replaced factors computation by precomputed values, added kernel for
binary mode
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acebfcd24f
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44ffa42064
@ -369,11 +369,16 @@ Moments::Moments( double _m00, double _m10, double _m01, double _m20, double _m1
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#ifdef HAVE_OPENCL
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static bool ocl_moments( InputArray _src, Moments& m)
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static bool ocl_moments( InputArray _src, Moments& m, bool binary)
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{
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const int TILE_SIZE = 32;
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const int K = 10;
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ocl::Kernel k("moments", ocl::imgproc::moments_oclsrc, format("-D TILE_SIZE=%d", TILE_SIZE));
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ocl::Kernel k = ocl::Kernel("moments", ocl::imgproc::moments_oclsrc,
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format("-D TILE_SIZE=%d%s",
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TILE_SIZE,
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binary ? " -D OP_MOMENTS_BINARY" : ""));
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if( k.empty() )
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return false;
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@ -451,8 +456,8 @@ cv::Moments cv::moments( InputArray _src, bool binary )
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return m;
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#ifdef HAVE_OPENCL
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if( !(ocl::useOpenCL() && type == CV_8UC1 && !binary &&
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_src.isUMat() && ocl_moments(_src, m)) )
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if( !(ocl::useOpenCL() && type == CV_8UC1 &&
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_src.isUMat() && ocl_moments(_src, m, binary)) )
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#endif
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{
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Mat mat = _src.getMat();
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@ -4,8 +4,9 @@
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#error "TILE SIZE should be 32"
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#endif
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__kernel void moments(__global const uchar* src, int src_step, int src_offset,
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int src_rows, int src_cols, __global int* mom0, int xtiles)
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int src_rows, int src_cols, __global int* mom0, int xtiles)
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{
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int x0 = get_global_id(0);
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int y0 = get_group_id(1);
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@ -14,78 +15,127 @@ __kernel void moments(__global const uchar* src, int src_step, int src_offset,
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int ypix = y0*TILE_SIZE + y;
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__local int mom[TILE_SIZE][10];
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if( x_min < src_cols && y0*TILE_SIZE < src_rows )
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if (x_min < src_cols && y0*TILE_SIZE < src_rows)
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{
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if( ypix < src_rows )
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if (ypix < src_rows)
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{
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int x_max = min(src_cols - x_min, TILE_SIZE);
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__global const uchar* ptr = src + src_offset + ypix*src_step + x_min;
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int4 S = (int4)(0,0,0,0), p;
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int4 S = (int4)(0, 0, 0, 0), p;
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#define SUM_ELEM(elem, ofs) \
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(int4)(1, (ofs), (ofs)*(ofs), (ofs)*(ofs)*(ofs))*elem
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#define SUM_ELEM(elem, ofs) \
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(int4)(1, (ofs), (ofs)*(ofs), (ofs)*(ofs)*(ofs))*elem
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x = x_max & -4;
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if( x_max >= 4 )
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if (x_max >= 4)
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{
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p = convert_int4(vload4(0, ptr));
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S += SUM_ELEM(p.s0, 0) + SUM_ELEM(p.s1, 1) + SUM_ELEM(p.s2, 2) + SUM_ELEM(p.s3, 3);
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#ifdef OP_MOMENTS_BINARY
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p = min(p, 1);
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#endif
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S += (int4)(p.s0, 0, 0, 0) + (int4)(p.s1, p.s1, p.s1, p.s1) +
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(int4)(p.s2, p.s2 * 2, p.s2 * 4, p.s2 * 8) + (int4)(p.s3, p.s3 * 3, p.s3 * 9, p.s3 * 27);
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//SUM_ELEM(p.s0, 0) + SUM_ELEM(p.s1, 1) + SUM_ELEM(p.s2, 2) + SUM_ELEM(p.s3, 3);
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if( x_max >= 8 )
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if (x_max >= 8)
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{
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p = convert_int4(vload4(0, ptr+4));
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S += SUM_ELEM(p.s0, 4) + SUM_ELEM(p.s1, 5) + SUM_ELEM(p.s2, 6) + SUM_ELEM(p.s3, 7);
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p = convert_int4(vload4(0, ptr + 4));
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#ifdef OP_MOMENTS_BINARY
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p = min(p, 1);
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#endif
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S += (int4)(p.s0, p.s0 * 4, p.s0 * 16, p.s0 * 64) + (int4)(p.s1, p.s1 * 5, p.s1 * 25, p.s1 * 125) +
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(int4)(p.s2, p.s2 * 6, p.s2 * 36, p.s2 * 216) + (int4)(p.s3, p.s3 * 7, p.s3 * 49, p.s3 * 343);
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//SUM_ELEM(p.s0, 4) + SUM_ELEM(p.s1, 5) + SUM_ELEM(p.s2, 6) + SUM_ELEM(p.s3, 7);
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if( x_max >= 12 )
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if (x_max >= 12)
