From 68fab474ecc4f501028589d6de31de5be6243fec Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Wed, 18 Mar 2026 12:13:05 -0500
Subject: [PATCH 01/10] Fixed conflict

---
 CaloCluster/fcl/prolog.fcl              | 16 ++++++++++-
 CaloDiag/fcl/prolog.fcl                 | 21 +++++++++++++++
 CaloDiag/src/CaloNNDiag_module.cc       | 24 +++++++++++++----
 CaloReco/fcl/prolog.fcl                 | 27 ++++++++++++++++---
 CaloReco/src/CaloHitMakerFast_module.cc | 35 ++++++++++++++-----------
 5 files changed, 98 insertions(+), 25 deletions(-)
 create mode 100644 CaloDiag/fcl/prolog.fcl

diff --git a/CaloCluster/fcl/prolog.fcl b/CaloCluster/fcl/prolog.fcl
index e69cf1d307..ce69466169 100644
--- a/CaloCluster/fcl/prolog.fcl
+++ b/CaloCluster/fcl/prolog.fcl
@@ -30,15 +30,29 @@ CaloCluster : {
       strategy                   : 0
       diagLevel                  : 0
    }
+
+   CaloClusterFastMaker: {
+     module_type       : "CaloClusterFast"
+     caloHitCollection : "CaloHitFastMaker:calo"
+     EminSeed   : 10
+     EnoiseCut  : 1
+     ExpandCut  : 1
+     deltaTime  : 10
+     diagLevel  : 0
+     extendSearch: true
+     minSiPMPerHit: 2
+     timeOffset: -61
+   }
 }
 
 CaloCluster : { @table::CaloCluster
    producers : {
       CaloProtoClusterMaker  : { @table::CaloCluster.CaloProtoClusterMaker }
       CaloClusterMaker       : { @table::CaloCluster.CaloClusterMaker      }
+      CaloClusterFastMaker   : { @table::CaloCluster.CaloClusterFastMaker  }
    }
 
-   Reco : [ CaloProtoClusterMaker, CaloClusterMaker ]
+   Reco : [ CaloProtoClusterMaker, CaloClusterMaker, CaloClusterFastMaker ]
 }
 
 END_PROLOG
diff --git a/CaloDiag/fcl/prolog.fcl b/CaloDiag/fcl/prolog.fcl
new file mode 100644
index 0000000000..5e3421a667
--- /dev/null
+++ b/CaloDiag/fcl/prolog.fcl
@@ -0,0 +1,21 @@
+#include "Offline/Compression/fcl/prolog.fcl"
+#include "Offline/CaloMC/fcl/prolog.fcl"
+#include "Offline/CaloReco/fcl/prolog.fcl"
+#include "Offline/CaloCluster/fcl/prolog.fcl"
+
+BEGIN_PROLOG
+CaloNNDiag : {
+   module_type                : CaloNNDiag
+   vdCollection               : "compressDigiMCs:virtualdetector"
+   caloHitCollection          : CaloHitMaker
+   caloClusterCollection      : CaloClusterMaker
+   caloHitTruth               : CaloHitTruthMatch
+   caloClusterTruth           : CaloClusterTruthMatch
+}
+
+CaloDiag : {
+  analyzers : {
+    CaloNNDiag : @local::CaloNNDiag
+  }
+}
+END_PROLOG
diff --git a/CaloDiag/src/CaloNNDiag_module.cc b/CaloDiag/src/CaloNNDiag_module.cc
index ba880c3767..c867015eed 100644
--- a/CaloDiag/src/CaloNNDiag_module.cc
+++ b/CaloDiag/src/CaloNNDiag_module.cc
@@ -337,7 +337,7 @@ namespace mu2e {
                crySimId_[nSimHit_]      = eDepMC.sim()->id().asInt();
                crySimPdgId_[nSimHit_]   = eDepMC.sim()->pdgId();
                crySimCrCode_[nSimHit_]  = eDepMC.sim()->creationCode();
-                      crySimTime_[nSimHit_]    = eDepMC.time();
+               crySimTime_[nSimHit_]    = eDepMC.time();
                crySimEdep_[nSimHit_]    = eDepMC.energyDep();
                crySimMom_[nSimHit_]     = eDepMC.momentumIn();
                crySimStartX_[nSimHit_]  = parent->startPosition().x();
@@ -356,6 +356,7 @@ namespace mu2e {
 
 
        //find the most energetic CE cluster
+       /*
        unsigned icMCIdx(-1); double convEnergy(0);
        for (unsigned  ic=0; ic<caloClusters.size();++ic)
        {
@@ -367,9 +368,10 @@ namespace mu2e {
            {
                for (auto& edep : itMC->second->energyDeposits())
                {
-                   auto parent(edep.sim());
-                   while (parent->hasParent()) parent = parent->parent();
-                   if (parent->genParticle() && parent->genParticle()->generatorId().isConversion() && cluster.energyDep() > convEnergy)
+                   bool isConv = edep.sim()->creationCode() == ProcessCode::mu2eCeMinusEndpoint ||
+                                 edep.sim()->creationCode() == ProcessCode::mu2eCeMinusLeadingLog;
+
+                   if (isConv && cluster.energyDep() > convEnergy)
                    {
                       convEnergy = cluster.energyDep();
                       icMCIdx = ic;
@@ -377,6 +379,7 @@ namespace mu2e {
                }
            }
        }
+       */
 
 
 
@@ -393,6 +396,17 @@ namespace mu2e {
           while (itMC != caloClusterTruth.end()) {if (itMC->first.get() == &cluster) break; ++itMC;}
           const auto eDepMCs = (itMC != caloClusterTruth.end()) ? itMC->second->energyDeposits() : std::vector<CaloEDepMC>{};
 
+          bool isConv(false);
+          if (itMC != caloClusterTruth.end()){
+             for (auto& edep : itMC->second->energyDeposits()){
+                if (edep.sim()->creationCode() == ProcessCode::mu2eCeMinusEndpoint ||
+                      edep.sim()->creationCode() == ProcessCode::mu2eCeMinusLeadingLog){
+                  isConv = true;
+                  break;
+                }
+             }
+          }
+
           const CaloHit& seedHit    = CaloHits.at(cryList[0]);
           CLHEP::Hep3Vector seedPos = cal.geomUtil().mu2eToDiskFF(cluster.diskID(),cal.crystal(seedHit.crystalID()).position());
 
@@ -424,7 +438,7 @@ namespace mu2e {
           cluDR_[nCluster_]        = dr;
           cluSecMom_[nCluster_]    = cluUtil.secondMoment();
           cluSplit_[nCluster_]     = cluster.isSplit();
-          cluConv_[nCluster_]      = ic == icMCIdx;
+          cluConv_[nCluster_]      = isConv;//ic == icMCIdx;
           cluList_.push_back(cryList);
 
           cluSimIdx_[nCluster_] = nCluSim_;
diff --git a/CaloReco/fcl/prolog.fcl b/CaloReco/fcl/prolog.fcl
index 2e4bf67905..2b66744d7d 100644
--- a/CaloReco/fcl/prolog.fcl
+++ b/CaloReco/fcl/prolog.fcl
@@ -34,7 +34,8 @@ CaloReco : {
    }
 }
 
-CaloReco : { @table::CaloReco
+CaloReco : {
+   @table::CaloReco
 
    CaloRecoDigiMaker :
    {
@@ -58,15 +59,35 @@ CaloReco : { @table::CaloReco
       time4Merge             : 6.0   #ns
       diagLevel              : 0
    }
+
+   CaloHitFastMaker : {
+     module_type         : "CaloHitMakerFast"
+     ProtonBunchTimeTag  : "EWMProducer"
+     caloDigiCollection  : "CaloDigiMaker"
+     caphriEDepMax       : 100
+     caphriEDepMin       : 1
+     deltaTPulses        : 11
+     digiSampling        : 5
+     nPEperMeV           : 30
+     shiftTime           : 0
+     nSigmaNoise         : 4
+     noiseLevelMeV       : 5.5e-1
+     diagLevel           : 0
+   }
 }
 
 
-CaloReco : { @table::CaloReco
+CaloReco : {
+   @table::CaloReco
+
    producers : {
       CaloRecoDigiMaker  : { @table::CaloReco.CaloRecoDigiMaker}
       CaloHitMaker       : { @table::CaloReco.CaloHitMaker}
+      CaloHitFastMaker   : { @table::CaloReco.CaloHitFastMaker}
    }
-   Reco : [ CaloRecoDigiMaker, CaloHitMaker ]
+   Reco : [ CaloRecoDigiMaker, CaloHitMaker, CaloHitFastMaker ]
 }
 
+
+
 END_PROLOG
diff --git a/CaloReco/src/CaloHitMakerFast_module.cc b/CaloReco/src/CaloHitMakerFast_module.cc
index 7f4ff2e3f3..59d80ab810 100644
--- a/CaloReco/src/CaloHitMakerFast_module.cc
+++ b/CaloReco/src/CaloHitMakerFast_module.cc
@@ -41,11 +41,12 @@ namespace mu2e {
             using Comment = fhicl::Comment;
             fhicl::Atom<art::InputTag> caloDigiCollection { Name("caloDigiCollection"), Comment("CaloDigi collection name") };
             fhicl::Atom<art::InputTag> pbttoken           { Name("ProtonBunchTimeTag"), Comment("ProtonBunchTime producer")};
-            fhicl::Atom<double>        digiSampling       { Name("digiSampling"),       Comment("Digitization time sampling") };
-            fhicl::Atom<double>        deltaTPulses       { Name("deltaTPulses"),       Comment("Maximum time difference between two signals") };
-            fhicl::Atom<double>        nPEperMeV          { Name("nPEperMeV"),          Comment("number of photo-electrons per MeV") };
-            fhicl::Atom<double>        noiseLevelMeV      { Name("noiseLevelMeV"),      Comment("Noise level in MeV") };
-            fhicl::Atom<double>        nSigmaNoise        { Name("nSigmaNoise"),        Comment("Maxnumber of sigma Noise to combine digi") };
+            fhicl::Atom<float>         digiSampling       { Name("digiSampling"),       Comment("Digitization time sampling") };
+            fhicl::Atom<float>         deltaTPulses       { Name("deltaTPulses"),       Comment("Maximum time difference between two signals") };
+            fhicl::Atom<float>         nPEperMeV          { Name("nPEperMeV"),          Comment("number of photo-electrons per MeV") };
+            fhicl::Atom<float>         noiseLevelMeV      { Name("noiseLevelMeV"),      Comment("Noise level in MeV") };
+            fhicl::Atom<float>         nSigmaNoise        { Name("nSigmaNoise"),        Comment("Maxnumber of sigma Noise to combine digi") };
+            fhicl::Atom<float>         shiftTime          { Name("shiftTime"),          Comment("Time shift to align fast hit to detector") };
             fhicl::Atom<float>         caphriEDepMax      { Name("caphriEDepMax"),      Comment("Maximum CAPHRI hit energy in MeV")};
             fhicl::Atom<float>         caphriEDepMin      { Name("caphriEDepMin"),      Comment("Minimum CAPHRI hit energy in MeV")};
             fhicl::Atom<double>        ADCToMeV           { Name("ADCToMeV"),           Comment("ADC to MeV conversion factor") };
@@ -61,6 +62,7 @@ namespace mu2e {
            nPEperMeV_         (config().nPEperMeV()),
            noise2_            (config().noiseLevelMeV()*config().noiseLevelMeV()),
            nSigmaNoise_       (config().nSigmaNoise()),
+           shiftTime_         (config().shiftTime()),
            caphriEDepMax_     (config().caphriEDepMax()),
            caphriEDepMin_     (config().caphriEDepMin()),
            ADCToMeV_          (config().ADCToMeV()),
@@ -80,17 +82,17 @@ namespace mu2e {
         void extractHits(const CaloDigiCollection& caloDigis, CaloHitCollection& caloHitsColl, CaloHitCollection& caphriHitsColl, IntensityInfoCalo& intCalo, double pbtOffset);
         void addPulse(pulseMapType& pulseMap, unsigned crystalID, float time, float eDep);
 
-        art::ProductToken<CaloDigiCollection> caloDigisToken_;
-        const  art::ProductToken<ProtonBunchTime>    pbttoken_;
-        double              digiSampling_;
-        double              deltaTPulses_;
-        double              nPEperMeV_;
-        double              noise2_;
-        double              nSigmaNoise_;
-        float               caphriEDepMax_;
-        float               caphriEDepMin_;
-        double              ADCToMeV_;
-        int                 diagLevel_;
+        art::ProductToken<CaloDigiCollection>     caloDigisToken_;
+        const  art::ProductToken<ProtonBunchTime> pbttoken_;
+        float  digiSampling_;
+        float  deltaTPulses_;
+        float  nPEperMeV_;
+        float  noise2_;
+        float  nSigmaNoise_;
+        float  shiftTime_;
+        float  caphriEDepMax_;
+        float  caphriEDepMin_;
+        int    diagLevel_;
     };
 
 
@@ -133,6 +135,7 @@ namespace mu2e {
            double baseline(0);
            for (size_t i=0; i<nSamPed; ++i){ baseline += caloDigi.waveform().at(i);}
            baseline /= nSamPed;
+
            double eDep     = (caloDigi.waveform().at(caloDigi.peakpos())-baseline)*ADCToMeV_;//FIXME! we should use the function ::Peak2MeV, I also think that we should: (i) discard the hit if eDep is <0 (noise/stange pulse), (ii) require a minimum pulse length. gianipez
            double time     = caloDigi.t0() + caloDigi.peakpos()*digiSampling_ - pbtOffset;                      //Giani's definition
            //double time     = caloDigi.t0() + (caloDigi.peakpos()+0.5)*digiSampling_ - shiftTime_; //Bertrand's definition

From bd14b69b55bca03ebc74090266e7197e421029a5 Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Mon, 10 Nov 2025 19:36:19 -0600
Subject: [PATCH 02/10] Updated Calo NN Filter

