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Resolve "pi0 resolution for ECal barrel"

Merged Marshall Scott requested to merge 19-pi0-resolution-for-ecal-barrel into master
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@@ -9,9 +9,9 @@
@@ -9,9 +9,9 @@
#include "dd4pod/Geant4ParticleCollection.h"
#include "dd4pod/Geant4ParticleCollection.h"
#include "dd4pod/CalorimeterHitCollection.h"
#include "dd4pod/CalorimeterHitCollection.h"
#include <benchmark.h>
//#include <detector_benchmarks/include/benchmark.h>
#include <mt.h>
//#include "mt.h"
#include <util.h>
//#include "util.h"
#include "TCanvas.h"
#include "TCanvas.h"
#include "TStyle.h"
#include "TStyle.h"
@@ -19,6 +19,7 @@
@@ -19,6 +19,7 @@
#include "TH1.h"
#include "TH1.h"
#include "TF1.h"
#include "TF1.h"
#include "TH1D.h"
#include "TH1D.h"
 
#include <TFitResult.h>
using ROOT::RDataFrame;
using ROOT::RDataFrame;
using namespace ROOT::VecOps;
using namespace ROOT::VecOps;
@@ -41,6 +42,7 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
@@ -41,6 +42,7 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
//TODO: Change test_tag to something else
//TODO: Change test_tag to something else
std:string detector = "Barrel_emcal";
std:string detector = "Barrel_emcal";
double resolutionTarget = 0.1;
double resolutionTarget = 0.1;
 
/*
eic::util::Test pion0_Energy_resolution{
eic::util::Test pion0_Energy_resolution{
{{"name", fmt::format("{}_energy_resolution", test_tag)},
{{"name", fmt::format("{}_energy_resolution", test_tag)},
{"title", "Pion0 Energy resolution"},
{"title", "Pion0 Energy resolution"},
@@ -48,7 +50,7 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
@@ -48,7 +50,7 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
fmt::format("Pion0 energy resolution with {}, estimated using a Gaussian fit.", detector)},
fmt::format("Pion0 energy resolution with {}, estimated using a Gaussian fit.", detector)},
{"quantity", "resolution (in %)"},
{"quantity", "resolution (in %)"},
{"target", std::to_string(resolutionTarget)}}};
{"target", std::to_string(resolutionTarget)}}};
*/
ROOT::EnableImplicitMT();
ROOT::EnableImplicitMT();
ROOT::RDataFrame d0("events", input_fname);
ROOT::RDataFrame d0("events", input_fname);
@@ -82,13 +84,47 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
@@ -82,13 +84,47 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
return result;
return result;
};
};
 
// Sampling fraction = Esampling / Ethrown, revised
 
auto fsam2 = [](const std::vector<double>& sampled, const std::vector<double>& thrown) {
 
std::vector<double> result;
 
auto it_sam = sampled.cbegin();
 
auto it_thr = thrown.cbegin();
 
for (; it_sam != sampled.end() && it_thr != thrown.end(); ++it_sam, ++it_thr) {
 
result.push_back(*it_sam / *it_thr);
 
}
 
return result;
 
};
 
 
// Energy Resolution = Esampling - Ethrown
 
auto eResol = [](const std::vector<double>& sampled, const std::vector<double>& thrown) {
 
std::vector<double> result;
 
auto it_sam = sampled.cbegin();
 
auto it_thr = thrown.cbegin();
 
for (; it_sam != sampled.end() && it_thr != thrown.end(); ++it_sam, ++it_thr) {
 
result.push_back(*it_sam - *it_thr);
 
}
 
return result;
 
};
 
 
// Relative Energy Resolution = (Esampling - Ethrown)/Ethrown
 
auto eResol_rel = [](const std::vector<double>& sampled, const std::vector<double>& thrown) {
 
std::vector<double> result;
 
auto it_sam = sampled.cbegin();
 
auto it_thr = thrown.cbegin();
 
for (; it_sam != sampled.end() && it_thr != thrown.end(); ++it_sam, ++it_thr) {
 
result.push_back((*it_sam - *it_thr) / *it_sam);
 
}
 
return result;
 
};
 
// Define variables
// Define variables
auto d1 = d0.Define("Ethr", Ethr, {"mcparticles"})
auto d1 = d0.Define("Ethr", Ethr, {"mcparticles"})
.Define("nhits", nhits, {"EcalBarrelHits"})
.Define("nhits", nhits, {"EcalBarrelHits"})
.Define("Esim", Esim, {"EcalBarrelHits"})
.Define("Esim", Esim, {"EcalBarrelHits"})
.Define("fsam", fsam, {"Esim","Ethr"})
//.Define("fsam", fsam, {"Esim","Ethr"})
.Define("dE", "Ethr-Esim")
.Define("fsam", fsam2, {"Esim","Ethr"})
.Define("dE_rel", "(Ethr - Esim)/Esim")
.Define("dE", eResol, {"Esim", "Ethr"})
 