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{
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p = convert_int4(vload4(0, ptr+8));
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S += SUM_ELEM(p.s0, 8) + SUM_ELEM(p.s1, 9) + SUM_ELEM(p.s2, 10) + SUM_ELEM(p.s3, 11);
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p = convert_int4(vload4(0, ptr + 8));
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#ifdef OP_MOMENTS_BINARY
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p = min(p, 1);
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#endif
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S += (int4)(p.s0, p.s0 * 8, p.s0 * 64, p.s0 * 512) + (int4)(p.s1, p.s1 * 9, p.s1 * 81, p.s1 * 729) +
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(int4)(p.s2, p.s2 * 10, p.s2 * 100, p.s2 * 1000) + (int4)(p.s3, p.s3 * 11, p.s3 * 121, p.s3 * 1331);
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//SUM_ELEM(p.s0, 8) + SUM_ELEM(p.s1, 9) + SUM_ELEM(p.s2, 10) + SUM_ELEM(p.s3, 11);
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if( x_max >= 16 )
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if (x_max >= 16)
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{
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p = convert_int4(vload4(0, ptr+12));
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S += SUM_ELEM(p.s0, 12) + SUM_ELEM(p.s1, 13) + SUM_ELEM(p.s2, 14) + SUM_ELEM(p.s3, 15);
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p = convert_int4(vload4(0, ptr + 12));
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#ifdef OP_MOMENTS_BINARY
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p = min(p, 1);
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#endif
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S += (int4)(p.s0, p.s0 * 12, p.s0 * 144, p.s0 * 1728) + (int4)(p.s1, p.s1 * 13, p.s1 * 169, p.s1 * 2197) +
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(int4)(p.s2, p.s2 * 14, p.s2 * 196, p.s2 * 2744) + (int4)(p.s3, p.s3 * 15, p.s3 * 225, p.s3 * 3375);
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//SUM_ELEM(p.s0, 12) + SUM_ELEM(p.s1, 13) + SUM_ELEM(p.s2, 14) + SUM_ELEM(p.s3, 15);
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}
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}
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}
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}
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if( x_max >= 20 )
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if (x_max >= 20)
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{
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p = convert_int4(vload4(0, ptr+16));
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S += SUM_ELEM(p.s0, 16) + SUM_ELEM(p.s1, 17) + SUM_ELEM(p.s2, 18) + SUM_ELEM(p.s3, 19);
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p = convert_int4(vload4(0, ptr + 16));
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#ifdef OP_MOMENTS_BINARY
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p = min(p, 1);
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#endif
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S += (int4)(p.s0, p.s0 * 16, p.s0 * 256, p.s0 * 4096) + (int4)(p.s1, p.s1 * 17, p.s1 * 289, p.s1 * 4913) +
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(int4)(p.s2, p.s2 * 18, p.s2 * 324, p.s2 * 5832) + (int4)(p.s3, p.s3 * 19, p.s3 * 361, p.s3 * 6859);
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//SUM_ELEM(p.s0, 16) + SUM_ELEM(p.s1, 17) + SUM_ELEM(p.s2, 18) + SUM_ELEM(p.s3, 19);
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if( x_max >= 24 )
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if (x_max >= 24)
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{
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p = convert_int4(vload4(0, ptr+20));
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S += SUM_ELEM(p.s0, 20) + SUM_ELEM(p.s1, 21) + SUM_ELEM(p.s2, 22) + SUM_ELEM(p.s3, 23);
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p = convert_int4(vload4(0, ptr + 20));
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#ifdef OP_MOMENTS_BINARY
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p = min(p, 1);
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#endif
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S += (int4)(p.s0, p.s0 * 20, p.s0 * 400, p.s0 * 8000) + (int4)(p.s1, p.s1 * 21, p.s1 * 441, p.s1 * 9261) +
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(int4)(p.s2, p.s2 * 22, p.s2 * 484, p.s2 * 10648) + (int4)(p.s3, p.s3 * 23, p.s3 * 529, p.s3 * 12167);
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//SUM_ELEM(p.s0, 20) + SUM_ELEM(p.s1, 21) + SUM_ELEM(p.s2, 22) + SUM_ELEM(p.s3, 23);
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if( x_max >= 28 )
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if (x_max >= 28)
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{
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p = convert_int4(vload4(0, ptr+24));
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S += SUM_ELEM(p.s0, 24) + SUM_ELEM(p.s1, 25) + SUM_ELEM(p.s2, 26) + SUM_ELEM(p.s3, 27);
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p = convert_int4(vload4(0, ptr + 24));
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#ifdef OP_MOMENTS_BINARY
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p = min(p, 1);
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#endif
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S += (int4)(p.s0, p.s0 * 24, p.s0 * 576, p.s0 * 13824) + (int4)(p.s1, p.s1 * 25, p.s1 * 625, p.s1 * 15625) +
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(int4)(p.s2, p.s2 * 26, p.s2 * 676, p.s2 * 17576) + (int4)(p.s3, p.s3 * 27, p.s3 * 729, p.s3 * 19683);
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//SUM_ELEM(p.s0, 24) + SUM_ELEM(p.s1, 25) + SUM_ELEM(p.s2, 26) + SUM_ELEM(p.s3, 27);
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if( x_max >= 32 )
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if (x_max >= 32)
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{
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p = convert_int4(vload4(0, ptr+28));
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S += SUM_ELEM(p.s0, 28) + SUM_ELEM(p.s1, 29) + SUM_ELEM(p.s2, 30) + SUM_ELEM(p.s3, 31);
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p = convert_int4(vload4(0, ptr + 28));
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#ifdef OP_MOMENTS_BINARY
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p = min(p, 1);
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#endif
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S += (int4)(p.s0, p.s0 * 28, p.s0 * 784, p.s0 * 21952) + (int4)(p.s1, p.s1 * 29, p.s1 * 841, p.s1 * 24389) +
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(int4)(p.s2, p.s2 * 30, p.s2 * 900, p.s2 * 27000) + (int4)(p.s3, p.s3 * 31, p.s3 * 961, p.s3 * 29791);
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//SUM_ELEM(p.s0, 28) + SUM_ELEM(p.s1, 29) + SUM_ELEM(p.s2, 30) + SUM_ELEM(p.s3, 31);
