/* -*- Mode: C++; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*- */ /* * This file is part of the LibreOffice project. * * This Source Code Form is subject to the terms of the Mozilla Public * License, v. 2.0. If a copy of the MPL was not distributed with this * file, You can obtain one at http://mozilla.org/MPL/2.0/. */ #include "op_statistical.hxx" #include #include #include "opinlinefun_statistical.cxx" using namespace formula; namespace sc::opencl { void OpVar::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken*>(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } if (i == 0) { ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken*>(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (!isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg=" << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " if (fCount <= 1.0)\n"; ss << " return CreateDoubleError(DivisionByZero);\n"; ss << " else\n"; ss << " return vSum * pow(fCount - 1.0,-1.0);\n"; ss << "}\n"; } void OpZTest::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(phiDecl); funs.insert(phi); decls.insert(taylorDecl); funs.insert(taylor); decls.insert(gaussDecl); funs.insert(gauss); } void OpZTest::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fSumSqr = 0.0;\n"; ss << " double mue = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; ss << " double sigma = 0.0;\n"; ss << " double mu = 0.0;\n"; if(vSubArguments.size() == 1 || vSubArguments.empty()) { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } else if(vSubArguments.size() == 2) { FormulaToken *pCur = vSubArguments[0]->GetFormulaToken(); FormulaToken *pCur1 = vSubArguments[1]->GetFormulaToken(); assert(pCur); assert(pCur1); if(pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fSumSqr += arg * arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " if(fCount <= 1.0)\n"; ss << " return DBL_MAX;\n"; ss << " mue = fSum *pow(fCount,-1.0);\n"; ss << " sigma = (fSumSqr-fSum*fSum*"; ss << "pow(fCount,-1.0))*pow(fCount-1.0,-1.0);\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } if(ocPush == vSubArguments[1]->GetFormulaToken()->GetOpCode()) { if(pCur1->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast(pCur1); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " mu = " ; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(mu))\n"; ss << " mu = 0.0;\n"; ss << " }\n"; } else if(pCur1->GetType() == formula::svDouble) { ss << " mu = " << pCur1->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } } else { ss << " mu = " ; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; } ss << " return 0.5 - gauss((mue-mu)/sqrt(sigma/fCount));\n"; ss << "}\n"; return ; } else { FormulaToken *pCur = vSubArguments[0]->GetFormulaToken(); FormulaToken *pCur1 = vSubArguments[1]->GetFormulaToken(); FormulaToken *pCur2 = vSubArguments[2]->GetFormulaToken(); assert(pCur); assert(pCur1); assert(pCur2); if(pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fSumSqr += arg * arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " if(fCount <= 1.0)\n"; ss << " return DBL_MAX;\n"; ss << " mue = fSum * pow(fCount,-1.0);\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } if(ocPush == vSubArguments[1]->GetFormulaToken()->GetOpCode()) { if(pCur1->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR1 = static_cast(pCur1); ss << " if (gid0 < " << pSVR1->GetArrayLength() << ")\n"; ss << " {\n"; ss << " mu = " ; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(mu))\n"; ss << " mu = 0.0;\n"; ss << " }\n"; } else if(pCur1->GetType() == formula::svDouble) { ss << " mu = " << pCur1->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } } else { ss << " mu=" ; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; } if(ocPush == vSubArguments[2]->GetFormulaToken()->GetOpCode()) { if(pCur2->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR2 = static_cast(pCur2); ss << " if (gid0 < " << pSVR2->GetArrayLength() << ")\n"; ss << " {\n"; ss << " sigma = " ; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(sigma))\n"; ss << " sigma = 0.0;\n"; ss << " }\n"; } else if(pCur2->GetType() == formula::svDouble) { ss << " sigma = " << pCur2->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } } else { ss << " sigma = " ; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ";\n"; } ss << " return 0.5 - gauss((mue-mu)*sqrt(fCount)/sigma);\n"; ss << "}\n"; } } void OpTTest::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl); funs.insert(""); decls.insert(fMaxGammaArgumentDecl); funs.insert(""); decls.insert(lcl_getLanczosSumDecl); funs.insert(lcl_getLanczosSum); decls.insert(GetBetaDecl); funs.insert(GetBeta); decls.insert(GetLogBetaDecl); funs.insert(GetLogBeta); decls.insert(GetBetaDistPDFDecl); funs.insert(GetBetaDistPDF); decls.insert(lcl_GetBetaHelperContFracDecl); funs.insert(lcl_GetBetaHelperContFrac); decls.insert(GetBetaDistDecl); funs.insert(GetBetaDist); decls.insert(GetTDistDecl); funs.insert(GetTDist); } void OpTTest::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum1 = 0.0;\n"; ss << " double fSum2 = 0.0;\n"; ss << " double fSumSqr1 = 0.0;\n"; ss << " double fSumSqr2 = 0.0;\n"; ss << " double fCount1 = 0.0;\n"; ss << " double fCount2 = 0.0;\n"; ss << " double arg1 = 0.0;\n"; ss << " double arg2 = 0.0;\n"; ss << " double mode = 0.0;\n"; ss << " double type = 0.0;\n"; ss << " double fT = 0.0;\n"; ss << " double fF = 0.0;\n"; if(vSubArguments.size() != 4) { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } if(vSubArguments.size() != 4) return; FormulaToken *pCur = vSubArguments[0]->GetFormulaToken(); FormulaToken *pCur1 = vSubArguments[1]->GetFormulaToken(); FormulaToken *pCur2 = vSubArguments[2]->GetFormulaToken(); FormulaToken *pCur3 = vSubArguments[3]->GetFormulaToken(); assert(pCur); assert(pCur1); assert(pCur2); assert(pCur3); if(ocPush == vSubArguments[2]->GetFormulaToken()->GetOpCode()) { if(pCur2->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken*>(pCur2); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " mode = " ; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(mode))\n"; ss << " mode = 0.0;\n"; ss << " else\n"; ss << " mode = floor(mode);\n"; ss << " }\n"; } else if(pCur2->GetType() == formula::svDouble) { ss << " mode = floor(convert_double("; ss << pCur2->GetDouble() << "));\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } } else { ss << " mode = floor(" ; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ");\n"; } ss << " if(!(mode == 1.0 || mode == 2.0))\n"; ss << " return DBL_MAX;\n"; if(ocPush==vSubArguments[3]->GetFormulaToken()->GetOpCode()) { if(pCur3->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken*>(pCur3); assert(pSVR); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[3]->GenSlidingWindowDeclRef() << "))\n"; ss << " type=0.0;\n"; ss << " else\n"; ss << " type=floor("; ss << vSubArguments[3]->GenSlidingWindowDeclRef() << ");\n"; ss << " }\n"; } else if(pCur3->GetType() == formula::svDouble) { ss << " type = floor(convert_double(" << pCur3->GetDouble() << "));\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } } else { ss << " type=floor("; ss << vSubArguments[3]->GenSlidingWindowDeclRef() << ");\n"; } ss << " if(!(type == 1.0||type == 2.0||type == 3.0))\n"; ss << " return DBL_MAX;\n"; if(pCur->GetType() == formula::svDoubleVectorRef && pCur1->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); const formula::DoubleVectorRefToken* pDVR1 = static_cast(pCur1); size_t nCurWindowSize = pDVR->GetRefRowSize(); size_t nCurWindowSize1 = pDVR1->GetRefRowSize(); if(nCurWindowSize == nCurWindowSize1) { ss << " if(type == 1.0)\n"; ss << " {\n"; ss << " for (int i = "; if ((!pDVR->IsStartFixed() && pDVR->IsEndFixed()) && (!pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && !pDVR->IsEndFixed()) && (pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) && (!pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && pDVR->IsEndFixed()) && (pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "0; i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; ss << " break;\n"; ss << " }"; ss << " return DBL_MAX;\n"; ss << " }\n"; ss << "}\n"; return ; } ss << " arg1 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef(true) << ";\n"; ss << " arg2 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef(true) << ";\n"; ss << " if (isnan(arg1)||isnan(arg2))\n"; ss << " continue;\n"; ss << " fSum1 += arg1;\n"; ss << " fSum2 += arg2;\n"; ss << " fSumSqr1 += (arg1 - arg2)*(arg1 - arg2);\n"; ss << " fCount1 += 1;\n"; ss << " }\n"; ss << " if(fCount1 < 1.0)\n"; ss << " return DBL_MAX;\n"; ss << " fT = sqrt(fCount1-1.0) * fabs(fSum1 - fSum2)\n"; ss << " /sqrt(fCount1 * fSumSqr1 - (fSum1-fSum2)\n"; ss << " *(fSum1-fSum2));\n"; ss << " fF = fCount1 - 1.0;\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } ss << " }\n"; ss << " if(type == 2.0 || type == 3.0)\n"; ss << " {\n"; if(pCur->GetType() == formula::svDoubleVectorRef && pCur1->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); const formula::DoubleVectorRefToken* pDVR1 = static_cast(pCur1); size_t nCurWindowSize = pDVR->GetRefRowSize(); size_t nCurWindowSize1 = pDVR1->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } ss << " arg1 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef(true) << ";\n"; ss << " if (isnan(arg1))\n"; ss << " continue;\n"; ss << " fSum1 += arg1;\n"; ss << " fSumSqr1 += arg1 * arg1;\n"; ss << " fCount1 += 1;\n"; ss << " }\n"; ss << " for (int i = "; if (!pDVR1->IsStartFixed() && pDVR1->IsEndFixed()) { ss << "gid0; i < " << pDVR1->GetArrayLength(); ss << " && i < " << nCurWindowSize1 << "; i++)\n"; ss << " {\n"; } else if (pDVR1->IsStartFixed() && !pDVR1->IsEndFixed()) { ss << "0; i < " << pDVR1->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize1 << "; i++)\n"; ss << " {\n"; } else if (!pDVR1->IsStartFixed() && !pDVR1->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR1->GetArrayLength(); ss << " && i < " << nCurWindowSize1 << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << nCurWindowSize1 << "; i++)\n"; ss << " {\n"; } ss << " arg2 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef(true) << ";\n"; ss << " if (isnan(arg2))\n"; ss << " continue;\n"; ss << " fSum2 += arg2;\n"; ss << " fSumSqr2 += arg2 * arg2;\n"; ss << " fCount2 += 1;\n"; ss << " }\n"; } else { ss << " return DBL_MAX;\n"; ss << " }\n"; ss << "}\n"; return ; } ss << " if (fCount1 < 2.0 || fCount2 < 2.0)\n"; ss << " return DBL_MAX;\n"; ss << " }\n"; ss << " if(type == 3.0)\n"; ss << " {\n"; ss << " double fS1 = (fSumSqr1-fSum1*fSum1/fCount1)\n"; ss << " /(fCount1-1.0)/fCount1;\n"; ss << " double fS2 = (fSumSqr2-fSum2*fSum2/fCount2)\n"; ss << " /(fCount2-1.0)/fCount2;\n"; ss << " if (fS1 + fS2 == 0.0)\n"; ss << " return DBL_MAX;\n"; ss << " fT = fabs(fSum1/fCount1 - fSum2/fCount2)\n"; ss << " /sqrt(fS1+fS2);\n"; ss << " double c = fS1/(fS1+fS2);\n"; ss << " fF = 1.0/(c*c/(fCount1-1.0)+(1.0-c)*(1.0-c)\n"; ss << " /(fCount2-1.0));\n"; ss << " }\n"; ss << " if(type == 2.0)\n"; ss << " {\n"; ss << " double fS1 = (fSumSqr1 - fSum1*fSum1/fCount1)\n"; ss << " /(fCount1 - 1.0);\n"; ss << " double fS2 = (fSumSqr2 - fSum2*fSum2/fCount2)\n"; ss << " /(fCount2 - 1.0);\n"; ss << " fT = fabs( fSum1/fCount1 - fSum2/fCount2 )\n"; ss << " /sqrt( (fCount1-1.0)*fS1 + (fCount2-1.0)*fS2 )\n"; ss << " *sqrt( fCount1*fCount2*(fCount1+fCount2-2)\n"; ss << " /(fCount1+fCount2) );\n"; ss << " fF = fCount1 + fCount2 - 2;\n"; ss << " }\n"; ss << " double tdist=GetTDist(fT, fF);\n"; ss << " if (mode==1)\n"; ss << " return tdist;\n"; ss << " else\n"; ss << " return 2.0*tdist;\n"; ss << "}\n"; } void OpVarP::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken*>(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } if (i == 0) { ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken*>(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " if (fCount == 0.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " return vSum * pow(fCount,-1.0);\n"; ss << "}\n"; } void OpTDist::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl); funs.insert(""); decls.insert(fMaxGammaArgumentDecl); funs.insert(""); decls.insert(lcl_getLanczosSumDecl); funs.insert(lcl_getLanczosSum); decls.insert(GetBetaDecl); funs.insert(GetBeta); decls.insert(GetLogBetaDecl); funs.insert(GetLogBeta); decls.insert(GetBetaDistPDFDecl); funs.insert(GetBetaDistPDF); decls.insert(lcl_GetBetaHelperContFracDecl); funs.insert(lcl_GetBetaHelperContFrac); decls.insert(GetBetaDistDecl); funs.insert(GetBetaDist); decls.insert(GetTDistDecl); funs.insert(GetTDist); } void OpTDist::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double x = 0.0;\n"; ss << " double fDF = 0.0;\n"; ss << " double fFlag = 0.0;\n"; if(vSubArguments.size() != 3) { ss << " return DBL_MAX;\n}\n"; return ; } FormulaToken *tmpCur0 = vSubArguments[0]->GetFormulaToken(); assert(tmpCur0); if(ocPush == vSubArguments[0]->GetFormulaToken()->GetOpCode()) { if(tmpCur0->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurDVR0 = static_cast(tmpCur0); ss << " if(gid0 < "; ss << tmpCurDVR0->GetArrayLength() << ")\n"; ss << " {\n"; ss << " x = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(x))\n"; ss << " x = 0.0;\n"; ss << " }\n"; } else if(tmpCur0->GetType() == formula::svDouble) { ss << " x = " << tmpCur0->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " x = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; } FormulaToken *tmpCur1 = vSubArguments[1]->GetFormulaToken(); assert(tmpCur1); if(ocPush == vSubArguments[1]->GetFormulaToken()->GetOpCode()) { if(tmpCur1->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurDVR1 = static_cast(tmpCur1); ss << " if(gid0 < "; ss << tmpCurDVR1->GetArrayLength() << ")\n"; ss << " {\n"; ss << " fDF = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(fDF))\n"; ss << " fDF = 0.0;\n"; ss << " else\n"; ss << " fDF = floor(fDF);\n"; ss << " }\n"; } else if(tmpCur1->GetType() == formula::svDouble) { ss << " fDF = floor(convert_double("; ss << tmpCur1->GetDouble() << "));\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " fDF = floor("; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ");\n"; } FormulaToken *tmpCur2 = vSubArguments[2]->GetFormulaToken(); assert(tmpCur2); if(ocPush == vSubArguments[2]->GetFormulaToken()->GetOpCode()) { if(tmpCur2->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurDVR2 = static_cast(tmpCur2); ss << " if(gid0 < "; ss << tmpCurDVR2->GetArrayLength() << ")\n"; ss << " {\n"; ss << " fFlag = "; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(fFlag))\n"; ss << " fFlag = 0.0;\n"; ss << " else\n"; ss << " fFlag = floor(fFlag);\n"; ss << " }\n"; } else if(tmpCur2->GetType() == formula::svDouble) { ss << " fFlag = floor(convert_double("; ss << tmpCur2->GetDouble() << "));\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " fFlag = floor("; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ");\n"; } ss << " if(fDF < 1.0 || x < 0.0 || (fFlag != 1.0 && fFlag != 2.0))\n"; ss << " return DBL_MAX;\n"; ss << " double R = GetTDist(x, fDF);\n"; ss << " if (fFlag == 1.0)\n"; ss << " return R;\n"; ss << " else\n"; ss << " return 2.0 * R;\n"; ss << "}\n"; } void OpExponDist::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " double tmp = 0,tmp0=0,tmp1=0,tmp2=0;\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double rx,rlambda,rkum;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " rx = tmp0;\n"; ss << " rlambda = tmp1;\n"; ss << " rkum = tmp2;\n"; ss <<" if(rlambda <= 0.0)\n"; ss <<" {\n"; ss <<" tmp = -DBL_MAX;\n"; ss <<" }\n"; ss <<" else if(rkum == 0)\n"; ss <<" {\n"; ss <<" if(rx >= 0)\n"; ss <<" tmp = rlambda*exp(-rlambda*rx);\n"; ss <<" else\n"; ss <<" tmp = 0.0;\n"; ss <<" }\n"; ss <<" else\n"; ss <<" {\n"; ss <<" if(rx > 0)\n"; ss <<" tmp = 1.0 - exp(-rlambda*rx);\n"; ss <<" else\n"; ss <<" tmp = 0.0;\n"; ss <<" }\n"; ss <<" return tmp;\n"; ss <<"}"; } void OpFdist::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(GetFDistDecl);decls.insert(GetBetaDistDecl); decls.insert(GetBetaDecl);decls.insert(fMaxGammaArgumentDecl); decls.insert(lcl_GetBetaHelperContFracDecl); decls.insert(GetBetaDistPDFDecl); decls.insert(GetLogBetaDecl);decls.insert(lcl_getLanczosSumDecl); decls.insert(fMachEpsDecl); funs.insert(GetFDist);funs.insert(GetBetaDist); funs.insert(GetBeta); funs.insert(lcl_GetBetaHelperContFrac);funs.insert(GetBetaDistPDF); funs.insert(GetLogBeta); funs.insert(lcl_getLanczosSum); } void OpFdist::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " double tmp = 0,tmp0=0,tmp1=0,tmp2=0;\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double rF1,rF2,rX;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " rX = tmp0;\n"; ss << " rF1 = floor(tmp1);\n"; ss << " rF2 = floor(tmp2);\n"; ss <<" if (rX < 0.0 || rF1 < 1.0 || rF2 < 1.0 || rF1 >= 1.0E10 ||"; ss <<"rF2 >= 1.0E10)\n"; ss <<" {\n"; ss <<" tmp = -DBL_MAX;\n"; ss <<" }\n"; ss <<" tmp = GetFDist(rX, rF1, rF2);\n"; ss <<" return tmp;\n"; ss <<"}"; } void OpStandard::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double x = 0.0;\n"; ss << " double mu = 0.0;\n"; ss << " double sigma = 0.0;\n"; if(vSubArguments.size() != 3) { ss << " return DBL_MAX;\n}\n"; return ; } FormulaToken *tmpCur0 = vSubArguments[0]->GetFormulaToken(); assert(tmpCur0); if(ocPush == vSubArguments[0]->GetFormulaToken()->GetOpCode()) { if(tmpCur0->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurSVR0 = static_cast(tmpCur0); ss << " if (gid0 < " << tmpCurSVR0->GetArrayLength() << ")\n"; ss << " {\n"; ss << " x = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(x))\n"; ss << " x = 0.0;\n"; ss << " }\n"; } else if(tmpCur0->GetType() == formula::svDouble) { ss << " x = " << tmpCur0->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " x = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; } FormulaToken *tmpCur1 = vSubArguments[1]->GetFormulaToken(); assert(tmpCur1); if(ocPush == vSubArguments[1]->GetFormulaToken()->GetOpCode()) { if(tmpCur1->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurSVR1 = static_cast(tmpCur1); ss << " if (gid0 < " << tmpCurSVR1->GetArrayLength() << ")\n"; ss << " {\n"; ss << " mu = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(mu))\n"; ss << " mu = 0.0;\n"; ss << " }\n"; } else if(tmpCur1->GetType() == formula::svDouble) { ss << " mu = " << tmpCur1->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " mu = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; } FormulaToken *tmpCur2 = vSubArguments[2]->GetFormulaToken(); assert(tmpCur2); if(ocPush == vSubArguments[2]->GetFormulaToken()->GetOpCode()) { if(tmpCur2->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurSVR2 = static_cast(tmpCur2); ss << " if (gid0 < " << tmpCurSVR2->GetArrayLength() << ")\n"; ss << " {\n"; ss << " sigma = "; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(sigma))\n"; ss << " sigma = 0.0;\n"; ss << " }\n"; } else if(tmpCur2->GetType() == formula::svDouble) { ss << " sigma = " << tmpCur2->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } } else { ss << " sigma = "; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ";\n"; } ss << " if(sigma <= 0.