---
 CaloDiag/fcl/prolog.fcl                       |  29 +-
 CaloDiag/src/CaloNNDiag_module.cc             | 227 ++++-----
 CaloDiag/src/CaloNNTrain_module.cc            | 208 ++++++++
 CaloFilters/data/CE_NN_ReLU.weights.xml       | 451 ++++++++++++++----
 CaloFilters/src/FilterEcalNNTrigger_module.cc |  62 ++-
 5 files changed, 730 insertions(+), 247 deletions(-)
 create mode 100644 CaloDiag/src/CaloNNTrain_module.cc

diff --git a/CaloDiag/fcl/prolog.fcl b/CaloDiag/fcl/prolog.fcl
index 5e3421a667..24f18958e0 100644
--- a/CaloDiag/fcl/prolog.fcl
+++ b/CaloDiag/fcl/prolog.fcl
@@ -5,17 +5,32 @@
 
 BEGIN_PROLOG
 CaloNNDiag : {
-   module_type                : CaloNNDiag
-   vdCollection               : "compressDigiMCs:virtualdetector"
-   caloHitCollection          : CaloHitMaker
-   caloClusterCollection      : CaloClusterMaker
-   caloHitTruth               : CaloHitTruthMatch
-   caloClusterTruth           : CaloClusterTruthMatch
+  module_type                : CaloNNDiag
+  vdCollection               : "compressDigiMCs:virtualdetector"
+  caloHitCollection          : CaloHitMaker
+  caloClusterCollection      : CaloClusterMaker
+  caloHitTruth               : CaloHitTruthMatch
+  caloClusterTruth           : CaloClusterTruthMatch
 }
 
+
+CaloNNTrain: {
+  module_type             : CaloNNTrain
+  caloClusterCollection   : CaloClusterMaker
+  caloClusterMCCollection : CaloClusterTruthMatch
+  caloBkgMVA              : {MVAWeights: "Offline/CaloFilters/data/CE_NN_ReLU.weights.xml"}
+  minEtoTest              : 40
+  minMVAScore             : 9.5e-1
+  MCEdepCut               : 3
+  diagLevel               : 0
+}
+
+
 CaloDiag : {
   analyzers : {
-    CaloNNDiag : @local::CaloNNDiag
+    CaloNNDiag     : @local::CaloNNDiag
+    CaloNNTrain    : @local::CaloNNTrain
   }
 }
+
 END_PROLOG
diff --git a/CaloDiag/src/CaloNNDiag_module.cc b/CaloDiag/src/CaloNNDiag_module.cc
index c867015eed..2ef918675d 100644
--- a/CaloDiag/src/CaloNNDiag_module.cc
+++ b/CaloDiag/src/CaloNNDiag_module.cc
@@ -80,22 +80,22 @@ namespace mu2e {
        TTree* Ntup_;
        int   _evt,_run;
 
-       int   nHits_,cryId_[ntupLen],crySectionId_[ntupLen],crySimIdx_[ntupLen],crySimLen_[ntupLen];
-       float cryTime_[ntupLen],cryEdep_[ntupLen],cryEdepErr_[ntupLen],cryPosX_[ntupLen],cryPosY_[ntupLen],cryPosZ_[ntupLen],_cryLeak[ntupLen];
+       int   nHits_,cryId_[ntupLen],crySectionId_[ntupLen],crySimIdx_[ntupLen],crySimLen_[ntupLen],cryConv_[ntupLen];
+       float cryTime_[ntupLen],cryEdep_[ntupLen],cryEdepErr_[ntupLen],cryPosX_[ntupLen],cryPosY_[ntupLen],cryPosZ_[ntupLen];
+       float cryTimeErr_[ntupLen],cryT1_[ntupLen],cryT2_[ntupLen],cryT1Err_[ntupLen],cryT2Err_[ntupLen];
 
-       int   nSimHit_,crySimId_[ntupLen],crySimPdgId_[ntupLen],crySimCrCode_[ntupLen],crySimGenIdx_[ntupLen],cryConv_[ntupLen];
-       float crySimMom_[ntupLen],crySimStartX_[ntupLen],crySimStartY_[ntupLen],crySimStartZ_[ntupLen],crySimStartT_[ntupLen];
-       float crySimTime_[ntupLen],crySimEdep_[ntupLen],cryTimeErr_[ntupLen],cryT1_[ntupLen],cryT2_[ntupLen],cryT1Err_[ntupLen],cryT2Err_[ntupLen];
+       std::vector<std::vector<int>>   crySimId_,crySimPdgId_,crySimCrCode_;
+       std::vector<std::vector<float>> crySimMom_,crySimTime_,crySimEdep_,crySimStartX_,crySimStartY_,crySimStartZ_;
 
        int   nCluster_,nCluSim_,cluNcrys_[ntupLen],cluDisk_[ntupLen];
        float cluEnergy_[ntupLen],cluEnergyErr_[ntupLen],cluTime_[ntupLen],cluTimeErr_[ntupLen],cluCogX_[ntupLen],cluCogY_[ntupLen],cluCogR_[ntupLen],
              cluCogZ_[ntupLen],cluE1_[ntupLen],cluE2_[ntupLen],cluE9_[ntupLen],cluE25_[ntupLen],cluSecMom_[ntupLen],cluDR_[ntupLen];
        int   cluSplit_[ntupLen],cluConv_[ntupLen],cluSimIdx_[ntupLen],cluSimLen_[ntupLen];
-       std::vector<std::vector<int> > cluList_;
 
-       int   cluSimId_[ntupLen],cluSimPdgId_[ntupLen],cluSimGenId_[ntupLen],cluSimGenPdg_[ntupLen],cluSimCrCode_[ntupLen];
-       float cluSimMom_[ntupLen],cluSimMom2_[ntupLen],cluSimPosX_[ntupLen],cluSimPosY_[ntupLen],cluSimPosZ_[ntupLen],cluSimStartX_[ntupLen],
-             cluSimStartY_[ntupLen],cluSimStartZ_[ntupLen],cluSimTime_[ntupLen],cluSimEdep_[ntupLen];
+       std::vector<std::vector<int> > cluList_;
+       std::vector<std::vector<int>>   cluSimId_,cluSimPdgId_,cluSimCrCode_;
+       std::vector<std::vector<float>> cluSimMom_,cluSimMom2_,cluSimTime_,cluSimEdep_,cluSimPosX_,cluSimPosY_,cluSimPosZ_;
+       std::vector<std::vector<float>> cluSimStartX_,cluSimStartY_,cluSimStartZ_;
 
        int   nVd_,vdId_[ntupLen],vdPdgId_[ntupLen],vdGenId_[ntupLen],vdGenIdx_[ntupLen];
        float vdTime_[ntupLen],vdPosX_[ntupLen],vdPosY_[ntupLen],vdPosZ_[ntupLen],vdMom_[ntupLen],vdMomX_[ntupLen],vdMomY_[ntupLen],vdMomZ_[ntupLen];
@@ -138,21 +138,15 @@ namespace mu2e {
        Ntup_->Branch("cryT1Err",     &cryT1Err_ ,    "cryT1Err[nCry]/F");
        Ntup_->Branch("cryT2Err",     &cryT2Err_ ,    "cryT2Err[nCry]/F");
        Ntup_->Branch("cryConv",      &cryConv_ ,     "cryConv[nCry]/I");
-
-       Ntup_->Branch("crySimIdx",    &crySimIdx_ ,   "crySimIdx[nCry]/I");
-       Ntup_->Branch("crySimLen",    &crySimLen_ ,   "crySimLen[nCry]/I");
-       Ntup_->Branch("nSim",         &nSimHit_ ,     "nSim/I");
-       Ntup_->Branch("simId",        &crySimId_ ,    "simId[nSim]/I");
-       Ntup_->Branch("simPdgId",     &crySimPdgId_ , "simPdgId[nSim]/I");
-       Ntup_->Branch("simCrCode",    &crySimCrCode_ ,"simCrCode[nSim]/I");
-       Ntup_->Branch("simMom",       &crySimMom_ ,   "simMom[nSim]/F");
-       Ntup_->Branch("simStartX",    &crySimStartX_ ,"simStartX[nSim]/F");
-       Ntup_->Branch("simStartY",    &crySimStartY_ ,"simStartY[nSim]/F");
-       Ntup_->Branch("simStartZ",    &crySimStartZ_ ,"simStartZ[nSim]/F");
-       Ntup_->Branch("simStartT",    &crySimStartT_ ,"simStartT[nSim]/F");
-       Ntup_->Branch("simTime",      &crySimTime_ ,  "simTime[nSim]/F");
-       Ntup_->Branch("simEdep",      &crySimEdep_ ,  "simEdep[nSim]/F");
-       Ntup_->Branch("simGenIdx",    &crySimGenIdx_ ,"simGenIdx[nSim]/I");
+       Ntup_->Branch("crySimId",     &crySimId_);
+       Ntup_->Branch("crySimPdgId",  &crySimPdgId_);
+       Ntup_->Branch("crySimCrCode", &crySimCrCode_);
+       Ntup_->Branch("crySimMom",    &crySimMom_);
+       Ntup_->Branch("crySimTime",   &crySimTime_);
+       Ntup_->Branch("crySimEdep",   &crySimEdep_);
+       Ntup_->Branch("crySimStartX", &crySimStartX_);
+       Ntup_->Branch("crySimStartY", &crySimStartY_);
+       Ntup_->Branch("crySimStartZ", &crySimStartZ_);
 
        Ntup_->Branch("nCluster",     &nCluster_ ,    "nCluster/I");
        Ntup_->Branch("cluEnergy",    &cluEnergy_ ,   "cluEnergy[nCluster]/F");
@@ -169,30 +163,24 @@ namespace mu2e {
        Ntup_->Branch("cluE2",        &cluE2_ ,       "cluE2[nCluster]/F");
        Ntup_->Branch("cluE9",        &cluE9_ ,       "cluE9[nCluster]/F");
        Ntup_->Branch("cluE25",       &cluE25_ ,      "cluE25[nCluster]/F");
-       Ntup_->Branch("cluDR",        &cluDR_ ,       "cluDR[nCluster]/F");
        Ntup_->Branch("cluSecMom",    &cluSecMom_ ,   "cluSecMom[nCluster]/F");
        Ntup_->Branch("cluSplit",     &cluSplit_ ,    "cluSplit[nCluster]/I");
        Ntup_->Branch("cluConv",      &cluConv_ ,     "cluConv[nCluster]/I");
-       Ntup_->Branch("cluSimIdx",    &cluSimIdx_ ,   "cluSimIdx[nCluster]/I");
-       Ntup_->Branch("cluSimLen",    &cluSimLen_ ,   "cluSimLen[nCluster]/I");
        Ntup_->Branch("cluList",      &cluList_);
 
-       Ntup_->Branch("nCluSim",      &nCluSim_ ,     "nCluSim/I");
-       Ntup_->Branch("cluSimId",     &cluSimId_ ,    "cluSimId[nCluSim]/I");
-       Ntup_->Branch("cluSimPdgId",  &cluSimPdgId_ , "cluSimPdgId[nCluSim]/I");
-       Ntup_->Branch("cluSimGenId",  &cluSimGenId_ , "cluSimGenId[nCluSim]/I");
-       Ntup_->Branch("cluSimGenPdg", &cluSimGenPdg_, "cluSimGenPdg[nCluSim]/I");
-       Ntup_->Branch("cluSimCrCode", &cluSimCrCode_ ,"cluSimCrCode[nCluSim]/I");
-       Ntup_->Branch("cluSimMom",    &cluSimMom_ ,   "cluSimMom[nCluSim]/F");
-       Ntup_->Branch("cluSimMom2",   &cluSimMom2_ ,  "cluSimMom2[nCluSim]/F");
-       Ntup_->Branch("cluSimPosX",   &cluSimPosX_ ,  "cluSimPosX[nCluSim]/F");
-       Ntup_->Branch("cluSimPosY",   &cluSimPosY_ ,  "cluSimPosY[nCluSim]/F");
-       Ntup_->Branch("cluSimPosZ",   &cluSimPosZ_ ,  "cluSimPosZ[nCluSim]/F");
-       Ntup_->Branch("cluSimStartX", &cluSimStartX_ ,"cluSimStartX[nCluSim]/F");
-       Ntup_->Branch("cluSimStartY", &cluSimStartY_ ,"cluSimStartY[nCluSim]/F");
-       Ntup_->Branch("cluSimStartZ", &cluSimStartZ_ ,"cluSimStartZ[nCluSim]/F");
-       Ntup_->Branch("cluSimTime",   &cluSimTime_ ,  "cluSimTime[nCluSim]/F");
-       Ntup_->Branch("cluSimEdep",   &cluSimEdep_ ,  "cluSimEdep[nCluSim]/F");
+       Ntup_->Branch("cluSimId",     &cluSimId_);
+       Ntup_->Branch("cluSimPdgId",  &cluSimPdgId_);
+       Ntup_->Branch("cluSimCrCode", &cluSimCrCode_);
+       Ntup_->Branch("cluSimMom",    &cluSimMom_);
+       Ntup_->Branch("cluSimMom2",   &cluSimMom2_);
+       Ntup_->Branch("cluSimTime",   &cluSimTime_);
+       Ntup_->Branch("cluSimEdep",   &cluSimEdep_);
+       Ntup_->Branch("cluSimPosX",   &cluSimPosX_);
+       Ntup_->Branch("cluSimPosY",   &cluSimPosY_);
+       Ntup_->Branch("cluSimPosZ",   &cluSimPosZ_);
+       Ntup_->Branch("cluSimStartX", &cluSimStartX_);
+       Ntup_->Branch("cluSimStartY", &cluSimStartY_);
+       Ntup_->Branch("cluSimStartZ", &cluSimStartZ_);
 
