// -------------------------------------------------------------------------
// -----                   PndLmdSigCleanTask source file            -----
// -----                  Created 26/02/14  by A.Karavdina            -----
// -------------------------------------------------------------------------
// libc includes
#include <iostream>

// Root includes
#include "TROOT.h"
#include "TClonesArray.h"
#include "TVector3.h"
#include "TTree.h"
#include <TMatrixDSym.h>


// framework includes
#include "FairRootManager.h"
#include "PndLmdSigCleanTask.h"
#include "FairRun.h"
#include "FairRuntimeDb.h"
#include "FairHit.h"
#include "PndMCTrack.h"
#include "FairBaseParSet.h"
#include "TGeant3.h"
#include "FairTrackParH.h"
#include "PndTrack.h"
#include "FairRunAna.h"
// PndSds includes
#include "PndSdsMCPoint.h"
#include "PndSdsHit.h"
#include "PndSdsMergedHit.h"
//PndLmd includes
#include <vector>
#include <map>



// -----   Default constructor   -------------------------------------------
PndLmdSigCleanTask::PndLmdSigCleanTask() : FairTask("Cleaning Tracks Task for PANDA Lmd"), fEventNr(0)
{
  //tprop = new TNtuple();
}
// -------------------------------------------------------------------------


PndLmdSigCleanTask::PndLmdSigCleanTask(Double_t pBeam, TString dir): FairTask("Cleaning Tracks  Task for PANDA Lmd"), fEventNr(0)
{
  fdir = dir;
  fPbeam = pBeam;
  cout<<"Beam Momentum in this run is "<<fPbeam<<endl;
  hResponse = new TH1D("hResponse","",1e3,-1,1);
}


// -----   Destructor   ----------------------------------------------------
PndLmdSigCleanTask::~PndLmdSigCleanTask()
{
}

// -----   Public method Init   --------------------------------------------
InitStatus PndLmdSigCleanTask::Init()
{

  
  // Get RootManager
  FairRootManager* ioman = FairRootManager::Instance();
  if ( !ioman){
    std::cout << "-E- PndLmdSigCleanTask::Init: "<< "RootManager not instantiated!" << std::endl;
    return kFATAL;
  }


  fMCHits = (TClonesArray*) ioman->GetObject("LMDPoint");
  if ( !fMCHits)	{
    std::cout << "-W- PndLmdSigCleanTask::Init: "<< "No LMDPoint"<<" array!" << std::endl;
    return kERROR;
  }

 //Get MC tracks
  fMCTracks = (TClonesArray*) ioman->GetObject("MCTrack");
  if ( !fMCTracks)	{
    std::cout << "-W- PndLmdTrkQTask::Init: "<< "No MCTrack"<<" array!" << std::endl;
    return kERROR;
  }

  // //  fTracks = (TClonesArray*) ioman->GetObject("LMDTrack");
  // fTracks = (TClonesArray*) ioman->GetObject("LMDPndTrack");
  // if (!fTracks){
  //   std::cout << "-W- PndLmdSigCleanTask::Init: "<< "No Track" << " array!" << std::endl;
  //   return kERROR;
  // }

//Get rec.tracks after back propagation
  fRecBPTracks = (TClonesArray*) ioman->GetObject("GeaneTrackFinal");
  if (!fRecBPTracks){
    std::cout << "-W- PndLmdSigCleanTask::Init: "<< "No Track after back-propagation" << " array!" << std::endl;
    return kERROR;
  }


  fTrackParFinal = new TClonesArray("FairTrackParH");
  ioman->Register("LMDCleanTrack","PndLmd", fTrackParFinal, kTRUE);

  fGeoH = PndGeoHandling::Instance();
  FairRun* fRun = FairRun::Instance();
  FairRuntimeDb* rtdb = fRun->GetRuntimeDb();

  //TMVA -----------------------------------------------------
  // This loads the library
  if(fabs(fPbeam-1.5)<1e-1){
    TMVA::Tools::Instance();
 
    //   TMVA::Reader *
    reader = new TMVA::Reader( "!Color:!Silent" );    
    
    // Create a set of variables and declare them to the reader
    // - the variable names MUST corresponds in name and type to those given in the weight file(s) used
    
    reader->AddVariable( "axrec", &axrec);
    reader->AddVariable( "ayrec", &ayrec);
    reader->AddVariable( "azrec", &azrec);
    reader->AddVariable( "aprec", &aprec);
    reader->AddVariable( "athrec", &athrec);
    reader->AddVariable( "aphrec", &aphrec);
    