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " return (x - mu)*pow(sigma,-1.0);\n"; ss << "}"; } void OpWeibull::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double x = 0.0;\n"; ss << " double alpha = 0.0;\n"; ss << " double beta = 0.0;\n"; ss << " double kum = 0.0;\n"; if(vSubArguments.size() != 4) { ss << " return DBL_MAX;\n}\n"; return ; } FormulaToken *tmpCur0 = vSubArguments[0]->GetFormulaToken(); assert(tmpCur0); if(ocPush == vSubArguments[0]->GetFormulaToken()->GetOpCode()) { if(tmpCur0->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurSVR0 = static_cast(tmpCur0); ss << " if (gid0 < " << tmpCurSVR0->GetArrayLength() << ")\n"; ss << " {\n"; ss << " x = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(x))\n"; ss << " x = 0.0;\n"; ss << " }\n"; } else if(tmpCur0->GetType() == formula::svDouble) { ss << " x = " << tmpCur0->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " x = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; } FormulaToken *tmpCur1 = vSubArguments[1]->GetFormulaToken(); assert(tmpCur1); if(ocPush == vSubArguments[1]->GetFormulaToken()->GetOpCode()) { if(tmpCur1->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurSVR1 = static_cast(tmpCur1); ss << " if (gid0 < " << tmpCurSVR1->GetArrayLength() << ")\n"; ss << " {\n"; ss << " alpha = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(alpha))\n"; ss << " alpha = 0.0;\n"; ss << " }\n"; } else if(tmpCur1->GetType() == formula::svDouble) { ss << " alpha = " << tmpCur1->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " alpha = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; } FormulaToken *tmpCur2 = vSubArguments[2]->GetFormulaToken(); assert(tmpCur2); if(ocPush == vSubArguments[2]->GetFormulaToken()->GetOpCode()) { if(tmpCur2->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurSVR2 = static_cast(tmpCur2); ss << " if (gid0 < " << tmpCurSVR2->GetArrayLength() << ")\n"; ss << " {\n"; ss << " beta = "; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(beta))\n"; ss << " beta = 0.0;\n"; ss << " }\n"; } else if(tmpCur2->GetType() == formula::svDouble) { ss << " beta = " << tmpCur2->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " beta = "; ss << vSubArguments[2]->GenSlidingWindowDeclRef() << ";\n"; } FormulaToken *tmpCur3 = vSubArguments[3]->GetFormulaToken(); assert(tmpCur3); if(ocPush == vSubArguments[3]->GetFormulaToken()->GetOpCode()) { if(tmpCur3->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurSVR3 = static_cast(tmpCur3); ss << " if (gid0 < " << tmpCurSVR3->GetArrayLength() << ")\n"; ss << " {\n"; ss << " kum = "; ss << vSubArguments[3]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(kum))\n"; ss << " kum = 0.0;\n"; ss << " }\n"; } else if(tmpCur3->GetType() == formula::svDouble) { ss << " kum = " << tmpCur3->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " kum = "; ss << vSubArguments[3]->GenSlidingWindowDeclRef() << ";\n"; } ss << " if(alpha <= 0.0 || beta <=0.0 || kum < 0.0)\n"; ss << " return DBL_MAX;\n"; ss << " else if(kum == 0.0)\n"; ss << " {\n"; ss << " return alpha*pow(pow(beta,alpha),-1.0)*pow(x,alpha-1.0)"; ss << "*exp(-pow(x*pow(beta,-1.0),alpha));\n"; ss << " }\n"; ss << " else\n"; ss << " return 1.0-exp(-pow(x*pow(beta,-1.0),alpha));\n"; ss << "}\n"; } void OpSkew::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken* pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } if(i == 0) { ss << " if(fCount <= 2.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " double fStdDev = sqrt(vSum * pow(fCount - 1.0,-1.0));\n"; ss << " double dx = 0.0;\n"; ss << " double xcube = 0.0;\n"; ss << " if(fStdDev == 0.0)\n"; ss << " return DBL_MAX;\n"; i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " dx = (arg - fMean) * pow(fStdDev,-1.0);\n"; ss << " xcube = xcube + dx * dx * dx;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " dx = (arg - fMean) * pow(fStdDev,-1.0);\n"; ss << " xcube = xcube + dx * dx * dx;\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " dx = (arg - fMean) * pow(fStdDev,-1.0);\n"; ss << " xcube = xcube + dx * dx * dx;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " dx = (arg - fMean) * pow(fStdDev,-1.0);\n"; ss << " xcube = xcube + dx * dx * dx;\n"; } } ss << " return ((xcube * fCount) * pow(fCount - 1.0,-1.0))"; ss << " * pow(fCount - 2.0,-1.0);\n"; ss << "}\n"; } void OpSkewp::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken* pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } if(i == 0) { ss << " if(fCount <= 2.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " double fStdDev = sqrt(vSum * pow(fCount,-1.0));\n"; ss << " double dx = 0.0;\n"; ss << " double xcube = 0.0;\n"; ss << " if(fStdDev == 0.0)\n"; ss << " return DBL_MAX;\n"; i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " dx = (arg - fMean) * pow(fStdDev,-1.0);\n"; ss << " xcube = xcube + dx * dx * dx;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " dx = (arg - fMean) * pow(fStdDev,-1.0);\n"; ss << " xcube = xcube + dx * dx * dx;\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " dx = (arg - fMean) * pow(fStdDev,-1.0);\n"; ss << " xcube = xcube + dx * dx * dx;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " dx = (arg - fMean) * pow(fStdDev,-1.0);\n"; ss << " xcube = xcube + dx * dx * dx;\n"; } } ss << " return xcube * pow(fCount,-1.0);\n"; ss << "}\n"; } void OpTInv::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl); funs.insert(""); decls.insert(fMaxGammaArgumentDecl); funs.insert(""); decls.insert(lcl_getLanczosSumDecl); funs.insert(lcl_getLanczosSum); decls.insert(GetBetaDecl); funs.insert(GetBeta); decls.insert(GetLogBetaDecl); funs.insert(GetLogBeta); decls.insert(GetBetaDistPDFDecl); funs.insert(GetBetaDistPDF); decls.insert(lcl_GetBetaHelperContFracDecl); funs.insert(lcl_GetBetaHelperContFrac); decls.insert(GetBetaDistDecl); funs.insert(GetBetaDist); decls.insert(GetTDistDecl); funs.insert(GetTDist); decls.insert(GetValueDecl); funs.insert(GetValue); decls.insert(lcl_HasChangeOfSignDecl); funs.insert(lcl_HasChangeOfSign); decls.insert(lcl_IterateInverseDecl); funs.insert(lcl_IterateInverse); } void OpTInv::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double x = 0.0;\n"; ss << " double fDF = 0.0;\n"; if(vSubArguments.size() != 2) { ss << " return DBL_MAX;\n}\n"; return ; } FormulaToken *tmpCur0 = vSubArguments[0]->GetFormulaToken(); assert(tmpCur0); if(ocPush == vSubArguments[0]->GetFormulaToken()->GetOpCode()) { if(tmpCur0->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurDVR0 = static_cast(tmpCur0); ss << " if(gid0 < "; ss << tmpCurDVR0->GetArrayLength() << ")\n"; ss << " {\n"; ss << " x = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(x))\n"; ss << " x = 0.0;\n"; ss << " }\n"; } else if(tmpCur0->GetType() == formula::svDouble) { ss << " x = " << tmpCur0->GetDouble() << ";\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " x = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; } FormulaToken *tmpCur1 = vSubArguments[1]->GetFormulaToken(); assert(tmpCur1); if(ocPush == vSubArguments[1]->GetFormulaToken()->GetOpCode()) { if(tmpCur1->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken*tmpCurDVR1 = static_cast(tmpCur1); ss << " if(gid0 < "; ss << tmpCurDVR1->GetArrayLength() << ")\n"; ss << " {\n"; ss << " fDF = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(fDF))\n"; ss << " fDF = 0.0;\n"; ss << " else\n"; ss << " fDF = floor(fDF);\n"; ss << " }\n"; } else if(tmpCur1->GetType() == formula::svDouble) { ss << " fDF = floor(convert_double("; ss << tmpCur1->GetDouble() << "));\n"; } else { ss << " return DBL_MAX;\n}\n"; return ; } } else { ss << " fDF = floor("; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ");\n"; } ss << " if (x > 1.0||fDF < 1.0 || fDF > 1.0E10 || x <= 0.0)\n"; ss << " return DBL_MAX;\n"; ss << " bool bConvError;\n"; ss << " double fVal = lcl_IterateInverse(\n"; ss << " fDF*0.5, fDF, &bConvError,x,fDF );\n"; ss << " if (bConvError)\n"; ss << " return DBL_MAX;\n"; ss << " return fVal;\n"; ss << "}\n"; } void OpStDev::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } if (i == 0) { ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " if (fCount <= 1.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " return sqrt(vSum * pow(fCount - 1.0,-1.0));\n"; ss << "}\n"; } void OpStDevP::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; } if (i == 0) { ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " if (fCount == 0.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " return sqrt(vSum * pow(fCount,-1.0));\n"; ss << "}\n"; } void OpSlope::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { CHECK_PARAMETER_COUNT(2,2); ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSumX = 0.0;\n"; ss << " double fSumY = 0.0;\n"; ss << " double fMeanX = 0.0;\n"; ss << " double fMeanY = 0.0;\n"; ss << " double fSumDeltaXDeltaY = 0.0;\n"; ss << " double fSumSqrDeltaX = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double argX = 0.0;\n"; ss << " double argY = 0.0;\n"; FormulaToken *pCur = vSubArguments[1]->GetFormulaToken(); FormulaToken *pCur1 = vSubArguments[0]->GetFormulaToken(); assert(pCur); assert(pCur1); if (pCur->GetType() != formula::svDoubleVectorRef || pCur1->GetType() != formula::svDoubleVectorRef) { throw Unhandled(__FILE__, __LINE__); } const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); const formula::DoubleVectorRefToken* pDVR1 = static_cast(pCur1); size_t nCurWindowSize = pDVR->GetRefRowSize(); size_t nCurWindowSize1 = pDVR1->GetRefRowSize(); size_t arrayLength = pDVR->GetArrayLength()< pDVR1->GetArrayLength() ? pDVR->GetArrayLength(): pDVR1->GetArrayLength(); if(nCurWindowSize != nCurWindowSize1) throw Unhandled(__FILE__, __LINE__); ss << " for (int i = "; if ((!pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "gid0; i < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength ; ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i + gid0 < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength << "; i++)\n"; ss << " {\n"; } else { throw Unhandled(__FILE__, __LINE__); } ss << " argX = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " argY = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(argX) || isnan(argY))\n"; ss << " continue;\n"; ss << " fSumX += argX;\n"; ss << " fSumY += argY;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " if (fCount < 1.0)\n"; ss << " return CreateDoubleError(NoValue);\n"; ss << " else\n"; ss << " {\n"; ss << " fMeanX = fSumX * pow(fCount,-1.0);\n"; ss << " fMeanY = fSumY * pow(fCount,-1.0);\n"; ss << " for (int i = "; if ((!pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "gid0; i < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength ; ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i + gid0 < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << arrayLength << "; i++)\n"; ss << " {\n"; } ss << " argX = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " argY = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(argX) || isnan(argY))\n"; ss << " continue;\n"; ss << " fSumDeltaXDeltaY += (argX-fMeanX)*(argY-fMeanY);\n"; ss << " fSumSqrDeltaX += (argX-fMeanX) * (argX-fMeanX);\n"; ss << " }\n"; ss << " if(fSumSqrDeltaX == 0.0)\n"; ss << " return CreateDoubleError(DivisionByZero);\n"; ss << " else\n"; ss << " {\n"; ss << " return fSumDeltaXDeltaY*pow(fSumSqrDeltaX,-1.0);\n"; ss << " }\n"; ss << " }\n"; ss << "}\n"; } void OpSTEYX::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSumX = 0.0;\n"; ss << " double fSumY = 0.0;\n"; ss << " double fMeanX = 0.0;\n"; ss << " double fMeanY = 0.0;\n"; ss << " double fSumDeltaXDeltaY = 0.0;\n"; ss << " double fSumSqrDeltaX = 0.0;\n"; ss << " double fSumSqrDeltaY = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double argX = 0.0;\n"; ss << " double argY = 0.0;\n"; FormulaToken *pCur = vSubArguments[1]->GetFormulaToken(); FormulaToken *pCur1 = vSubArguments[0]->GetFormulaToken(); assert(pCur); assert(pCur1); if (pCur->GetType() == formula::svDoubleVectorRef&& pCur1->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); const formula::DoubleVectorRefToken* pDVR1 = static_cast(pCur1); size_t nCurWindowSize = pDVR->GetRefRowSize(); size_t nCurWindowSize1 = pDVR1->GetRefRowSize(); size_t arrayLength = pDVR->GetArrayLength()< pDVR1->GetArrayLength() ? pDVR->GetArrayLength(): pDVR1->GetArrayLength(); if(nCurWindowSize != nCurWindowSize1) { ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } ss << " for (int i = "; if ((!pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "gid0; i < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength; ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i + gid0 < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; ss << " break;\n"; ss << " }"; ss << " return DBL_MAX;\n"; ss << "}\n"; return ; } ss << " argX = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " argY = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(argX) || isnan(argY))\n"; ss << " continue;\n"; ss << " fSumX += argX;\n"; ss << " fSumY += argY;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " if (fCount < 3.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " {\n"; ss << " fMeanX = fSumX * pow(fCount,-1.0);\n"; ss << " fMeanY = fSumY * pow(fCount,-1.0);\n"; ss << " for (int i = "; if ((!pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "gid0; i < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength ; ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((!pDVR->IsStartFixed() && !pDVR->IsEndFixed())&& (!pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i + gid0 < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << arrayLength << "; i++)\n"; ss << " {\n"; } ss << " argX = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " argY = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(argX)||isnan(argY))\n"; ss << " continue;\n"; ss << " fSumDeltaXDeltaY +=(argX-fMeanX)*(argY-fMeanY);\n"; ss << " fSumSqrDeltaX += (argX-fMeanX)*(argX-fMeanX);\n"; ss << " fSumSqrDeltaY += (argY-fMeanY)*(argY-fMeanY);\n"; ss << " }\n"; ss << " if(fSumSqrDeltaX == 0.