.Define("dE_rel", eResol_rel, {"Esim", "Ethr"})
;
;
// Define Histograms
// Define Histograms
@@ -96,7 +132,6 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
@@ -96,7 +132,6 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
auto hNhits = d1.Histo1D({"hNhits", "Number of hits per events; Number of hits; Events", 100, 0.0, 2000.0}, "nhits");
auto hNhits = d1.Histo1D({"hNhits", "Number of hits per events; Number of hits; Events", 100, 0.0, 2000.0}, "nhits");
auto hEsim = d1.Histo1D({"hEsim", "Energy Deposit; Energy Deposit [GeV]; Events", 100, 0.0, 1.0}, "Esim");
auto hEsim = d1.Histo1D({"hEsim", "Energy Deposit; Energy Deposit [GeV]; Events", 100, 0.0, 1.0}, "Esim");
auto hfsam = d1.Histo1D({"hfsam", "Sampling Fraction; Sampling Fraction; Events", 100, 0.0, 0.1}, "fsam");
auto hfsam = d1.Histo1D({"hfsam", "Sampling Fraction; Sampling Fraction; Events", 100, 0.0, 0.1}, "fsam");
// Event Counts
// Event Counts
auto nevents_thrown = d1.Count();
auto nevents_thrown = d1.Count();
@@ -143,18 +178,24 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
@@ -143,18 +178,24 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
c4->SaveAs("results/emcal_barrel_pions_fsam.pdf");
c4->SaveAs("results/emcal_barrel_pions_fsam.pdf");
//Energy Resolution Work
//Energy Resolution Work
auto hdE = d1.Histo1D({"hdE", "dE; dE[GeV]; Events", 100, -7.5, 7.5}, "dE");
auto hdE = d1.Histo1D({"hdE", "dE; dE[GeV]; Events", 20, -7.5, 7.5}, "dE");//changed from 100
auto hdE_rel = d1.Histo1D({"hdE_rel", "dE Relative; dE Relative; Events", 100, -7.5, 7.5}, "dE_rel");
auto hdE_rel = d1.Histo1D({"hdE_rel", "dE Relative; dE Relative; Events", 20, -7.5, 7.5}, "dE_rel");//changed from 100
auto f1 = hdE_rel->Fit("gaus", "S");
hdE_rel->Fit("gaus", "", "", -7.5, 7.5);
const double* res = f1->GetParams();
double* res = hdE_rel->GetFunction("gaus")->GetParameters();
 
 
//Pass/Fail
 
/*
if (res[2] <= resolutionTarget) {
if (res[2] <= resolutionTarget) {
pion0_energy_resolution.pass(res[2]);
pion0_energy_resolution.pass(res[2]);
} else {
} else {
pion0_energy_resolution.fail(res[2]);
pion0_energy_resolution.fail(res[2]);
}
}
 
*/
 
std::printf("Energy Resolution is %f\n", res[2]);
 
//Energy Resolution Histogram Plotting
auto *cdE = new TCanvas("cdE", "cdE", 700, 500);
auto *cdE = new TCanvas("cdE", "cdE", 700, 500);
cDE->SetLogy(1);
cdE->SetLogy(1);
hdE->GetYaxis()->SetTitleOffset(1.4);
hdE->GetYaxis()->SetTitleOffset(1.4);
hdE->SetLineWidth(2);
hdE->SetLineWidth(2);
hdE->SetLineColor(kBlue);
hdE->SetLineColor(kBlue);
@@ -163,18 +204,16 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
@@ -163,18 +204,16 @@ void emcal_barrel_pions_analysis(const char* input_fname = "sim_output/sim_emcal
cdE->SaveAs("results/emcal_barrel_pi0_dE.pdf");
cdE->SaveAs("results/emcal_barrel_pi0_dE.pdf");
auto *cdE_rel = new TCanvas("cdE_rel", "cdE_rel", 700, 500);
auto *cdE_rel = new TCanvas("cdE_rel", "cdE_rel", 700, 500);
cdE_rel->SetLogy(1);
hdE_rel->GetYaxis()->SetTitleOffset(1.4);
hdE_rel->GetYaxis()->SetTitleOffset(1.4);
hdE_rel->SetLineWidth(2);
hdE_rel->SetLineWidth(2);
hdE_rel->SetLineColor(kBlue);
hdE_rel->SetLineColor(kBlue);
f1->SetLineWidth(2);
hdE_rel->GetFunction("gaus")->SetLineWidth(2);
f1->SetLineColor(kRed);
hdE_rel->GetFunction("gaus")->SetLineColor(kRed);
hdE_rel->DrawClone();
hdE_rel->DrawClone();
f1->Draw("SAME");
cdE_rel->SaveAs("results/emcal_barrel_pi0_dE_rel.png");
cdE_rel->SaveAs("results/emcal_barrel_pi0_dE_rel.png");
cdE_rel->SaveAs("results/emcal_barrel_pi0_dE_rel.pdf");
cdE_rel->SaveAs("results/emcal_barrel_pi0_dE_rel.pdf");
eic::util::write_test({pion0_Energy_resolution}, fmt::format("{}_pions.json", detector));
//eic::util::write_test({pion0_energy_resolution}, fmt::format("{}_pions.json", detector));
}
}
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