem2;
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volatile __local float* vmem3 = smem3;
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vmem1[tid] = val1 += vmem1[tid + 32];
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vmem2[tid] = val2 += vmem2[tid + 32];
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vmem3[tid] = val3 += vmem3[tid + 32];
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vmem1[tid] = val1 += vmem1[tid + 16];
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vmem2[tid] = val2 += vmem2[tid + 16];
|
|
vmem3[tid] = val3 += vmem3[tid + 16];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 8];
|
|
vmem2[tid] = val2 += vmem2[tid + 8];
|
|
vmem3[tid] = val3 += vmem3[tid + 8];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 4];
|
|
vmem2[tid] = val2 += vmem2[tid + 4];
|
|
vmem3[tid] = val3 += vmem3[tid + 4];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 2];
|
|
vmem2[tid] = val2 += vmem2[tid + 2];
|
|
vmem3[tid] = val3 += vmem3[tid + 2];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 1];
|
|
vmem2[tid] = val2 += vmem2[tid + 1];
|
|
vmem3[tid] = val3 += vmem3[tid + 1];
|
|
}
|
|
}
|
|
|
|
void reduce2(float val1, float val2, __local float* smem1, __local float* smem2, int tid)
|
|
{
|
|
smem1[tid] = val1;
|
|
smem2[tid] = val2;
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
|
|
#if BUFFER > 128
|
|
if (tid < 128)
|
|
{
|
|
smem1[tid] = val1 += smem1[tid + 128];
|
|
smem2[tid] = val2 += smem2[tid + 128];
|
|
}
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
#endif
|
|
|
|
#if BUFFER > 64
|
|
if (tid < 64)
|
|
{
|
|
smem1[tid] = val1 += smem1[tid + 64];
|
|
smem2[tid] = val2 += smem2[tid + 64];
|
|
}
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
#endif
|
|
|
|
if (tid < 32)
|
|
{
|
|
volatile __local float* vmem1 = smem1;
|
|
volatile __local float* vmem2 = smem2;
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 32];
|
|
vmem2[tid] = val2 += vmem2[tid + 32];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 16];
|
|
vmem2[tid] = val2 += vmem2[tid + 16];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 8];
|
|
vmem2[tid] = val2 += vmem2[tid + 8];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 4];
|
|
vmem2[tid] = val2 += vmem2[tid + 4];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 2];
|
|
vmem2[tid] = val2 += vmem2[tid + 2];
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 1];
|
|
vmem2[tid] = val2 += vmem2[tid + 1];
|
|
}
|
|
}
|
|
|
|
void reduce1(float val1, __local float* smem1, int tid)
|
|
{
|
|
smem1[tid] = val1;
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
|
|
#if BUFFER > 128
|
|
if (tid < 128)
|
|
{
|
|
smem1[tid] = val1 += smem1[tid + 128];
|
|
}
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
#endif
|
|
|
|
#if BUFFER > 64
|
|
if (tid < 64)
|
|
{
|
|
smem1[tid] = val1 += smem1[tid + 64];
|
|
}
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
#endif
|
|
|
|
if (tid < 32)
|
|
{
|
|
volatile __local float* vmem1 = smem1;
|
|
|
|
vmem1[tid] = val1 += vmem1[tid + 32];
|
|
vmem1[tid] = val1 += vmem1[tid + 16];