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " {\n"; ss << " return sqrt((fSumSqrDeltaY - fSumDeltaXDeltaY * \n"; ss << " fSumDeltaXDeltaY*pow(fSumSqrDeltaX,-1.0))\n"; ss << " *pow(fCount - 2.0,-1.0));\n"; ss << " }\n"; ss << " }\n"; ss << "}\n"; } else { ss << " return DBL_MAX;\n"; ss << "}\n"; } } void OpFisher::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments & vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss <<" int gid0=get_global_id(0);\n"; ss <<" double arg0;\n"; if(vSubArguments.size() != 1) { ss << " return DBL_MAX;\n"; return ; } FormulaToken *pCur = vSubArguments[0]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { ss << " return DBL_MAX;\n"; return ; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " arg0 = " << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << ";\n"; ss<< " if(isnan(arg0)||(gid0>="; ss<GetArrayLength(); ss<<"))\n"; ss<<" arg0 = 0;\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " arg0 = " << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(isnan(arg0))\n"; ss << " return DBL_MAX;\n"; } ss << " if (fabs(arg0) >= 1.0)\n"; ss << " return DBL_MAX;\n"; ss << " double tmp=0.5*log((1+arg0)*pow((1-arg0),-1));\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpFisherInv::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { FormulaToken *tmpCur = vSubArguments[0]->GetFormulaToken(); const formula::SingleVectorRefToken*tmpCurDVR = static_cast(tmpCur); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n\t"; ss <<"int gid0=get_global_id(0);\n\t"; ss << "double arg0 = " << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << ";\n\t"; ss<< "if(isnan(arg0)||(gid0>="; ss<GetArrayLength(); ss<<"))\n\t\t"; ss<<"arg0 = 0;\n\t"; ss << "double tmp=tanh(arg0);\n\t"; ss << "return tmp;\n"; ss << "}\n"; } void OpGamma::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n\t"; ss <<"int gid0=get_global_id(0);\n\t"; ss << "double arg0 = " << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << ";\n\t"; ss << "double tmp=tgamma(arg0);\n\t"; ss << "return tmp;\n"; ss << "}\n"; } void OpCorrel::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { if( vSubArguments.size() !=2 ||vSubArguments[0]->GetFormulaToken() ->GetType() != formula::svDoubleVectorRef||vSubArguments[1] ->GetFormulaToken()->GetType() != formula::svDoubleVectorRef ) ///only support DoubleVector in OpCorrelfor GPU calculating. throw Unhandled(__FILE__, __LINE__); const formula::DoubleVectorRefToken* pCurDVRX = static_cast( vSubArguments[0]->GetFormulaToken()); const formula::DoubleVectorRefToken* pCurDVRY = static_cast( vSubArguments[1]->GetFormulaToken()); if( pCurDVRX->GetRefRowSize() != pCurDVRY->GetRefRowSize() ) throw Unhandled(__FILE__, __LINE__); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n\t"; ss << "double vSum = 0.0;\n\t"; ss << "double vXSum = 0.0;\n\t"; ss << "double vYSum = 0.0;\n\t"; ss << "double vXMean = 0.0;\n\t"; ss << "double vYMean = 0.0;\n\t"; ss << "int gid0 = get_global_id(0);\n\t"; ss << "double arg0 = 0.0;\n\t"; ss << "double arg1 = 0.0;\n\t"; ss << "int cnt = 0;\n\t"; size_t nCurWindowSizeX = pCurDVRY->GetRefRowSize(); ss << "for (int i = "; if (!pCurDVRX->IsStartFixed() && pCurDVRX->IsEndFixed()) { ss << "gid0; i < " << nCurWindowSizeX << "; i++) {\n\t\t"; ss << "arg0 = " << vSubArguments[0] ->GenSlidingWindowDeclRef(true) << ";\n\t\t"; ss << "arg1 = " << vSubArguments[1] ->GenSlidingWindowDeclRef(true) << ";\n\t\t"; ss << "if(isnan(arg0) || isnan(arg1) || (i >= "; ss << pCurDVRX->GetArrayLength() << ") || (i >="; ss << pCurDVRY->GetArrayLength() << ")) {\n\t\t\t"; ss << "arg0 = 0.0;\n\t\t\t"; ss << "arg1 = 0.0;\n\t\t\t"; ss << "--cnt;\n\t\t"; ss << "}\n\t\t"; ss << "++cnt;\n\t\t"; ss << "vXSum += arg0;\n\t\t"; ss << "vYSum += arg1;\n\t"; ss << "}\n\t"; } else if (pCurDVRX->IsStartFixed() && !pCurDVRX->IsEndFixed()) { ss << "0; i < gid0 + " << nCurWindowSizeX << "; i++) {\n\t\t"; ss << "arg0 = " << vSubArguments[0] ->GenSlidingWindowDeclRef(true) << ";\n\t\t"; ss << "arg1 = " << vSubArguments[1] ->GenSlidingWindowDeclRef(true) << ";\n\t\t"; ss << "if(isnan(arg0) || isnan(arg1) || (i >= "; ss << pCurDVRX->GetArrayLength() << ") || (i >="; ss << pCurDVRY->GetArrayLength() << ")) {\n\t\t\t"; ss << "arg0 = 0.0;\n\t\t\t"; ss << "arg1 = 0.0;\n\t\t\t"; ss << "--cnt;\n\t\t"; ss << "}\n\t\t"; ss << "++cnt;\n\t\t"; ss << "vXSum += arg0;\n\t\t"; ss << "vYSum += arg1;\n\t"; ss << "}\n\t"; } else if (pCurDVRX->IsStartFixed() && pCurDVRX->IsEndFixed()) { ss << "0; i < " << nCurWindowSizeX << "; i++) {\n\t\t"; ss << "arg0 = " << vSubArguments[0] ->GenSlidingWindowDeclRef(true) << ";\n\t\t"; ss << "arg1 = " << vSubArguments[1] ->GenSlidingWindowDeclRef(true) << ";\n\t\t"; ss << "if(isnan(arg0) || isnan(arg1) || (i >= "; ss << pCurDVRX->GetArrayLength() << ") || (i >="; ss << pCurDVRY->GetArrayLength() << ")) {\n\t\t\t"; ss << "arg0 = 0.0;\n\t\t\t"; ss << "arg1 = 0.0;\n\t\t\t"; ss << "--cnt;\n\t\t"; ss << "}\n\t\t"; ss << "++cnt;\n\t\t"; ss << "vXSum += arg0;\n\t\t"; ss << "vYSum += arg1;\n\t"; ss << "}\n\t"; } else { ss << "0; i < " << nCurWindowSizeX << "; i++) {\n\t\t"; ss << "arg0 = " << vSubArguments[0] ->GenSlidingWindowDeclRef(true) << ";\n\t\t"; ss << "arg1 = " << vSubArguments[1] ->GenSlidingWindowDeclRef(true) << ";\n\t\t"; ss << "if(isnan(arg0) || isnan(arg1) || (i + gid0 >= "; ss << pCurDVRX->GetArrayLength() << ") || (i + gid0 >="; ss << pCurDVRY->GetArrayLength() << ")) {\n\t\t\t"; ss << "arg0 = 0.0;\n\t\t\t"; ss << "arg1 = 0.0;\n\t\t\t"; ss << "--cnt;\n\t\t"; ss << "}\n\t\t"; ss << "++cnt;\n\t\t"; ss << "vXSum += arg0;\n\t\t"; ss << "vYSum += arg1;\n\t"; ss << "}\n\t"; } ss << "if(cnt < 1) {\n\t\t"; ss << "return DBL_MIN;\n\t"; ss << "}\n\t"; ss << "else {\n\t\t"; ss << "vXMean = vXSum/cnt;\n\t\t"; ss << "vYMean = vYSum/cnt;\n\t\t"; ss << "vXSum = 0.0;\n\t\t"; ss << "vYSum = 0.0;\n\t\t"; ss << "for (int i = "; if (!pCurDVRX->IsStartFixed() && pCurDVRX->IsEndFixed()) { ss << "gid0; i < " << nCurWindowSizeX << "; i++) {\n\t\t\t"; ss << "arg0 = " << vSubArguments[0] ->GenSlidingWindowDeclRef(true) << ";\n\t\t\t"; ss << "arg1 = " << vSubArguments[1] ->GenSlidingWindowDeclRef(true) << ";\n\t\t\t"; ss << "if(isnan(arg0) || isnan(arg1) || (i >= "; ss << pCurDVRX->GetArrayLength() << ") || (i >="; ss << pCurDVRY->GetArrayLength() << ")) {\n\t\t\t\t"; ss << "arg0 = vXMean;\n\t\t\t\t"; ss << "arg1 = vYMean;\n\t\t\t"; ss << "}\n\t\t\t"; ss << "vXSum += pow(arg0 - vXMean, 2);\n\t\t\t"; ss << "vYSum += pow(arg1 - vYMean, 2);\n\t\t\t"; ss << "vSum += (arg0 - vXMean)*(arg1 - vYMean);\n\t\t"; ss << "}\n\t\t"; } else if (pCurDVRX->IsStartFixed() && !pCurDVRX->IsEndFixed()) { ss << "0; i < gid0 + " << nCurWindowSizeX << "; i++) {\n\t\t\t"; ss << "arg0 = " << vSubArguments[0] ->GenSlidingWindowDeclRef(true) << ";\n\t\t\t"; ss << "arg1 = " << vSubArguments[1] ->GenSlidingWindowDeclRef(true) << ";\n\t\t\t"; ss << "if(isnan(arg0) || isnan(arg1) || (i >= "; ss << pCurDVRX->GetArrayLength() << ") || (i >="; ss << pCurDVRY->GetArrayLength() << ")) {\n\t\t\t\t"; ss << "arg0 = vXMean;\n\t\t\t\t"; ss << "arg1 = vYMean;\n\t\t\t"; ss << "}\n\t\t\t"; ss << "vXSum += pow(arg0 - vXMean, 2);\n\t\t\t"; ss << "vYSum += pow(arg1 - vYMean, 2);\n\t\t\t"; ss << "vSum += (arg0 - vXMean)*(arg1 - vYMean);\n\t\t"; ss << "}\n\t\t"; } else if (pCurDVRX->IsStartFixed() && pCurDVRX->IsEndFixed()) { ss << "0; i < " << nCurWindowSizeX << "; i++) {\n\t\t\t"; ss << "arg0 = " << vSubArguments[0] ->GenSlidingWindowDeclRef(true) << ";\n\t\t\t"; ss << "arg1 = " << vSubArguments[1] ->GenSlidingWindowDeclRef(true) << ";\n\t\t\t"; ss << "if(isnan(arg0) || isnan(arg1) || (i >= "; ss << pCurDVRX->GetArrayLength() << ") || (i >="; ss << pCurDVRY->GetArrayLength() << ")) {\n\t\t\t\t"; ss << "arg0 = vXMean;\n\t\t\t\t"; ss << "arg1 = vYMean;\n\t\t\t"; ss << "}\n\t\t\t"; ss << "vXSum += pow(arg0 - vXMean, 2);\n\t\t\t"; ss << "vYSum += pow(arg1 - vYMean, 2);\n\t\t\t"; ss << "vSum += (arg0 - vXMean)*(arg1 - vYMean);\n\t\t"; ss << "}\n\t\t"; } else { ss << "0; i < " << nCurWindowSizeX << "; i++) {\n\t\t\t"; ss << "arg0 = " << vSubArguments[0] ->GenSlidingWindowDeclRef(true) << ";\n\t\t\t"; ss << "arg1 = " << vSubArguments[1] ->GenSlidingWindowDeclRef(true) << ";\n\t\t\t"; ss << "if(isnan(arg0) || isnan(arg1) || (i + gid0 >= "; ss << pCurDVRX->GetArrayLength() << ") || (i + gid0 >="; ss << pCurDVRY->GetArrayLength() << ")) {\n\t\t\t\t"; ss << "arg0 = vXMean;\n\t\t\t\t"; ss << "arg1 = vYMean;\n\t\t\t"; ss << "}\n\t\t\t"; ss << "vXSum += ((arg0 - vXMean)*(arg0 - vXMean));\n\t\t\t"; ss << "vYSum += ((arg1 - vYMean)*(arg1 - vYMean));\n\t\t\t"; ss << "vSum += (arg0 - vXMean)*(arg1 - vYMean);\n\t\t"; ss << "}\n\t\t"; } ss << "if(vXSum == 0.0 || vYSum == 0.0) {\n\t\t\t"; ss << "return NAN;\n\t\t"; ss << "}\n\t\t"; ss << "else {\n\t\t\t"; ss << "return vSum/pow(vXSum*vYSum, 0.5);\n\t\t"; ss << "}\n\t"; ss << "}\n"; ss << "}"; } void OpNegbinomdist::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n\t"; ss << "double f,s,p,tmp0,tmp1,tmp2;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " p = tmp2;\n"; ss << " s = tmp1;\n"; ss << " f = tmp0;\n"; ss << " double q = 1.0 - p;\n\t"; ss << " double fFactor = pow(p,s);\n\t"; ss << " for(int i=0; iGetFormulaToken() ->GetType() != formula::svDoubleVectorRef||vSubArguments[1] ->GetFormulaToken()->GetType() != formula::svDoubleVectorRef ) ///only support DoubleVector in OpPearson for GPU calculating. throw Unhandled(__FILE__, __LINE__); const formula::DoubleVectorRefToken* pDVR = static_cast( vSubArguments[0]->GetFormulaToken()); const formula::DoubleVectorRefToken* pCurDVRY = static_cast( vSubArguments[1]->GetFormulaToken()); if( pDVR->GetRefRowSize() != pCurDVRY->GetRefRowSize() ) throw Unhandled(__FILE__, __LINE__); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double fCount = 0.0;\n"; ss << " double fSumX = 0.0;\n"; ss << " double fSumY = 0.0;\n"; ss << " double fSumDeltaXDeltaY = 0.0;\n"; ss << " double fInx;\n"; ss << " double fIny;\n"; ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } ss << " fInx = "<GenSlidingWindowDeclRef(true); ss << ";\n"; ss << " fIny = "<GenSlidingWindowDeclRef(true); ss << " ;\n"; ss << " if(!isnan(fInx)&&!isnan(fIny)){\n"; ss << " fSumX += fInx;\n"; ss << " fSumY += fIny;\n"; ss << " fCount = fCount + 1;\n"; ss << " }\n"; ss << " }\n"; ss << " if(fCount < 1)\n"; ss << " return CreateDoubleError(NoValue);\n"; ss << " double fMeanX = fSumX / fCount;\n"; ss << " double fMeanY = fSumY / fCount;\n"; ss << " fSumX = 0.0;\n"; ss << " fSumY = 0.0;\n"; ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } ss << " fInx = "<GenSlidingWindowDeclRef(true); ss << " ;\n"; ss << " fIny = "<GenSlidingWindowDeclRef(true); ss << " ;\n"; ss << " if(!isnan(fInx)&&!isnan(fIny)){\n"; ss << " fSumDeltaXDeltaY += (fInx - fMeanX) * (fIny - fMeanY);\n"; ss << " fSumX += (fInx - fMeanX) * (fInx - fMeanX);\n"; ss << " fSumY += (fIny - fMeanY) * (fIny - fMeanY);\n"; ss << " }\n"; ss << " }\n"; ss << " if (fSumX == 0 || fSumY == 0)\n"; ss << " return CreateDoubleError(DivisionByZero);\n"; ss << " double tmp = ( fSumDeltaXDeltaY / sqrt( fSumX * fSumY));\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpGammaLn::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { FormulaToken *tmpCur = vSubArguments[0]->GetFormulaToken(); const formula::SingleVectorRefToken*tmpCurDVR= static_cast(tmpCur); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n\t"; ss <<"int gid0=get_global_id(0);\n\t"; ss << "double arg0 = " << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << ";\n\t"; ss<< "if(isnan(arg0)||(gid0>="; ss<GetArrayLength(); ss<<"))\n\t\t"; ss<<"arg0 = 0;\n\t"; ss << "double tmp=lgamma(arg0);\n\t"; ss << "return tmp;\n"; ss << "}\n"; } void OpGauss::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(taylorDecl);decls.insert(phiDecl); decls.insert(gaussDecl); funs.insert(taylor);funs.insert(phi); funs.insert(gauss); } void OpGauss::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments & vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss <<" int gid0=get_global_id(0);\n"; ss <<" double arg0;\n"; if(vSubArguments.size() != 1) { ss << " return DBL_MAX;\n"; return ; } FormulaToken *pCur = vSubArguments[0]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { ss << " return DBL_MAX;\n"; return ; } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " arg0 = " << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << ";\n"; ss<< " if(isnan(arg0)||(gid0>="; ss<GetArrayLength(); ss<<"))\n"; ss<<" arg0 = 0;\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " arg0 = " << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(isnan(arg0))\n"; ss << " return DBL_MAX;\n"; } ss << " double tmp=gauss(arg0);\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpGeoMean::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "__kernel void "; ss << "GeoMean_reduction( "; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ", __global double *result)\n"; ss << "{\n"; ss << " double tmp =0;\n"; ss << " int count = 0;\n"; ss << " int i ;\n"; GenTmpVariables(ss,vSubArguments); ss << " double current_sum = 0.0;\n"; ss << " int windowSize;\n"; ss << " int arrayLength;\n"; ss << " int current_count = 0;\n"; ss << " int writePos = get_group_id(1);\n"; ss << " int lidx = get_local_id(0);\n"; ss << " __local double shm_buf[256];\n"; ss << " __local int count_buf[256];\n"; ss << " int loop;\n"; ss << " int offset;\n"; ss << " barrier(CLK_LOCAL_MEM_FENCE);\n"; for(const DynamicKernelArgumentRef & rArg : vSubArguments) { assert(rArg->GetFormulaToken()); if(rArg->GetFormulaToken()->GetType() == formula::svDoubleVectorRef) { FormulaToken *tmpCur = rArg->GetFormulaToken(); const formula::DoubleVectorRefToken*pCurDVR= static_cast(tmpCur); size_t nCurWindowSize = pCurDVR->GetArrayLength() < pCurDVR->GetRefRowSize() ? pCurDVR->GetArrayLength(): pCurDVR->GetRefRowSize() ; if (pCurDVR->IsStartFixed() && pCurDVR->IsEndFixed()) ss << " offset = 0;\n"; else if (!pCurDVR->IsStartFixed() && !pCurDVR->IsEndFixed()) ss << " offset = get_group_id(1);\n"; else throw Unhandled(__FILE__, __LINE__); ss << " windowSize = "; ss << nCurWindowSize; ss << ";\n"; ss << " arrayLength = "; ss << pCurDVR->GetArrayLength(); ss << ";\n"; ss << " loop = arrayLength/512 + 1;\n"; ss << " for (int l=0; l0; i/=2) {\n"; ss << " if (lidx < i)\n"; ss << " {\n"; ss << " shm_buf[lidx] += shm_buf[lidx + i];\n"; ss << " count_buf[lidx] += count_buf[lidx + i];\n"; ss << " }\n"; ss << " barrier(CLK_LOCAL_MEM_FENCE);\n"; ss << " }\n"; ss << " if (lidx == 0)\n"; ss << " {\n"; ss << " current_sum += shm_buf[0];\n"; ss << " current_count += count_buf[0];\n"; ss << " }\n"; // ss << "if(writePos == 14 && lidx ==0)\n"; //ss <<"printf(\"\\n********************sum is %f, count is%d\",current_sum,current_count);\n"; ss << " barrier(CLK_LOCAL_MEM_FENCE);\n"; ss << " }\n"; }else { ss << " if (lidx == 0)\n"; ss << " {\n"; ss << " tmp0 ="; if(rArg->GetFormulaToken()->GetType() == formula::svSingleVectorRef) { rArg->GenDeclRef(ss); ss << "[writePos];\n"; } else { rArg->GenDeclRef(ss); ss <<";\n"; //ss <<"printf(\"\\n********************tmp0 is %f\",tmp0);\n"; } ss << " if(!isnan(tmp0))\n"; ss << " {\n"; ss << " current_sum += log(tmp0);\n"; ss << " current_count++;\n"; ss << " }\n"; ss << " }\n"; } } ss << " if (lidx == 0)\n"; ss << " result[writePos] = exp(current_sum/current_count);\n"; ss << "}\n"; ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n {\n"; ss <<" int gid0=get_global_id(0);\n"; ss << " double tmp =0;\n"; ss << " tmp ="; vSubArguments[0]->GenDeclRef(ss); ss << "[gid0];\n"; ss << " return tmp;\n"; ss << "}"; } void OpHarMean::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments & vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"( "; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss <<"{\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double nVal=0.0;\n"; ss << " double tmp = 0;\n"; ss << " int length;\n"; ss << " int totallength=0;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " length="<="; ss << pDVR->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " length--;\n"; ss << " continue;\n"; ss << " }\n"; ss << " nVal += (1.0 *pow("; ss << " arg"<GetType() == formula::svSingleVectorRef) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(!isnan(tmp))\n"; ss << " {\n"; ss << " nVal += (1.0 * pow( tmp,-1));\n"; ss << " totallength +=1;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " nVal += (1.0 *pow( tmp,-1));\n"; ss << " totallength +=1;\n"; } else { ss << " return DBL_MIN;\n"; } } ss << " tmp = totallength*pow(nVal,-1);\n"; ss << " return tmp;\n"; ss << "}"; } void OpConfidence::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(gaussinvDecl); funs.insert(gaussinv); } void OpConfidence::GenSlidingWindowFunction(std::stringstream& ss, const std::string &sSymName, SubArguments& vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " double tmp = " << GetBottom() <<";\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double alpha = " << GetBottom() <<";\n"; ss << " double sigma = " << GetBottom() <<";\n"; ss << " double size = " << GetBottom() <<";\n"; ss << " double tmp0,tmp1,tmp2;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " alpha = tmp0;\n"; ss << " sigma = tmp1;\n"; ss << " size = tmp2;\n"; ss << " double rn = floor(size);\n"; ss << " if(sigma <= 0.0 || alpha <= 0.0 || alpha >= 1.0"; ss << "|| rn < 1.0)\n"; ss << " tmp = -DBL_MAX;\n"; ss << " else\n"; ss << " tmp = gaussinv(1.0 - alpha * pow(2.0,-1.0)) * sigma "; ss << "* pow(sqrt( rn ),-1);\n"; ss << " return tmp;\n"; ss << "}"; } void OpCritBinom::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(MinDecl); funs.insert(""); } void OpCritBinom::GenSlidingWindowFunction(std::stringstream& ss, const std::string &sSymName, SubArguments& vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " double tmp = " << GetBottom() <<";\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double n = " << GetBottom() <<";\n"; ss << " double p = " << GetBottom() <<";\n"; ss << " double alpha = " << GetBottom() <<";\n"; ss << " double tmp0 = 0.0,tmp1 = 0.0,tmp2 = 0.0;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " n = tmp0;\n"; ss << " p = tmp1;\n"; ss << " alpha = tmp2;\n"; ss << " double rn = floor(n);\n"; ss << " if (rn < 0.0 || alpha <= 0.0 || alpha >= 1.0 || p < 0.0"; ss << " || p > 1.0)\n"; ss << " tmp = -DBL_MIN;\n"; ss << " else\n"; ss << " {\n"; ss << " double rq = (0.5 - p) + 0.5;\n"; ss << " double fFactor = pow(rq, rn);\n"; ss << " if (fFactor <= Min)\n"; ss << " {\n"; ss << " fFactor = pow(p, rn);\n"; ss << " if (fFactor <= Min)\n"; ss << " tmp = -DBL_MAX;\n"; ss << " else\n"; ss << " {\n"; ss << " double fSum = 1.0 - fFactor;\n"; ss << " uint max =(uint)(rn), i;\n"; ss << " for (i = 0; i < max && fSum >= alpha; i++)\n"; ss << " {\n"; ss << " fFactor *= (rn - i) * pow((double)(i + 1),-1.0) *"; ss << " rq * pow(p, -1.0);\n"; ss << " fSum -= fFactor;\n"; ss << " }\n"; ss << " tmp = (rn - i);\n"; ss << " }\n"; ss << " }\n"; ss << " else\n"; ss << " {\n"; ss << " double fSum = fFactor;\n"; ss << " uint max = (uint)(rn), i;\n"; ss << " for (i = 0; i < max && fSum < alpha; i++)\n"; ss << " {\n"; ss << " fFactor *= (rn - i) * pow((double)(i + 1), -1.0) *"; ss << " p * pow(rq, -1.0);\n"; ss << " fSum += fFactor;\n"; ss << " }\n"; ss << " tmp = (i);\n"; ss << " }\n"; ss << " }\n"; ss << " return tmp;\n"; ss << "}"; } void OpRsq::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { if( vSubArguments.size() !