        Ntup_->Branch("nVd",          &nVd_ ,         "nVd/I");
        Ntup_->Branch("vdId",         &vdId_ ,        "vdId[nVd]/I");
@@ -248,6 +236,13 @@ namespace mu2e {
       const CaloClusterMCTruthAssn& caloClusterTruth(*caloClusterTruthHandle);
 
 
+      //SELECT  EVENTS WITH AT LEAST A CLUSTER ABOVE 60 MEV
+      bool select(false);
+      for (const auto& cluster : caloClusters) {
+          if (cluster.energyDep()>60) {select=true; break;}
+      }
+      if (!select) return;
+
 
 
       std::map<art::Ptr<SimParticle>, const StepPointMC*> vdMap;
@@ -271,10 +266,11 @@ namespace mu2e {
 
        //--------------------------  Do calorimeter hits --------------------------------
 
-       nHits_ = nSimHit_ = 0;
+       nHits_ = 0;
+       crySimId_.clear();crySimPdgId_.clear();crySimCrCode_.clear();crySimTime_.clear();crySimEdep_.clear();
+       crySimMom_.clear();crySimStartX_.clear();crySimStartY_.clear();crySimStartZ_.clear();
 
-       for (unsigned int ic=0; ic<CaloHits.size();++ic)
-       {
+       for (unsigned int ic=0; ic<CaloHits.size();++ic){
            const CaloHit& hit            = CaloHits.at(ic);
            int diskId                    = cal.crystal(hit.crystalID()).diskID();
            CLHEP::Hep3Vector crystalPos  = cal.geomUtil().mu2eToDiskFF(diskId,cal.crystal(hit.crystalID()).position());  //in disk FF frame
@@ -322,66 +318,44 @@ namespace mu2e {
            cryPosZ_[nHits_]      = crystalPos.z();
            cryConv_[nHits_]      = isConversion ? 1 : 0;
 
-           crySimIdx_[nHits_]    = nSimHit_;
-           crySimLen_[nHits_]    = nCrySims;
-
+           std::vector<int> sId,sPdg,sCr;
+           std::vector<float>st,sed,sm,stx,sty,stz;
            for (unsigned i=0;i< nCrySims;++i)
            {
                const auto& eDepMC = itMC->second->energyDeposit(i);
 
                auto parent(eDepMC.sim());
                while (parent->hasParent()) parent = parent->parent();
-               int genId=-1;
-               if (parent->genParticle()) genId = parent->genParticle()->generatorId().id();
-
-               crySimId_[nSimHit_]      = eDepMC.sim()->id().asInt();
-               crySimPdgId_[nSimHit_]   = eDepMC.sim()->pdgId();
-               crySimCrCode_[nSimHit_]  = eDepMC.sim()->creationCode();
-               crySimTime_[nSimHit_]    = eDepMC.time();
-               crySimEdep_[nSimHit_]    = eDepMC.energyDep();
-               crySimMom_[nSimHit_]     = eDepMC.momentumIn();
-               crySimStartX_[nSimHit_]  = parent->startPosition().x();
-               crySimStartY_[nSimHit_]  = parent->startPosition().y();
-               crySimStartZ_[nSimHit_]  = parent->startPosition().z();
-               crySimStartT_[nSimHit_]  = parent->startGlobalTime();
-               crySimGenIdx_[nSimHit_]  = genId;
-               ++nSimHit_;
+
+               sId.push_back(eDepMC.sim()->id().asInt());
+               sPdg.push_back(eDepMC.sim()->pdgId());
+               sCr.push_back(eDepMC.sim()->creationCode());
+               sm.push_back(eDepMC.momentumIn());
+               sed.push_back(eDepMC.energyDep());
+               st.push_back(eDepMC.time());
+               stx.push_back(parent->startPosition().x());
+               sty.push_back(parent->startPosition().y());
+               stz.push_back(parent->startPosition().z());
            }
+           crySimId_.push_back(sId);
+           crySimPdgId_.push_back(sPdg);
+           crySimCrCode_.push_back(sCr);
+           crySimMom_.push_back(sm);
+           crySimEdep_.push_back(sed);
+           crySimTime_.push_back(st);
+           crySimStartX_.push_back(stx);
+           crySimStartY_.push_back(sty);
+           crySimStartZ_.push_back(stz);
+
            ++nHits_;
        }
 
        //--------------------------  Do clusters --------------------------------
-       nCluster_ = nCluSim_ = 0;
+       nCluster_ = 0;
        cluList_.clear();
-
-
-       //find the most energetic CE cluster
-       /*
-       unsigned icMCIdx(-1); double convEnergy(0);
-       for (unsigned  ic=0; ic<caloClusters.size();++ic)
-       {
-           const CaloCluster& cluster = caloClusters.at(ic);
-           auto itMC = caloClusterTruth.begin();
-           while (itMC != caloClusterTruth.end()) {if (itMC->first.get() == &cluster) break; ++itMC;}
-
-           if (itMC != caloClusterTruth.end())
-           {
-               for (auto& edep : itMC->second->energyDeposits())
-               {
-                   bool isConv = edep.sim()->creationCode() == ProcessCode::mu2eCeMinusEndpoint ||
-                                 edep.sim()->creationCode() == ProcessCode::mu2eCeMinusLeadingLog;
-
-                   if (isConv && cluster.energyDep() > convEnergy)
-                   {
-                      convEnergy = cluster.energyDep();
-                      icMCIdx = ic;
-                   }
-               }
-           }
-       }
-       */
-
-
+       cluSimId_.clear();cluSimPdgId_.clear();cluSimCrCode_.clear();cluSimTime_.clear();cluSimEdep_.clear();
+       cluSimMom_.clear();cluSimMom2_.clear();cluSimStartX_.clear();cluSimPosY_.clear();cluSimPosZ_.clear();
+       cluSimStartY_.clear();cluSimStartZ_.clear();
 
        for (unsigned  ic=0; ic<caloClusters.size();++ic)
        {
@@ -410,17 +384,6 @@ namespace mu2e {
           const CaloHit& seedHit    = CaloHits.at(cryList[0]);
           CLHEP::Hep3Vector seedPos = cal.geomUtil().mu2eToDiskFF(cluster.diskID(),cal.crystal(seedHit.crystalID()).position());
 
-          double dr(0);
-          if (cryList.size()>1)
-          {
-              const CaloHit& hit    = CaloHits.at(cryList[1]);
-              CLHEP::Hep3Vector hitPos = cal.geomUtil().mu2eToDiskFF(cluster.diskID(),cal.crystal(hit.crystalID()).position());
-              double dx = hitPos.x()-seedPos.x();
-              double dy = hitPos.y()-seedPos.y();
-              dr = sqrt(dx*dx+dy*dy);
-          }
-
-
           cluDisk_[nCluster_]      = cluster.diskID();
           cluEnergy_[nCluster_]    = cluster.energyDep();
           cluEnergyErr_[nCluster_] = cluster.energyDepErr();
@@ -435,15 +398,14 @@ namespace mu2e {
           cluE2_[nCluster_]        = cluUtil.e2();
           cluE9_[nCluster_]        = cluUtil.e9();
           cluE25_[nCluster_]       = cluUtil.e25();
-          cluDR_[nCluster_]        = dr;
           cluSecMom_[nCluster_]    = cluUtil.secondMoment();
           cluSplit_[nCluster_]     = cluster.isSplit();
           cluConv_[nCluster_]      = isConv;//ic == icMCIdx;
           cluList_.push_back(cryList);
 
-          cluSimIdx_[nCluster_] = nCluSim_;
-          cluSimLen_[nCluster_] = eDepMCs.size();
 
+          std::vector<int> sId,sPdg,sCr;
+          std::vector<float>st,sed,sm,sm2,spx,spy,spz,stx,sty,stz;
           for (unsigned i=0;i< eDepMCs.size();++i)
           {
               const auto& eDepMC = eDepMCs[i];
@@ -451,11 +413,6 @@ namespace mu2e {
 
               art::Ptr<SimParticle> smother(sim);
               while (smother->hasParent() && !smother->genParticle() ) smother = smother->parent();
-              int genId=-1;
-              if (smother->genParticle()) genId = smother->genParticle()->generatorId().id();
-              int genPdg=-1;
-              if (smother->genParticle()) genPdg = smother->genParticle()->pdgId();
-
 
               double simMom(-1);
               CLHEP::Hep3Vector simPos(0,0,0);
@@ -466,24 +423,34 @@ namespace mu2e {
                  CLHEP::Hep3Vector simPos = cal.geomUtil().mu2eToDiskFF(cluster.diskID(), vdMapEntry->second->position());
               }
 
-              cluSimId_[nCluSim_]     = sim->id().asInt();
-              cluSimPdgId_[nCluSim_]  = sim->pdgId();
-              cluSimCrCode_[nCluSim_] = sim->creationCode();
-              cluSimGenId_[nCluSim_]  = genId;
-              cluSimGenPdg_[nCluSim_] = genPdg;
-              cluSimTime_[nCluSim_]   = eDepMC.time();
-              cluSimEdep_[nCluSim_]   = eDepMC.energyDep();
-              cluSimMom_[nCluSim_]    = eDepMC.momentumIn();
-              cluSimMom2_[nCluSim_]   = simMom;
-              cluSimPosX_[nCluSim_]   = simPos.x(); // in disk FF frame
-              cluSimPosY_[nCluSim_]   = simPos.y();
-              cluSimPosZ_[nCluSim_]   = simPos.z();
-              cluSimStartX_[nCluSim_] = sim->startPosition().x(); // in disk FF frame
-              cluSimStartY_[nCluSim_] = sim->startPosition().y();
-              cluSimStartZ_[nCluSim_] = sim->startPosition().z();
-
-              ++nCluSim_;
+              sId.push_back(sim->id().asInt());
+              sPdg.push_back(sim->pdgId());
+              sCr.push_back(sim->creationCode());
+              st.push_back(eDepMC.time());
+              sed.push_back(eDepMC.energyDep());
+              sm.push_back(eDepMC.momentumIn());
+              sm2.push_back(simMom);
+              spx.push_back(simPos.x()); // in disk FF frame
+              spy.push_back(simPos.y());
+              spz.push_back(simPos.z());
+              stx.push_back(sim->startPosition().x()); // in disk FF frame
+              sty.push_back(sim->startPosition().y());
+              stz.push_back(sim->startPosition().z());
            }
+           cluSimId_.push_back(sId);
+           cluSimPdgId_.push_back(sPdg);
+           cluSimCrCode_.push_back(sCr);
+           cluSimMom_.push_back(sm);
+           cluSimMom2_.push_back(sm2);
+           cluSimEdep_.push_back(sed);
+           cluSimTime_.push_back(st);
+           cluSimPosX_.push_back(spx);
+           cluSimPosY_.push_back(spy);
+           cluSimPosZ_.push_back(spz);
+           cluSimStartX_.push_back(stx);
+           cluSimStartY_.push_back(sty);
+           cluSimStartZ_.push_back(stz);
+
            ++nCluster_;
        }
 
