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+#ifndef root_container_hpp
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+#define root_container_hpp
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+#include <iostream>
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+#include <utility>
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+#include <map>
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+
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+#include "TROOT.h"
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+#include "TFile.h"
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+#include "TCanvas.h"
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+#include "TGraph.h"
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+#include "TH1.h"
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+#include "TH2.h"
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+
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+#include "TMVA/Factory.h"
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+#include "TMVA/DataLoader.h"
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+#include "TMVA/DataSetInfo.h"
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+
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+#include "filval/container.hpp"
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+
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+namespace fv::root::util{
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+ /**
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+ * Save a TObject. The TObject will typically be a Histogram or Graph object,
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+ * but can really be any TObject. The SaveOption can be used to specify how to
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+ * save the file.
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+ */
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+ void save_as(TObject* container, const std::string& fname, const SaveOption& option = SaveOption::PNG) {
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+
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+ auto save_img = [](TObject* container, const std::string& fname){
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+ TCanvas* c1 = new TCanvas("c1");
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+ container->Draw();
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+ c1->Draw();
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+ c1->SaveAs(fname.c_str());
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+ delete c1;
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+ };
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+
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+ auto save_bin = [](TObject* container){
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+ INFO("Saving object: " << container->GetName() << " into file " << gDirectory->GetName());
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+ container->Write(container->GetName(), TObject::kOverwrite);
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+ };
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+
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+ switch(option){
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+ case PNG:
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+ save_img(container, fname+".png"); break;
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+ case PDF:
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+ save_img(container, fname+".pdf"); break;
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+ case ROOT:
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+ save_bin(container); break;
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+ default:
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+ break;
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+ }
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+ }
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+
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+
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+ /**
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+ * Saves an STL container into a ROOT file. ROOT knows how to serialize STL
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+ * containers, but it needs the *name* of the type of the container, eg.
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+ * std::map<int,int> to be able to do this. In order to generate this name at
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+ * run-time, the fv::util::get_type_name function uses RTTI to get type info
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+ * and use it to look up the proper name.
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+ *
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+ * For nexted containers, it is necessary to generate the CLING dictionaries
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+ * for each type at compile time to enable serialization. To do this, add the
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+ * type definition into the LinkDef.hpp header file.
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+ */
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+ void save_as_stl(void* container, const std::string& type_name,
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+ const std::string& obj_name,
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+ const SaveOption& option = SaveOption::PNG) {
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+ switch(option){
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+ case PNG:
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+ INFO("Cannot save STL container " << type_name <<" as png");
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+ break;
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+ case PDF:
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+ INFO("Cannot save STL container " << type_name <<" as pdf");
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+ break;
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+ case ROOT:
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+ /* DEBUG("Writing object \"" << obj_name << "\" of type \"" << type_name << "\"\n"); */
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+ gDirectory->WriteObjectAny(container, type_name.c_str(), obj_name.c_str());
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+ break;
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+ default:
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+ break;
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+ }
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+ }
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+}
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+
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+namespace fv::root {
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+
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+template <typename V>
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+class _ContainerTH1 : public Container<TH1,V>{
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+ private:
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+ void _fill(){
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+ if (this->container == nullptr){
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+ if (this->value == nullptr){
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+ CRITICAL("Container: \"" << this->get_name() << "\" has a null Value object. "
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+ << "Probably built with imcompatible type",-1);
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+ }
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+ this->container = new TH1D(this->get_name().c_str(), this->title.c_str(),
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+ this->nbins, this->low, this->high);
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+ this->container->SetXTitle(label_x.c_str());
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+ this->container->SetYTitle(label_y.c_str());
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+ }
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+ _do_fill();
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+ }
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+
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+ protected:
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+ std::string title;
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+ std::string label_x;
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+ std::string label_y;
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+ int nbins;
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+ double low;
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+ double high;
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+
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+ virtual void _do_fill() = 0;
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+
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+ public:
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+ explicit _ContainerTH1(const std::string &name, const std::string& title, Value<V>* value,
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+ int nbins, double low, double high,
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+ const std::string& label_x = "",
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+ const std::string& label_y = "")
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+ :Container<TH1,V>(name, value),