|
|
vmem1[tid] = val1 += vmem1[tid + 8];
|
|
vmem1[tid] = val1 += vmem1[tid + 4];
|
|
vmem1[tid] = val1 += vmem1[tid + 2];
|
|
vmem1[tid] = val1 += vmem1[tid + 1];
|
|
}
|
|
}
|
|
#endif
|
|
|
|
#define SCALE (1.0f / (1 << 20))
|
|
#define THRESHOLD 0.01f
|
|
#define DIMENSION 21
|
|
|
|
// Image read mode
|
|
__constant sampler_t sampler = CLK_NORMALIZED_COORDS_FALSE | CLK_ADDRESS_CLAMP_TO_EDGE | CLK_FILTER_LINEAR;
|
|
|
|
void SetPatch(image2d_t I, float x, float y,
|
|
float* Pch, float* Dx, float* Dy,
|
|
float* A11, float* A12, float* A22)
|
|
{
|
|
*Pch = read_imagef(I, sampler, (float2)(x, y)).x;
|
|
|
|
float dIdx = 3.0f * read_imagef(I, sampler, (float2)(x + 1, y - 1)).x + 10.0f * read_imagef(I, sampler, (float2)(x + 1, y)).x + 3.0f * read_imagef(I, sampler, (float2)(x + 1, y + 1)).x -
|
|
(3.0f * read_imagef(I, sampler, (float2)(x - 1, y - 1)).x + 10.0f * read_imagef(I, sampler, (float2)(x - 1, y)).x + 3.0f * read_imagef(I, sampler, (float2)(x - 1, y + 1)).x);
|
|
|
|
float dIdy = 3.0f * read_imagef(I, sampler, (float2)(x - 1, y + 1)).x + 10.0f * read_imagef(I, sampler, (float2)(x, y + 1)).x + 3.0f * read_imagef(I, sampler, (float2)(x + 1, y + 1)).x -
|
|
(3.0f * read_imagef(I, sampler, (float2)(x - 1, y - 1)).x + 10.0f * read_imagef(I, sampler, (float2)(x, y - 1)).x + 3.0f * read_imagef(I, sampler, (float2)(x + 1, y - 1)).x);
|
|
|
|
|
|
*Dx = dIdx;
|
|
*Dy = dIdy;
|
|
|
|
*A11 += dIdx * dIdx;
|
|
*A12 += dIdx * dIdy;
|
|
*A22 += dIdy * dIdy;
|
|
}
|
|
|
|
void GetPatch(image2d_t J, float x, float y,
|
|
float* Pch, float* Dx, float* Dy,
|
|
float* b1, float* b2)
|
|
{
|
|
float J_val = read_imagef(J, sampler, (float2)(x, y)).x;
|
|
float diff = (J_val - *Pch) * 32.0f;
|
|
*b1 += diff**Dx;
|
|
*b2 += diff**Dy;
|
|
}
|
|
|
|
void GetError(image2d_t J, const float x, const float y, const float* Pch, float* errval)
|
|
{
|
|
float diff = read_imagef(J, sampler, (float2)(x,y)).x-*Pch;
|
|
*errval += fabs(diff);
|
|
}
|
|
|
|
void SetPatch4(image2d_t I, const float x, const float y,
|
|
float4* Pch, float4* Dx, float4* Dy,
|
|
float* A11, float* A12, float* A22)
|
|
{
|
|
*Pch = read_imagef(I, sampler, (float2)(x, y));
|
|
|
|
float4 dIdx = 3.0f * read_imagef(I, sampler, (float2)(x + 1, y - 1)) + 10.0f * read_imagef(I, sampler, (float2)(x + 1, y)) + 3.0f * read_imagef(I, sampler, (float2)(x + 1, y + 1)) -
|
|
(3.0f * read_imagef(I, sampler, (float2)(x - 1, y - 1)) + 10.0f * read_imagef(I, sampler, (float2)(x - 1, y)) + 3.0f * read_imagef(I, sampler, (float2)(x - 1, y + 1)));
|
|
|
|
float4 dIdy = 3.0f * read_imagef(I, sampler, (float2)(x - 1, y + 1)) + 10.0f * read_imagef(I, sampler, (float2)(x, y + 1)) + 3.0f * read_imagef(I, sampler, (float2)(x + 1, y + 1)) -
|
|
(3.0f * read_imagef(I, sampler, (float2)(x - 1, y - 1)) + 10.0f * read_imagef(I, sampler, (float2)(x, y - 1)) + 3.0f * read_imagef(I, sampler, (float2)(x + 1, y - 1)));
|
|
|
|
|
|
*Dx = dIdx;
|
|
*Dy = dIdy;
|
|
float4 sqIdx = dIdx * dIdx;
|
|
*A11 += sqIdx.x + sqIdx.y + sqIdx.z;
|
|
sqIdx = dIdx * dIdy;
|
|
*A12 += sqIdx.x + sqIdx.y + sqIdx.z;
|
|
sqIdx = dIdy * dIdy;
