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improved performance of cv::ocl::countNonZero
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@ -1263,38 +1263,35 @@ void cv::ocl::minMaxLoc(const oclMat &src, double *minVal, double *maxVal,
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///////////////////////////// countNonZero ///////////////////////////////////
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//////////////////////////////////////////////////////////////////////////////
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static void arithmetic_countNonZero_run(const oclMat &src, cl_mem &dst, int groupnum, string kernelName)
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static void arithmetic_countNonZero_run(const oclMat &src, cl_mem &dst, int groupnum, int vlen)
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{
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int ochannels = src.oclchannels();
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int all_cols = src.step / src.elemSize();
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int pre_cols = (src.offset % src.step) / src.elemSize();
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int sec_cols = all_cols - (src.offset % src.step + src.cols * src.elemSize() - 1) / src.elemSize() - 1;
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int invalid_cols = pre_cols + sec_cols;
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int cols = all_cols - invalid_cols , elemnum = cols * src.rows;;
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int offset = src.offset / src.elemSize();
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int vElemSize = vlen * src.elemSize1();
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int src_step = src.step / vElemSize, src_offset = src.offset / vElemSize;
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int src_cols = src.cols / vlen, total = src.size().area() / vlen;
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const char * const typeMap[] = { "uchar", "char", "ushort", "short", "int", "float", "double" };
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const char * const channelMap[] = { " ", " ", "2", "4", "4" };
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string buildOptions = format("-D srcT=%s%s -D dstT=int%s", typeMap[src.depth()], channelMap[ochannels],
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channelMap[ochannels]);
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const char * const channelMap[] = { "", "", "2", "4", "4", "", "", "", "8" };
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string buildOptions = format("-D srcT=%s%s -D dstT=int%s -D convertToDstT=convert_int%s",
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typeMap[src.depth()], channelMap[vlen],
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channelMap[vlen], channelMap[vlen]);
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vector<pair<size_t , const void *> > args;
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args.push_back( make_pair( sizeof(cl_int) , (void *)&cols ));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&invalid_cols ));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&offset));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&elemnum));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&groupnum));
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args.push_back( make_pair( sizeof(cl_mem) , (void *)&src.data));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&src_step ));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&src_offset ));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&src_cols ));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&total ));
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args.push_back( make_pair( sizeof(cl_int) , (void *)&groupnum ));
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args.push_back( make_pair( sizeof(cl_mem) , (void *)&dst ));
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size_t globalThreads[3] = { groupnum * 256, 1, 1 };
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#ifdef ANDROID
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openCLExecuteKernel(src.clCxt, &arithm_nonzero, kernelName, globalThreads, NULL,
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openCLExecuteKernel(src.clCxt, &arithm_nonzero, "arithm_op_nonzero", globalThreads, NULL,
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args, -1, -1, buildOptions.c_str());
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#else
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size_t localThreads[3] = { 256, 1, 1 };
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openCLExecuteKernel(src.clCxt, &arithm_nonzero, kernelName, globalThreads, localThreads,
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openCLExecuteKernel(src.clCxt, &arithm_nonzero, "arithm_op_nonzero", globalThreads, localThreads,
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args, -1, -1, buildOptions.c_str());
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#endif
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}
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@ -1311,18 +1308,20 @@ int cv::ocl::countNonZero(const oclMat &src)
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return -1;
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}
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int vlen = 8, vElemSize = src.elemSize1() * vlen;
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while (src.offset % vElemSize != 0 || src.step % vElemSize != 0 || src.cols % vlen != 0)
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vlen >>= 1, vElemSize >>= 1;
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size_t groupnum = src.clCxt->getDeviceInfo().maxComputeUnits;
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CV_Assert(groupnum != 0);
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int dbsize = groupnum;
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string kernelName = "arithm_op_nonzero";
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int dbsize = groupnum * vlen;
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AutoBuffer<int> _buf(dbsize);
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int *p = (int*)_buf, nonzero = 0;
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memset(p, 0, dbsize * sizeof(int));
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cl_mem dstBuffer = openCLCreateBuffer(clCxt, CL_MEM_WRITE_ONLY, dbsize * sizeof(int));
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arithmetic_countNonZero_run(src, dstBuffer, groupnum, kernelName);
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arithmetic_countNonZero_run(src, dstBuffer, groupnum, vlen);
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openCLReadBuffer(clCxt, dstBuffer, (void *)p, dbsize * sizeof(int));
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for (int i = 0; i < dbsize; i++)
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@ -52,23 +52,18 @@
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/**************************************Count NonZero**************************************/
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__kernel void arithm_op_nonzero(int cols, int invalid_cols, int offset, int elemnum, int groupnum,
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__global srcT *src, __global dstT *dst)
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__kernel void arithm_op_nonzero(__global srcT * src, int src_step, int src_offset, int src_cols,
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int total, int groupnum, __global dstT * dst)
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{
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int lid = get_local_id(0);
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int gid = get_group_id(0);
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int id = get_global_id(0);
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int idx = offset + id + (id / cols) * invalid_cols;
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__local dstT localmem_nonzero[128];
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dstT nonzero = (dstT)(0);
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srcT zero = (srcT)(0), one = (srcT)(1);
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for (int grain = groupnum << 8; id < elemnum; id += grain)
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{
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idx = offset + id + (id / cols) * invalid_cols;
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nonzero += src[idx] == zero ? zero : one;
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}
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for (int grain = groupnum << 8; id < total; id += grain)
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nonzero += convertToDstT(src[mad24(id / src_cols, src_step, id % src_cols + src_offset)] == (srcT)(0)) ? (dstT)(0) : (dstT)(1);
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if (lid > 127)
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localmem_nonzero[lid - 128] = nonzero;
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@ -198,7 +198,7 @@ PARAM_TEST_CASE(ArithmTestBase, MatDepth, Channels, bool)
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Size roiSize = randomSize(1, MAX_VALUE);
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Border src1Border = randomBorder(0, use_roi ? MAX_VALUE : 0);
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randomSubMat(src1, src1_roi, roiSize, src1Border, type, 2, 11);
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randomSubMat(src1, src1_roi, roiSize, src1Border, type, -11, 11);
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Border src2Border = randomBorder(0, use_roi ? MAX_VALUE : 0);
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randomSubMat(src2, src2_roi, roiSize, src2Border, type, -1540, 1740);
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@ -1163,7 +1163,7 @@ OCL_TEST_P(CountNonZero, MAT)
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int cpures = cv::countNonZero(src1_roi);
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int gpures = cv::ocl::countNonZero(gsrc1_roi);
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EXPECT_DOUBLE_EQ((double)cpures, (double)gpures);
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EXPECT_EQ(cpures, gpures);
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}
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}
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