=2 ||vSubArguments[0]->GetFormulaToken() ->GetType() != formula::svDoubleVectorRef||vSubArguments[1] ->GetFormulaToken()->GetType() != formula::svDoubleVectorRef ) ///only support DoubleVector in OpRsq for GPU calculating. throw Unhandled(__FILE__, __LINE__); const formula::DoubleVectorRefToken* pCurDVR1 = static_cast( vSubArguments[0]->GetFormulaToken()); const formula::DoubleVectorRefToken* pCurDVR2 = static_cast( vSubArguments[1]->GetFormulaToken()); if( pCurDVR1->GetRefRowSize() != pCurDVR2->GetRefRowSize() ) throw Unhandled(__FILE__, __LINE__); size_t nCurWindowSize = pCurDVR1->GetRefRowSize(); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double fCount = 0.0;\n"; ss << " double fSumX = 0.0;\n"; ss << " double fSumY = 0.0;\n"; ss << " double fSumDeltaXDeltaY = 0.0;\n"; ss << " double fInx;\n"; ss << " double fIny;\n"; ss << " double tmp0,tmp1;\n"; ss <<"\n"; ss << " for(int i=0; i<"<GenSlidingWindowDeclRef(true); ss << "))\n"; ss << " fInx = 0;\n"; ss << " else\n"; ss << " fInx = "<GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(isnan("; ss << vSubArguments[1]->GenSlidingWindowDeclRef(true); ss << "))\n"; ss << " fIny = 0;\n"; ss << " else\n"; ss << " fIny = "<GenSlidingWindowDeclRef(); ss << " ;\n"; ss << " fSumX += fInx;\n"; ss << " fSumY += fIny;\n"; ss << " fCount = fCount + 1;\n"; ss << " }\n"; ss << " double fMeanX = fSumX / fCount;\n"; ss << " double fMeanY = fSumY / fCount;\n"; ss << " fSumX = 0.0;\n"; ss << " fSumY = 0.0;\n"; ss << " for(int i=0; i<"<GenSlidingWindowDeclRef(true); ss << "))\n"; ss << " fInx = 0;\n"; ss << " else\n"; ss << " fInx = "<GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(isnan("; ss << vSubArguments[1]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " fIny = 0;\n"; ss << " else\n"; ss << " fIny = "<GenSlidingWindowDeclRef(); ss << " ;\n"; ss << " fSumDeltaXDeltaY += (fInx - fMeanX) * (fIny - fMeanY);\n"; ss << " fSumX += pow(fInx - fMeanX,2);\n"; ss << " fSumY += pow(fIny - fMeanY,2);\n"; ss << " }\n"; ss << " double tmp = pow( fSumDeltaXDeltaY,2) / (fSumX * fSumY);\n"; ss << " return tmp ;\n"; ss << "}\n"; } void OpChiInv::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl); funs.insert(""); decls.insert(fBigInvDecl); funs.insert(""); decls.insert(fHalfMachEpsDecl); funs.insert(""); decls.insert(lcl_IterateInverseChiInvDecl); funs.insert(lcl_IterateInverseChiInv); decls.insert(GetChiDistDecl); funs.insert(GetChiDist); decls.insert(lcl_HasChangeOfSignDecl); funs.insert(lcl_HasChangeOfSign); decls.insert(GetUpRegIGammaDecl); funs.insert(GetUpRegIGamma); decls.insert(GetGammaContFractionDecl); funs.insert(GetGammaContFraction); decls.insert(GetGammaSeriesDecl); funs.insert(GetGammaSeries); } void OpChiInv::GenSlidingWindowFunction( std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double tmp0,tmp1,tmp;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n "; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << "if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"< 1.0 )\n"; ss << " {\n"; ss << " return DBL_MIN;\n"; ss << " }\n"; ss << " bool bConvError;\n"; ss << " double fVal = lcl_IterateInverseChiInv"; ss << "(tmp0, tmp1, tmp1*0.5, tmp1, &bConvError);\n"; ss << " if(bConvError)\n"; ss << " return DBL_MIN;\n"; ss << " return fVal;\n"; ss << "}\n"; } void OpNormdist::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { CHECK_PARAMETER_COUNT(3,4); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double x,mue,sigma,c;\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp0,tmp1,tmp2;\n"; ss << " double tmp3 = 0;\n"; // optional argument ss <<"\n "; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << "x = tmp0;\n"; ss << "mue = tmp1;\n"; ss << "sigma = tmp2;\n"; ss << "c = tmp3;\n"; ss << "if(sigma <= 0)\n"; ss << " return CreateDoubleError(IllegalArgument);\n"; ss << "double mid,tmp;\n"; ss << "mid = (x - mue)/sigma;\n"; ss << "if(c)\n"; ss << " tmp = 0.5 *erfc(-mid * 0.7071067811865475);\n"; ss << "else \n"; ss <<" tmp=(0.39894228040143268*exp(-pow(mid,2)/2.0))/sigma;\n"; ss << "return tmp;\n"; ss << "}\n"; } void OpNormsdist::GenSlidingWindowFunction( std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double x = 0,tmp0 = 0;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n "; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " x = tmp0;\n"; ss << " double tmp = 0.5 * erfc((-1)*x * 0.7071067811865475);\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpPermut::GenSlidingWindowFunction( std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss <<" int gid0=get_global_id(0);\n"; ss <<" double inA;\n"; ss <<" double inB;\n"; ss <<" double tmp0,tmp1;\n"; ss <<" double tmp = 1 ;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " inA = tmp0;\n"; ss << " inB = tmp1;\n"; ss << " for( int i =0; iGenSlidingWindowDecl(ss); } ss << ") {\n"; ss <<" int gid0=get_global_id(0);\n"; ss <<" double inA;\n"; ss <<" double inB;\n"; ss <<" double tmp = 1.0;\n"; FormulaToken *tmpCur0 = vSubArguments[0]->GetFormulaToken(); const formula::SingleVectorRefToken*tmpCurDVR0= static_cast(tmpCur0); FormulaToken *tmpCur1 = vSubArguments[1]->GetFormulaToken(); const formula::SingleVectorRefToken*tmpCurDVR1= static_cast(tmpCur1); ss << "int buffer_fIna_len = "; ss << tmpCurDVR0->GetArrayLength(); ss << ";\n"; ss << " int buffer_fInb_len = "; ss << tmpCurDVR1->GetArrayLength(); ss << ";\n"; ss << " if((gid0)>=buffer_fIna_len || isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " inA = 0;\nelse \n"; ss << " inA = "<GenSlidingWindowDeclRef(); ss << ";\n"; ss << "if((gid0)>=buffer_fInb_len || isnan("; ss << vSubArguments[1]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << "inB = 0;\nelse \n"; ss << " inB = "<GenSlidingWindowDeclRef(); ss << ";\n"; ss << " for(int i=0; iGenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double x,tmp0;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " x = tmp0;\n"; ss << " double tmp = 0.39894228040143268 * exp((-1)*pow(x,2) / 2.0);\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpNorminv::GenSlidingWindowFunction( std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss <<" double q,t,z;\n"; ss <<" double x,mue,sigma;\n"; ss <<" double tmp0,tmp1,tmp2;\n"; ss <<" int gid0=get_global_id(0);\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss <<" x = tmp0;\n"; ss <<" mue = tmp1;\n"; ss <<" sigma = tmp2;\n"; ss <<" q = x -0.5;\n"; ss <<" if(fabs(q)<=.425)\n"; ss <<" {\n"; ss <<" t=0.180625-pow(q,2);\n"; ss <<" z=\n" "q*\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*2509.0809287301226727"; ss <<"+33430.575583588128105\n" ")\n" "*t+67265.770927008700853\n" ")\n" "*t+45921.953931549871457\n" ")\n" "*t+13731.693765509461125\n" ")\n" "*t+1971.5909503065514427\n" ")\n" "*t+133.14166789178437745\n" ")\n" "*t+3.387132872796366608\n" ")\n" "/\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*5226.495278852854561"; ss <<"+28729.085735721942674\n" ")\n" "*t+39307.89580009271061\n" ")\n" "*t+21213.794301586595867\n" ")\n" "*t+5394.1960214247511077\n" ")\n" "*t+687.1870074920579083\n" ")\n" "*t+42.313330701600911252\n" ")\n" "*t+1.0\n" ");\n"; ss <<"}\nelse\n{\n"; ss <<" if(q>0)\nt=1-x;\n"; ss <<"else\nt=x;\n"; ss <<"t=sqrt(-log(t));\n"; ss <<"if(t<=5.0)\n{\n"; ss <<"t+=-1.6;\n"; ss <<"z=\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*7.7454501427834140764e-4"; ss <<"+0.0227238449892691845833\n" ")\n" "*t+0.24178072517745061177\n" ")\n" "*t+1.27045825245236838258\n" ")\n" "*t+3.64784832476320460504\n" ")\n" "*t+5.7694972214606914055\n" ")\n" "*t+4.6303378461565452959\n" ")\n" "*t+1.42343711074968357734\n" ")\n" "/\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*1.05075007164441684324e-9"; ss <<"+5.475938084995344946e-4\n" ")\n" "*t+0.0151986665636164571966\n" ")\n" "*t+0.14810397642748007459\n" ")\n" "*t+0.68976733498510000455\n" ")\n" "*t+1.6763848301838038494\n" ")\n" "*t+2.05319162663775882187\n" ")\n" "*t+1.0\n" ");\n}\n"; ss <<"else\n{\n"; ss <<"t+=-5.0;\n"; ss <<"z=\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*2.01033439929228813265e-7"; ss<<"+2.71155556874348757815e-5\n" ")\n" "*t+0.0012426609473880784386\n" ")\n" "*t+0.026532189526576123093\n" ")\n" "*t+0.29656057182850489123\n" ")\n" "*t+1.7848265399172913358\n" ")\n" "*t+5.4637849111641143699\n" ")\n" "*t+6.6579046435011037772\n" ")\n" "/\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*2.04426310338993978564e-15" "+1.4215117583164458887e-7\n" ")\n" "*t+1.8463183175100546818e-5\n" ")\n" "*t+7.868691311456132591e-4\n" ")\n" "*t+0.0148753612908506148525\n" ")\n" "*t+0.13692988092273580531\n" ")\n" "*t+0.59983220655588793769\n" ")\n" "*t+1.0\n" ");\n"; ss<<"}\n"; ss << "z = q < 0.0 ? (-1)*z : z;\n"; ss<<"}\n"; ss<<"double tmp = z*sigma + mue;\n"; ss<<"return tmp;\n"; ss<<"}\n"; } void OpNormsinv:: GenSlidingWindowFunction (std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double q,t,z,x,tmp0;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss <<" x = tmp0;\n"; ss <<" q = x -0.5;\n"; ss <<" if(fabs(q)<=.425)\n"; ss <<" {\n"; ss <<" t=0.180625-pow(q,2);\n"; ss <<" z=\n" "q*\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*2509.0809287301226727"; ss <<"+33430.575583588128105\n" ")\n" "*t+67265.770927008700853\n" ")\n" "*t+45921.953931549871457\n" ")\n" "*t+13731.693765509461125\n" ")\n" "*t+1971.5909503065514427\n" ")\n" "*t+133.14166789178437745\n" ")\n" "*t+3.387132872796366608\n" ")\n" "/\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*5226.495278852854561"; ss <<"+28729.085735721942674\n" ")\n" "*t+39307.89580009271061\n" ")\n" "*t+21213.794301586595867\n" ")\n" "*t+5394.1960214247511077\n" ")\n" "*t+687.1870074920579083\n" ")\n" "*t+42.313330701600911252\n" ")\n" "*t+1.0\n" ");\n"; ss <<"}\nelse\n{\n"; ss <<" if(q>0)\nt=1-x;\n"; ss <<"else\nt=x;\n"; ss <<"t=sqrt(-log(t));\n"; ss <<"if(t<=5.0)\n{\n"; ss <<"t+=-1.6;\n"; ss <<"z=\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*7.7454501427834140764e-4"; ss <<"+0.0227238449892691845833\n" ")\n" "*t+0.24178072517745061177\n" ")\n" "*t+1.27045825245236838258\n" ")\n" "*t+3.64784832476320460504\n" ")\n" "*t+5.7694972214606914055\n" ")\n" "*t+4.6303378461565452959\n" ")\n" "*t+1.42343711074968357734\n" ")\n" "/\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*1.05075007164441684324e-9"; ss <<"+5.475938084995344946e-4\n" ")\n" "*t+0.0151986665636164571966\n" ")\n" "*t+0.14810397642748007459\n" ")\n" "*t+0.68976733498510000455\n" ")\n" "*t+1.6763848301838038494\n" ")\n" "*t+2.05319162663775882187\n" ")\n" "*t+1.0\n" ");\n}\n"; ss <<"else\n{\n"; ss <<"t+=-5.0;\n"; ss <<"z=\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*2.01033439929228813265e-7"; ss <<"+2.71155556874348757815e-5\n" ")\n" "*t+0.0012426609473880784386\n" ")\n" "*t+0.026532189526576123093\n" ")\n" "*t+0.29656057182850489123\n" ")\n" "*t+1.7848265399172913358\n" ")\n" "*t+5.4637849111641143699\n" ")\n" "*t+6.6579046435011037772\n" ")\n" "/\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "(\n" "t*2.04426310338993978564e-15" "+1.4215117583164458887e-7\n" ")\n" "*t+1.8463183175100546818e-5\n" ")\n" "*t+7.868691311456132591e-4\n" ")\n" "*t+0.0148753612908506148525\n" ")\n" "*t+0.13692988092273580531\n" ")\n" "*t+0.59983220655588793769\n" ")\n" "*t+1.0\n" ");\n"; ss <<"}\n"; ss << "z = q < 0.0 ? (-1)*z : z;\n"; ss <<"}\n"; ss <<"if (isnan(z))\n"; ss <<" return CreateDoubleError(NoValue);\n"; ss <<"return z;\n"; ss <<"}\n"; } void OpMedian::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double tmp = 0;\n"; ss << " int i;\n"; ss << " unsigned int startFlag = 0;\n"; ss << " unsigned int endFlag = 0;\n"; ss << " double dataIna;\n"; for (const DynamicKernelArgumentRef & rArg : vSubArguments) { FormulaToken *pCur = rArg->GetFormulaToken(); assert(pCur); if (const formula::DoubleVectorRefToken* pCurDVR = dynamic_cast(pCur)) { size_t nCurWindowSize = pCurDVR->GetRefRowSize(); ss << "startFlag = "; if (!pCurDVR->IsStartFixed() && pCurDVR->IsEndFixed()) { ss << "gid0; endFlag = "<< nCurWindowSize <<"-gid0;\n"; } ss << "gid0; endFlag = gid0+"<< nCurWindowSize <<";\n"; } else { ss<<"startFlag=gid0;endFlag=gid0;\n"; } } FormulaToken *tmpCur0 = vSubArguments[0]->GetFormulaToken(); const formula::DoubleVectorRefToken*tmpCurDVR0= static_cast(tmpCur0); ss << "int buffer_fIna_len = "; ss << tmpCurDVR0->GetArrayLength(); ss << ";\n"; ss<<"if((i+gid0)>=buffer_fIna_len || isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef(); ss<<"))\n"; ss<<" dataIna = 0;\n"; ss << " int nSize =endFlag- startFlag ;\n"; ss << " if (nSize & 1)\n"; ss << " {\n"; ss << " tmp = "<GetName(); ss << " [startFlag+nSize/2];\n"; ss << " }\n"; ss << " else\n"; ss << " {\n"; ss << " tmp =("<GetName(); ss << " [startFlag+nSize/2]+"; ss << vSubArguments[0]->GetName(); ss << " [startFlag+nSize/2-1])/2;\n"; ss << " }\n"; ss <<" return tmp;\n"; ss << "}\n"; } void OpKurt:: GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"( "; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss <<"{\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double length;\n"; ss << " double totallength=0;\n"; ss << " double tmp = 0;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " length="<="; ss << pDVR->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " length-=1.0;\n"; ss << " continue;\n"; ss << " }\n"; ss << " fSum += arg"<GetType() == formula::svSingleVectorRef) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(!isnan(tmp))\n"; ss << " {\n"; ss << " fSum += tmp;\n"; ss << " totallength +=1;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " fSum += tmp;\n"; ss << " totallength +=1;\n"; } else { ss << " return DBL_MIN;\n"; } } ss << " double fMean = fSum * pow(totallength,-1);\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; ss << "0; i < "<< nCurWindowSize << "; i++)\n"; ss << " {\n"; ss << " double arg"<GenSlidingWindowDeclRef(true); ss << ";\n"; ss << " if(isnan(arg"<="; ss << pDVR->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " continue;\n"; ss << " }\n"; ss << " vSum += (arg"<GetType() == formula::svSingleVectorRef) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(!isnan(tmp))\n"; ss << " {\n"; ss << " vSum += (tmp-fMean)*(tmp-fMean);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " vSum += (tmp-fMean)*(tmp-fMean);\n"; } } ss << " double fStdDev = sqrt(vSum / (totallength - 1.0));\n"; ss << " double dx = 0.0;\n"; ss << " double xpower4 = 0.0;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; ss << "0; i < "<< nCurWindowSize << "; i++)\n"; ss << " {\n"; ss << " double arg"<GenSlidingWindowDeclRef(true); ss << ";\n"; ss << " if(isnan(arg"<="; ss << pDVR->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " continue;\n"; ss << " }\n"; ss<< " dx = (arg"<GetType() == formula::svSingleVectorRef) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(!isnan(tmp))\n"; ss << " {\n"; ss<< " dx = (tmp -fMean) / fStdDev;\n"; ss<< " xpower4 = xpower4 + (dx * dx * dx * dx);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss<< " dx = (tmp -fMean) / fStdDev;\n"; ss<< " xpower4 = xpower4 + (dx * dx * dx * dx);\n"; } } ss<< " double k_d = (totallength - 2.0) * (totallength - 3.0);\n"; ss<< " double k_l = totallength * (totallength + 1.0) /"; ss<< "((totallength - 1.0) * k_d);\n"; ss<< " double k_t = 3.0 * (totallength - 1.0) * "; ss<< "(totallength - 1.0) / k_d;\n"; ss<< " tmp = xpower4 * k_l - k_t;\n"; ss<< " return tmp;\n"; ss << "}"; } void OpIntercept::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSumX = 0.0;\n"; ss << " double fSumY = 0.0;\n"; ss << " double fMeanX = 0.0;\n"; ss << " double fMeanY = 0.0;\n"; ss << " double fSumDeltaXDeltaY = 0.0;\n"; ss << " double fSumSqrDeltaX = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double argX = 0.0;\n"; ss << " double argY = 0.0;\n"; if(vSubArguments.size() != 2) { ss << " return NAN;\n"; ss << "}\n"; return ; } FormulaToken *pCur = vSubArguments[1]->GetFormulaToken(); FormulaToken *pCur1 = vSubArguments[0]->GetFormulaToken(); assert(pCur); assert(pCur1); if (pCur->GetType() == formula::svDoubleVectorRef&& pCur1->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); const formula::DoubleVectorRefToken* pDVR1 = static_cast(pCur1); size_t nCurWindowSize = pDVR->GetRefRowSize(); size_t nCurWindowSize1 = pDVR1->GetRefRowSize(); size_t arrayLength = pDVR->GetArrayLength()< pDVR1->GetArrayLength() ? pDVR->GetArrayLength(): pDVR1->GetArrayLength(); if(nCurWindowSize != nCurWindowSize1) { ss << " return NAN;\n"; ss << "}\n"; return ; } ss << " for (int i = "; if ((!pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "gid0; i < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength ; ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i + gid0 < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; ss << " break;\n"; ss << " }"; ss << " return NAN;\n"; ss << "}\n"; return ; } ss << " argX = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " argY = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(argX) || isnan(argY))\n"; ss << " continue;\n"; ss << " fSumX += argX;\n"; ss << " fSumY += argY;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " if (fCount < 1.0)\n"; ss << " return NAN;\n"; ss << " else\n"; ss << " {\n"; ss << " fMeanX = fSumX * pow(fCount,-1.0);\n"; ss << " fMeanY = fSumY * pow(fCount,-1.0);\n"; ss << " for (int i = "; if ((!pDVR->IsStartFixed() && pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && pDVR1->IsEndFixed())) { ss << "gid0; i < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i < " << arrayLength ; ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if ((!