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LatAnalyze/utils/resample.cpp

142 lines
5.2 KiB
C++

/*
* resample.cpp, part of LatAnalyze 3
*
* Copyright (C) 2013 - 2016 Antonin Portelli
*
* LatAnalyze 3 is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* LatAnalyze 3 is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with LatAnalyze 3. If not, see <http://www.gnu.org/licenses/>.
*/
#include <LatCore/OptParser.hpp>
#include <LatAnalyze/Dataset.hpp>
#include <LatAnalyze/Io.hpp>
#include <LatAnalyze/includes.hpp>
#ifndef DEF_NSAMPLE
#define DEF_NSAMPLE "100"
#endif
#define DEF_FMT "h5"
using namespace std;
using namespace Latan;
int main(int argc, char *argv[])
{
// argument parsing ////////////////////////////////////////////////////////
OptParser opt;
bool parsed, dumpBoot;
random_device rd;
SeedType seed = rd();
string manFileName, nameFileName, outDirName;
string ext;
Index binSize, nSample;
opt.addOption("n", "nsample" , OptParser::OptType::value, true,
"number of samples", DEF_NSAMPLE);
opt.addOption("b", "bin" , OptParser::OptType::value, true,
"bin size", "1");
opt.addOption("r", "seed" , OptParser::OptType::value, true,
"random generator seed (default: random)");
opt.addOption("o", "output-dir", OptParser::OptType::value, true,
"output directory", ".");
opt.addOption("f", "format" , OptParser::OptType::value, true,
"output file format", DEF_FMT);
opt.addOption("d", "dump-boot" , OptParser::OptType::trigger, true,
"dump bootstrap sequence");
opt.addOption("" , "help" , OptParser::OptType::trigger, true,
"show this help message and exit");
parsed = opt.parse(argc, argv);
if (!parsed or (opt.getArgs().size() != 2) or opt.gotOption("help"))
{
cerr << "usage: " << argv[0];
cerr << " <datafile list> <name list> <options>" << endl;
cerr << endl << "Possible options:" << endl << opt << endl;
return EXIT_FAILURE;
}
nSample = opt.optionValue<Index>("n");
binSize = opt.optionValue<Index>("b");
if (opt.gotOption("r"))
{
seed = opt.optionValue<SeedType>("r");
}
ext = opt.optionValue("f");
outDirName = opt.optionValue("o");
dumpBoot = opt.gotOption("d");
manFileName = opt.getArgs()[0];
nameFileName = opt.getArgs()[1];
// parameter parsing ///////////////////////////////////////////////////////
vector<string> dataFileName, name;
dataFileName = readManifest(manFileName);
name = readManifest(nameFileName);
cout << "================================================" << endl;
cout << "Data resampler" << endl;
cout << "------------------------------------------------" << endl;
cout << " #file= " << dataFileName.size() << endl;
cout << " #name= " << name.size() << endl;
cout << " bin size= " << binSize << endl;
cout << " #sample= " << nSample << endl;
cout << " output dir: " << outDirName << endl;
cout << "output format: " << ext << endl;
cout << "------------------------------------------------" << endl;
// data loading ////////////////////////////////////////////////////////////
map<string, Dataset<DMat>> data;
cout << "-- loading data..." << endl;
for (const string &n: name)
{
data[n].resize(static_cast<Index>(dataFileName.size()));
}
for (unsigned int i = 0; i < dataFileName.size(); ++i)
{
std::unique_ptr<File> dataFile = Io::open(dataFileName[i]);
cout << '\r' << ProgressBar(i + 1, dataFileName.size());
for (const string &n: name)
{
data[n][i] = dataFile->read<DMat>(n);
}
}
cout << endl;
// data resampling /////////////////////////////////////////////////////////
DMatSample s(nSample);
cout << "-- resampling data..." << endl;
for (unsigned int i = 0; i < name.size(); ++i)
{
const string outFileName = name[i] + "_" + manFileName + "." + ext;
cout << '\r' << ProgressBar(i + 1, name.size());
data[name[i]].bin(binSize);
if ((i == 0) and dumpBoot)
{
ofstream file(outDirName + "/" + manFileName + ".bootseq");
file << "# bootstrap sequences" << endl;
file << "# manifest file: " << manFileName << endl;
file << "# bin size: " << binSize << endl;
data[name[i]].dumpBootstrapSeq(file, nSample, seed);
}
s = data[name[i]].bootstrapMean(nSample, seed);
Io::save<DMatSample>(s, outDirName + "/" + outFileName,
File::Mode::write, outFileName);
}
cout << endl;
return EXIT_SUCCESS;
}