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+ title(title), nbins(nbins), low(low), high(high),
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+ label_x(label_x), label_y(label_y) { }
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+
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+ void save_as(const std::string& fname, const SaveOption& option = SaveOption::PNG) {
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+ util::save_as(this->get_container(), fname, option);
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+ }
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+};
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+
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+template <typename V>
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+class ContainerTH1 : public _ContainerTH1<V>{
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+ using _ContainerTH1<V>::_ContainerTH1;
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+ void _do_fill(){
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+ this->container->Fill(this->value->get_value());
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+ }
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+ public:
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new ContainerTH1<V>(new_name, this->title, this->value, this->nbins, this->low, this->high, this->label_x, this->label_y);
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+ }
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+};
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+
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+template <typename V>
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+class ContainerTH1Many : public _ContainerTH1<std::vector<V>>{
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+ using _ContainerTH1<std::vector<V>>::_ContainerTH1;
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+ void _do_fill(){
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+ for(V x : this->value->get_value())
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+ this->container->Fill(x);
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+ }
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+ public:
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new ContainerTH1Many<V>(new_name, this->title, this->value, this->nbins, this->low, this->high, this->label_x, this->label_y);
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+ }
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+};
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+
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+
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+
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+template <typename V>
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+class _ContainerTH2 : public Container<TH2,std::pair<V,V>>{
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+ private:
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+ void _fill(){
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+ if (this->container == nullptr){
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+ if (this->value == nullptr){
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+ CRITICAL("Container: \"" << this->get_name() << "\" has a null Value object. "
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+ << "Probably built with imcompatible type",-1);
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+ }
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+ this->container = new TH2D(this->get_name().c_str(), this->title.c_str(),
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+ this->nbins_x, this->low_x, this->high_x,
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+ this->nbins_y, this->low_y, this->high_y);
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+ this->container->SetXTitle(label_x.c_str());
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+ this->container->SetYTitle(label_y.c_str());
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+ }
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+ _do_fill(this->value->get_value());
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+ }
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+
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+ protected:
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+ std::string title;
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+ std::string label_x;
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+ std::string label_y;
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+ int nbins_x;
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+ int nbins_y;
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+ double low_x;
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+ double low_y;
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+ double high_x;
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+ double high_y;
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+
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+ virtual void _do_fill(std::pair<V,V>& val) = 0;
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+
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+ public:
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+ explicit _ContainerTH2(const std::string& name, const std::string& title,
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+ Value<std::pair<V, V>>* value,
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+ int nbins_x, double low_x, double high_x,
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+ int nbins_y, double low_y, double high_y,
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+ const std::string& label_x = "",
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+ const std::string& label_y = "")
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+ :Container<TH2,std::pair<V,V>>(name, value),
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+ title(title),
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+ nbins_x(nbins_x), low_x(low_x), high_x(high_x),
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+ nbins_y(nbins_y), low_y(low_y), high_y(high_y),
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+ label_x(label_x), label_y(label_y) { }
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+
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+ void save_as(const std::string& fname, const SaveOption& option = SaveOption::PNG) {
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+ util::save_as(this->get_container(), fname, option);
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+ }
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+};
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+
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+template <typename V>
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+class ContainerTH2 : public _ContainerTH2<V>{
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+ using _ContainerTH2<V>::_ContainerTH2;
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+ void _do_fill(std::pair<V,V>& val){
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+ this->container->Fill(val.first,val.second);
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+ }
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+ public:
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new ContainerTH2<V>(new_name, this->title, this->value, this->nbins_x, this->low_x, this->high_x,
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+ this->nbins_y, this->low_y, this->high_y, this->label_x, this->label_y);
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+ }
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+};
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+
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+template <typename V>
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+class ContainerTH2Many : public _ContainerTH2<std::vector<V>>{
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+ using _ContainerTH2<std::vector<V>>::_ContainerTH2;
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+ void _do_fill(std::pair<std::vector<V>,std::vector<V>>& val){
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+ int min_size = std::min(val.first.size(), val.second.size());
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+ for(int i=0; i<min_size; i++)
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+ this->container->Fill(val.first[i],val.second[i]);
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+ }
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+ public:
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new ContainerTH2Many<V>(new_name, this->title, this->value, this->nbins_x, this->low_x, this->high_x,
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+ this->nbins_y, this->low_y, this->high_y, this->label_x, this->label_y);
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+ }
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+};
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+
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+template <typename V>
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+class ContainerTGraph : public Container<TGraph,std::pair<V,V>>{
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+ private:
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+ std::vector<V> x_data;
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+ std::vector<V> y_data;
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+ std::string title;
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+ bool data_modified;