|
|
*A22 += sqIdx.x + sqIdx.y + sqIdx.z;
|
|
}
|
|
|
|
void GetPatch4(image2d_t J, const float x, const float y,
|
|
const float4* Pch, const float4* Dx, const float4* Dy,
|
|
float* b1, float* b2)
|
|
{
|
|
float4 J_val = read_imagef(J, sampler, (float2)(x, y));
|
|
float4 diff = (J_val - *Pch) * 32.0f;
|
|
float4 xdiff = diff* *Dx;
|
|
*b1 += xdiff.x + xdiff.y + xdiff.z;
|
|
xdiff = diff* *Dy;
|
|
*b2 += xdiff.x + xdiff.y + xdiff.z;
|
|
}
|
|
|
|
void GetError4(image2d_t J, const float x, const float y, const float4* Pch, float* errval)
|
|
{
|
|
float4 diff = read_imagef(J, sampler, (float2)(x,y))-*Pch;
|
|
*errval += fabs(diff.x) + fabs(diff.y) + fabs(diff.z);
|
|
}
|
|
|
|
#define GRIDSIZE 3
|
|
__kernel void lkSparse_C1_D5(image2d_t I, image2d_t J,
|
|
__global const float2* prevPts, int prevPtsStep, __global float2* nextPts, int nextPtsStep, __global uchar* status, __global float* err,
|
|
const int level, const int rows, const int cols, int PATCH_X, int PATCH_Y, int cn, int c_winSize_x, int c_winSize_y, int c_iters, char calcErr)
|
|
{
|
|
#ifdef CPU
|
|
__local float smem1[BUFFER+1];
|
|
__local float smem2[BUFFER+1];
|
|
__local float smem3[BUFFER+1];
|
|
#else
|
|
__local float smem1[BUFFER];
|
|
__local float smem2[BUFFER];
|
|
__local float smem3[BUFFER];
|
|
#endif
|
|
|
|
unsigned int xid=get_local_id(0);
|
|
unsigned int yid=get_local_id(1);
|
|
unsigned int gid=get_group_id(0);
|
|
unsigned int xsize=get_local_size(0);
|
|
unsigned int ysize=get_local_size(1);
|
|
int xBase, yBase, i, j, k;
|
|
|
|
float2 c_halfWin = (float2)((c_winSize_x - 1)>>1, (c_winSize_y - 1)>>1);
|
|
|
|
const int tid = mad24(yid, xsize, xid);
|
|
|
|
float2 prevPt = prevPts[gid] / (float2)(1 << level);
|
|
|
|
if (prevPt.x < 0 || prevPt.x >= cols || prevPt.y < 0 || prevPt.y >= rows)
|
|
{
|
|
if (tid == 0 && level == 0)
|
|
{
|
|
status[gid] = 0;
|
|
}
|
|
|
|
return;
|
|
}
|
|
prevPt -= c_halfWin;
|
|
|
|
// extract the patch from the first image, compute covariation matrix of derivatives
|
|
|
|
float A11 = 0;
|
|
float A12 = 0;
|
|
float A22 = 0;
|
|
|
|
float I_patch[GRIDSIZE][GRIDSIZE];
|
|
float dIdx_patch[GRIDSIZE][GRIDSIZE];
|
|
float dIdy_patch[GRIDSIZE][GRIDSIZE];
|
|
|
|
yBase=yid;
|
|
{
|
|
xBase=xid;
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][0], &dIdx_patch[0][0], &dIdy_patch[0][0],
|
|
&A11, &A12, &A22);
|
|
|
|
|
|
xBase+=xsize;
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][1], &dIdx_patch[0][1], &dIdy_patch[0][1],
|
|
&A11, &A12, &A22);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][2], &dIdx_patch[0][2], &dIdy_patch[0][2],
|
|
&A11, &A12, &A22);
|
|
}
|
|
yBase+=ysize;
|
|
{
|
|
xBase=xid;
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][0], &dIdx_patch[1][0], &dIdy_patch[1][0],
|
|
&A11, &A12, &A22);
|
|
|
|
|
|
xBase+=xsize;
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][1], &dIdx_patch[1][1], &dIdy_patch[1][1],
|
|
&A11, &A12, &A22);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][2], &dIdx_patch[1][2], &dIdy_patch[1][2],
|
|
&A11, &A12, &A22);
|
|
}
|
|
yBase+=ysize;