diff --git a/CaloDiag/src/CaloNNTrain_module.cc b/CaloDiag/src/CaloNNTrain_module.cc
new file mode 100644
index 0000000000..63401ec67d
--- /dev/null
+++ b/CaloDiag/src/CaloNNTrain_module.cc
@@ -0,0 +1,208 @@
+#include "art_root_io/TFileService.h"
+#include "art/Framework/Core/EDAnalyzer.h"
+#include "art/Framework/Principal/Event.h"
+#include "cetlib_except/exception.h"
+#include "fhiclcpp/types/Atom.h"
+
+#include "Offline/CalorimeterGeom/inc/Calorimeter.hh"
+#include "Offline/GeometryService/inc/GeomHandle.hh"
+#include "Offline/GeometryService/inc/GeometryService.hh"
+#include "Offline/Mu2eUtilities/inc/MVATools.hh"
+#include "Offline/RecoDataProducts/inc/CaloHit.hh"
+#include "Offline/RecoDataProducts/inc/CaloCluster.hh"
+#include "Offline/MCDataProducts/inc/CaloMCTruthAssns.hh"
+
+#include "Offline/GeometryService/inc/VirtualDetector.hh"
+#include "Offline/DataProducts/inc/VirtualDetectorId.hh"
+#include "Offline/MCDataProducts/inc/StepPointMC.hh"
+
+
+
+#include "TDirectory.h"
+#include "TNtuple.h"
+#include "TTree.h"
+
+#include <vector>
+#include <string>
+
+
+
+namespace mu2e {
+
+  class CaloNNTrain : public art::EDAnalyzer
+  {
+     public:
+       struct Config
+       {
+           using Name    = fhicl::Name;
+           using Comment = fhicl::Comment;
+           fhicl::Atom<art::InputTag>     caloClusterCollection   { Name("caloClusterCollection"),   Comment("Calo cluster collection name") };
+           fhicl::Atom<art::InputTag>     caloClusterMCCollection { Name("caloClusterMCCollection"), Comment("Calo cluster MC collection name") };
+           fhicl::Table<MVATools::Config> caloBkgMVA              { Name("caloBkgMVA"),              Comment("MVA Configuration") };
+           fhicl::Atom<float>             minEtoTest              { Name("minEtoTest"),              Comment("Minimum Energy to run the MVA") };
+           fhicl::Atom<float>             minMVAScore             { Name("minMVAScore"),             Comment("MVA cut for signal") };
+           fhicl::Atom<float>             MCEdepCut               { Name("MCEdepCut"),               Comment("Min E cut for MC contribution to cluster") };
+           fhicl::Atom<int>               diagLevel               { Name("diagLevel"),               Comment("Diag Level"),0 };
+       };
+
+       explicit CaloNNTrain(const art::EDAnalyzer::Table<Config>& config) :
+         EDAnalyzer{config},
+         caloClusterToken_  {consumes<CaloClusterCollection> (config().caloClusterCollection())},
+         caloClusterMCToken_{consumes<CaloClusterMCTruthAssn>(config().caloClusterMCCollection())},
+         caloBkgMVA_        (config().caloBkgMVA()),
+         minEtoTest_        (config().minEtoTest()),
+         minMVAScore_       (config().minMVAScore()),
+         MCEdepCut_         (config().MCEdepCut()),
+         diagLevel_         (config().diagLevel())
+       {}
+
+       virtual void analyze(const art::Event& event) override;
+       virtual void beginJob() override;
+
+
+     private:
+       float secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const;
+
+       art::ProductToken<CaloClusterCollection>  caloClusterToken_;
+       art::ProductToken<CaloClusterMCTruthAssn> caloClusterMCToken_;
+       MVATools  caloBkgMVA_;
+       float     minEtoTest_;
+       float     minMVAScore_;
+       float     MCEdepCut_;
+       int       diagLevel_;
+
+       TTree* Ntup_;
+       int    evt_,cluNcrys_,cluDisk_;
+       float  cluEnergy_,cluTime_,cluCogR_,cluE1_,cluE2_,cluE9_,cluE25_,cluSec_,clumva_,cluMCEtot_;
+       std::vector<int> cluMCEPdg_,cluMCCr_;
+       std::vector<float> cluMCEdep_;
+  };
+
+
+  void CaloNNTrain::beginJob()
+  {
+     caloBkgMVA_.initMVA();
+
+     art::ServiceHandle<art::TFileService> tfs;
+     Ntup_  = tfs->make<TTree>("Calo", "Calo");
+     Ntup_->Branch("evt",         &evt_ ,         "evt/I");
+     Ntup_->Branch("cluNcrys",    &cluNcrys_ ,    "cluNcrys/I");
+     Ntup_->Branch("cluDisk",     &cluDisk_ ,     "cluDisk/I");
+     Ntup_->Branch("cluEnergy",   &cluEnergy_ ,   "cluEnergy/F");
+     Ntup_->Branch("cluTime",     &cluTime_ ,     "cluTime/F");
+     Ntup_->Branch("cluCogR",     &cluCogR_ ,     "cluCogR/F");
+     Ntup_->Branch("cluE1",       &cluE1_ ,       "cluE1/F");
+     Ntup_->Branch("cluE2",       &cluE2_ ,       "cluE2/F");
+     Ntup_->Branch("cluE9",       &cluE9_ ,       "cluE9/F");
+     Ntup_->Branch("cluE25",      &cluE25_ ,      "cluE25/F");
+     Ntup_->Branch("cluSec",      &cluSec_ ,      "cluSec/F");
+     Ntup_->Branch("mva",         &clumva_ ,      "mva/F");
+     Ntup_->Branch("cluMCEtot",   &cluMCEtot_ ,   "cluMCEtot/F");
+     Ntup_->Branch("cluMCEdep",   &cluMCEdep_);
+     Ntup_->Branch("cluMCEPdg",   &cluMCEPdg_);
+     Ntup_->Branch("cluMCCr",     &cluMCCr_);
+  }
+
+
+  void CaloNNTrain::analyze(const art::Event& event)
+  {
+     evt_ = event.id().event();
+     art::Handle<CaloClusterCollection>  caloClustersHandle   = event.getHandle<CaloClusterCollection>(caloClusterToken_);
+     art::Handle<CaloClusterMCTruthAssn> caloClustersMCHandle = event.getHandle<CaloClusterMCTruthAssn>(caloClusterMCToken_);
+
+     const Calorimeter& cal = *(GeomHandle<Calorimeter>());
+     const CaloClusterCollection&  caloClusters(*caloClustersHandle);
+     const CaloClusterMCTruthAssn& caloClustersMC(*caloClustersMCHandle);
+
+     for (const auto& cluster : caloClusters)
+     {
+        if (cluster.energyDep() < minEtoTest_) continue;
+
+        const auto& hits          = cluster.caloHitsPtrVector();
+        const auto& neighborsId   = cal.crystal(hits[0]->crystalID()).neighbors();
+        const auto& nneighborsId  = cal.crystal(hits[0]->crystalID()).nextNeighbors();
+
+        double e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
+        for (auto hit : hits)
+        {
+            if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
+            if (std::find(nneighborsId.begin(), nneighborsId.end(), hit->crystalID()) != nneighborsId.end()) {e25 += hit->energyDep();}
+        }
+
+        float secondMom = secondMoment(cal,hits);
+
+
+        //MC analyis
+        float MCEdepTot(0);
+        cluMCEdep_.clear();cluMCEPdg_.clear();cluMCCr_.clear();
+
+        auto itMC = caloClustersMC.begin();
+        while (itMC != caloClustersMC.end()) {if (itMC->first.get() == &cluster) break; ++itMC;}
+        const auto eDepMCs = (itMC != caloClustersMC.end()) ? itMC->second->energyDeposits() : std::vector<CaloEDepMC>{};
+
+        if (itMC != caloClustersMC.end()){
+          MCEdepTot= itMC->second->totalEnergyDep();
+          for (auto& edep : itMC->second->energyDeposits()) {
+             if (edep.energyDep() < MCEdepCut_) continue;
+             cluMCEdep_.push_back(edep.energyDep());
+             cluMCEPdg_.push_back(edep.sim()->pdgId());
+             cluMCCr_.push_back(edep.sim()->creationCode());
+          }
+        }
+
+
+       //Fill ntuple
+       std::vector<float> mvavars(8,0.0);
+       mvavars[0] = cluster.energyDep();
+       mvavars[1] = cluster.cog3Vector().perp();
+       mvavars[2] = cluster.size();
+       mvavars[3] = hits[0]->energyDep();
+       mvavars[4] = (hits.size()>1) ?  hits[0]->energyDep() + hits[1]->energyDep() : hits[0]->energyDep();
+       mvavars[5] = e9;
+       mvavars[6] = e25;
+       mvavars[7] = cluster.diskID();
+
+       float mvaout = caloBkgMVA_.evalMVA(mvavars);
+
+       cluNcrys_  = mvavars[2];
+       cluDisk_   = mvavars[7];
+       cluEnergy_ = mvavars[0];
+       cluTime_   = cluster.time();
+       cluCogR_   = mvavars[1];
+       cluE1_     = mvavars[3];
+       cluE2_     = mvavars[4];
+       cluE9_     = mvavars[5];
+       cluE25_    = mvavars[6];
+       cluSec_    = secondMom;
+       clumva_    = mvaout;
+       cluMCEtot_ = MCEdepTot;
+
+       Ntup_->Fill();
+    }
+  }
+
+
+  //-----------------------------------------------------------------------------------------------------------------------
+  float CaloNNTrain::secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const
+  {
+     double sx(0),sy(0),sx2(0),sy2(0),sw(0);
+     for (const auto& hit : hits){
+        auto crId(hit->crystalID());
+        auto energy(hit->energyDep());
+
+        auto xCrystal = cal.crystal(crId).position().x();
+        auto yCrystal = cal.crystal(crId).position().y();
+        auto weight   = energy; //maybe try log(energy);
+
+        sw  += weight;
+        sx  += xCrystal*weight;
+        sy  += yCrystal*weight;
+        sx2 += xCrystal*xCrystal*weight;
+        sy2 += yCrystal*yCrystal*weight;
+     }
+     return sx2-sx*sx/sw + sy2-sy*sy/sw;
+  }
+
+}
+
+DEFINE_ART_MODULE(mu2e::CaloNNTrain)
diff --git a/CaloFilters/data/CE_NN_ReLU.weights.xml b/CaloFilters/data/CE_NN_ReLU.weights.xml
index b7116aadf4..aab0d8ac25 100644
--- a/CaloFilters/data/CE_NN_ReLU.weights.xml
+++ b/CaloFilters/data/CE_NN_ReLU.weights.xml
@@ -2,17 +2,17 @@
 <MethodSetup Method="MLP::MLPRelu">
   <GeneralInfo>
     <Info name="TMVA Release" value="4.2.1 [262657]"/>
-    <Info name="ROOT Release" value="6.22/06 [398854]"/>
+    <Info name="ROOT Release" value="6.32/12 [401420]"/>
     <Info name="Creator" value="echenard"/>
-    <Info name="Date" value="Thu Mar 25 11:52:06 2021"/>
-    <Info name="Host" value="Linux buildservice004.fnal.gov 3.10.0-1127.19.1.el7.x86_64 #1 SMP Thu Aug 20 14:39:03 CDT 2020 x86_64 x86_64 x86_64 GNU/Linux"/>
-    <Info name="Dir" value="/nfs/home/echenard/Experiments/Mu2e/Data-Analysis/CaloML-Mar21"/>
-    <Info name="Training events" value="20375"/>
-    <Info name="TrainingTime" value="2.77454752e+02"/>
+    <Info name="Date" value="Thu Nov  6 16:44:08 2025"/>
+    <Info name="Host" value="Linux vbox 5.14.0-503.11.1.el9_5.x86_64 #1 SMP PREEMPT_DYNAMIC Tue Nov 12 09:26:13 EST 2024 x86_64 x86_64 x86_64 GNU/Linux"/>
+    <Info name="Dir" value="/home/echenard/Work/Mu2e/CaloTrig"/>
+    <Info name="Training events" value="22537"/>
+    <Info name="TrainingTime" value="8.21549819e+01"/>
     <Info name="AnalysisType" value="Classification"/>
   </GeneralInfo>
   <Options>
-    <Option name="NCycles" modified="No">500</Option>
+    <Option name="NCycles" modified="Yes">1000</Option>
     <Option name="HiddenLayers" modified="Yes">N</Option>
     <Option name="NeuronType" modified="Yes">ReLU</Option>
     <Option name="RandomSeed" modified="No">1</Option>
@@ -20,7 +20,7 @@
     <Option name="NeuronInputType" modified="No">sum</Option>
     <Option name="V" modified="Yes">False</Option>
     <Option name="VerbosityLevel" modified="No">Default</Option>
-    <Option name="VarTransform" modified="Yes">N</Option>
+    <Option name="VarTransform" modified="Yes">U</Option>
     <Option name="H" modified="Yes">True</Option>
     <Option name="CreateMVAPdfs" modified="No">False</Option>
     <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
@@ -45,15 +45,16 @@
     <Option name="CalculateErrors" modified="No">False</Option>
     <Option name="WeightRange" modified="No">1.000000e+00</Option>
   </Options>
-  <Variables NVar="8">
-    <Variable VarIndex="0" Expression="cluEnergy" Label="cluEnergy" Title="Cluster energy" Unit="F" Internal="cluEnergy" Type="F" Min="1.00002642e+01" Max="1.22655502e+02"/>
-    <Variable VarIndex="1" Expression="cluCogR" Label="cluCogR" Title="Cluster radius" Unit="F" Internal="cluCogR" Type="F" Min="3.93540527e+02" Max="6.35476318e+02"/>
-    <Variable VarIndex="2" Expression="cluNcrys" Label="cluNcrys" Title="Number of crystal" Unit="F" Internal="cluNcrys" Type="F" Min="1.00000000e+00" Max="1.60000000e+01"/>
-    <Variable VarIndex="3" Expression="cluE1" Label="cluE1" Title="Energy Central crystal" Unit="F" Internal="cluE1" Type="F" Min="1.00002642e+01" Max="9.10051270e+01"/>
-    <Variable VarIndex="4" Expression="cluE2" Label="cluE2" Title="Energy E1+E2" Unit="F" Internal="cluE2" Type="F" Min="1.00002642e+01" Max="9.70302887e+01"/>
-    <Variable VarIndex="5" Expression="cluE9" Label="cluE9" Title="Energy E9" Unit="F" Internal="cluE9" Type="F" Min="1.00002642e+01" Max="1.02168282e+02"/>
-    <Variable VarIndex="6" Expression="cluE25" Label="cluE25" Title="Energy E25" Unit="F" Internal="cluE25" Type="F" Min="1.00002642e+01" Max="1.11309242e+02"/>
-    <Variable VarIndex="7" Expression="cluDisk" Label="cluDisk" Title="Energy out" Unit="F" Internal="cluDisk" Type="F" Min="0.00000000e+00" Max="1.00000000e+00"/>
+  <Variables NVar="9">
+    <Variable VarIndex="0" Expression="cluEnergy" Label="cluEnergy" Title="cluEnergy" Unit="F" Internal="cluEnergy" Type="F" Min="6.00078125e+01" Max="1.60765625e+02"/>
+    <Variable VarIndex="1" Expression="cluCogR" Label="cluCogR" Title="cluCogR" Unit="F" Internal="cluCogR" Type="F" Min="3.75864258e+02" Max="6.34877258e+02"/>
+    <Variable VarIndex="2" Expression="cluTime" Label="cluTime" Title="cluTime" Unit="F" Internal="cluTime" Type="F" Min="3.37124390e+02" Max="1.59975903e+03"/>
+    <Variable VarIndex="3" Expression="cluNcrys" Label="cluNcrys" Title="cluNcrys" Unit="F" Internal="cluNcrys" Type="F" Min="1.00000000e+00" Max="2.30000000e+01"/>
+    <Variable VarIndex="4" Expression="cluE1/cluEnergy" Label="cluE1/cluEnergy" Title="cluE1" Unit="F" Internal="cluE1_D_cluEnergy" Type="F" Min="1.59261957e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="5" Expression="cluE2/cluEnergy" Label="cluE2/cluEnergy" Title="cluE2" Unit="F" Internal="cluE2_D_cluEnergy" Type="F" Min="2.84413695e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="6" Expression="cluE9/cluEnergy" Label="cluE9/cluEnergy" Title="cluE9" Unit="F" Internal="cluE9_D_cluEnergy" Type="F" Min="1.89413264e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="7" Expression="cluE25/cluEnergy" Label="cluE25/cluEnergy" Title="cluE25" Unit="F" Internal="cluE25_D_cluEnergy" Type="F" Min="2.47116044e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="8" Expression="cluSec" Label="cluSec" Title="cluSec" Unit="F" Internal="cluSec" Type="F" Min="-4.80562449e-07" Max="2.81511425e+06"/>
   </Variables>
   <Spectators NSpec="0"/>
   <Classes NClass="2">
@@ -61,126 +62,386 @@
     <Class Name="Background" Index="1"/>
   </Classes>
   <Transformations NTransformations="1">
-    <Transform Name="Normalize">
+    <Transform Name="Gauss" FlatOrGauss="Flat">
       <Selection>
-        <Input NInputs="8">
+        <Input NInputs="9">
           <Input Type="Variable" Label="cluEnergy" Expression="cluEnergy"/>
           <Input Type="Variable" Label="cluCogR" Expression="cluCogR"/>
+          <Input Type="Variable" Label="cluTime" Expression="cluTime"/>
           <Input Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
-          <Input Type="Variable" Label="cluE1" Expression="cluE1"/>
-          <Input Type="Variable" Label="cluE2" Expression="cluE2"/>
-          <Input Type="Variable" Label="cluE9" Expression="cluE9"/>
-          <Input Type="Variable" Label="cluE25" Expression="cluE25"/>
-          <Input Type="Variable" Label="cluDisk" Expression="cluDisk"/>
+          <Input Type="Variable" Label="cluE1/cluEnergy" Expression="cluE1/cluEnergy"/>
+          <Input Type="Variable" Label="cluE2/cluEnergy" Expression="cluE2/cluEnergy"/>
+          <Input Type="Variable" Label="cluE9/cluEnergy" Expression="cluE9/cluEnergy"/>
+          <Input Type="Variable" Label="cluE25/cluEnergy" Expression="cluE25/cluEnergy"/>
+          <Input Type="Variable" Label="cluSec" Expression="cluSec"/>
         </Input>
-        <Output NOutputs="8">
+        <Output NOutputs="9">
           <Output Type="Variable" Label="cluEnergy" Expression="cluEnergy"/>
           <Output Type="Variable" Label="cluCogR" Expression="cluCogR"/>
+          <Output Type="Variable" Label="cluTime" Expression="cluTime"/>
           <Output Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
-          <Output Type="Variable" Label="cluE1" Expression="cluE1"/>
-          <Output Type="Variable" Label="cluE2" Expression="cluE2"/>
-          <Output Type="Variable" Label="cluE9" Expression="cluE9"/>
-          <Output Type="Variable" Label="cluE25" Expression="cluE25"/>
-          <Output Type="Variable" Label="cluDisk" Expression="cluDisk"/>
+          <Output Type="Variable" Label="cluE1/cluEnergy" Expression="cluE1/cluEnergy"/>
+          <Output Type="Variable" Label="cluE2/cluEnergy" Expression="cluE2/cluEnergy"/>
+          <Output Type="Variable" Label="cluE9/cluEnergy" Expression="cluE9/cluEnergy"/>
+          <Output Type="Variable" Label="cluE25/cluEnergy" Expression="cluE25/cluEnergy"/>
+          <Output Type="Variable" Label="cluSec" Expression="cluSec"/>
         </Output>
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+      <Variable VarIndex="0">
+        <CumulativePDF_cls0>
+          <PDF Name="GaussTransform var0 cls0" MinNSmooth="0" MaxNSmooth="0" InterpolMethod="1" KDE_type="0" KDE_iter="1" KDE_border="1" KDE_finefactor="0.0000000000000000e+00">
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diff --git a/CaloFilters/src/FilterEcalNNTrigger_module.cc b/CaloFilters/src/FilterEcalNNTrigger_module.cc
index 802c3e31fa..6f96dc17ef 100644
--- a/CaloFilters/src/FilterEcalNNTrigger_module.cc
+++ b/CaloFilters/src/FilterEcalNNTrigger_module.cc
@@ -26,8 +26,9 @@ namespace mu2e {
             using Name    = fhicl::Name;
             using Comment = fhicl::Comment;
             fhicl::Atom<art::InputTag>     caloClusterCollection { Name("caloClusterCollection"),  Comment("Calo cluster collection name") };
-            fhicl::Table<MVATools::Config> caloBkgMVA            { Name("caloBkgMVA"),             Comment("MVA Configuration") };
-            fhicl::Atom<float>             minEtoTest            { Name("minEtoTest"),             Comment("Minimum Energy to run the MVA") };
+            fhicl::Table<MVATools::Config> caloBkgMVA            { Name("caloBkgMVA"),             Comment("MVA configuration") };
+            fhicl::Atom<float>             minEtoTest            { Name("minEtoTest"),             Comment("Minimum energy to run the MVA") };
+            fhicl::Atom<float>             minRtoTest            { Name("minRtoTest"),             Comment("Minimum radius to run the MVA") };
             fhicl::Atom<float>             minMVAScore           { Name("minMVAScore"),            Comment("MVA cut for signal") };
             fhicl::Atom<int>               diagLevel             { Name("diagLevel"),              Comment("Diag Level"),0 };
         };
@@ -49,12 +50,14 @@ namespace mu2e {
 