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) &&(!pDVR1->IsStartFixed() && !pDVR1->IsEndFixed())) { ss << "0; i + gid0 < " << arrayLength; ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << arrayLength << "; i++)\n"; ss << " {\n"; } ss << " argX = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " argY = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (isnan(argX) || isnan(argY))\n"; ss << " continue;\n"; ss << " fSumDeltaXDeltaY += (argX-fMeanX)*(argY-fMeanY);\n"; ss << " fSumSqrDeltaX += (argX-fMeanX) * (argX-fMeanX);\n"; ss << " }\n"; ss << " if(fSumSqrDeltaX == 0.0)\n"; ss << " return NAN;\n"; ss << " else\n"; ss << " {\n"; ss << " return fMeanY -"; ss << " (fSumDeltaXDeltaY*pow(fSumSqrDeltaX,-1.0))*fMeanX;\n"; ss << " }\n"; ss << " }\n"; ss << "}\n"; } else { ss << " return NAN;\n"; ss << "}\n"; } } void OpLogInv:: GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp;\n"; ss << " double arg0,arg1,arg2,arg3;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n "; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GetType() == formula::svDouble) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"< 0 ? 1 - arg0 : arg0;\n"; ss<<" t=sqrt(-log(t));\n"; ss<<" if(t<=5.0)\n"; ss<<" {\n"; ss<<" t+=-1.6;\n"; ss<<" z=\n" " (\n" " (\n" " (\n" " (\n" " (\n" " (\n" " (\n" " t*7.7454501427834140764e-4"; ss<<"+0.0227238449892691845833\n" " )\n" " *t+0.24178072517745061177\n" " )\n" " *t+1.27045825245236838258\n" " )\n" " *t+3.64784832476320460504\n" " )\n" " *t+5.7694972214606914055\n" " )\n" " *t+4.6303378461565452959\n" " )\n" " *t+1.42343711074968357734\n" " )\n" " /\n" " (\n" " (\n" " (\n" " (\n" " (\n" " (\n" " (\n" " t*1.05075007164441684324e-9"; ss<<"+5.475938084995344946e-4\n" " )\n" " *t+0.0151986665636164571966\n" " )\n" " *t+0.14810397642748007459\n" " )\n" " *t+0.68976733498510000455\n" " )\n" " *t+1.6763848301838038494\n" " )\n" " *t+2.05319162663775882187\n" " )\n" " *t+1.0\n" " );\n"; ss<<" }\n"; ss<<" else\n"; ss<<" {\n"; ss<<" t+=-5.0;\n"; ss<<" z=\n" " (\n" " (\n" " (\n" " (\n" " (\n" " (\n" " (\n" " t*2.01033439929228813265e-7"; ss<<"+2.71155556874348757815e-5\n" " )\n" " *t+0.0012426609473880784386\n" " )\n" " *t+0.026532189526576123093\n" " )\n" " *t+0.29656057182850489123\n" " )\n" " *t+1.7848265399172913358\n" " )\n" " *t+5.4637849111641143699\n" " )\n" " *t+6.6579046435011037772\n" " )\n" " /\n" " (\n" " (\n" " (\n" " (\n" " (\n" " (\n" " (\n" " t*2.04426310338993978564e-15" " +1.4215117583164458887e-7\n" " )\n" " *t+1.8463183175100546818e-5\n" " )\n" " *t+7.868691311456132591e-4\n" " )\n" " *t+0.0148753612908506148525\n" " )\n" " *t+0.13692988092273580531\n" " )\n" " *t+0.59983220655588793769\n" " )\n" " *t+1.0\n" " );\n"; ss << " }\n"; ss << " z = q < 0.0 ? (-1)*z : z;\n"; ss << " }\n"; ss << " tmp = exp(arg1+arg2*z);\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpForecast::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { FormulaToken *pCur0 = vSubArguments[0]->GetFormulaToken(); assert(pCur0); const formula::SingleVectorRefToken*pCurDVR0= static_cast(pCur0); FormulaToken *pCur1 = vSubArguments[1]->GetFormulaToken(); assert(pCur1); const formula::DoubleVectorRefToken* pCurDVR1 = static_cast(pCur1); size_t nCurWindowSize = pCurDVR1->GetRefRowSize(); FormulaToken *pCur2 = vSubArguments[2]->GetFormulaToken(); assert(pCur2); const formula::DoubleVectorRefToken* pCurDVR2 = static_cast(pCur2); size_t nCurWindowSize1 = pCurDVR2->GetRefRowSize(); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"( "; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSumX = 0.0;\n"; ss << " double fSumY = 0.0;\n"; ss << " double fSumDeltaXDeltaY = 0.0;\n"; ss << " double fSumSqrDeltaX = 0.0;\n"; if(pCur0->GetType()== formula::svDouble || pCur0->GetType() == formula::svSingleVectorRef) { ss << " double arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef(); ss << ";\n"; } else ss << "return HUGE_VAL"; if(pCur1->GetType() != formula::svDoubleVectorRef || pCur2->GetType() != formula::svDoubleVectorRef) ss << "return HUGE_VAL"; else { ss<< " if(isnan(arg0)||(gid0>="; ss<GetArrayLength(); ss<<"))\n"; ss<<" arg0 = 0;\n"; ss << " int length="<="; ss << pCurDVR1->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " length--;\n"; ss << " continue;\n"; ss << " }\n"; ss << " if(isnan(arg2)||((gid0+i)>="; ss << pCurDVR2->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " length--;\n"; ss << " continue;\n"; ss << " }\n"; ss << " fSumY+=arg1;\n"; ss << " fSumX+=arg2;\n"; ss << " }\n"; ss << " double fMeanX = fSumX / length;\n"; ss << " double fMeanY = fSumY / length;\n"; ss << " for (int i = 0; i <" << nCurWindowSize << "; i++)\n"; ss << " {\n"; ss << " double arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef(true); ss << ";\n"; ss << " double arg2 = "; ss << vSubArguments[2]->GenSlidingWindowDeclRef(true); ss << ";\n"; ss << " if(isnan(arg1)||((gid0+i)>="; ss <GetArrayLength(); ss <<"))\n"; ss <<" {\n"; ss <<" continue;\n"; ss <<" }\n"; ss << " if(isnan(arg2)||((gid0+i)>="; ss <GetArrayLength(); ss <<"))\n"; ss <<" {\n"; ss <<" continue;\n"; ss <<" }\n"; ss <<" fSumDeltaXDeltaY+=(arg2 - fMeanX) * (arg1 - fMeanY);\n"; ss <<" fSumSqrDeltaX+=pow(arg2 - fMeanX, 2);\n"; ss <<" }\n"; ss <<" tmp =fMeanY + fSumDeltaXDeltaY / fSumSqrDeltaX *"; ss <<" (arg0 - fMeanX);\n"; ss <<" return tmp;\n"; ss << "}"; } } void OpLogNormDist::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { FormulaToken *tmpCur0 = vSubArguments[0]->GetFormulaToken(); const formula::SingleVectorRefToken*tmpCurDVR0= static_cast(tmpCur0); FormulaToken *tmpCur1 = vSubArguments[1]->GetFormulaToken(); const formula::SingleVectorRefToken*tmpCurDVR1= static_cast(tmpCur1); FormulaToken *tmpCur2 = vSubArguments[2]->GetFormulaToken(); const formula::SingleVectorRefToken*tmpCurDVR2= static_cast(tmpCur2); FormulaToken *tmpCur3 = vSubArguments[3]->GetFormulaToken(); const formula::SingleVectorRefToken*tmpCurDVR3= static_cast(tmpCur3); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double arg0,arg1,arg2,arg3;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n "; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GetType() == formula::svDouble) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<="; ss << tmpCurDVR0->GetArrayLength(); ss << "))\n"; ss << " arg0 = 0;\n"; ss << " if(isnan(arg1)||(gid0>="; ss << tmpCurDVR1->GetArrayLength(); ss << "))\n"; ss << " arg1 = 0;\n"; ss << " if(isnan(arg2)||(gid0>="; ss << tmpCurDVR2->GetArrayLength(); ss << "))\n"; ss << " arg2 = 0;\n"; ss << " if(isnan(arg3)||(gid0>="; ss << tmpCurDVR3->GetArrayLength(); ss << "))\n"; ss << " arg3 = 0;\n"; ss << " double temp = (log(arg0)-arg1)/arg2;\n"; ss << " if(arg3)\n"; ss << " {\n"; ss << " if(arg0<=0)\n"; ss << " tmp = 0.0;\n"; ss << " else\n"; ss << " tmp = 0.5 * erfc(-temp * 0.7071067811865475);\n"; ss << " }\n"; ss << " else\n"; ss << " tmp = (0.39894228040143268 * exp((-1)*pow(temp, 2)"; ss << " / 2.0))/(arg2*arg0);\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpGammaDist::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fBigInvDecl);decls.insert(fLogDblMaxDecl); decls.insert(fHalfMachEpsDecl);decls.insert(fMaxGammaArgumentDecl); decls.insert(GetGammaSeriesDecl);decls.insert(GetGammaContFractionDecl); decls.insert(GetLowRegIGammaDecl);decls.insert(GetGammaDistDecl); decls.insert(GetGammaDistPDFDecl); funs.insert(GetGammaSeries);funs.insert(GetGammaContFraction); funs.insert(GetLowRegIGamma);funs.insert(GetGammaDist); funs.insert(GetGammaDistPDF); } void OpGammaDist::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp;\n"; ss << " double arg0,arg1,arg2,arg3;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n "; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GetType() == formula::svDouble) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<& decls, std::set& funs) { decls.insert(fBigInvDecl); funs.insert(""); decls.insert(fHalfMachEpsDecl); funs.insert(""); decls.insert(GetUpRegIGammaDecl); funs.insert(GetUpRegIGamma); decls.insert(GetGammaSeriesDecl); funs.insert(GetGammaSeries); decls.insert(GetGammaContFractionDecl); funs.insert(GetGammaContFraction); decls.insert(GetChiDistDecl); funs.insert(GetChiDist); } void OpChiDist::GenSlidingWindowFunction( std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double fx,fDF,tmp=0,tmp0=0,tmp1=0;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } } ss << " fx = tmp0;\n"; ss << " fDF = floor(tmp1);\n"; ss << " if(fDF < 1.0)\n"; ss << " {\n"; ss << " return DBL_MIN;\n"; ss << " }\n"; ss << " tmp = GetChiDist( fx, fDF);\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpBinomdist::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl); funs.insert(""); decls.insert(MinDecl); funs.insert(""); decls.insert(fMaxGammaArgumentDecl); funs.insert(""); decls.insert(GetBinomDistPMFDecl); funs.insert(GetBinomDistPMF); decls.insert(GetBetaDistDecl); funs.insert(GetBetaDist); decls.insert(lcl_GetBinomDistRangeDecl); funs.insert(lcl_GetBinomDistRange); decls.insert(lcl_GetBetaHelperContFracDecl); funs.insert(lcl_GetBetaHelperContFrac); decls.insert(GetBetaDistPDFDecl); funs.insert(GetBetaDistPDF); decls.insert(GetLogBetaDecl); funs.insert(GetLogBeta); decls.insert(GetBetaDecl); funs.insert(GetBeta); decls.insert(lcl_getLanczosSumDecl); funs.insert(lcl_getLanczosSum); } void OpBinomdist::GenSlidingWindowFunction( std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double tmp0,tmp1,tmp2,tmp3;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n "; //while (i-- > 1) for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " tmp0 = floor(tmp0);\n"; ss << " tmp1 = floor(tmp1);\n"; ss << " double rq = (0.5 - tmp2) + 0.5;\n"; ss << " if (tmp1 < 0.0 || tmp0 < 0.0 || tmp0 > tmp1 ||"; ss << "tmp2 < 0.0 || tmp2 > 1.0)\n"; ss << " {\n"; ss << " return DBL_MIN;\n"; ss << " }\n"; ss << " if(tmp2 == 0.0)\n"; ss << " return ( (tmp0 == 0.0 || tmp3) ? 1.0 : 0.0 );\n"; ss << " if(tmp2 == 1.0)\n"; ss << " return ( (tmp0 == tmp1) ? 1.0 : 0.0);\n"; ss << " if(!tmp3)\n"; ss << " return ( GetBinomDistPMF(tmp0, tmp1, tmp2));\n"; ss << " else \n"; ss << " {\n"; ss << " if(tmp0 == tmp1)\n"; ss << " return 1.0;\n"; ss << " else\n"; ss << " {\n"; ss << " double fFactor = pow(rq,tmp1);\n"; ss << " if(tmp0 == 0.0)\n"; ss << " return (fFactor);\n"; ss << " else if(fFactor <= Min)\n"; ss << " {\n"; ss << " fFactor = pow(tmp2,tmp1);\n"; ss << " if(fFactor <= Min)\n"; ss << " return GetBetaDist"; ss << "(rq, tmp1 - tmp0, tmp0 + 1.0);\n"; ss << " else\n"; ss << " {\n"; ss << " if(fFactor > fMachEps)\n"; ss << " {\n"; ss << " double fSum = 1.0 - fFactor;\n"; ss << " unsigned int max = "; ss << "(unsigned int)((tmp1 - tmp0)-1);\n"; ss << " for (uint i = 0; i < max && fFactor > 0.0;"; ss << " i++)\n"; ss << " {\n"; ss << " fFactor *= (tmp1 - i)*pow((i + 1),-1.0)*"; ss << "rq*pow(tmp2,-1.0);\n"; ss << " fSum -= fFactor;\n"; ss << " }\n"; ss << " return ( (fSum < 0.0) ? 0.0 : fSum );\n"; ss << " }\n"; ss << " else \n"; ss << " return (lcl_GetBinomDistRange"; ss << "(tmp1, tmp1 - tmp0, tmp1, fFactor, rq, tmp2));\n"; ss << " }\n"; ss << " }\n"; ss << " else\n"; ss << " {\n"; ss << " double rtmp = ( lcl_GetBinomDistRange"; ss << "(tmp1, 0.0, tmp0, fFactor, tmp2, rq));\n"; ss << " return rtmp;\n"; ss << " }\n"; ss << " }\n"; ss << " }\n"; ss << "}\n"; } void OpChiSqDist::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMaxGammaArgumentDecl);decls.insert(GetChiSqDistCDFDecl); decls.insert(GetChiSqDistPDFDecl);decls.insert(GetLowRegIGammaDecl); decls.insert(GetGammaContFractionDecl);decls.insert(GetGammaSeriesDecl); decls.insert(fHalfMachEpsDecl);decls.insert(F_PIDecl); decls.insert(fBigInvDecl); funs.insert(GetGammaContFraction);funs.insert(GetChiSqDistCDF); funs.insert(GetChiSqDistPDF);funs.insert(GetLowRegIGamma); funs.insert(GetGammaSeries); } void OpChiSqDist::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments & vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " int singleIndex = gid0;\n"; ss << " double result = 0;\n"; if(vSubArguments.size()<2) { ss << " result = -DBL_MAX;\n"; ss << " return result;\n"; }else { GenTmpVariables(ss,vSubArguments); CheckAllSubArgumentIsNan(ss,vSubArguments); if(vSubArguments.size() == 2) { ss << " int tmp2 = 1;\n"; } } ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " tmp1 = floor(tmp1);\n"; ss << " if(tmp1 < 1.0)\n"; ss << " result = -DBL_MAX;\n"; ss << " else\n"; ss << " {\n"; ss << " if(tmp2)\n"; ss << " result =GetChiSqDistCDF(tmp0,tmp1);\n"; ss << " else\n"; ss << " result =GetChiSqDistPDF(tmp0,tmp1);\n"; ss << " }\n"; ss << " return result;\n"; ss << "}"; } void OpChiSqInv::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMaxGammaArgumentDecl);decls.insert(GetChiSqDistCDFDecl); decls.insert(GetLowRegIGammaDecl);decls.insert(lcl_IterateInverseChiSQInvDecl); decls.insert(GetGammaContFractionDecl);decls.insert(GetGammaSeriesDecl); decls.insert(fHalfMachEpsDecl);decls.insert(F_PIDecl); decls.insert(fBigInvDecl);decls.insert(lcl_HasChangeOfSignDecl); decls.insert(fMachEpsDecl); funs.insert(GetGammaContFraction);funs.insert(GetChiSqDistCDF); funs.insert(GetLowRegIGamma);funs.insert(lcl_HasChangeOfSign); funs.insert(GetGammaSeries);funs.insert(lcl_IterateInverseChiSQInv); } void OpChiSqInv::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments & vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " int singleIndex = gid0;\n"; ss << " double result = 0;\n"; if(vSubArguments.size()!=2) { ss << " result = -DBL_MAX;\n"; ss << " return result;\n"; } else { GenTmpVariables(ss,vSubArguments); CheckAllSubArgumentIsNan(ss,vSubArguments); ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " tmp1 = floor(tmp1);\n"; ss << " bool bConvError;\n"; ss << " if(tmp1 < 1.0 || tmp0 < 0 || tmp0>=1.0)\n"; ss << " result = -DBL_MAX;\n"; ss << " else\n"; ss << " {\n"; ss << " result =lcl_IterateInverseChiSQInv( tmp0, tmp1,"; ss << "tmp1*0.5, tmp1, &bConvError );\n"; ss << " }\n"; ss << " if(bConvError)\n"; ss << " result = -DBL_MAX;\n"; ss << " return result;\n"; ss << "}"; } } void OpGammaInv::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fBigInvDecl);decls.insert(fHalfMachEpsDecl); decls.insert(GetGammaSeriesDecl);decls.insert(GetGammaContFractionDecl); decls.insert(GetGammaInvValueDecl); funs.insert(GetGammaSeries);funs.insert(GetGammaContFraction); funs.insert(GetGammaInvValue); } void OpGammaInv::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp;\n"; ss << " double arg0,arg1,arg2;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n "; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GetType() == formula::svDouble) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"< 0.0)" " || (fAy > 0.0 && fBy < 0.0)); nCount++)\n" " {\n" " if (fabs(fAy) <= fabs(fBy))\n" " {\n" " fTemp = fAx;\n" " fAx += 2.0 * (fAx - fBx);\n" " if (fAx < 0.0)\n" " fAx = 0.0;\n" " fBx = fTemp;\n" " fBy = fAy;\n" " fAy = arg0-GetGammaInvValue(arg1,arg2,fAx);\n" " }\n" " else\n" " {\n" " fTemp = fBx;\n" " fBx += 2.0 * (fBx - fAx);\n" " fAx = fTemp;\n" " fAy = fBy;\n" " fBy = arg0-GetGammaInvValue(arg1,arg2,fBx);\n" " }\n" " }\n" " if (fAy == 0.0)\n" " {\n" " tmp = fAx;\n" " return tmp;\n" " }\n" " if (fBy == 0.0)\n" " {\n" " tmp = fBx;\n" " return tmp;\n" " }\n" " if (!