|
|
if(yBase<c_winSize_y)
|
|
{
|
|
xBase=xid;
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][0], &dIdx_patch[2][0], &dIdy_patch[2][0],
|
|
&A11, &A12, &A22);
|
|
|
|
|
|
xBase+=xsize;
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][1], &dIdx_patch[2][1], &dIdy_patch[2][1],
|
|
&A11, &A12, &A22);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
SetPatch(I, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][2], &dIdx_patch[2][2], &dIdy_patch[2][2],
|
|
&A11, &A12, &A22);
|
|
}
|
|
|
|
reduce3(A11, A12, A22, smem1, smem2, smem3, tid);
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
|
|
#ifdef CPU
|
|
A11 = smem1[BUFFER];
|
|
A12 = smem2[BUFFER];
|
|
A22 = smem3[BUFFER];
|
|
#else
|
|
A11 = smem1[0];
|
|
A12 = smem2[0];
|
|
A22 = smem3[0];
|
|
#endif
|
|
|
|
float D = A11 * A22 - A12 * A12;
|
|
|
|
if (D < 1.192092896e-07f)
|
|
{
|
|
if (tid == 0 && level == 0)
|
|
status[gid] = 0;
|
|
|
|
return;
|
|
}
|
|
|
|
A11 /= D;
|
|
A12 /= D;
|
|
A22 /= D;
|
|
|
|
prevPt = nextPts[gid] * 2.0f - c_halfWin;
|
|
|
|
for (k = 0; k < c_iters; ++k)
|
|
{
|
|
if (prevPt.x < -c_halfWin.x || prevPt.x >= cols || prevPt.y < -c_halfWin.y || prevPt.y >= rows)
|
|
{
|
|
if (tid == 0 && level == 0)
|
|
status[gid] = 0;
|
|
return;
|
|
}
|
|
|
|
float b1 = 0;
|
|
float b2 = 0;
|
|
|
|
yBase=yid;
|
|
{
|
|
xBase=xid;
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][0], &dIdx_patch[0][0], &dIdy_patch[0][0],
|
|
&b1, &b2);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][1], &dIdx_patch[0][1], &dIdy_patch[0][1],
|
|
&b1, &b2);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][2], &dIdx_patch[0][2], &dIdy_patch[0][2],
|
|
&b1, &b2);
|
|
}
|
|
yBase+=ysize;
|
|
{
|
|
xBase=xid;
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][0], &dIdx_patch[1][0], &dIdy_patch[1][0],
|
|
&b1, &b2);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][1], &dIdx_patch[1][1], &dIdy_patch[1][1],
|
|
&b1, &b2);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][2], &dIdx_patch[1][2], &dIdy_patch[1][2],
|
|
&b1, &b2);
|
|
}
|
|
yBase+=ysize;
|
|
if(yBase<c_winSize_y)
|
|
{
|
|
xBase=xid;
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][0], &dIdx_patch[2][0], &dIdy_patch[2][0],
|
|
&b1, &b2);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][1], &dIdx_patch[2][1], &dIdy_patch[2][1],
|
|
&b1, &b2);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetPatch(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][2], &dIdx_patch[2][2], &dIdy_patch[2][2],
|
|
&b1, &b2);
|
|
}
|
|
|
|
reduce2(b1, b2, smem1, smem2, tid);
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
|
|
#ifdef CPU
|
|
b1 = smem1[BUFFER];
|
|
b2 = smem2[BUFFER];
|
|
#else
|
|
b1 = smem1[0];
|
|
b2 = smem2[0];
|
|
#endif
|
|
|
|
float2 delta;
|
|
delta.x = A12 * b2 - A22 * b1;
|
|
delta.y = A12 * b1 - A11 * b2;
|
|
|
|
prevPt += delta;
|
|
|
|
if (fabs(delta.x) < THRESHOLD && fabs(delta.y) < THRESHOLD)
|
|
break;
|
|
}
|
|
|
|
D = 0.0f;
|
|
if (calcErr)
|
|
{
|
|
yBase=yid;
|
|
{
|
|
xBase=xid;