      private:
         art::ProductToken<CaloClusterCollection> caloClusterToken_;
-        MVATools          caloBkgMVA_;
-        float             minEtoTest_;
-        float             minMVAScore_;
-        int               diagLevel_;
-
-        bool filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, TriggerInfo& trigInfo);
+        MVATools   caloBkgMVA_;
+        float      minEtoTest_;
+        float      minRtoTest_;
+        float      minMVAScore_;
+        int        diagLevel_;
+
+        bool  filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, TriggerInfo& trigInfo);
+        float secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const;
   };
 
 
@@ -86,28 +89,35 @@ namespace mu2e {
        bool select(false);
        for (auto clusterIt=caloClusters.begin(); clusterIt != caloClusters.end();++clusterIt)
        {
-          if (clusterIt->energyDep() < minEtoTest_) continue;
+          if (clusterIt->energyDep() < minEtoTest_)         continue;
+          if (clusterIt->cog3Vector().perp() < minRtoTest_) continue;
 
           const auto& hits          = clusterIt->caloHitsPtrVector();
           const auto& neighborsId   = cal.crystal(hits[0]->crystalID()).neighbors();
           const auto& nneighborsId  = cal.crystal(hits[0]->crystalID()).nextNeighbors();
 
-          double e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
+          float e1(hits[0]->energyDep());
+          float e2(hits[0]->energyDep());
+          if (hits.size()>1) e2 += hits[1]->energyDep();
+
+          float e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
           for (auto hit : hits)
           {
               if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
               if (std::find(nneighborsId.begin(), nneighborsId.end(), hit->crystalID()) != nneighborsId.end()) {e25 += hit->energyDep();}
           }
 
+          float secondMom = secondMoment(cal,hits);
+
           std::vector<float> mvavars(8,0.0);
           mvavars[0] = clusterIt->energyDep();
           mvavars[1] = clusterIt->cog3Vector().perp();
           mvavars[2] = clusterIt->size();
-          mvavars[3] = hits[0]->energyDep();
-          mvavars[4] = (hits.size()>1) ?  hits[0]->energyDep() + hits[1]->energyDep() : hits[0]->energyDep();
-          mvavars[5] = e9;
-          mvavars[6] = e25;
-          mvavars[7] = clusterIt->diskID();
+          mvavars[3] = e1/clusterIt->energyDep();
+          mvavars[4] = e2/clusterIt->energyDep();
+          mvavars[5] = e9/clusterIt->energyDep();
+          mvavars[6] = e25/clusterIt->energyDep();
+          mvavars[7] = secondMom;
 
           float mvaout = caloBkgMVA_.evalMVA(mvavars);
           if (mvaout < minMVAScore_) continue;
@@ -119,6 +129,28 @@ namespace mu2e {
      return select;
   }
 
+  //-----------------------------------------------------------------------------------------------------------------------
+  float FilterEcalNNTrigger::secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const
+  {
+     double sx(0),sy(0),sx2(0),sy2(0),sw(0);
+     for (const auto& hit : hits){
+        auto crId(hit->crystalID());
+        auto energy(hit->energyDep());
+
+        auto xCrystal = cal.crystal(crId).position().x();
+        auto yCrystal = cal.crystal(crId).position().y();
+        auto weight   = energy; //maybe try log(energy);
+
+        sw  += weight;
+        sx  += xCrystal*weight;
+        sy  += yCrystal*weight;
+        sx2 += xCrystal*xCrystal*weight;
+        sy2 += yCrystal*yCrystal*weight;
+     }
+     return sx2-sx*sx/sw + sy2-sy*sy/sw;
+  }
+
+
 }
 
 DEFINE_ART_MODULE(mu2e::FilterEcalNNTrigger)

From 3784916ae1af08d1275101b6753c441f3f5daed0 Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Tue, 11 Nov 2025 12:51:55 -0600
Subject: [PATCH 03/10] Calofilter temporary commit

---
 CaloFilters/data/CE_NN_ReLU.weights.xml | 377 ++++--------------------
 1 file changed, 64 insertions(+), 313 deletions(-)

diff --git a/CaloFilters/data/CE_NN_ReLU.weights.xml b/CaloFilters/data/CE_NN_ReLU.weights.xml
index aab0d8ac25..aa30d9f110 100644
--- a/CaloFilters/data/CE_NN_ReLU.weights.xml
+++ b/CaloFilters/data/CE_NN_ReLU.weights.xml
@@ -4,15 +4,15 @@
     <Info name="TMVA Release" value="4.2.1 [262657]"/>
     <Info name="ROOT Release" value="6.32/12 [401420]"/>
     <Info name="Creator" value="echenard"/>
-    <Info name="Date" value="Thu Nov  6 16:44:08 2025"/>
+    <Info name="Date" value="Mon Nov 10 18:50:24 2025"/>
     <Info name="Host" value="Linux vbox 5.14.0-503.11.1.el9_5.x86_64 #1 SMP PREEMPT_DYNAMIC Tue Nov 12 09:26:13 EST 2024 x86_64 x86_64 x86_64 GNU/Linux"/>
     <Info name="Dir" value="/home/echenard/Work/Mu2e/CaloTrig"/>
     <Info name="Training events" value="22537"/>
-    <Info name="TrainingTime" value="8.21549819e+01"/>
+    <Info name="TrainingTime" value="6.91746781e+01"/>
     <Info name="AnalysisType" value="Classification"/>
   </GeneralInfo>
   <Options>
-    <Option name="NCycles" modified="Yes">1000</Option>
+    <Option name="NCycles" modified="Yes">500</Option>
     <Option name="HiddenLayers" modified="Yes">N</Option>
     <Option name="NeuronType" modified="Yes">ReLU</Option>
     <Option name="RandomSeed" modified="No">1</Option>
@@ -20,7 +20,7 @@
     <Option name="NeuronInputType" modified="No">sum</Option>
     <Option name="V" modified="Yes">False</Option>
     <Option name="VerbosityLevel" modified="No">Default</Option>
-    <Option name="VarTransform" modified="Yes">U</Option>
+    <Option name="VarTransform" modified="Yes">N</Option>
     <Option name="H" modified="Yes">True</Option>
     <Option name="CreateMVAPdfs" modified="No">False</Option>
     <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
@@ -62,7 +62,7 @@
     <Class Name="Background" Index="1"/>
   </Classes>
   <Transformations NTransformations="1">
-    <Transform Name="Gauss" FlatOrGauss="Flat">
+    <Transform Name="Normalize">
       <Selection>
         <Input NInputs="9">
           <Input Type="Variable" Label="cluEnergy" Expression="cluEnergy"/>
@@ -87,294 +87,45 @@
           <Output Type="Variable" Label="cluSec" Expression="cluSec"/>
         </Output>
       </Selection>
-      <Variable VarIndex="0">
-        <CumulativePDF_cls0>
-          <PDF Name="GaussTransform var0 cls0" MinNSmooth="0" MaxNSmooth="0" InterpolMethod="1" KDE_type="0" KDE_iter="1" KDE_border="1" KDE_finefactor="0.0000000000000000e+00">
-            <Histogram Name="Cumulative_Var0_cls0_original" NBins="1897" XMin="6.0007713317871094e+01" XMax="1.4205468750000000e+02" HasEquidistantBins="0">
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+          <Range Index="8" Min="-4.7730281949043274e-07" Max="1.6127753750000000e+06"/>
+        </Ranges>
+      </Class>
+      <Class ClassIndex="1">
+        <Ranges>
+          <Range Index="0" Min="6.0007812500000000e+01" Max="1.6076562500000000e+02"/>
+          <Range Index="1" Min="3.7586425781250000e+02" Max="6.2912579345703125e+02"/>
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+          <Range Index="8" Min="-4.8056244850158691e-07" Max="2.8151142500000000e+06"/>
+        </Ranges>
+      </Class>
+      <Class ClassIndex="2">
+        <Ranges>
+          <Range Index="0" Min="6.0007812500000000e+01" Max="1.6076562500000000e+02"/>
+          <Range Index="1" Min="3.7586425781250000e+02" Max="6.3487725830078125e+02"/>
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+          <Range Index="8" Min="-4.8056244850158691e-07" Max="2.8151142500000000e+06"/>
+        </Ranges>
+      </Class>
     </Transform>
   </Transformations>
   <MVAPdfs/>
@@ -382,66 +133,66 @@
     <Layout NLayers="3">
       <Layer Index="0" NNeurons="10">
         <Neuron NSynapses="9">
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+          -4.0689766458202792e+00 1.8273776080716353e+00 9.0917637903817405e-01 2.5042037382494273e+00 -5.4188094640101729e+00 1.5230389987143163e+00 1.9268406980242794e+00 2.2014121905661881e+00 -1.3249852249499940e+00 
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+          -4.1781746088932428e+00 -6.0563734434237904e-01 8.4957545158791781e-02 -7.4727562836712744e+00 -3.6696134864724408e-02 6.0805947449376108e-01 1.2487524624582180e+00 -6.3446969229536987e-01 1.6567293009279553e+00 
         </Neuron>
         <Neuron NSynapses="9">
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+          -8.1174767722297803e-01 3.6176257492954424e+00 1.4427659697811086e+00 -3.9267531298175373e+00 3.8498674626408186e-01 3.1516137939000939e+00 -6.8723124168533223e-01 -4.6003720712427926e-01 1.4346054520748470e+00 
         </Neuron>
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+          1.4822149326565572e+00 -2.0485692250503114e+00 -1.9923965676478492e-01 1.4579363681784877e-01 2.3698877599739667e+00 2.2508291926348192e+00 -2.0999863689321581e+00 1.4608003797573396e-01 -1.9141250554302880e-01 
         </Neuron>
         <Neuron NSynapses="9">
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+          1.6437411505933855e-01 -1.0661881532730347e-01 -1.4593296832795739e+00 -9.8238805814843311e-01 -7.8212096806453679e-01 -5.2178652277439652e-01 3.2482178811269420e+00 1.2210887193165976e+00 -6.9972857854836557e-01 
         </Neuron>
         <Neuron NSynapses="9">
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+          -5.4031509507248365e-01 -7.8484540076728415e-01 1.1438760459161730e-01 -1.3113537584687246e-01 -7.5774823375168243e-01 -1.1123841282434896e+00 1.3897270648664335e+00 -1.6145243004663175e+00 1.2650620651435598e+00 
         </Neuron>
         <Neuron NSynapses="9">
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+          -2.8092079914003047e+00 -3.2405097700963886e-01 -1.9454764824863295e+00 1.8233828180154409e-02 2.1225482872616128e+00 -4.7520572871171252e-01 -9.3596959321808437e-01 3.3088340589743698e-01 -2.8828338221132899e-01 
         </Neuron>
         <Neuron NSynapses="9">
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+          -1.2787673029820787e-01 1.2962416592101305e+00 -2.1514307761951850e+00 1.6997362820037019e+00 -5.7903249450450645e-01 1.0380894727365058e+00 -1.8092977286590431e-01 -7.9496953574960472e-01 -1.4219068456344912e+00 
         </Neuron>
         <Neuron NSynapses="9">
-          1.9809244828604264e+00 -3.2011897437115966e-01 8.8808258412649155e-01 3.7518305419025712e-02 -1.6566737089067596e+00 -1.8018250586794240e+00 1.7855189039702650e+00 3.0051500978279382e+00 1.3910499354726609e+00 
+          2.6990359254770273e+00 1.1103622696565785e+00 1.5384823945784081e+00 2.5694502686197520e+00 3.8529878083164276e-01 -5.2623400277835284e+00 9.9616137731127596e-01 3.6148638199140720e-01 2.0561840531886273e+00 
         </Neuron>
         <Neuron NSynapses="9">
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+          1.0515270428077819e+00 9.1539559187518549e-01 -1.0016523862387601e+00 -4.5624578477164350e+00 -9.7641080833348837e-01 2.1054846397911193e+00 -5.8216691660239350e-01 -1.3933595954075360e+00 -1.8335185453863794e+00 
         </Neuron>
       </Layer>
       <Layer Index="1" NNeurons="10">
         <Neuron NSynapses="1">
-          -1.2001542700936252e+00 
+          -1.1641210490392222e+00 
         </Neuron>
         <Neuron NSynapses="1">
-          1.1633008631608892e+00 
+          -8.8629188472719034e-01 
         </Neuron>
         <Neuron NSynapses="1">
-          1.5533383369252520e+00 
+          3.3853938271109869e+00 
         </Neuron>
         <Neuron NSynapses="1">
-          -1.3341395113733956e+00 
+          -1.2735233993013144e+00 
         </Neuron>
         <Neuron NSynapses="1">
-          -2.1811295017562200e+00 
+          -8.3113237238352955e-01 
         </Neuron>
         <Neuron NSynapses="1">
-          -1.2575017875824754e+00 
+          1.1337458055052243e+00 
         </Neuron>
         <Neuron NSynapses="1">
-          -1.2829449504289816e+00 
+          -7.8833561976999311e-01 
         </Neuron>
         <Neuron NSynapses="1">
-          -1.4404697980161241e+00 
+          -1.6644761954437908e+00 
         </Neuron>
         <Neuron NSynapses="1">
-          -1.2149377072275283e+00 
+          -1.4119291650022485e+00 
         </Neuron>
         <Neuron NSynapses="1">
-          3.9605324000123781e+00 
+          2.0118870390456851e+00 
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       <Layer Index="2" NNeurons="1">