   //  TString dir    = "weights/";
    TString prefix = "TMVAClassification";
    fmethodName = "BDT method";
   TString weightfile =  fdir + prefix + TString("_BDT") + TString(".weights.xml");
   reader->BookMVA( fmethodName, weightfile ); 
  }
  //------------------------------------------------------
  return kSUCCESS;
}
// -------------------------------------------------------------------------
void PndLmdSigCleanTask::SetParContainers()
{
  // Get Base Container
 /// FairRun* ana = FairRun::Instance();
 // FairRuntimeDb* rtdb=ana->GetRuntimeDb();

}


// -----   Public method Exec   --------------------------------------------
void PndLmdSigCleanTask::Exec(Option_t* opt)
{
  // if(fVerbose>5){
  //   if((fTracks->GetEntries())!=(fMCTracks->GetEntries()))
  //     return;
  //     }
  // cout<<"PndLmdSigCleanTask::Exec starts!"<<endl;
  std::map<int, std::vector<int> > mcHitMap;//Track ->  MCHits
  fTrackParFinal->Delete();

  if(fVerbose>2){
    cout<<" ---- Info: "<<  fEventNr<<endl;
  }
  fEventNr++;

  //go through all tracks
  const int nGeaneTrks = fRecBPTracks->GetEntriesFast();
  Int_t counterSigTrk = 0;
  for (Int_t iN=0; iN<nGeaneTrks; iN++){// loop over all reconstructed trks
    FairTrackParH *fRes = (FairTrackParH*)fRecBPTracks->At(iN);
    // TVector3 PosRecBP = fRes->GetPosition();
    // TVector3 MomRecBP = fRes->GetMomentum();
    bool isClean = Check(fRes);
    if(isClean == kTRUE){
	new((*fTrackParFinal)[counterSigTrk]) FairTrackParH(*(fRes)); //save Track
	counterSigTrk++;
	if(fVerbose>2) cout<<"***** isClean TRUE *****"<<endl;
      }
      else{
	new((*fTrackParFinal)[counterSigTrk]) FairTrackParH(); //save NULL
	counterSigTrk++;
	if(fVerbose>2) cout<<"***** isClean FALSE *****"<<endl;
      }
  }// [END] loop over all reconstructed trks
  if(fVerbose>2) cout<<"PndLmdSigCleanTask::Exec END!"<<endl;
}

void PndLmdSigCleanTask::Finish()
{
}

bool  PndLmdSigCleanTask::Check(FairTrackParH* fTrk){ //answer TRUE means "it's a signal"
  bool res;
  if(fabs(fPbeam-1.5)<1e-1) res = CheckMVA(fTrk); //MVA was trained only on sample with 1.5 GeV/c simulation ///TODO: extension to other energies?
  else{
    TVector3 MomRecBP = fTrk->GetMomentum();
    double prec = MomRecBP.Mag();
    res = CheckMom(prec);
  }
  return res;
}

bool  PndLmdSigCleanTask::CheckMom(double prec){
  bool res;
  if(abs(prec-fPbeam)>3e-4) res=false;
  else res=true;
  return res;
}

bool  PndLmdSigCleanTask::CheckMVA(FairTrackParH* fTrk){
  // cout<<"Yes, TMVA game!"<<endl;
  bool res;
  TVector3 PosRecBP = fTrk->GetPosition();
  axrec = float(PosRecBP.X());    ayrec = float(PosRecBP.Y());   azrec = float(PosRecBP.Z()); 
  TVector3 MomRecBP = fTrk->GetMomentum();
  aprec = float(MomRecBP.Mag());    
  Double_t lyambda = fTrk->GetLambda();
  athrec = float(TMath::Pi()/2. - lyambda);   
  aphrec = float(fTrk->GetPhi());
  double mva_response =  reader->EvaluateMVA(fmethodName);
  hResponse->Fill(mva_response);
  // if(mva_response>-0.0599) res=true; //BDT 

    if(mva_response<0){
  // if(mva_response<-0.1452){
  // if(mva_response<-0.156){
  //  if(mva_response<-0.01){
      res=false; //BDT //TEST
      //    cout<<"BDT="<<mva_response<<" for PCA:("<<axrec<<", "<<ayrec<<", "<<azrec<<") athrec = "<<1e3*athrec<<" aprec = "<<aprec<<endl;
    }
  else res=true;
  return res;
}


ClassImp(PndLmdSigCleanTask);