((fAy < 0.0 && fBy > 0.0) || (fAy > 0.0 && fBy < 0.0)))\n" " {\n" " bConvError = true;\n" " tmp = 0.0;\n" " return tmp;\n" " }\n" " double fPx = fAx;\n" " double fPy = fAy;\n" " double fQx = fBx;\n" " double fQy = fBy;\n" " double fRx = fAx;\n" " double fRy = fAy;\n" " double fSx = 0.5 * (fAx + fBx);\n" " bool bHasToInterpolate = true;\n" " nCount = 0;\n" " while ( nCount < 500 && fabs(fRy) > fYEps &&" "(fBx-fAx) > fmax( fabs(fAx), fabs(fBx)) * fXEps )\n" " {\n" " if (bHasToInterpolate)\n" " {\n" " if (fPy!=fQy && fQy!=fRy && fRy!=fPy)\n" " {\n" " fSx = fPx * fRy * fQy *pow( (fRy-fPy),-1) *pow" "( (fQy-fPy),-1)" "+ fRx * fQy * fPy *pow( (fQy-fRy),-1) *pow( (fPy-fRy),-1)" "+ fQx * fPy * fRy *pow( (fPy-fQy),-1) *pow( (fRy-fQy),-1);\n" " bHasToInterpolate = (fAx < fSx) && (fSx < fBx);\n" " }\n" " else\n" " bHasToInterpolate = false;\n" " }\n" " if(!bHasToInterpolate)\n" " {\n" " fSx = 0.5 * (fAx + fBx);\n" " fPx = fAx; fPy = fAy;\n" " fQx = fBx; fQy = fBy;\n" " bHasToInterpolate = true;\n" " }\n" " fPx = fQx; fQx = fRx; fRx = fSx;\n" " fPy = fQy; fQy = fRy;\n" " fRy = arg0-GetGammaInvValue(arg1,arg2,fSx);\n" " if ((fAy < 0.0 && fRy > 0.0) || (fAy > 0.0 && fRy < 0.0))\n" " {\n" " fBx = fRx;\n" " fBy = fRy;\n" " }\n" " else\n" " {\n" " fAx = fRx;\n" " fAy = fRy;\n" " }\n" " bHasToInterpolate = bHasToInterpolate && (fabs(fRy)" " * 2.0 <= fabs(fQy));\n" " ++nCount;\n" " }\n" " tmp = fRx;\n" " return tmp;\n" " }\n" "}\n"; } void OpFInv::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl);decls.insert(fMaxGammaArgumentDecl); decls.insert(lcl_getLanczosSumDecl);decls.insert(GetBetaDecl); decls.insert(GetLogBetaDecl);decls.insert(GetBetaDistPDFDecl); decls.insert(lcl_GetBetaHelperContFracDecl);decls.insert(GetFInvValueDecl); funs.insert(lcl_getLanczosSum);funs.insert(GetBeta); funs.insert(GetLogBeta);funs.insert(GetBetaDistPDF); funs.insert(lcl_GetBetaHelperContFrac);funs.insert(GetFInvValue); } void OpFInv::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp;\n"; ss << " double arg0,arg1,arg2;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n "; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GetType() == formula::svDouble) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"< 0.0)" " || (fAy > 0.0 && fBy < 0.0)); nCount++)\n" " {\n" " if (fabs(fAy) <= fabs(fBy))\n" " {\n" " fTemp = fAx;\n" " fAx += 2.0 * (fAx - fBx);\n" " if (fAx < 0.0)\n" " fAx = 0.0;\n" " fBx = fTemp;\n" " fBy = fAy;\n" " fAy = arg0-GetFInvValue(fF1,fF2,fAx);\n" " }\n" " else\n" " {\n" " fTemp = fBx;\n" " fBx += 2.0 * (fBx - fAx);\n" " fAx = fTemp;\n" " fAy = fBy;\n" " fBy = arg0-GetFInvValue(fF1,fF2,fBx);\n" " }\n" " }\n" " if (fAy == 0.0)\n" " {\n" " tmp = fAx;\n" " return tmp;\n" " }\n" " if (fBy == 0.0)\n" " {\n" " tmp = fBx;\n" " return tmp;\n" " }\n" " if (!((fAy < 0.0 && fBy > 0.0) || (fAy > 0.0 && fBy < 0.0)))\n" " {\n" " bConvError = true;\n" " tmp = 0.0;\n" " return tmp;\n" " }\n" " double fPx = fAx;\n" " double fPy = fAy;\n" " double fQx = fBx;\n" " double fQy = fBy;\n" " double fRx = fAx;\n" " double fRy = fAy;\n" " double fSx = 0.5 * (fAx + fBx);\n" " bool bHasToInterpolate = true;\n" " nCount = 0;\n" " while ( nCount < 500 && fabs(fRy) > fYEps &&" "(fBx-fAx) > fmax( fabs(fAx), fabs(fBx)) * fXEps )\n" " {\n" " if (bHasToInterpolate)\n" " {\n" " if (fPy!=fQy && fQy!=fRy && fRy!=fPy)\n" " {\n" " fSx = fPx * fRy * fQy *pow( (fRy-fPy),-1)" " *pow( (fQy-fPy),-1)+fRx * fQy * fPy*pow( (fQy-fRy),-1) *" "pow( (fPy-fRy),-1)+ fQx * fPy * fRy *pow( (fPy-fQy),-1)" " *pow((fRy-fQy),-1);\n" " bHasToInterpolate = (fAx < fSx) && (fSx < fBx);\n" " }\n" " else\n" " bHasToInterpolate = false;\n" " }\n" " if(!bHasToInterpolate)\n" " {\n" " fSx = 0.5 * (fAx + fBx);\n" " fPx = fAx; fPy = fAy;\n" " fQx = fBx; fQy = fBy;\n" " bHasToInterpolate = true;\n" " }\n" " fPx = fQx; fQx = fRx; fRx = fSx;\n" " fPy = fQy; fQy = fRy;\n" " fRy = arg0-GetFInvValue(fF1,fF2,fSx);\n" " if ((fAy < 0.0 && fRy > 0.0) || (fAy > 0.0 && fRy < 0.0))\n" " {\n" " fBx = fRx; fBy = fRy;\n" " }\n" " else\n" " {\n" " fAx = fRx; fAy = fRy;\n" " }\n" " bHasToInterpolate = bHasToInterpolate && (fabs(fRy)" " * 2.0 <= fabs(fQy));\n" " ++nCount;\n" " }\n" " tmp = fRx;\n" " return tmp;" "}"; } void OpFTest::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl);decls.insert(fMaxGammaArgumentDecl); decls.insert(lcl_getLanczosSumDecl);decls.insert(GetBetaDecl); decls.insert(GetLogBetaDecl);decls.insert(GetBetaDistPDFDecl); decls.insert(lcl_GetBetaHelperContFracDecl);decls.insert(GetBetaDistDecl); decls.insert(GetFDistDecl); funs.insert(lcl_getLanczosSum);funs.insert(GetBeta); funs.insert(GetLogBeta);funs.insert(GetBetaDistPDF); funs.insert(lcl_GetBetaHelperContFrac);funs.insert(GetBetaDist); funs.insert(GetFDist); } void OpFTest::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { FormulaToken *pCur = vSubArguments[0]->GetFormulaToken(); assert(pCur); const formula::DoubleVectorRefToken* pCurDVR = static_cast(pCur); size_t nCurWindowSize = pCurDVR->GetRefRowSize(); FormulaToken *pCur1 = vSubArguments[1]->GetFormulaToken(); assert(pCur1); const formula::DoubleVectorRefToken* pCurDVR1 = static_cast(pCur1); size_t nCurWindowSize1 = pCurDVR1->GetRefRowSize(); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"( "; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum1 = 0.0;\n"; ss << " double fSumSqr1 = 0.0;\n"; ss << " double fSum2 = 0.0;\n"; ss << " double fSumSqr2 = 0.0;\n"; ss << " int length0="<GetFormulaToken(); assert(pCurSub); if (pCurSub->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCurSub); ss << " for (int i = "; ss << "0; i < "<< pDVR->GetRefRowSize() << "; i++){\n"; ss << " double arg"<GenSlidingWindowDeclRef(true); ss << ";\n"; ss << " if(isnan(arg"<="; ss << pDVR->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " length"<GetType() == formula::svSingleVectorRef) { ss << "return HUGE_VAL"; } else if (pCurSub->GetType() == formula::svDouble) { ss << "return HUGE_VAL"; } } ss << " double fS1 = (fSumSqr1-fSum1*fSum1/length0)/(length0-1.0);\n" " double fS2 = (fSumSqr2-fSum2*fSum2/length1)/(length1-1.0);\n" " double fF, fF1, fF2;\n" " if (fS1 > fS2)\n" " {\n" " fF = fS1/fS2;\n" " fF1 = length0-1.0;\n" " fF2 = length1-1.0;\n" " }\n" " else\n" " {\n" " fF = fS2/fS1;\n" " fF1 = length1-1.0;\n" " fF2 = length0-1.0;\n" " }\n" " tmp = 2.0*GetFDist(fF, fF1, fF2);\n"; ss << " return tmp;\n"; ss << "}"; } void OpB::BinInlineFun(std::set& decls, std::set& funs) { //decls.insert(fBigInvDecl);decls.insert(fLogDblMaxDecl); decls.insert(GetBinomDistPMFDecl);decls.insert(MinDecl); decls.insert(fMachEpsDecl);decls.insert(fMaxGammaArgumentDecl); decls.insert(GetBetaDistDecl);decls.insert(GetBetaDistPDFDecl); decls.insert(lcl_GetBetaHelperContFracDecl);decls.insert(GetLogBetaDecl); decls.insert(lcl_getLanczosSumDecl); decls.insert(GetBetaDecl); funs.insert(GetBinomDistPMF);funs.insert(lcl_GetBinomDistRange); funs.insert(GetBetaDist);funs.insert(GetBetaDistPDF); funs.insert(lcl_GetBetaHelperContFrac);funs.insert(GetLogBeta); funs.insert(lcl_getLanczosSum);funs.insert(GetBeta); } void OpB::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double min = 2.22507e-308;\n"; ss << " double tmp;\n"; ss << " double arg0,arg1,arg2,arg3;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n "; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GetType() == formula::svDouble) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"< min)\n" " tmp =" " lcl_GetBinomDistRange(rn, rxs, rxe, fFactor, arg1, rq);\n" " else\n" " {\n" " fFactor = pow(arg1, rn);\n" " if (fFactor > min)\n" " {\n" " tmp =" "lcl_GetBinomDistRange(rn, rn - rxe, rn - rxs, fFactor, rq, arg1);\n" " }\n" " else\n" " tmp =" "GetBetaDist(rq, rn - rxe, rxe + 1.0)" "- GetBetaDist(rq, rn - rxs + 1, rxs);\n" " }\n" " }\n" " }\n" " else\n" " {\n" " if (bIsValidX)\n" " {\n" " if (arg1 == 0.0)\n" " tmp = (rxs == 0.0 ? 1.0 : 0.0);\n" " else if (arg1 == 1.0)\n" " tmp = (rxe == rn ? 1.0 : 0.0);\n" " else\n" " {\n" " tmp = DBL_MIN;\n" " }\n" " }\n" " else\n" " {\n" " tmp = DBL_MIN;\n" " }\n" " }\n" " return tmp;" "}\n"; } void OpBetaDist::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl);decls.insert(fMaxGammaArgumentDecl); decls.insert(GetBetaDistDecl);decls.insert(GetBetaDistPDFDecl); decls.insert(lcl_GetBetaHelperContFracDecl);decls.insert(GetLogBetaDecl); decls.insert(GetBetaDecl);decls.insert(lcl_getLanczosSumDecl); funs.insert(GetBetaDist);funs.insert(GetBetaDistPDF); funs.insert(lcl_GetBetaHelperContFrac);funs.insert(GetLogBeta); funs.insert(GetBeta);funs.insert(lcl_getLanczosSum); } void OpPoisson::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fHalfMachEpsDecl); funs.insert(""); decls.insert(fMaxGammaArgumentDecl); funs.insert(""); decls.insert(fBigInvDecl); funs.insert(""); decls.insert(GetLogGammaDecl); funs.insert(GetLogGamma); decls.insert(lcl_GetLogGammaHelperDecl); funs.insert(lcl_GetLogGammaHelper); decls.insert(lcl_GetGammaHelperDecl); funs.insert(lcl_GetGammaHelper); decls.insert(lcl_getLanczosSumDecl); funs.insert(lcl_getLanczosSum); decls.insert(GetUpRegIGammaDecl); funs.insert(GetUpRegIGamma); decls.insert(GetGammaContFractionDecl); funs.insert(GetGammaContFraction); decls.insert(GetGammaSeriesDecl); funs.insert(GetGammaSeries); } void OpPoisson::GenSlidingWindowFunction( std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double x,lambda,tmp,tmp0,tmp1,tmp2;\n"; ss << " int bCumulative;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n "; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " x = floor(tmp0);\n"; ss << " lambda = tmp1;\n"; ss << " bCumulative = tmp2;\n "; ss << " if (!bCumulative)\n"; ss << " {\n"; ss << " if(lambda == 0.0)\n"; ss << " {\n"; ss << " return 0;\n"; ss << " }\n"; ss << " else\n"; ss << " {\n"; ss << " if (lambda >712)\n"; ss << " {\n"; ss << " tmp = (exp(x*log(lambda)-lambda-GetLogGamma(x+1.0)));\n"; ss << " return tmp;\n"; ss << " }\n"; ss << " else\n"; ss << " {\n"; ss << " double fPoissonVar = 1.0;\n"; ss << " for ( int f = 0; f < x; ++f )\n"; ss << " fPoissonVar *= lambda * pow(( (double)f + 1.0 ),-1);\n"; ss << " tmp = ( fPoissonVar * exp( -lambda ) );\n"; ss << " return tmp;\n"; ss << " }\n"; ss << " }\n"; ss << " } \n"; ss << " else\n"; ss << " {\n"; ss << " if (lambda == 0.0)\n"; ss << " {\n"; ss << " return 1;\n"; ss << " }\n"; ss << " else\n"; ss << " {\n"; ss << " if (lambda > 712 )\n"; ss << " {\n"; ss << " tmp = (GetUpRegIGamma(x+1.0,lambda));\n"; ss << " return tmp;\n"; ss << " }\n"; ss << " else\n"; ss << " {\n"; ss << " if (x >= 936.0)\n"; ss << " {\n"; ss << " return 1;\n"; ss << " }\n"; ss << " else\n"; ss << " {\n"; ss << " double fSummand = exp(-lambda);\n"; ss << " double fSum = fSummand;\n"; ss << " int nEnd = (int) (x + 0.5);\n"; ss << " for (int i = 1; i <= nEnd; i++)\n"; ss << " {\n"; ss << " fSummand = (fSummand*lambda)*pow((double)i,-1);\n"; ss << " fSum += fSummand;\n"; ss << " }\n"; ss << " tmp = fSum;\n"; ss << " return tmp;\n"; ss << " }\n"; ss << " }\n"; ss << " }\n"; ss << " }\n"; ss << "}\n"; } void OpCovar::GenSlidingWindowFunction(std::stringstream& ss, const std::string &sSymName, SubArguments& vSubArguments) { CHECK_PARAMETER_COUNT(2,2); ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double vSum = 0.0;\n"; ss << " double vSum0 = 0.0;\n"; ss << " double vSum1 = 0.0;\n"; ss << " double vMean0 = 0.0;\n"; ss << " double vMean1 = 0.0;\n"; ss << " double arg0 = 0.0;\n"; ss << " double arg1 = 0.0;\n"; FormulaToken* pCurX = vSubArguments[0]->GetFormulaToken(); FormulaToken* pCurY = vSubArguments[1]->GetFormulaToken(); if ((pCurX->GetType() == formula::svDoubleVectorRef)&& (pCurY->GetType() == formula::svDoubleVectorRef)){ ss << " int cnt = 0;\n"; const formula::DoubleVectorRefToken* pCurDVRX = static_cast(pCurX); const formula::DoubleVectorRefToken* pCurDVRY = static_cast(pCurY); size_t nCurWindowSizeX = pCurDVRX->GetRefRowSize(); size_t nCurWindowSizeY = pCurDVRY->GetRefRowSize(); if(nCurWindowSizeX != nCurWindowSizeY) { throw Unhandled(__FILE__, __LINE__); } ss << " for( "; if (!pCurDVRX->IsStartFixed() && pCurDVRX->IsEndFixed()) { ss << "int i = gid0; i < " << nCurWindowSizeX; ss << " && i < " << pCurDVRX->GetArrayLength() << " && i < "; ss << pCurDVRY->GetArrayLength() << "; i++){\n"; ss << " if(isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ") ||"; ss << " isnan("<< vSubArguments[1]->GenSlidingWindowDeclRef(); ss << ")) {\n"; ss << " arg0 = 0.0;\n"; ss << " arg1 = 0.0;\n"; ss << " --cnt;\n"; ss << " }\n"; ss << "else{\n"; ss << " arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << "}\n"; ss << " ++cnt;\n"; ss << " vSum0 += arg0;\n"; ss << " vSum1 += arg1;\n"; ss << " }\n"; } else if (pCurDVRX->IsStartFixed() && !pCurDVRX->IsEndFixed()) { ss << "int i = 0; i < gid0 + " << nCurWindowSizeX << " && "; ss << " i < " << pCurDVRX->GetArrayLength() << " && "; ss << " i < " << pCurDVRY->GetArrayLength() << "; i++) {\n"; ss << " if(isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ") ||"; ss << " isnan(" << vSubArguments[1]->GenSlidingWindowDeclRef(); ss << ")) {\n"; ss << " arg0 = 0.0;\n"; ss << " arg1 = 0.0;\n"; ss << " --cnt;\n"; ss << " }\n"; ss << "else{\n"; ss << " arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";}\n"; ss << " ++cnt;\n"; ss << " vSum0 += arg0;\n"; ss << " vSum1 += arg1;\n"; ss << " }\n"; } else if (pCurDVRX->IsStartFixed() && pCurDVRX->IsEndFixed()) { ss << "int i = 0; i < " << nCurWindowSizeX << " && i < "; ss << pCurDVRX->GetArrayLength() << " && i < "; ss << pCurDVRY->GetArrayLength() << "; i++) {\n"; ss << " if(isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ") ||"; ss << " isnan(" << vSubArguments[1]->GenSlidingWindowDeclRef(); ss << ")) {\n"; ss << " arg0 = 0.0;\n"; ss << " arg1 = 0.0;\n"; ss << " --cnt;\n"; ss << " }\n"; ss << "else{\n"; ss << " arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";}\n"; ss << " ++cnt;\n"; ss << " vSum0 += arg0;\n"; ss << " vSum1 += arg1;\n"; ss << " }\n"; } else { ss << "int i = 0; i < " << nCurWindowSizeX << " && "; ss << " i + gid0 < " << pCurDVRX->GetArrayLength(); ss << " && i + gid0 < " << pCurDVRY->GetArrayLength(); ss << "; i++) {\n"; ss << "if ((isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ")) || "; ss << "(isnan("<< vSubArguments[1]->GenSlidingWindowDeclRef(); ss << "))) {\n"; ss << " arg0 = 0.0;\n"; ss << " arg1 = 0.0;\n"; ss << " --cnt;\n"; ss << " }\n"; ss << " else {\n"; ss << " arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " }\n"; ss << " ++cnt;\n"; ss << " vSum0 += arg0;\n"; ss << " vSum1 += arg1;\n"; ss << " }\n"; } ss << " if(cnt < 1) {\n"; ss << " return CreateDoubleError(NoValue);\n"; ss << " }\n"; ss << " else {\n"; ss << " vMean0 = vSum0 / cnt;\n"; ss << " vMean1 = vSum1 / cnt;\n"; ss << " for("; if (!pCurDVRX->IsStartFixed() && pCurDVRX->IsEndFixed()) { ss << "int i = gid0; i < " << nCurWindowSizeX; ss << " && i < " << pCurDVRX->GetArrayLength() << " && i < "; ss << pCurDVRY->GetArrayLength() << "; i++){\n"; ss << " if(isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ") ||"; ss << " isnan(" << vSubArguments[1]->GenSlidingWindowDeclRef(); ss << ")){\n"; ss << " arg0 = vMean0;\n"; ss << " arg1 = vMean1;\n"; ss << " }\n"; ss << " else{\n"; ss << " arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";}\n"; ss << " vSum += (arg0 - vMean0) * (arg1 - vMean1);\n"; ss << " }\n"; } else if (pCurDVRX->IsStartFixed() && !pCurDVRX->IsEndFixed()) { ss << "int i = 0; i < gid0 + " << nCurWindowSizeX << " && "; ss << " i < " << pCurDVRX->GetArrayLength() << " && "; ss << " i < " << pCurDVRY->GetArrayLength() << "; i++) {\n"; ss << " if(isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ") || "; ss << "isnan(" << vSubArguments[1]->GenSlidingWindowDeclRef(); ss << ")) {\n"; ss << " arg0 = vMean0;\n"; ss << " arg1 = vMean1;\n"; ss << " }\n"; ss << "else{\n"; ss << " arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";}\n"; ss << " vSum += (arg0 - vMean0) * (arg1 - vMean1);\n"; ss << " }\n"; } else if (pCurDVRX->IsStartFixed() && pCurDVRX->IsEndFixed()) { ss << "int i = 0; i < " << nCurWindowSizeX << " && i < "; ss << pCurDVRX->GetArrayLength() << " && i < "; ss << pCurDVRY->GetArrayLength() << "; i++) {\n"; ss << " if(isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ") || "; ss << "isnan(" << vSubArguments[1]->GenSlidingWindowDeclRef(); ss << ")) {\n"; ss << " arg0 = vMean0;\n"; ss << " arg1 = vMean1;\n"; ss << " }\n"; ss << "else{\n"; ss << " arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";}\n"; ss << " vSum += (arg0 - vMean0) * (arg1 - vMean1);\n"; ss << " }\n"; } else { ss << "int i = 0; i < " << nCurWindowSizeX << " && "; ss << " i + gid0 < " << pCurDVRX->GetArrayLength(); ss << " && i + gid0 < " << pCurDVRX->GetArrayLength(); ss << "; i++) {\n"; ss << "if((isnan("; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ")) || "; ss << "(isnan(" << vSubArguments[1]->GenSlidingWindowDeclRef(); ss << "))) {\n"; ss << " arg0 = vMean0;\n"; ss << " arg1 = vMean1;\n"; ss << " }\n"; ss << " else{\n"; ss << " arg0 = "; ss << vSubArguments[0]->GenSlidingWindowDeclRef() << ";\n"; ss << " arg1 = "; ss << vSubArguments[1]->GenSlidingWindowDeclRef() << ";\n"; ss << " }\n"; ss << " vSum += (arg0 - vMean0) * (arg1 - vMean1);\n"; ss << " }\n"; } ss << " return vSum / cnt;\n"; ss << " }\n"; ss << "}"; } else { ss << " int cnt0 = 0,cnt1 = 0;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken* pCur = vSubArguments[i]->GetFormulaToken(); if (pCur->GetType() == formula::svSingleVectorRef){ const formula::SingleVectorRefToken* pTVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if(isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ") || gid0 >= " << pTVR->GetArrayLength() << ")\n"; ss << " arg" << i << " = 0;\n else\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " cnt" << i << "++;\n"; ss << " vSum" << i << " += arg" << i << ";\n"; } else if (pCur->GetType() == formula::svDouble){ ss << " if(isnan ( "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << "))\n"; ss << " arg" << i << " = 0;\n else\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " cnt" << i << "++;\n"; ss << " vSum" << i << " += arg" << i << ";\n"; } else { ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " cnt" << i << "++;\n"; ss << " vSum" << i << " += arg" << i << ";\n"; } } ss << " vMean0 = vSum0 / cnt0;\n"; ss << " vMean1 = vSum0 / cnt1;\n"; for(size_t i = 0; i < vSubArguments.size(); i++ ) { FormulaToken* pCur = vSubArguments[i]->GetFormulaToken(); if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pTVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if(isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ") || gid0 >= " << pTVR->GetArrayLength() << ")\n"; ss << " arg" << i << " = vMean" << i << ";\n"; ss << " else\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(arg" << i << "))\n"; ss << " arg" << i << " = vMean" << i << ";\n"; } else { ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; } } ss << " vSum += (arg0 - vMean0) * ( arg1 - vMean1 );\n"; ss << " return vSum / cnt0;\n"; ss << "}"; } } void OpBetaDist::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp;\n"; ss << " double arg0,arg1,arg2,arg3,arg4,arg5;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n "; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GetType() == formula::svDouble) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"< arg4)\n" " {\n" " tmp = 1.0;\n" " return tmp;\n" " }\n" " arg0 = (arg0-arg3)*pow(fScale,-1);\n" " tmp = GetBetaDist(arg0, arg1, arg2);\n" " }\n" " else\n" " {\n" " if (arg0 < arg3 || arg0 > arg4 )\n" " {\n" " tmp = 0.0;\n" " return tmp;\n" " }\n" " arg0 = (arg0 - arg3)*pow(fScale,-1);\n" " tmp = GetBetaDistPDF(arg0, arg1, arg2)*pow(fScale,-1);\n" " }\n"; ss << " return tmp;\n"; ss << "}\n"; } void OpBetainv::BinInlineFun(std::set& decls, std::set& funs) { decls.insert(fMachEpsDecl); funs.insert(""); decls.insert(fMaxGammaArgumentDecl); funs.insert(""); decls.insert(lcl_IterateInverseBetaInvDecl); funs.insert(lcl_IterateInverseBetaInv); decls.insert(GetBetaDistDecl); funs.insert(GetBetaDist); decls.insert(lcl_HasChangeOfSignDecl); funs.insert(lcl_HasChangeOfSign); decls.insert(lcl_HasChangeOfSignDecl); funs.insert(lcl_HasChangeOfSign); decls.insert(lcl_HasChangeOfSignDecl); funs.insert(lcl_HasChangeOfSign); decls.insert(lcl_GetBetaHelperContFracDecl); funs.insert(lcl_GetBetaHelperContFrac); decls.insert(GetBetaDistPDFDecl); funs.insert(GetBetaDistPDF); decls.insert(GetLogBetaDecl); funs.insert(GetLogBeta); decls.insert(GetBetaDecl); funs.insert(GetBeta); decls.insert(lcl_getLanczosSumDecl); funs.insert(lcl_getLanczosSum); } void OpBetainv::GenSlidingWindowFunction( std::stringstream &ss,const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " double tmp0,tmp1,tmp2,tmp3,tmp4;\n"; ss << " int gid0=get_global_id(0);\n"; ss <<"\n "; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << "if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << "{\n"; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp"<GenSlidingWindowDeclRef(); ss << ";\n}\n"; } else { ss << "tmp"<GenSlidingWindowDeclRef(); ss <<";\n"; } } ss << " if (tmp0 < 0.0 || tmp0 >= 1.0 ||"; ss << "tmp3 == tmp4 || tmp1 <= 0.0 || tmp2 <= 0.0)\n"; ss << " {\n"; ss << " return DBL_MIN;\n"; ss << " }\n"; ss << " if (tmp0 == 0.0)\n"; ss << " return 0.0;\n"; ss << " else\n"; ss << " {"; ss << " bool bConvError;"; ss << " double fVal = lcl_IterateInverseBetaInv"; ss << "(tmp0, tmp1, tmp2, 0.0, 1.0, &bConvError);\n"; ss << " if(bConvError)\n"; ss << " return DBL_MIN;\n"; ss << " else\n"; ss << " return (tmp3 + fVal*(tmp4 - tmp3));\n"; ss << " }"; ss << "}\n"; } void OpDevSq::GenSlidingWindowFunction(std::stringstream& ss, const std::string &sSymName, SubArguments& vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double vSum = 0.0;\n"; ss << " double vMean = 0.0;\n"; ss << " int cnt = 0;\n"; for(size_t i = 0; i < vSubArguments.size(); i++ ) { ss << " double arg" << i << " = 0.0;\n"; FormulaToken* pCur = vSubArguments[i]->GetFormulaToken(); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pCurDVR = static_cast(pCur); size_t nCurWindowSize = pCurDVR->GetRefRowSize(); ss << " for(int i = "; if (!pCurDVR->IsStartFixed() && pCurDVR->IsEndFixed()) { ss << "gid0; i < " << nCurWindowSize << "; i++) {\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(arg" << i << ") || (i >= "; ss << pCurDVR->GetArrayLength() << ")) {\n"; ss << " arg" << i << " = 0.0;\n"; ss << " --cnt;\n"; ss << " }\n"; ss << " ++cnt;\n"; ss << " vSum += arg" << i << ";\n"; ss << " }\n"; } else if (pCurDVR->IsStartFixed() && !pCurDVR->IsEndFixed()) { ss << "0; i < gid0 + " << nCurWindowSize << "; i++) {\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(arg" << i << ") || (i >= "; ss << pCurDVR->GetArrayLength() << ")) {\n"; ss << " arg" << i << " = 0.0;\n"; ss << " --cnt;\n"; ss << " }\n"; ss << " ++cnt;\n"; ss << " vSum += arg" << i << ";\n"; ss << " }\n"; } else if (pCurDVR->IsStartFixed() && pCurDVR->IsEndFixed()) { ss << "0; i < " << nCurWindowSize << "; i++) {\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(arg" << i << ") || (i >= "; ss << pCurDVR->GetArrayLength() << ")) {\n"; ss << " arg" << i << " = 0.0;\n"; ss << " --cnt;\n"; ss << " }\n"; ss << " ++cnt;\n"; ss << " vSum += arg" << i << ";\n"; ss << " }\n"; } else { ss << "0; i < " << nCurWindowSize << "; i++) {\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(arg" << i << ") || (i + gid0 >= "; ss << pCurDVR->GetArrayLength() << ")) {\n"; ss << " arg" << i << " = 0.0;\n"; ss << " --cnt;\n"; ss << " }\n"; ss << " ++cnt;\n"; ss << " vSum += arg" << i << ";\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pTVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if(isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ") || gid0 >= " << pTVR->GetArrayLength() << ")\n"; ss << " arg" << i << " = 0;\n else\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " cnt++;\n"; ss << " vSum += arg" << i << ";\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " if(isnan ( "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << "))\n"; ss << " arg" << i << " = 0;\n else\n"; ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " cnt++;\n"; ss << " vSum += arg" << i << ";\n"; } else { ss << " arg" << i << " = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " cnt++;\n"; ss << " vSum += arg" << i << ";\n"; } } ss << " vMean = vSum / cnt;\n"; ss << " vSum = 0.0;\n"; for(size_t k = 0; k < vSubArguments.size(); k++ ) { FormulaToken* pCur = vSubArguments[k]->GetFormulaToken(); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pCurDVR = static_cast(pCur); size_t nCurWindowSize = pCurDVR->GetRefRowSize(); ss << " for(int i = "; if (!pCurDVR->IsStartFixed() && pCurDVR->IsEndFixed()) { ss << "gid0; i < " << nCurWindowSize << "; i++) {\n"; ss << " arg" << k << " = "; ss << vSubArguments[k]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan( arg" << k << " ) || (i >= "; ss << pCurDVR->GetArrayLength() << ")) {\n"; ss << " arg" << k << " = vXMean;\n"; ss << " }\n"; ss << " vSum += pow( arg" << k << " - vMean, 2 );\n"; ss << " }\n"; } else if (pCurDVR->IsStartFixed() && !pCurDVR->IsEndFixed()) { ss << "0; i < gid0 + " << nCurWindowSize << "; i++) {\n"; ss << " arg" << k << " = "; ss << vSubArguments[k]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan( arg" << k << ") || (i >= "; ss << pCurDVR->GetArrayLength() << ")) {\n"; ss << " arg" << k << " = vMean;\n"; ss << " }\n"; ss << " vSum += pow( arg" << k << " - vMean, 2 );\n"; ss << " }\n"; } else if (pCurDVR->IsStartFixed() && pCurDVR->IsEndFixed()) { ss << "0; i < " << nCurWindowSize << "; i++) {\n"; ss << " arg" << k << " = "; ss << vSubArguments[k]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(arg" << k << ") || (i >= "; ss << pCurDVR->GetArrayLength() << ")) {\n"; ss << " arg" << k << " = vMean;\n"; ss << " }\n"; ss << " vSum += pow( arg" << k << " - vMean, 2 );\n"; ss << " }\n"; } else { ss << "0; i < " << nCurWindowSize << "; i++) {\n"; ss << " arg" << k << " = "; ss << vSubArguments[k]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(arg" << k << ") || (i + gid0 >= "; ss << pCurDVR->GetArrayLength() << ")) {\n"; ss << " arg" << k << " = vMean;\n"; ss << " }\n"; ss << " vSum += pow( arg" << k << " - vMean, 2 );\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pTVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if(isnan("; ss << vSubArguments[k]->GenSlidingWindowDeclRef(); ss << ") || gid0 >= " << pTVR->GetArrayLength() << ")\n"; ss << " arg" << k << " = vMean;\n else\n"; ss << " arg" << k << " = "; ss << vSubArguments[k]->GenSlidingWindowDeclRef()<<";\n"; ss << " vSum += pow( arg" << k << " - vMean, 2 );\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " arg" << k << " = "; ss << vSubArguments[k]->GenSlidingWindowDeclRef() << ";\n"; ss << " if(isnan(arg" << k << "))\n"; ss << " arg" << k << " = vMean;\n"; ss << " vSum += pow( arg" << k << " - vMean, 2 );\n"; } else { ss << " arg" << k << " = "; ss << vSubArguments[k]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += pow( arg" << k << " - vMean, 2 );\n"; } } ss << " return vSum;\n"; ss << "}"; } void OpHypGeomDist::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ") {\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double arg0,arg1,arg2,arg3;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << "for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n "; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GetType() == formula::svDouble) { ss << " if (isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " arg"<GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp0 = 1.79769e+308;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixed = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixed = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixed = svDoubleVectorRefString; else isMixed = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixed = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixed = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixed = svSingleVectorRefString; else isMixed = svSingleVectorRefNULL; ss << " if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " {\n"; isMixed = svDoubleDouble; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if(isMixed == svDoubleVectorRefDoubleString || isMixed == svSingleVectorRefDoubleString) { ss << " if (!isnan("; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp0 = tmp0 > "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << " ? "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << " : tmp0;\n"; ss << " else if(isnan("; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ") && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " tmp0 = tmp0 > 0.0 ? 0.0 : tmp0;\n"; ss << " }\n"; } else if(isMixed == svDoubleVectorRefDouble || isMixed == svSingleVectorRefDouble) { ss << " if (!isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp0 = tmp0 > "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " ? " << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " : tmp0;"; ss <<"\n }\n"; } else if(isMixed == svDoubleVectorRefString) { ss << " if("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n continue;\n"; ss << " tmp0 = tmp0 > 0.0 ? 0.0 : tmp0;\n"; ss << " }\n"; } else if(isMixed == svSingleVectorRefString) { ss << " if("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " tmp0 = tmp0 > 0.0 ? 0.0 : tmp0;\n"; ss << " }\n"; } else if(isMixed == svDoubleDouble) { ss << " tmp0 = tmp0 > "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " ? " << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " : tmp0;\n }\n"; } else { ss << " }\n"; } } else { ss << " tmp0 = tmp0 > "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " ? " << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " : tmp0;"; ss <<"\n }\n"; } } ss << " return tmp0 == 1.79769e+308 ? 0.0 : tmp0;\n"; ss << "}\n"; } void OpCountA::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments & vSubArguments) { int isMixed = 0; ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double nCount = 0.0;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixed = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixed = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixed = svDoubleVectorRefString; else isMixed = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixed = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixed = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixed = svSingleVectorRefString; else isMixed = svSingleVectorRefNULL; ss << " if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " {\n"; isMixed = svDoubleDouble; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if(isMixed == svDoubleVectorRefDoubleString || isMixed == svSingleVectorRefDoubleString) { ss << " if (!isnan("; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ")){\n"; ss << " nCount+=1.0;\n"; ss << " }\n"; ss << " else if(isnan("; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ") && "; ss<< vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " nCount+=1.0;\n"; ss << " }\n"; } else if(isMixed == svDoubleVectorRefDouble || isMixed == svSingleVectorRefDouble) { ss << " if (!isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ")){\n"; ss << " nCount+=1.0;\n"; ss <<"}\n }\n"; } else if(isMixed == svDoubleVectorRefString) { ss << " if (!isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " nCount+=1.0;\n"; ss <<"\n }\n"; } else if(isMixed == svSingleVectorRefString) { ss << " if("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " nCount+=1.0;\n"; ss << " }\n"; } else if(isMixed == svDoubleDouble) { ss << " nCount+=1.0;\n"; ss << " }\n"; } else { ss << " }\n"; } } else { ss << " nCount+=1.0;\n"; ss << " }\n"; } } ss << " return nCount;\n"; ss << "}\n"; } void OpMaxA::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments & vSubArguments) { int isMixed = 0; ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp0 = 2.22507e-308;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixed = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixed = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixed = svDoubleVectorRefString; else isMixed = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixed = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixed = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixed = svSingleVectorRefString; else isMixed = svSingleVectorRefNULL; ss << " if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " {\n"; isMixed = svDoubleDouble; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if(isMixed == svDoubleVectorRefDoubleString || isMixed == svSingleVectorRefDoubleString) { ss << " if (!isnan("; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp0 = tmp0 < "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << " ? "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << " : tmp0;\n"; ss << " else if(isnan("; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ") && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " tmp0 = tmp0 < 0.0 ? 0.0 : tmp0;\n"; ss << " }\n"; } else if(isMixed == svDoubleVectorRefDouble || isMixed == svSingleVectorRefDouble) { ss << " if (!isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " tmp0 = tmp0 < "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " ? " << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " : tmp0;"; ss <<"\n }\n"; } else if(isMixed == svDoubleVectorRefString) { ss << " if("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n continue;\n"; ss << " tmp0 = tmp0 < 0.0 ? 0.0 : tmp0;\n"; ss << " }\n"; } else if(isMixed == svSingleVectorRefString) { ss << " if("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " tmp0 = tmp0 < 0.0 ? 0.0 : tmp0;\n"; ss << " }\n"; } else if(isMixed == svDoubleDouble) { ss << " tmp0 = tmp0 < "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " ? " << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " : tmp0;\n }\n"; } else { ss << " }\n"; } } else { ss << " tmp0 = tmp0 < "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " ? " << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " : tmp0;"; ss <<"\n }\n"; } } ss << " return tmp0 == 2.22507e-308 ? 