From 57dbbc342103782282845edec941913c4616b4a4 Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Mon, 17 Nov 2025 11:50:23 -0600
Subject: [PATCH 04/10] Calo filter improvements

---
 CaloCluster/src/ClusterUtils.cc               |   2 +-
 CaloDiag/fcl/prolog.fcl                       |  18 +-
 CaloDiag/src/CaloNNDiag_module.cc             |  49 ++++-
 CaloDiag/src/CaloNNTrain_module.cc            |  67 ++----
 CaloFilters/data/CE_NN_ReLU.weights.xml       | 132 ++++++------
 CaloFilters/data/CE_NN_ReLU90.weights.xml     | 203 ++++++++++++++++++
 CaloFilters/data/FlatPhoton_ReLU.weights.xml  | 203 ++++++++++++++++++
 CaloFilters/src/FilterEcalNNTrigger_module.cc | 128 ++++++-----
 8 files changed, 608 insertions(+), 194 deletions(-)
 create mode 100644 CaloFilters/data/CE_NN_ReLU90.weights.xml
 create mode 100644 CaloFilters/data/FlatPhoton_ReLU.weights.xml

diff --git a/CaloCluster/src/ClusterUtils.cc b/CaloCluster/src/ClusterUtils.cc
index 5f07a6b017..fc0de58439 100644
--- a/CaloCluster/src/ClusterUtils.cc
+++ b/CaloCluster/src/ClusterUtils.cc
@@ -59,7 +59,7 @@ namespace mu2e {
     {
         double sx(0),sy(0),sz(0),sx2(0),sy2(0),sw(0);
         fill(sx,sy,sz,sx2,sy2,sw);
-        return sx2-sx*sx/sw + sy2-sy*sy/sw;
+        return (sx2-sx*sx/sw + sy2-sy*sy/sw)/sw;
     }
 
     void ClusterUtils::fill(double& sx, double& sy, double& sz, double& sx2, double& sy2, double& sw) const
diff --git a/CaloDiag/fcl/prolog.fcl b/CaloDiag/fcl/prolog.fcl
index 24f18958e0..ab95f9f02c 100644
--- a/CaloDiag/fcl/prolog.fcl
+++ b/CaloDiag/fcl/prolog.fcl
@@ -5,12 +5,15 @@
 
 BEGIN_PROLOG
 CaloNNDiag : {
-  module_type                : CaloNNDiag
-  vdCollection               : "compressDigiMCs:virtualdetector"
-  caloHitCollection          : CaloHitMaker
-  caloClusterCollection      : CaloClusterMaker
-  caloHitTruth               : CaloHitTruthMatch
-  caloClusterTruth           : CaloClusterTruthMatch
+  module_type            : CaloNNDiag
+  vdCollection           : "compressDigiMCs:virtualdetector"
+  caloHitCollection      : CaloHitMaker
+  caloClusterCollection  : CaloClusterMaker
+  caloHitTruth           : CaloHitTruthMatch
+  caloClusterTruth       : CaloClusterTruthMatch
+  minCluEnergy           : 0
+  fillMVA                : false
+  caloMVA                : { MVAWeights: "Offline/CaloFilters/data/FlatPhoton_ReLU.weights.xml" }
 }
 
 
@@ -18,14 +21,11 @@ CaloNNTrain: {
   module_type             : CaloNNTrain
   caloClusterCollection   : CaloClusterMaker
   caloClusterMCCollection : CaloClusterTruthMatch
-  caloBkgMVA              : {MVAWeights: "Offline/CaloFilters/data/CE_NN_ReLU.weights.xml"}
   minEtoTest              : 40
-  minMVAScore             : 9.5e-1
   MCEdepCut               : 3
   diagLevel               : 0
 }
 
-
 CaloDiag : {
   analyzers : {
     CaloNNDiag     : @local::CaloNNDiag
diff --git a/CaloDiag/src/CaloNNDiag_module.cc b/CaloDiag/src/CaloNNDiag_module.cc
index 2ef918675d..ecfc6c1c5b 100644
--- a/CaloDiag/src/CaloNNDiag_module.cc
+++ b/CaloDiag/src/CaloNNDiag_module.cc
@@ -22,6 +22,7 @@
 #include "Offline/GeometryService/inc/GeomHandle.hh"
 #include "Offline/GeometryService/inc/GeometryService.hh"
 #include "Offline/GeometryService/inc/VirtualDetector.hh"
+#include "Offline/Mu2eUtilities/inc/MVATools.hh"
 
 #include "Offline/CaloCluster/inc/ClusterUtils.hh"
 #include "Offline/DataProducts/inc/VirtualDetectorId.hh"
@@ -56,6 +57,9 @@ namespace mu2e {
              fhicl::Atom<art::InputTag>     caloClusterCollection { Name("caloClusterCollection"),  Comment("Calo cluster collection name") };
              fhicl::Atom<art::InputTag>     caloHitTruth          { Name("caloHitTruth"),           Comment("CaloHit truth name") };
              fhicl::Atom<art::InputTag>     caloClusterTruth      { Name("caloClusterTruth"),       Comment("caloCluster truth name") };
+             fhicl::Atom<float>             minCluEnergy          { Name("minCluEnergy"),           Comment("Min cluster energy to write cluster") };
+             fhicl::Atom<bool>              fillMVA               { Name("fillMVA"),                Comment("Switch to fill MVA") };
+             fhicl::Table<MVATools::Config> caloMVA               { Name("caloMVA"),                Comment("MVA Configuration") };
              fhicl::Atom<int>               diagLevel             { Name("diagLevel"),              Comment("Diag Level"),0 };
          };
 
@@ -68,13 +72,16 @@ namespace mu2e {
 
 
      private:
-       art::InputTag         virtualDetectorTag_;
-       art::InputTag         caloHitTag_;
-       art::InputTag         caloClusterTag_;
-       art::InputTag         caloHitTruthTag_;
-       art::InputTag         caloClusterTruthTag_;
-       int                   diagLevel_;
-       int                   nProcess_;
+       art::InputTag  virtualDetectorTag_;
+       art::InputTag  caloHitTag_;
+       art::InputTag  caloClusterTag_;
+       art::InputTag  caloHitTruthTag_;
+       art::InputTag  caloClusterTruthTag_;
+       float          minCluEnergy_;
+       bool           fillMVA_;
+       MVATools       caloMVA_;
+       int            diagLevel_;
+       int            nProcess_;
 
 
        TTree* Ntup_;
@@ -89,7 +96,7 @@ namespace mu2e {
 
        int   nCluster_,nCluSim_,cluNcrys_[ntupLen],cluDisk_[ntupLen];
        float cluEnergy_[ntupLen],cluEnergyErr_[ntupLen],cluTime_[ntupLen],cluTimeErr_[ntupLen],cluCogX_[ntupLen],cluCogY_[ntupLen],cluCogR_[ntupLen],
-             cluCogZ_[ntupLen],cluE1_[ntupLen],cluE2_[ntupLen],cluE9_[ntupLen],cluE25_[ntupLen],cluSecMom_[ntupLen],cluDR_[ntupLen];
+             cluCogZ_[ntupLen],cluE1_[ntupLen],cluE2_[ntupLen],cluE9_[ntupLen],cluE25_[ntupLen],cluSecMom_[ntupLen],cluDR_[ntupLen],cluMVA_[ntupLen];
        int   cluSplit_[ntupLen],cluConv_[ntupLen],cluSimIdx_[ntupLen],cluSimLen_[ntupLen];
 
        std::vector<std::vector<int> > cluList_;
@@ -109,6 +116,9 @@ namespace mu2e {
     caloClusterTag_     (config().caloClusterCollection()),
     caloHitTruthTag_    (config().caloHitTruth()),
     caloClusterTruthTag_(config().caloClusterTruth()),
+    minCluEnergy_       (config().minCluEnergy()),
+    fillMVA_            (config().fillMVA()),
+    caloMVA_            (config().caloMVA()),
     diagLevel_          (config().diagLevel()),
     nProcess_(0),
     Ntup_(0)
@@ -116,6 +126,8 @@ namespace mu2e {
 
   void CaloNNDiag::beginJob(){
 
+       if (fillMVA_) caloMVA_.initMVA();
+
        art::ServiceHandle<art::TFileService> tfs;
 
        Ntup_  = tfs->make<TTree>("Calo", "Calo");
@@ -165,6 +177,7 @@ namespace mu2e {
        Ntup_->Branch("cluE25",       &cluE25_ ,      "cluE25[nCluster]/F");
        Ntup_->Branch("cluSecMom",    &cluSecMom_ ,   "cluSecMom[nCluster]/F");
        Ntup_->Branch("cluSplit",     &cluSplit_ ,    "cluSplit[nCluster]/I");
+       Ntup_->Branch("cluMVA",       &cluMVA_ ,      "cluMVA[nCluster]/F");
        Ntup_->Branch("cluConv",      &cluConv_ ,     "cluConv[nCluster]/I");
        Ntup_->Branch("cluList",      &cluList_);
 
@@ -236,7 +249,7 @@ namespace mu2e {
       const CaloClusterMCTruthAssn& caloClusterTruth(*caloClusterTruthHandle);
 
 
-      //SELECT  EVENTS WITH AT LEAST A CLUSTER ABOVE 60 MEV
+      //SELECT  EVENTS WITH AT LEAST A CLUSTER ABOVE 70 MEV
       bool select(false);
       for (const auto& cluster : caloClusters) {
           if (cluster.energyDep()>60) {select=true; break;}
@@ -363,6 +376,8 @@ namespace mu2e {
           std::vector<int> cryList;
           for (auto cryPtr : cluster.caloHitsPtrVector()) cryList.push_back(std::distance(&CaloHits.at(0),cryPtr.get()));
 