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][0], &D);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][1], &D);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[0][2], &D);
|
|
}
|
|
yBase+=ysize;
|
|
{
|
|
xBase=xid;
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][0], &D);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][1], &D);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[1][2], &D);
|
|
}
|
|
yBase+=ysize;
|
|
if(yBase<c_winSize_y)
|
|
{
|
|
xBase=xid;
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][0], &D);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][1], &D);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetError(J, prevPt.x + xBase + 0.5f, prevPt.y + yBase + 0.5f,
|
|
&I_patch[2][2], &D);
|
|
}
|
|
|
|
reduce1(D, smem1, tid);
|
|
}
|
|
|
|
if (tid == 0)
|
|
{
|
|
prevPt += c_halfWin;
|
|
|
|
nextPts[gid] = prevPt;
|
|
|
|
if (calcErr)
|
|
#ifdef CPU
|
|
err[gid] = smem1[BUFFER] / (float)(c_winSize_x * c_winSize_y);
|
|
#else
|
|
err[gid] = smem1[0] / (float)(c_winSize_x * c_winSize_y);
|
|
#endif
|
|
}
|
|
}
|
|
|
|
|
|
__kernel void lkSparse_C4_D5(image2d_t I, image2d_t J,
|
|
__global const float2* prevPts, int prevPtsStep, __global float2* nextPts, int nextPtsStep, __global uchar* status, __global float* err,
|
|
const int level, const int rows, const int cols, int PATCH_X, int PATCH_Y, int cn, int c_winSize_x, int c_winSize_y, int c_iters, char calcErr)
|
|
{
|
|
#ifdef CPU
|
|
__local float smem1[BUFFER+1];
|
|
__local float smem2[BUFFER+1];
|
|
__local float smem3[BUFFER+1];
|
|
#else
|
|
__local float smem1[BUFFER];
|
|
__local float smem2[BUFFER];
|
|
__local float smem3[BUFFER];
|
|
#endif
|
|
|
|
unsigned int xid=get_local_id(0);
|
|
unsigned int yid=get_local_id(1);
|
|
unsigned int gid=get_group_id(0);
|
|
unsigned int xsize=get_local_size(0);
|
|
unsigned int ysize=get_local_size(1);
|
|
int xBase, yBase, i, j, k;
|
|
|
|
float2 c_halfWin = (float2)((c_winSize_x - 1)>>1, (c_winSize_y - 1)>>1);
|
|
|
|
const int tid = mad24(yid, xsize, xid);
|
|
|
|
float2 nextPt = prevPts[gid]/(float2)(1<<level);
|
|
|
|
if (nextPt.x < 0 || nextPt.x >= cols || nextPt.y < 0 || nextPt.y >= rows)
|
|
{
|
|
if (tid == 0 && level == 0)
|
|
{
|
|
status[gid] = 0;
|
|
}
|
|
|
|
return;
|
|
}
|
|
|
|
nextPt -= c_halfWin;
|
|
|
|
// extract the patch from the first image, compute covariation matrix of derivatives
|
|
|
|
float A11 = 0.0f;
|
|
float A12 = 0.0f;
|
|
float A22 = 0.0f;
|
|
|
|
float4 I_patch[8];
|
|
float4 dIdx_patch[8];
|
|
float4 dIdy_patch[8];
|
|
float4 I_add,Dx_add,Dy_add;
|
|
|
|
yBase=yid;
|
|
{
|
|
xBase=xid;
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[0], &dIdx_patch[0], &dIdy_patch[0],
|
|
&A11, &A12, &A22);
|
|
|
|
|
|
xBase+=xsize;
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[1], &dIdx_patch[1], &dIdy_patch[1],
|
|
&A11, &A12, &A22);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[2], &dIdx_patch[2], &dIdy_patch[2],
|
|
&A11, &A12, &A22);
|
|
|
|
}
|
|
yBase+=ysize;
|
|
{
|
|
xBase=xid;
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[3], &dIdx_patch[3], &dIdy_patch[3],
|
|
&A11, &A12, &A22);
|
|
|