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+ void _fill(){
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+ auto val = this->value->get_value();
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+ x_data.push_back(val.first);
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+ y_data.push_back(val.second);
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+ data_modified = true;
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+ }
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+ public:
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+ ContainerTGraph(const std::string& name, const std::string& title, Value<std::pair<V, V>>* value)
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+ :Container<TGraph,std::pair<V,V>>(name, value),
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+ data_modified(false){
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+ this->container = new TGraph();
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+ }
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+
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+ TGraph* get_container(){
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+ if (data_modified){
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+ delete this->container;
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+ this->container = new TGraph(x_data.size(), x_data.data(), y_data.data());
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+ this->container->SetName(this->get_name().c_str());
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+ this->container->SetTitle(title.c_str());
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+ data_modified = false;
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+ }
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+ return this->container;
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+ }
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+
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new ContainerTGraph<V>(new_name, this->title, this->value);
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+ }
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+
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+ void save_as(const std::string& fname, const SaveOption& option = SaveOption::PNG) {
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+ util::save_as(get_container(), fname, option);
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+ }
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+};
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+
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+template <typename V>
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+class Vector : public Container<std::vector<V>,V>{
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+ private:
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+
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+ void _fill(){
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+ this->container->push_back(this->value->get_value());
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+ }
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+ public:
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+ Vector(const std::string& name, Value<V>* value)
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+ :Container<std::vector<V>,V>(name, value){
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+ this->container = new std::vector<V>;
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+ }
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+
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new Vector<V>(new_name, this->value);
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+ }
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+
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+ void save_as(const std::string& fname, const SaveOption& option = SaveOption::PNG) {
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+ std::string type_name = "std::vector<"+fv::util::get_type_name(typeid(V))+">";
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+ util::save_as_stl(this->get_container(), type_name, this->get_name(), option);
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+ }
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+};
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+
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+template <typename V, typename D>
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+class _Counter : public Container<std::map<D,int>,V>{
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+ public:
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+ explicit _Counter(const std::string& name, Value<V>* value)
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+ :Container<std::map<D,int>,V>(name, value) {
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+ this->container = new std::map<D,int>;
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+ }
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+
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+ void save_as(const std::string& fname, const SaveOption& option = SaveOption::PNG) {
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+ std::string type_name = "std::map<"+fv::util::get_type_name(typeid(D))+",int>";
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+ util::save_as_stl(this->get_container(), type_name, this->get_name(), option);
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+ }
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+};
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+
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+
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+/**
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+ * A Counter that keeps a mapping of the number of occurances of each input
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+ * value.
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+ */
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+template <typename V>
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+class Counter : public _Counter<V,V>{
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+ using _Counter<V,V>::_Counter;
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+ void _fill(){
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+ (*this->container)[this->value->get_value()]++;
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+ }
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+ public:
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new Counter<V>(new_name, this->value);
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+ }
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+};
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+
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+/**
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+ * Same as Counter but accepts multiple values per fill.
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+ */
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+template <typename V>
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+class CounterMany : public _Counter<std::vector<V>,V>{
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+ using _Counter<std::vector<V>,V>::_Counter;
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+ void _fill(){
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+ for(V& val : this->value->get_value())
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+ (*this->container)[val]++;
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+ }
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+ public:
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new CounterMany<V>(new_name, this->value);
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+ }
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+};
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+
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+class PassCount : public Container<int,bool>{
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+ private:
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+
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+ void _fill(){
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+ if(this->value->get_value()){
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+ (*this->container)++;
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+ }
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+ }
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+ public:
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+ PassCount(const std::string& name, Value<bool>* value)
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+ :Container<int,bool>(name, value){
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|
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+ this->container = new int(0);
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+ }
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+
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+ GenContainer* clone_as(const std::string& new_name){
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+ return new PassCount(new_name, this->value);
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|
|
+ }
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+
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+ void save_as(const std::string& fname, const SaveOption& option = SaveOption::PNG) {
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+ //ROOT(hilariously) cannot serialize basic data types, we wrap this
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+ //in a vector.