+          if (cluster.energyDep() < minCluEnergy_) continue;
+
           ClusterUtils cluUtil(cal, cluster);
           auto cog = cluUtil.cog3Vector();
 
@@ -381,6 +396,21 @@ namespace mu2e {
              }
           }
 
+          float outMVA(0);
+          if (fillMVA_){
+            std::vector<float> mvavars(9,0.0);
+            mvavars[0] = cluster.energyDep();
+            mvavars[1] = cluster.cog3Vector().perp();
+            mvavars[2] = cluster.time();
+            mvavars[3] = cluster.size();
+            mvavars[4] = cluUtil.e1() /cluster.energyDep();
+            mvavars[5] = cluUtil.e2() /cluster.energyDep();
+            mvavars[6] = cluUtil.e9() /cluster.energyDep();
+            mvavars[7] = cluUtil.e25()/cluster.energyDep();
+            mvavars[8] = cluUtil.secondMoment();
+            outMVA     = caloMVA_.evalMVA(mvavars);
+          }
+
           const CaloHit& seedHit    = CaloHits.at(cryList[0]);
           CLHEP::Hep3Vector seedPos = cal.geomUtil().mu2eToDiskFF(cluster.diskID(),cal.crystal(seedHit.crystalID()).position());
 
@@ -400,6 +430,7 @@ namespace mu2e {
           cluE25_[nCluster_]       = cluUtil.e25();
           cluSecMom_[nCluster_]    = cluUtil.secondMoment();
           cluSplit_[nCluster_]     = cluster.isSplit();
+          cluMVA_[nCluster_]       = outMVA;
           cluConv_[nCluster_]      = isConv;//ic == icMCIdx;
           cluList_.push_back(cryList);
 
diff --git a/CaloDiag/src/CaloNNTrain_module.cc b/CaloDiag/src/CaloNNTrain_module.cc
index 63401ec67d..8d95fcd473 100644
--- a/CaloDiag/src/CaloNNTrain_module.cc
+++ b/CaloDiag/src/CaloNNTrain_module.cc
@@ -36,22 +36,18 @@ namespace mu2e {
        {
            using Name    = fhicl::Name;
            using Comment = fhicl::Comment;
-           fhicl::Atom<art::InputTag>     caloClusterCollection   { Name("caloClusterCollection"),   Comment("Calo cluster collection name") };
-           fhicl::Atom<art::InputTag>     caloClusterMCCollection { Name("caloClusterMCCollection"), Comment("Calo cluster MC collection name") };
-           fhicl::Table<MVATools::Config> caloBkgMVA              { Name("caloBkgMVA"),              Comment("MVA Configuration") };
-           fhicl::Atom<float>             minEtoTest              { Name("minEtoTest"),              Comment("Minimum Energy to run the MVA") };
-           fhicl::Atom<float>             minMVAScore             { Name("minMVAScore"),             Comment("MVA cut for signal") };
-           fhicl::Atom<float>             MCEdepCut               { Name("MCEdepCut"),               Comment("Min E cut for MC contribution to cluster") };
-           fhicl::Atom<int>               diagLevel               { Name("diagLevel"),               Comment("Diag Level"),0 };
+           fhicl::Atom<art::InputTag> caloClusterCollection   { Name("caloClusterCollection"),   Comment("Calo cluster collection name") };
+           fhicl::Atom<art::InputTag> caloClusterMCCollection { Name("caloClusterMCCollection"), Comment("Calo cluster MC collection name") };
+           fhicl::Atom<float>         minEtoTest              { Name("minEtoTest"),              Comment("Minimum Energy to run the MVA") };
+           fhicl::Atom<float>         MCEdepCut               { Name("MCEdepCut"),               Comment("Min E cut for MC contribution to cluster") };
+           fhicl::Atom<int>           diagLevel               { Name("diagLevel"),               Comment("Diag Level"),0 };
        };
 
        explicit CaloNNTrain(const art::EDAnalyzer::Table<Config>& config) :
          EDAnalyzer{config},
          caloClusterToken_  {consumes<CaloClusterCollection> (config().caloClusterCollection())},
          caloClusterMCToken_{consumes<CaloClusterMCTruthAssn>(config().caloClusterMCCollection())},
-         caloBkgMVA_        (config().caloBkgMVA()),
          minEtoTest_        (config().minEtoTest()),
-         minMVAScore_       (config().minMVAScore()),
          MCEdepCut_         (config().MCEdepCut()),
          diagLevel_         (config().diagLevel())
        {}
@@ -65,15 +61,13 @@ namespace mu2e {
 
        art::ProductToken<CaloClusterCollection>  caloClusterToken_;
        art::ProductToken<CaloClusterMCTruthAssn> caloClusterMCToken_;
-       MVATools  caloBkgMVA_;
-       float     minEtoTest_;
-       float     minMVAScore_;
-       float     MCEdepCut_;
-       int       diagLevel_;
+       float   minEtoTest_;
+       float   MCEdepCut_;
+       int     diagLevel_;
 
        TTree* Ntup_;
        int    evt_,cluNcrys_,cluDisk_;
-       float  cluEnergy_,cluTime_,cluCogR_,cluE1_,cluE2_,cluE9_,cluE25_,cluSec_,clumva_,cluMCEtot_;
+       float  cluEnergy_,cluTime_,cluCogR_,cluE1_,cluE2_,cluE9_,cluE25_,cluSec_,cluMCEtot_;
        std::vector<int> cluMCEPdg_,cluMCCr_;
        std::vector<float> cluMCEdep_;
   };
@@ -81,8 +75,6 @@ namespace mu2e {
 
   void CaloNNTrain::beginJob()
   {
-     caloBkgMVA_.initMVA();
-
      art::ServiceHandle<art::TFileService> tfs;
      Ntup_  = tfs->make<TTree>("Calo", "Calo");
      Ntup_->Branch("evt",         &evt_ ,         "evt/I");
@@ -96,7 +88,6 @@ namespace mu2e {
      Ntup_->Branch("cluE9",       &cluE9_ ,       "cluE9/F");
      Ntup_->Branch("cluE25",      &cluE25_ ,      "cluE25/F");
      Ntup_->Branch("cluSec",      &cluSec_ ,      "cluSec/F");
-     Ntup_->Branch("mva",         &clumva_ ,      "mva/F");
      Ntup_->Branch("cluMCEtot",   &cluMCEtot_ ,   "cluMCEtot/F");
      Ntup_->Branch("cluMCEdep",   &cluMCEdep_);
      Ntup_->Branch("cluMCEPdg",   &cluMCEPdg_);
@@ -122,7 +113,11 @@ namespace mu2e {
         const auto& neighborsId   = cal.crystal(hits[0]->crystalID()).neighbors();
         const auto& nneighborsId  = cal.crystal(hits[0]->crystalID()).nextNeighbors();
 
-        double e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
+
+        float e1(hits[0]->energyDep()),e2(hits[0]->energyDep());
+        if (hits.size()>1) e2 += hits[1]->energyDep();
+
+        float e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
         for (auto hit : hits)
         {
             if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
@@ -131,7 +126,6 @@ namespace mu2e {
 
         float secondMom = secondMoment(cal,hits);
 
-
         //MC analyis
         float MCEdepTot(0);
         cluMCEdep_.clear();cluMCEPdg_.clear();cluMCCr_.clear();
@@ -150,31 +144,16 @@ namespace mu2e {
           }
         }
 
-
-       //Fill ntuple
-       std::vector<float> mvavars(8,0.0);
-       mvavars[0] = cluster.energyDep();
-       mvavars[1] = cluster.cog3Vector().perp();
-       mvavars[2] = cluster.size();
-       mvavars[3] = hits[0]->energyDep();
-       mvavars[4] = (hits.size()>1) ?  hits[0]->energyDep() + hits[1]->energyDep() : hits[0]->energyDep();
-       mvavars[5] = e9;
-       mvavars[6] = e25;
-       mvavars[7] = cluster.diskID();
-
-       float mvaout = caloBkgMVA_.evalMVA(mvavars);
-
-       cluNcrys_  = mvavars[2];
-       cluDisk_   = mvavars[7];
-       cluEnergy_ = mvavars[0];
+       cluNcrys_  = cluster.size();
+       cluDisk_   = cluster.diskID();
+       cluEnergy_ = cluster.energyDep();
        cluTime_   = cluster.time();
-       cluCogR_   = mvavars[1];
-       cluE1_     = mvavars[3];
-       cluE2_     = mvavars[4];
-       cluE9_     = mvavars[5];
-       cluE25_    = mvavars[6];
+       cluCogR_   = cluster.cog3Vector().perp();
+       cluE1_     = e1/cluster.energyDep();
+       cluE2_     = e2/cluster.energyDep();
+       cluE9_     = e9/cluster.energyDep();
+       cluE25_    = e25/cluster.energyDep();
        cluSec_    = secondMom;
-       clumva_    = mvaout;
        cluMCEtot_ = MCEdepTot;
 
        Ntup_->Fill();
@@ -200,7 +179,7 @@ namespace mu2e {
         sx2 += xCrystal*xCrystal*weight;
         sy2 += yCrystal*yCrystal*weight;
      }
-     return sx2-sx*sx/sw + sy2-sy*sy/sw;
+     return (sx2-sx*sx/sw + sy2-sy*sy/sw)/sw;
   }
 