|
|
|
xBase+=xsize;
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[4], &dIdx_patch[4], &dIdy_patch[4],
|
|
&A11, &A12, &A22);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[5], &dIdx_patch[5], &dIdy_patch[5],
|
|
&A11, &A12, &A22);
|
|
}
|
|
yBase+=ysize;
|
|
if(yBase<c_winSize_y)
|
|
{
|
|
xBase=xid;
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[6], &dIdx_patch[6], &dIdy_patch[6],
|
|
&A11, &A12, &A22);
|
|
|
|
|
|
xBase+=xsize;
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[7], &dIdx_patch[7], &dIdy_patch[7],
|
|
&A11, &A12, &A22);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
SetPatch4(I, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_add, &Dx_add, &Dy_add,
|
|
&A11, &A12, &A22);
|
|
}
|
|
|
|
reduce3(A11, A12, A22, smem1, smem2, smem3, tid);
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
|
|
#ifdef CPU
|
|
A11 = smem1[BUFFER];
|
|
A12 = smem2[BUFFER];
|
|
A22 = smem3[BUFFER];
|
|
#else
|
|
A11 = smem1[0];
|
|
A12 = smem2[0];
|
|
A22 = smem3[0];
|
|
#endif
|
|
|
|
float D = A11 * A22 - A12 * A12;
|
|
|
|
if (D < 1.192092896e-07f)
|
|
{
|
|
if (tid == 0 && level == 0)
|
|
status[gid] = 0;
|
|
|
|
return;
|
|
}
|
|
|
|
A11 /= D;
|
|
A12 /= D;
|
|
A22 /= D;
|
|
|
|
nextPt = nextPts[gid] * 2.0f - c_halfWin;
|
|
|
|
for (k = 0; k < c_iters; ++k)
|
|
{
|
|
if (nextPt.x < -c_halfWin.x || nextPt.x >= cols || nextPt.y < -c_halfWin.y || nextPt.y >= rows)
|
|
{
|
|
if (tid == 0 && level == 0)
|
|
status[gid] = 0;
|
|
return;
|
|
}
|
|
|
|
float b1 = 0;
|
|
float b2 = 0;
|
|
|
|
yBase=yid;
|
|
{
|
|
xBase=xid;
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[0], &dIdx_patch[0], &dIdy_patch[0],
|
|
&b1, &b2);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[1], &dIdx_patch[1], &dIdy_patch[1],
|
|
&b1, &b2);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[2], &dIdx_patch[2], &dIdy_patch[2],
|
|
&b1, &b2);
|
|
}
|
|
yBase+=ysize;
|
|
{
|
|
xBase=xid;
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[3], &dIdx_patch[3], &dIdy_patch[3],
|
|
&b1, &b2);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[4], &dIdx_patch[4], &dIdy_patch[4],
|
|
&b1, &b2);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[5], &dIdx_patch[5], &dIdy_patch[5],
|
|
&b1, &b2);
|
|
}
|
|
yBase+=ysize;
|
|
if(yBase<c_winSize_y)
|
|
{
|
|
xBase=xid;
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[6], &dIdx_patch[6], &dIdy_patch[6],
|
|
&b1, &b2);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[7], &dIdx_patch[7], &dIdy_patch[7],
|
|
&b1, &b2);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetPatch4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_add, &Dx_add, &Dy_add,
|
|
&b1, &b2);
|
|
}
|
|
|
|
reduce2(b1, b2, smem1, smem2, tid);
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
|
|
#ifdef CPU
|
|
b1 = smem1[BUFFER];
|
|
b2 = smem2[BUFFER];
|
|
#else
|
|
b1 = smem1[0];
|
|
b2 = smem2[0];
|
|
#endif
|
|
|
|
float2 delta;
|
|
delta.x = A12 * b2 - A22 * b1;
|
|
delta.y = A12 * b1 - A11 * b2;
|
|
|
|
nextPt +=delta;
|
|
|
|
if (fabs(delta.x) < THRESHOLD && fabs(delta.y) < THRESHOLD)
|
|
