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more general resampling tool
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@ -1,4 +1,24 @@
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/*
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* resample.cpp, part of LatAnalyze 3
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*
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* Copyright (C) 2013 - 2014 Antonin Portelli
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*
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* LatAnalyze 3 is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* LatAnalyze 3 is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with LatAnalyze 3. If not, see <http://www.gnu.org/licenses/>.
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*/
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#include <iostream>
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#include <iostream>
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#include <map>
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#include <libgen.h>
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#include <libgen.h>
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#include <unistd.h>
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#include <unistd.h>
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#include <LatAnalyze/AsciiFile.hpp>
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#include <LatAnalyze/AsciiFile.hpp>
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@ -13,34 +33,35 @@ using namespace Latan;
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static void usage(const string &cmdName)
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static void usage(const string &cmdName)
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{
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{
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cerr << "usage: " << cmdName
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cerr << "usage: " << cmdName;
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<< " [-n <nsample> -r <state> -o <output>] <manifest> <name> "
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cerr << " [-n <nsample> -b <bin size> -r <state>]";
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<< endl;
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cerr << " <data list> <name list>";
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cerr << endl;
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exit(EXIT_FAILURE);
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exit(EXIT_FAILURE);
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}
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}
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int main(int argc, char *argv[])
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int main(int argc, char *argv[])
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{
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{
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// argument parsing ////////////////////////////////////////////////////////
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int c;
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int c;
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Index nSample = DEF_NSAMPLE;
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string manFileName, nameFileName, stateFileName, cmdName;
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string manFileName, name, outFileName, stateFileName;
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Index binSize = 1, nSample = DEF_NSAMPLE;
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char *cmdName;
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opterr = 0;
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opterr = 0;
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cmdName = basename(argv[0]);
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cmdName = basename(argv[0]);
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while ((c = getopt(argc, argv, "n:r:o:")) != -1)
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while ((c = getopt(argc, argv, "b:n:r:")) != -1)
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{
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{
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switch (c)
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switch (c)
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{
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{
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case 'b':
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binSize = strTo<Index>(optarg);
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break;
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case 'n':
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case 'n':
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nSample = strTo<Index>(optarg);
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nSample = strTo<Index>(optarg);
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break;
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break;
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case 'r':
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case 'r':
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stateFileName = optarg;
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stateFileName = optarg;
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break;
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break;
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case 'o':
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outFileName = optarg;
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break;
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case '?':
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case '?':
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cerr << "error parsing option -" << char(optopt) << endl;
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cerr << "error parsing option -" << char(optopt) << endl;
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usage(cmdName);
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usage(cmdName);
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@ -53,33 +74,73 @@ int main(int argc, char *argv[])
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if (argc - optind == 2)
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if (argc - optind == 2)
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{
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{
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manFileName = argv[optind];
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manFileName = argv[optind];
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name = argv[optind+1];
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nameFileName = argv[optind+1];
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}
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}
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else
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else
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{
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{
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usage(cmdName);
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usage(cmdName);
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}
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}
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Dataset<DMat> dataset;
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// parameter parsing ///////////////////////////////////////////////////////
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DMatSample s;
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vector<string> dataFileName, name;
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RandGen g;
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dataFileName = readManifest(manFileName);
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name = readManifest(nameFileName);
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cout << "================================================" << endl;
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cout << "Data resampler" << endl;
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cout << "------------------------------------------------" << endl;
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cout << " #file= " << dataFileName.size() << endl;
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cout << " #name= " << name.size() << endl;
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cout << " bin size= " << binSize << endl;
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cout << " #sample= " << nSample << endl;
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cout << "------------------------------------------------" << endl;
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// data loading ////////////////////////////////////////////////////////////
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map<string, Dataset<DMat>> data;
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cout << "-- loading data..." << endl;
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for (const string &n: name)
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{
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data[n].resize(static_cast<Index>(dataFileName.size()));
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}
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for (unsigned int i = 0; i < dataFileName.size(); ++i)
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{
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AsciiFile dataFile;
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cout << '\r' << ProgressBar(i + 1, dataFileName.size());
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dataFile.open(dataFileName[i], AsciiFile::Mode::read);
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for (const string &n: name)
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{
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data[n][i] = dataFile.read<DMat>(n);
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}
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dataFile.close();
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}
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cout << endl;
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// data resampling /////////////////////////////////////////////////////////
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DMatSample s(nSample);
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RandGen g;
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RandGenState state;
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cout << "-- resampling data..." << endl;
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if (!stateFileName.empty())
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if (!stateFileName.empty())
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{
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{
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AsciiFile f(stateFileName, File::Mode::read);
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state = Io::load<RandGenState, AsciiFile>(stateFileName);
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g.setState(f.read<RandGenState>());
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}
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}
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cout << "-- loading data from manifest '" << manFileName << "'..." << endl;
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for (unsigned int i = 0; i < name.size(); ++i)
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dataset.load<AsciiFile>(manFileName, name);
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s = dataset.bootstrapMean(nSample, g);
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cout << scientific;
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cout << "central value:\n" << s[central] << endl;
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cout << "standard deviation:\n" << s.variance().cwiseSqrt() << endl;
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if (!outFileName.empty())
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{
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{
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Io::save<DMatSample, AsciiFile>(s, outFileName, File::Mode::write,
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const string outFileName = name[i] + "_" + manFileName + ".boot";
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manFileName + "_" + name);
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cout << '\r' << ProgressBar(i + 1, name.size());
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data[name[i]].bin(binSize);
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if (!stateFileName.empty())
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{
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g.setState(state);
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}
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}
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s = data[name[i]].bootstrapMean(nSample, g);
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Io::save<DMatSample, AsciiFile>(s, outFileName);
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}
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cout << endl;
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return EXIT_SUCCESS;
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return EXIT_SUCCESS;
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}
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}
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