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+ std::vector<int> v({*this->get_container()});
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+ util::save_as_stl(&v, "std::vector<int>", this->get_name(), option);
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|
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+ }
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|
+};
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+
|
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+
|
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|
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+template <typename... ArgTypes>
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|
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+class MVA : public Container<TMVA::DataLoader,typename MVAData<ArgTypes...>::type>{
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+ private:
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|
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+ std::vector<std::pair<std::string,std::string>> methods;
|
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|
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+
|
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|
|
+ std::string cut;
|
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|
|
+ std::string opt;
|
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|
|
+
|
|
|
|
+ void _fill(){
|
|
|
|
+ std::tuple<ArgTypes...> t;
|
|
|
|
+ typename MVAData<ArgTypes...>::type& event = this->value->get_value();
|
|
|
|
+ bool is_training, is_signal;
|
|
|
|
+ double weight;
|
|
|
|
+ std::tie(is_training, is_signal, weight, t) = event;
|
|
|
|
+ std::vector<double> v = t2v<double>(t);
|
|
|
|
+ if (is_signal){
|
|
|
|
+ if (is_training){
|
|
|
|
+ this->container->AddSignalTrainingEvent(v, weight);
|
|
|
|
+ } else {
|
|
|
|
+ this->container->AddSignalTestEvent(v, weight);
|
|
|
|
+ }
|
|
|
|
+ } else {
|
|
|
|
+ if (is_training){
|
|
|
|
+ this->container->AddBackgroundTrainingEvent(v, weight);
|
|
|
|
+ } else {
|
|
|
|
+ this->container->AddBackgroundTestEvent(v, weight);
|
|
|
|
+ }
|
|
|
|
+ }
|
|
|
|
+ }
|
|
|
|
+ public:
|
|
|
|
+ MVA(const std::string& name, MVAData<ArgTypes...>* value, const std::string& cut = "", const std::string& opt = "")
|
|
|
|
+ :Container<TMVA::DataLoader,typename MVAData<ArgTypes...>::type>(name, value),
|
|
|
|
+ cut(cut), opt(opt) {
|
|
|
|
+ this->container = new TMVA::DataLoader(name);
|
|
|
|
+ for (std::pair<std::string,char>& p : value->get_label_types()){
|
|
|
|
+ this->container->AddVariable(p.first, p.second);
|
|
|
|
+ }
|
|
|
|
+ }
|
|
|
|
+
|
|
|
|
+ void add_method(const std::string& method_name, const std::string& method_params) {
|
|
|
|
+ methods.push_back(std::make_pair(method_name, method_params));
|
|
|
|
+ }
|
|
|
|
+
|
|
|
|
+ GenContainer* clone_as(const std::string& new_name){
|
|
|
|
+ auto mva = new MVA<ArgTypes...>(new_name, (MVAData<ArgTypes...>*)this->value, this->cut, this->opt);
|
|
|
|
+ mva->methods = methods;
|
|
|
|
+ return mva;
|
|
|
|
+ }
|
|
|
|
+
|
|
|
|
+ void save_as(const std::string& fname, const SaveOption& option = SaveOption::PNG) {
|
|
|
|
+ TFile* outputFile = gDirectory->GetFile();
|
|
|
|
+
|
|
|
|
+ this->container->PrepareTrainingAndTestTree(cut.c_str(), opt.c_str());
|
|
|
|
+ TMVA::Factory *factory = new TMVA::Factory("TMVAClassification", outputFile,
|
|
|
|
+ "!V:!Silent:Color:DrawProgressBar:Transformations=I;D;P;G,D:AnalysisType=Classification");
|
|
|
|
+
|
|
|
|
+ TMVA::Types& types = TMVA::Types::Instance();
|
|
|
|
+ for(auto& p : methods){
|
|
|
|
+ std::string method_name, method_params;
|
|
|
|
+ std::tie(method_name, method_params) = p;
|
|
|
|
+ TMVA::Types::EMVA method_type = types.GetMethodType(method_name);
|
|
|
|
+ factory->BookMethod(this->container, method_type, method_name, method_params);
|
|
|
|
+ }
|
|
|
|
+
|
|
|
|
+ // Train MVAs using the set of training events
|
|
|
|
+ factory->TrainAllMethods();
|
|
|
|
+ // Evaluate all MVAs using the set of test events
|
|
|
|
+ factory->TestAllMethods();
|
|
|
|
+ // Evaluate and compare performance of all configured MVAs
|
|
|
|
+ factory->EvaluateAllMethods();
|
|
|
|
+
|
|
|
|
+ delete factory;
|
|
|
|
+ }
|
|
|
|
+};
|
|
|
|
+}
|
|
|
|
+#endif // root_container_hpp
|