break;
|
|
}
|
|
|
|
D = 0.0f;
|
|
if (calcErr)
|
|
{
|
|
yBase=yid;
|
|
{
|
|
xBase=xid;
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[0], &D);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[1], &D);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[2], &D);
|
|
}
|
|
yBase+=ysize;
|
|
{
|
|
xBase=xid;
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[3], &D);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[4], &D);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[5], &D);
|
|
}
|
|
yBase+=ysize;
|
|
if(yBase<c_winSize_y)
|
|
{
|
|
xBase=xid;
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[6], &D);
|
|
|
|
|
|
xBase+=xsize;
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_patch[7], &D);
|
|
|
|
xBase+=xsize;
|
|
if(xBase<c_winSize_x)
|
|
GetError4(J, nextPt.x + xBase + 0.5f, nextPt.y + yBase + 0.5f,
|
|
&I_add, &D);
|
|
}
|
|
|
|
reduce1(D, smem1, tid);
|
|
}
|
|
|
|
if (tid == 0)
|
|
{
|
|
nextPt += c_halfWin;
|
|
nextPts[gid] = nextPt;
|
|
|
|
if (calcErr)
|
|
#ifdef CPU
|
|
err[gid] = smem1[BUFFER] / (float)(3 * c_winSize_x * c_winSize_y);
|
|
#else
|
|
err[gid] = smem1[0] / (float)(3 * c_winSize_x * c_winSize_y);
|
|
#endif
|
|
}
|
|
}
|
|
|
|
__kernel void lkDense_C1_D0(image2d_t I, image2d_t J, __global float* u, int uStep, __global float* v, int vStep, __global const float* prevU, int prevUStep, __global const float* prevV, int prevVStep,
|
|
const int rows, const int cols, /*__global float* err, int errStep, int cn,*/ int c_winSize_x, int c_winSize_y, int c_iters, char calcErr)
|
|
{
|
|
int c_halfWin_x = (c_winSize_x - 1) / 2;
|
|
int c_halfWin_y = (c_winSize_y - 1) / 2;
|
|
|
|
const int patchWidth = get_local_size(0) + 2 * c_halfWin_x;
|
|
const int patchHeight = get_local_size(1) + 2 * c_halfWin_y;
|
|
|
|
__local int smem[8192];
|
|
|
|
__local int* I_patch = smem;
|
|
__local int* dIdx_patch = I_patch + patchWidth * patchHeight;
|
|
__local int* dIdy_patch = dIdx_patch + patchWidth * patchHeight;
|
|
|
|
const int xBase = get_group_id(0) * get_local_size(0);
|
|
const int yBase = get_group_id(1) * get_local_size(1);
|
|
|
|
sampler_t sampleri = CLK_NORMALIZED_COORDS_FALSE | CLK_ADDRESS_CLAMP_TO_EDGE | CLK_FILTER_NEAREST;
|
|
|
|
for (int i = get_local_id(1); i < patchHeight; i += get_local_size(1))
|
|
{
|
|
for (int j = get_local_id(0); j < patchWidth; j += get_local_size(0))
|
|
{
|
|
float x = xBase - c_halfWin_x + j + 0.5f;
|
|
float y = yBase - c_halfWin_y + i + 0.5f;
|
|
|
|
I_patch[i * patchWidth + j] = read_imagei(I, sampleri, (float2)(x, y)).x;
|
|
|
|
// Sharr Deriv
|
|
|
|
dIdx_patch[i * patchWidth + j] = 3 * read_imagei(I, sampleri, (float2)(x+1, y-1)).x + 10 * read_imagei(I, sampleri, (float2)(x+1, y)).x + 3 * read_imagei(I, sampleri, (float2)(x+1, y+1)).x -
|
|
(3 * read_imagei(I, sampleri, (float2)(x-1, y-1)).x + 10 * read_imagei(I, sampleri, (float2)(x-1, y)).x + 3 * read_imagei(I, sampleri, (float2)(x-1, y+1)).x);
|
|
|
|
dIdy_patch[i * patchWidth + j] = 3 * read_imagei(I, sampleri, (float2)(x-1, y+1)).x + 10 * read_imagei(I, sampleri, (float2)(x, y+1)).x + 3 * read_imagei(I, sampleri, (float2)(x+1, y+1)).x -