0.0 : tmp0;\n"; ss << "}\n"; } void OpAverageA::GenSlidingWindowFunction( std::stringstream &ss, const std::string &sSymName, SubArguments & vSubArguments) { int isMixed = 0; ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss << "{\n"; ss << " int gid0=get_global_id(0);\n"; ss << " double tmp0 = 0.0;\n"; ss << " double nCount = 0.0;\n"; ss <<"\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixed = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixed = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixed = svDoubleVectorRefString; else isMixed = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++){\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+"<< nCurWindowSize << "; i++){\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()){ ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < "<< nCurWindowSize << "; i++){\n"; } else { ss << "0; i < "<< nCurWindowSize << "; i++){\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixed = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixed = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixed = svSingleVectorRefString; else isMixed = svSingleVectorRefNULL; ss << " if (gid0 < " << pSVR->GetArrayLength() << "){\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " {\n"; isMixed = svDoubleDouble; } if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if(isMixed == svDoubleVectorRefDoubleString || isMixed == svSingleVectorRefDoubleString) { ss << " if (!isnan("; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ")){\n"; ss << " tmp0 +="; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " nCount+=1.0;\n"; ss << " }\n"; ss << " else if(isnan("; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ") && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " nCount+=1.0;\n"; ss << " }\n"; } else if(isMixed == svDoubleVectorRefDouble || isMixed == svSingleVectorRefDouble) { ss << " if (!isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ")){\n"; ss << " tmp0 +="; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " nCount+=1.0;\n"; ss <<"}\n }\n"; } else if(isMixed == svDoubleVectorRefString) { ss << " if (!isnan("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << "))\n"; ss << " nCount+=1.0;\n"; ss <<"\n }\n"; } else if(isMixed == svSingleVectorRefString) { ss << " if("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " nCount+=1.0;\n"; ss << " }\n"; } else if(isMixed == svDoubleDouble) { ss << " tmp0 +="; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " nCount+=1.0;\n"; ss << " }\n"; } else { ss << " }\n"; } } else { ss << " tmp0 +="; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " nCount+=1.0;\n"; ss << " }\n"; } } ss << " return tmp0*pow(nCount,-1);\n"; ss << "}\n"; } void OpVarA::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { int isMixedDV = 0; int isMixedSV = 0; ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); assert(pDVR); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixedDV = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefString; else isMixedDV = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } if(isMixedDV == svDoubleVectorRefDoubleString) { ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " if(isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " fCount = fCount + 1.0;\n"; ss << " continue;\n"; ss << " }\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefDouble) { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefString) { ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else { ss << " continue;\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); assert(pSVR); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixedSV = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefString; else isMixedSV = svSingleVectorRefNULL; if(isMixedSV == svSingleVectorRefDoubleString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefDouble) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else { ss << " arg =0.0;\n"; } } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; } if (i == 0) { ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixedDV = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefString; else isMixedDV = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } if(isMixedDV == svDoubleVectorRefDoubleString) { ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " if(isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefDouble) { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefString) { ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else { ss << " continue;\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixedSV = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefString; else isMixedSV = svSingleVectorRefNULL; if(isMixedSV == svSingleVectorRefDoubleString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (!isnan(arg))\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefDouble) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = 0.0;\n"; } } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " if (fCount <= 1.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " return vSum * pow(fCount - 1.0,-1.0);\n"; ss << "}\n"; } void OpVarPA::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { int isMixedDV = 0; int isMixedSV = 0; ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixedDV = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefString; else isMixedDV = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } if(isMixedDV == svDoubleVectorRefDoubleString) { ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " if(isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " fCount = fCount + 1.0;\n"; ss << " continue;\n"; ss << " }\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefDouble) { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefString) { ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else { ss << " continue;\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixedSV = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefString; else isMixedSV = svSingleVectorRefNULL; if(isMixedSV == svSingleVectorRefDoubleString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefDouble) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else { ss << " arg =0.0;\n"; } } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; } if (i == 0) { ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixedDV = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefString; else isMixedDV = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } if(isMixedDV == svDoubleVectorRefDoubleString) { ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " if(isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefDouble) { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefString) { ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else { ss << " continue;\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixedSV = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefString; else isMixedSV = svSingleVectorRefNULL; if(isMixedSV == svSingleVectorRefDoubleString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (!isnan(arg))\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefDouble) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = 0.0;\n"; } } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " if (fCount == 0.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " return vSum * pow(fCount,-1.0);\n"; ss << "}\n"; } void OpStDevA::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { int isMixedDV = 0; int isMixedSV = 0; ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixedDV = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefString; else isMixedDV = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } if(isMixedDV == svDoubleVectorRefDoubleString) { ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " if(isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " fCount = fCount + 1.0;\n"; ss << " continue;\n"; ss << " }\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefDouble) { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefString) { ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else { ss << " continue;\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixedSV = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefString; else isMixedSV = svSingleVectorRefNULL; if(isMixedSV == svSingleVectorRefDoubleString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefDouble) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else { ss << " arg =0.0;\n"; } } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; } if (i == 0) { ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixedDV = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefString; else isMixedDV = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } if(isMixedDV == svDoubleVectorRefDoubleString) { ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " if(isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefDouble) { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefString) { ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else { ss << " continue;\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixedSV = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefString; else isMixedSV = svSingleVectorRefNULL; if(isMixedSV == svSingleVectorRefDoubleString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (!isnan(arg))\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefDouble) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = 0.0;\n"; } } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " if (fCount <= 1.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " return sqrt(vSum * pow(fCount - 1.0,-1.0));\n"; ss << "}\n"; } void OpStDevPA::GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { int isMixedDV = 0; int isMixedSV = 0; ss << "\ndouble " << sSymName; ss << "_" << BinFuncName() << "("; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << "){\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double fSum = 0.0;\n"; ss << " double fMean = 0.0;\n"; ss << " double vSum = 0.0;\n"; ss << " double fCount = 0.0;\n"; ss << " double arg = 0.0;\n"; unsigned i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush == vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixedDV = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefString; else isMixedDV = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } if(isMixedDV == svDoubleVectorRefDoubleString) { ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " if(isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " fCount = fCount + 1.0;\n"; ss << " continue;\n"; ss << " }\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefDouble) { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefString) { ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else { ss << " continue;\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixedSV = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefString; else isMixedSV = svSingleVectorRefNULL; if(isMixedSV == svSingleVectorRefDoubleString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefDouble) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " fSum += arg;\n"; ss << " fCount += 1.0;\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " fCount = fCount + 1.0;\n"; ss << " }\n"; } else { ss << " arg =0.0;\n"; } } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " fSum += arg;\n"; ss << " fCount = fCount + 1.0;\n"; } if (i == 0) { ss << " fMean = fSum * pow(fCount,-1.0);\n"; } } i = vSubArguments.size(); while (i--) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if(ocPush==vSubArguments[i]->GetFormulaToken()->GetOpCode()) { if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); if(pDVR->GetArrays()[0].mpNumericArray && pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefDoubleString; else if(pDVR->GetArrays()[0].mpNumericArray) isMixedDV = svDoubleVectorRefDouble; else if(pDVR->GetArrays()[0].mpStringArray) isMixedDV = svDoubleVectorRefString; else isMixedDV = svDoubleVectorRefNULL; size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; if (!pDVR->IsStartFixed() && pDVR->IsEndFixed()) { ss << "gid0; i < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i < " << pDVR->GetArrayLength(); ss << " && i < gid0+" << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else if (!pDVR->IsStartFixed() && !pDVR->IsEndFixed()) { ss << "0; i + gid0 < " << pDVR->GetArrayLength(); ss << " && i < " << nCurWindowSize << "; i++)\n"; ss << " {\n"; } else { ss << "0; i < " << pDVR->GetArrayLength() << "; i++)\n"; ss << " {\n"; } if(isMixedDV == svDoubleVectorRefDoubleString) { ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " if(isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefDouble) { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if (isnan(arg))\n"; ss << " continue;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else if(isMixedDV == svDoubleVectorRefString) { ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " == 0)\n"; ss << " continue;\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; ss << " }\n"; } else { ss << " continue;\n"; ss << " }\n"; } } else if (pCur->GetType() == formula::svSingleVectorRef) { const formula::SingleVectorRefToken* pSVR = static_cast< const formula::SingleVectorRefToken* >(pCur); if(pSVR->GetArray().mpNumericArray && pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefDoubleString; else if(pSVR->GetArray().mpNumericArray) isMixedSV = svSingleVectorRefDouble; else if(pSVR->GetArray().mpStringArray) isMixedSV = svSingleVectorRefString; else isMixedSV = svSingleVectorRefNULL; if(isMixedSV == svSingleVectorRefDoubleString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenDoubleSlidingWindowDeclRef(); ss << ";\n"; ss << " if (!isnan(arg))\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " if (isnan(arg) && "; ss << vSubArguments[i]->GenStringSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefDouble) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " if (!isnan(arg))\n"; ss << " {\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else if(isMixedSV == svSingleVectorRefString) { ss << " if (gid0 < " << pSVR->GetArrayLength() << ")\n"; ss << " {\n"; ss << " if ("; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << " != 0)\n"; ss << " {\n"; ss << " arg = 0.0;\n"; ss << " vSum += (arg - fMean)*(arg - fMean);\n"; ss << " }\n"; ss << " }\n"; } else { ss << " arg = 0.0;\n"; } } else { ss << " arg = " << pCur->GetDouble() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } else { ss << " arg = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef() << ";\n"; ss << " vSum += (arg - fMean) * (arg - fMean);\n"; } } ss << " if (fCount == 1.0)\n"; ss << " return DBL_MAX;\n"; ss << " else\n"; ss << " return sqrt(vSum * pow(fCount,-1.0));\n"; ss << "}\n"; } void OpAveDev:: GenSlidingWindowFunction(std::stringstream &ss, const std::string &sSymName, SubArguments &vSubArguments) { ss << "\ndouble " << sSymName; ss << "_"<< BinFuncName() <<"( "; for (size_t i = 0; i < vSubArguments.size(); i++) { if (i) ss << ","; vSubArguments[i]->GenSlidingWindowDecl(ss); } ss << ")\n"; ss <<"{\n"; ss << " int gid0 = get_global_id(0);\n"; ss << " double sum=0.0;\n"; ss << " double length;\n"; ss << " double totallength=0;\n"; ss << " double tmp = 0;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " length="<="; ss << pDVR->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " length-=1.0;\n"; ss << " continue;\n"; ss << " }\n"; ss << " sum += arg"<GetType() == formula::svSingleVectorRef) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(!isnan(tmp))\n"; ss << " {\n"; ss << " sum += tmp;\n"; ss << " totallength +=1;\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " sum += tmp;\n"; ss << " totallength +=1;\n"; } } ss << " double mean = sum * pow(totallength,-1);\n"; ss << " sum = 0.0;\n"; for (size_t i = 0; i < vSubArguments.size(); i++) { FormulaToken *pCur = vSubArguments[i]->GetFormulaToken(); assert(pCur); if (pCur->GetType() == formula::svDoubleVectorRef) { const formula::DoubleVectorRefToken* pDVR = static_cast(pCur); size_t nCurWindowSize = pDVR->GetRefRowSize(); ss << " for (int i = "; ss << "0; i < "<< nCurWindowSize << "; i++)\n"; ss << " {\n"; ss << " double arg"<GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(isnan(arg"<="; ss << pDVR->GetArrayLength(); ss << "))\n"; ss << " {\n"; ss << " continue;\n"; ss << " }\n"; ss << " sum += fabs(arg"<GetType() == formula::svSingleVectorRef) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " if(!isnan(tmp))\n"; ss << " {\n"; ss << " sum += fabs(tmp-mean);\n"; ss << " }\n"; } else if (pCur->GetType() == formula::svDouble) { ss << " tmp = "; ss << vSubArguments[i]->GenSlidingWindowDeclRef(); ss << ";\n"; ss << " sum += fabs(tmp-mean);\n"; } } ss << " tmp=sum*pow(totallength,-1);\n"; ss << " return tmp;\n"; ss << "}"; } } /* vim:set shiftwidth=4 softtabstop=4 expandtab: */