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}
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}
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}
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}
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if( x < x_max )
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if (x < x_max)
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{
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int ps = ptr[x];
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#ifdef OP_MOMENTS_BINARY
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ps = min(ps, 1);
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#endif
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S += SUM_ELEM(ps, x);
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if( x+1 < x_max )
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if (x + 1 < x_max)
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{
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ps = ptr[x+1];
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S += SUM_ELEM(ps, x+1);
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if( x+2 < x_max )
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ps = ptr[x + 1];
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#ifdef OP_MOMENTS_BINARY
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ps = min(ps, 1);
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#endif
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S += SUM_ELEM(ps, x + 1);
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if (x + 2 < x_max)
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{
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ps = ptr[x+2];
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S += SUM_ELEM(ps, x+2);
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ps = ptr[x + 2];
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#ifdef OP_MOMENTS_BINARY
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ps = min(ps, 1);
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#endif
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S += SUM_ELEM(ps, x + 2);
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}
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}
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}
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@ -105,22 +155,22 @@ __kernel void moments(__global const uchar* src, int src_step, int src_offset,
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}
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else
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mom[y][0] = mom[y][1] = mom[y][2] = mom[y][3] = mom[y][4] =
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mom[y][5] = mom[y][6] = mom[y][7] = mom[y][8] = mom[y][9] = 0;
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mom[y][5] = mom[y][6] = mom[y][7] = mom[y][8] = mom[y][9] = 0;
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barrier(CLK_LOCAL_MEM_FENCE);
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#define REDUCE(d) \
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if( y < d ) \
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#define REDUCE(d) \
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if (y < d) \
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{ \
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mom[y][0] += mom[y+d][0]; \
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mom[y][1] += mom[y+d][1]; \
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mom[y][2] += mom[y+d][2]; \
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mom[y][3] += mom[y+d][3]; \
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mom[y][4] += mom[y+d][4]; \
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mom[y][5] += mom[y+d][5]; \
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mom[y][6] += mom[y+d][6]; \
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mom[y][7] += mom[y+d][7]; \
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mom[y][8] += mom[y+d][8]; \
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mom[y][9] += mom[y+d][9]; \
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mom[y][0] += mom[y + d][0]; \
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mom[y][1] += mom[y + d][1]; \
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mom[y][2] += mom[y + d][2]; \
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mom[y][3] += mom[y + d][3]; \
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mom[y][4] += mom[y + d][4]; \
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mom[y][5] += mom[y + d][5]; \
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mom[y][6] += mom[y + d][6]; \
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mom[y][7] += mom[y + d][7]; \
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mom[y][8] += mom[y + d][8]; \
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mom[y][9] += mom[y + d][9]; \
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} \
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barrier(CLK_LOCAL_MEM_FENCE)
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@ -129,19 +179,10 @@ __kernel void moments(__global const uchar* src, int src_step, int src_offset,
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REDUCE(4);
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REDUCE(2);
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if( y == 0 )
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if (y < 10)
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{
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__global int* momout = mom0 + (y0*xtiles + x0)*10;
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momout[0] = mom[0][0] + mom[1][0];
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momout[1] = mom[0][1] + mom[1][1];
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momout[2] = mom[0][2] + mom[1][2];
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momout[3] = mom[0][3] + mom[1][3];
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momout[4] = mom[0][4] + mom[1][4];
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momout[5] = mom[0][5] + mom[1][5];
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momout[6] = mom[0][6] + mom[1][6];
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momout[7] = mom[0][7] + mom[1][7];
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momout[8] = mom[0][8] + mom[1][8];
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momout[9] = mom[0][9] + mom[1][9];
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__global int* momout = mom0 + (y0*xtiles + x0) * 10;
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momout[y] = mom[0][y] + mom[1][y];
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}
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}
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}
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