|
|
(3 * read_imagei(I, sampleri, (float2)(x-1, y-1)).x + 10 * read_imagei(I, sampleri, (float2)(x, y-1)).x + 3 * read_imagei(I, sampleri, (float2)(x+1, y-1)).x);
|
|
}
|
|
}
|
|
barrier(CLK_LOCAL_MEM_FENCE);
|
|
|
|
// extract the patch from the first image, compute covariation matrix of derivatives
|
|
|
|
const int x = get_global_id(0);
|
|
const int y = get_global_id(1);
|
|
|
|
if (x >= cols || y >= rows)
|
|
return;
|
|
|
|
int A11i = 0;
|
|
int A12i = 0;
|
|
int A22i = 0;
|
|
|
|
for (int i = 0; i < c_winSize_y; ++i)
|
|
{
|
|
for (int j = 0; j < c_winSize_x; ++j)
|
|
{
|
|
int dIdx = dIdx_patch[(get_local_id(1) + i) * patchWidth + (get_local_id(0) + j)];
|
|
int dIdy = dIdy_patch[(get_local_id(1) + i) * patchWidth + (get_local_id(0) + j)];
|
|
|
|
A11i += dIdx * dIdx;
|
|
A12i += dIdx * dIdy;
|
|
A22i += dIdy * dIdy;
|
|
}
|
|
}
|
|
|
|
float A11 = A11i;
|
|
float A12 = A12i;
|
|
float A22 = A22i;
|
|
|
|
float D = A11 * A22 - A12 * A12;
|
|
|
|
//if (calcErr && GET_MIN_EIGENVALS)
|
|
// (err + y * errStep)[x] = minEig;
|
|
|
|
if (D < 1.192092896e-07f)
|
|
{
|
|
//if (calcErr)
|
|
// err(y, x) = 3.402823466e+38f;
|
|
|
|
return;
|
|
}
|
|
|
|
D = 1.f / D;
|
|
|
|
A11 *= D;
|
|
A12 *= D;
|
|
A22 *= D;
|
|
|
|
float2 nextPt;
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nextPt.x = x + prevU[y/2 * prevUStep / 4 + x/2] * 2.0f;
|
|
nextPt.y = y + prevV[y/2 * prevVStep / 4 + x/2] * 2.0f;
|
|
|
|
for (int k = 0; k < c_iters; ++k)
|
|
{
|
|
if (nextPt.x < 0 || nextPt.x >= cols || nextPt.y < 0 || nextPt.y >= rows)
|
|
{
|
|
//if (calcErr)
|
|
// err(y, x) = 3.402823466e+38f;
|
|
|
|
return;
|
|
}
|
|
|
|
int b1 = 0;
|
|
int b2 = 0;
|
|
|
|
for (int i = 0; i < c_winSize_y; ++i)
|
|
{
|
|
for (int j = 0; j < c_winSize_x; ++j)
|
|
{
|
|
int iI = I_patch[(get_local_id(1) + i) * patchWidth + get_local_id(0) + j];
|
|
int iJ = read_imagei(J, sampler, (float2)(nextPt.x - c_halfWin_x + j + 0.5f, nextPt.y - c_halfWin_y + i + 0.5f)).x;
|
|
|
|
int diff = (iJ - iI) * 32;
|
|
|
|
int dIdx = dIdx_patch[(get_local_id(1) + i) * patchWidth + (get_local_id(0) + j)];
|
|
int dIdy = dIdy_patch[(get_local_id(1) + i) * patchWidth + (get_local_id(0) + j)];
|
|
|
|
b1 += diff * dIdx;
|
|
b2 += diff * dIdy;
|
|
}
|
|
}
|
|
|
|
float2 delta;
|
|
delta.x = A12 * b2 - A22 * b1;
|
|
delta.y = A12 * b1 - A11 * b2;
|
|
|
|
nextPt.x += delta.x;
|
|
nextPt.y += delta.y;
|
|
|
|
if (fabs(delta.x) < 0.01f && fabs(delta.y) < 0.01f)
|
|
break;
|
|
}
|
|
|
|
u[y * uStep / 4 + x] = nextPt.x - x;
|
|
v[y * vStep / 4 + x] = nextPt.y - y;
|
|
|
|
if (calcErr)
|
|
{
|
|
int errval = 0;
|
|
|
|
for (int i = 0; i < c_winSize_y; ++i)
|
|
{
|
|
for (int j = 0; j < c_winSize_x; ++j)
|
|
{
|
|
int iI = I_patch[(get_local_id(1) + i) * patchWidth + get_local_id(0) + j];
|
|
int iJ = read_imagei(J, sampler, (float2)(nextPt.x - c_halfWin_x + j + 0.5f, nextPt.y - c_halfWin_y + i + 0.5f)).x;
|
|
|
|
errval += abs(iJ - iI);
|
|
}
|
|
}
|
|
|
|
//err[y * errStep / 4 + x] = static_cast<float>(errval) / (c_winSize_x * c_winSize_y);
|
|
}
|
|
}
|