 }
diff --git a/CaloFilters/data/CE_NN_ReLU.weights.xml b/CaloFilters/data/CE_NN_ReLU.weights.xml
index aa30d9f110..f46392fa5e 100644
--- a/CaloFilters/data/CE_NN_ReLU.weights.xml
+++ b/CaloFilters/data/CE_NN_ReLU.weights.xml
@@ -4,11 +4,11 @@
     <Info name="TMVA Release" value="4.2.1 [262657]"/>
     <Info name="ROOT Release" value="6.32/12 [401420]"/>
     <Info name="Creator" value="echenard"/>
-    <Info name="Date" value="Mon Nov 10 18:50:24 2025"/>
+    <Info name="Date" value="Thu Nov 13 17:55:13 2025"/>
     <Info name="Host" value="Linux vbox 5.14.0-503.11.1.el9_5.x86_64 #1 SMP PREEMPT_DYNAMIC Tue Nov 12 09:26:13 EST 2024 x86_64 x86_64 x86_64 GNU/Linux"/>
     <Info name="Dir" value="/home/echenard/Work/Mu2e/CaloTrig"/>
-    <Info name="Training events" value="22537"/>
-    <Info name="TrainingTime" value="6.91746781e+01"/>
+    <Info name="Training events" value="66391"/>
+    <Info name="TrainingTime" value="8.86640949e+01"/>
     <Info name="AnalysisType" value="Classification"/>
   </GeneralInfo>
   <Options>
@@ -20,7 +20,7 @@
     <Option name="NeuronInputType" modified="No">sum</Option>
     <Option name="V" modified="Yes">False</Option>
     <Option name="VerbosityLevel" modified="No">Default</Option>
-    <Option name="VarTransform" modified="Yes">N</Option>
+    <Option name="VarTransform" modified="Yes">Norm</Option>
     <Option name="H" modified="Yes">True</Option>
     <Option name="CreateMVAPdfs" modified="No">False</Option>
     <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
@@ -46,15 +46,15 @@
     <Option name="WeightRange" modified="No">1.000000e+00</Option>
   </Options>
   <Variables NVar="9">
-    <Variable VarIndex="0" Expression="cluEnergy" Label="cluEnergy" Title="cluEnergy" Unit="F" Internal="cluEnergy" Type="F" Min="6.00078125e+01" Max="1.60765625e+02"/>
-    <Variable VarIndex="1" Expression="cluCogR" Label="cluCogR" Title="cluCogR" Unit="F" Internal="cluCogR" Type="F" Min="3.75864258e+02" Max="6.34877258e+02"/>
-    <Variable VarIndex="2" Expression="cluTime" Label="cluTime" Title="cluTime" Unit="F" Internal="cluTime" Type="F" Min="3.37124390e+02" Max="1.59975903e+03"/>
-    <Variable VarIndex="3" Expression="cluNcrys" Label="cluNcrys" Title="cluNcrys" Unit="F" Internal="cluNcrys" Type="F" Min="1.00000000e+00" Max="2.30000000e+01"/>
-    <Variable VarIndex="4" Expression="cluE1/cluEnergy" Label="cluE1/cluEnergy" Title="cluE1" Unit="F" Internal="cluE1_D_cluEnergy" Type="F" Min="1.59261957e-01" Max="1.00000000e+00"/>
-    <Variable VarIndex="5" Expression="cluE2/cluEnergy" Label="cluE2/cluEnergy" Title="cluE2" Unit="F" Internal="cluE2_D_cluEnergy" Type="F" Min="2.84413695e-01" Max="1.00000000e+00"/>
-    <Variable VarIndex="6" Expression="cluE9/cluEnergy" Label="cluE9/cluEnergy" Title="cluE9" Unit="F" Internal="cluE9_D_cluEnergy" Type="F" Min="1.89413264e-01" Max="1.00000000e+00"/>
-    <Variable VarIndex="7" Expression="cluE25/cluEnergy" Label="cluE25/cluEnergy" Title="cluE25" Unit="F" Internal="cluE25_D_cluEnergy" Type="F" Min="2.47116044e-01" Max="1.00000000e+00"/>
-    <Variable VarIndex="8" Expression="cluSec" Label="cluSec" Title="cluSec" Unit="F" Internal="cluSec" Type="F" Min="-4.80562449e-07" Max="2.81511425e+06"/>
+    <Variable VarIndex="0" Expression="cluEnergy" Label="cluEnergy" Title="cluEnergy" Unit="F" Internal="cluEnergy" Type="F" Min="6.00078125e+01" Max="2.02640625e+02"/>
+    <Variable VarIndex="1" Expression="cluCogR" Label="cluCogR" Title="cluCogR" Unit="F" Internal="cluCogR" Type="F" Min="3.81674866e+02" Max="6.34700500e+02"/>
+    <Variable VarIndex="2" Expression="cluTime" Label="cluTime" Title="cluTime" Unit="F" Internal="cluTime" Type="F" Min="3.38644104e+02" Max="1.59995544e+03"/>
+    <Variable VarIndex="3" Expression="cluNcrys" Label="cluNcrys" Title="cluNcrys" Unit="F" Internal="cluNcrys" Type="F" Min="1.00000000e+00" Max="1.90000000e+01"/>
+    <Variable VarIndex="4" Expression="cluE1" Label="cluE1" Title="cluE1" Unit="F" Internal="cluE1" Type="F" Min="1.29372999e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="5" Expression="cluE2" Label="cluE2" Title="cluE2" Unit="F" Internal="cluE2" Type="F" Min="2.52059311e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="6" Expression="cluE9" Label="cluE9" Title="cluE9" Unit="F" Internal="cluE9" Type="F" Min="2.20357597e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="7" Expression="cluE25" Label="cluE25" Title="cluE25" Unit="F" Internal="cluE25" Type="F" Min="2.29382858e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="8" Expression="cluSec" Label="cluSec" Title="cluSec" Unit="F" Internal="cluSec" Type="F" Min="-3.92115718e-09" Max="1.95915625e+04"/>
   </Variables>
   <Spectators NSpec="0"/>
   <Classes NClass="2">
@@ -69,10 +69,10 @@
           <Input Type="Variable" Label="cluCogR" Expression="cluCogR"/>
           <Input Type="Variable" Label="cluTime" Expression="cluTime"/>
           <Input Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
-          <Input Type="Variable" Label="cluE1/cluEnergy" Expression="cluE1/cluEnergy"/>
-          <Input Type="Variable" Label="cluE2/cluEnergy" Expression="cluE2/cluEnergy"/>
-          <Input Type="Variable" Label="cluE9/cluEnergy" Expression="cluE9/cluEnergy"/>
-          <Input Type="Variable" Label="cluE25/cluEnergy" Expression="cluE25/cluEnergy"/>
+          <Input Type="Variable" Label="cluE1" Expression="cluE1"/>
+          <Input Type="Variable" Label="cluE2" Expression="cluE2"/>
+          <Input Type="Variable" Label="cluE9" Expression="cluE9"/>
+          <Input Type="Variable" Label="cluE25" Expression="cluE25"/>
           <Input Type="Variable" Label="cluSec" Expression="cluSec"/>
         </Input>
         <Output NOutputs="9">
@@ -80,50 +80,50 @@
           <Output Type="Variable" Label="cluCogR" Expression="cluCogR"/>
           <Output Type="Variable" Label="cluTime" Expression="cluTime"/>
           <Output Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
-          <Output Type="Variable" Label="cluE1/cluEnergy" Expression="cluE1/cluEnergy"/>
-          <Output Type="Variable" Label="cluE2/cluEnergy" Expression="cluE2/cluEnergy"/>
-          <Output Type="Variable" Label="cluE9/cluEnergy" Expression="cluE9/cluEnergy"/>
-          <Output Type="Variable" Label="cluE25/cluEnergy" Expression="cluE25/cluEnergy"/>
+          <Output Type="Variable" Label="cluE1" Expression="cluE1"/>
+          <Output Type="Variable" Label="cluE2" Expression="cluE2"/>
+          <Output Type="Variable" Label="cluE9" Expression="cluE9"/>
+          <Output Type="Variable" Label="cluE25" Expression="cluE25"/>
           <Output Type="Variable" Label="cluSec" Expression="cluSec"/>
         </Output>
       </Selection>
       <Class ClassIndex="0">
         <Ranges>
-          <Range Index="0" Min="6.0007812500000000e+01" Max="1.4205468750000000e+02"/>
-          <Range Index="1" Min="3.9263192749023438e+02" Max="6.3487725830078125e+02"/>
-          <Range Index="2" Min="3.7305102539062500e+02" Max="1.5997590332031250e+03"/>
-          <Range Index="3" Min="1.0000000000000000e+00" Max="1.6000000000000000e+01"/>
-          <Range Index="4" Min="1.6723400354385376e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="5" Min="3.2297393679618835e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="6" Min="1.9700598716735840e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="7" Min="2.4711604416370392e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="8" Min="-4.7730281949043274e-07" Max="1.6127753750000000e+06"/>
+          <Range Index="0" Min="6.0007812500000000e+01" Max="2.0264062500000000e+02"/>
+          <Range Index="1" Min="3.8167486572265625e+02" Max="6.3470050048828125e+02"/>
+          <Range Index="2" Min="3.6481182861328125e+02" Max="1.5999554443359375e+03"/>
+          <Range Index="3" Min="1.0000000000000000e+00" Max="1.9000000000000000e+01"/>
+          <Range Index="4" Min="1.2937299907207489e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="2.5205931067466736e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="2.2035759687423706e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="7" Min="2.2938285768032074e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="8" Min="-3.8360283838301257e-09" Max="1.4916991210937500e+04"/>
         </Ranges>
       </Class>
       <Class ClassIndex="1">
         <Ranges>
-          <Range Index="0" Min="6.0007812500000000e+01" Max="1.6076562500000000e+02"/>
-          <Range Index="1" Min="3.7586425781250000e+02" Max="6.2912579345703125e+02"/>
-          <Range Index="2" Min="3.3712438964843750e+02" Max="1.5734655761718750e+03"/>
-          <Range Index="3" Min="1.0000000000000000e+00" Max="2.3000000000000000e+01"/>
+          <Range Index="0" Min="6.0007812500000000e+01" Max="1.9240625000000000e+02"/>
+          <Range Index="1" Min="3.8822973632812500e+02" Max="6.2912579345703125e+02"/>
+          <Range Index="2" Min="3.3864410400390625e+02" Max="1.5804145507812500e+03"/>
+          <Range Index="3" Min="1.0000000000000000e+00" Max="1.6000000000000000e+01"/>
           <Range Index="4" Min="1.5926195681095123e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="5" Min="2.8441369533538818e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="6" Min="1.8941326439380646e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="2.8082191944122314e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="2.2196370363235474e-01" Max="1.0000000000000000e+00"/>
           <Range Index="7" Min="2.8394752740859985e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="8" Min="-4.8056244850158691e-07" Max="2.8151142500000000e+06"/>
+          <Range Index="8" Min="-3.9211571767339137e-09" Max="1.9591562500000000e+04"/>
         </Ranges>
       </Class>
       <Class ClassIndex="2">
         <Ranges>
-          <Range Index="0" Min="6.0007812500000000e+01" Max="1.6076562500000000e+02"/>
-          <Range Index="1" Min="3.7586425781250000e+02" Max="6.3487725830078125e+02"/>
-          <Range Index="2" Min="3.3712438964843750e+02" Max="1.5997590332031250e+03"/>
-          <Range Index="3" Min="1.0000000000000000e+00" Max="2.3000000000000000e+01"/>
-          <Range Index="4" Min="1.5926195681095123e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="5" Min="2.8441369533538818e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="6" Min="1.8941326439380646e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="7" Min="2.4711604416370392e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="8" Min="-4.8056244850158691e-07" Max="2.8151142500000000e+06"/>
+          <Range Index="0" Min="6.0007812500000000e+01" Max="2.0264062500000000e+02"/>
+          <Range Index="1" Min="3.8167486572265625e+02" Max="6.3470050048828125e+02"/>
+          <Range Index="2" Min="3.3864410400390625e+02" Max="1.5999554443359375e+03"/>
+          <Range Index="3" Min="1.0000000000000000e+00" Max="1.9000000000000000e+01"/>
+          <Range Index="4" Min="1.2937299907207489e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="2.5205931067466736e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="2.2035759687423706e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="7" Min="2.2938285768032074e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="8" Min="-3.9211571767339137e-09" Max="1.9591562500000000e+04"/>
         </Ranges>
       </Class>
     </Transform>
@@ -133,66 +133,66 @@
     <Layout NLayers="3">
       <Layer Index="0" NNeurons="10">
         <Neuron NSynapses="9">
-          -4.0689766458202792e+00 1.8273776080716353e+00 9.0917637903817405e-01 2.5042037382494273e+00 -5.4188094640101729e+00 1.5230389987143163e+00 1.9268406980242794e+00 2.2014121905661881e+00 -1.3249852249499940e+00 
+          -1.5309212615118724e+00 -9.1118633908552160e-01 5.7594327325014005e-01 8.3092985786030055e-02 -8.6537369877022634e+00 4.9914528241492989e-01 2.9242579688141497e+00 2.1051839041475482e+00 -9.4817467055659532e-01 
         </Neuron>
         <Neuron NSynapses="9">
-          -4.1781746088932428e+00 -6.0563734434237904e-01 8.4957545158791781e-02 -7.4727562836712744e+00 -3.6696134864724408e-02 6.0805947449376108e-01 1.2487524624582180e+00 -6.3446969229536987e-01 1.6567293009279553e+00 
+          -6.1792545577572202e+00 5.7366620380333888e-01 8.0753267614520008e-01 -1.4960677376493958e+00 2.0427110423842940e-01 2.7080483421333823e+00 1.6711501019892987e+00 -5.6130118210698299e-01 1.7177203370748653e+00 
         </Neuron>
         <Neuron NSynapses="9">
-          -8.1174767722297803e-01 3.6176257492954424e+00 1.4427659697811086e+00 -3.9267531298175373e+00 3.8498674626408186e-01 3.1516137939000939e+00 -6.8723124168533223e-01 -4.6003720712427926e-01 1.4346054520748470e+00 
+          -9.9825367887217265e-01 3.9681766879340197e+00 8.6003029094675068e-02 -1.1153230874580036e+01 -3.4386391565114638e-01 3.6004863809234569e+00 -1.1892166340396013e+00 -3.9796284980820795e-01 1.3571298246999079e+00 
         </Neuron>
         <Neuron NSynapses="9">
-          1.4822149326565572e+00 -2.0485692250503114e+00 -1.9923965676478492e-01 1.4579363681784877e-01 2.3698877599739667e+00 2.2508291926348192e+00 -2.0999863689321581e+00 1.4608003797573396e-01 -1.9141250554302880e-01 
+          1.8714662406397373e-01 -1.2336607423737180e+00 -8.7963872138379584e-01 2.0485498781379788e-01 2.8420633653880598e+00 1.1295701608654438e+00 -4.3425157861998160e+00 3.8247980265846637e-01 -1.4377677026766611e-01 
         </Neuron>
         <Neuron NSynapses="9">
-          1.6437411505933855e-01 -1.0661881532730347e-01 -1.4593296832795739e+00 -9.8238805814843311e-01 -7.8212096806453679e-01 -5.2178652277439652e-01 3.2482178811269420e+00 1.2210887193165976e+00 -6.9972857854836557e-01 
+          -6.0371135455051916e-01 1.7237277261539776e+00 -1.8567528037889687e+00 -3.5853193225110137e-02 -4.7089844661327435e-01 3.4879267661850816e-01 1.9977896366958285e+00 1.0164023344566941e+00 -4.4850389115150674e-01 
         </Neuron>
         <Neuron NSynapses="9">
-          -5.4031509507248365e-01 -7.8484540076728415e-01 1.1438760459161730e-01 -1.3113537584687246e-01 -7.5774823375168243e-01 -1.1123841282434896e+00 1.3897270648664335e+00 -1.6145243004663175e+00 1.2650620651435598e+00 
+          -5.6474457653106780e-01 -7.0208384610317220e-01 8.8874722225909628e-02 1.2565164211859098e-01 4.6424761219783711e-01 -6.1804271765831109e-01 2.5577006068565666e-01 -1.8606391160005524e+00 1.4079789723120457e+00 
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diff --git a/CaloFilters/data/CE_NN_ReLU90.weights.xml b/CaloFilters/data/CE_NN_ReLU90.weights.xml
new file mode 100644
index 0000000000..e1fb87ad0c
--- /dev/null
+++ b/CaloFilters/data/CE_NN_ReLU90.weights.xml
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diff --git a/CaloFilters/data/FlatPhoton_ReLU.weights.xml b/CaloFilters/data/FlatPhoton_ReLU.weights.xml
new file mode 100644
index 0000000000..e2ad798328
--- /dev/null
+++ b/CaloFilters/data/FlatPhoton_ReLU.weights.xml
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+    <Variable VarIndex="2" Expression="cluTime" Label="cluTime" Title="cluTime" Unit="F" Internal="cluTime" Type="F" Min="3.37624756e+02" Max="1.59974658e+03"/>
+    <Variable VarIndex="3" Expression="cluNcrys" Label="cluNcrys" Title="cluNcrys" Unit="F" Internal="cluNcrys" Type="F" Min="1.00000000e+00" Max="2.30000000e+01"/>
+    <Variable VarIndex="4" Expression="cluE1" Label="cluE1" Title="cluE1" Unit="F" Internal="cluE1" Type="F" Min="1.73072442e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="5" Expression="cluE2" Label="cluE2" Title="cluE2" Unit="F" Internal="cluE2" Type="F" Min="3.15030247e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="6" Expression="cluE9" Label="cluE9" Title="cluE9" Unit="F" Internal="cluE9" Type="F" Min="1.90234795e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="7" Expression="cluE25" Label="cluE25" Title="cluE25" Unit="F" Internal="cluE25" Type="F" Min="2.38966152e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="8" Expression="cluSec" Label="cluSec" Title="cluSec" Unit="F" Internal="cluSec" Type="F" Min="-7.12134174e-09" Max="2.42649570e+04"/>
+  </Variables>
+  <Spectators NSpec="0"/>
+  <Classes NClass="2">
+    <Class Name="Signal" Index="0"/>
+    <Class Name="Background" Index="1"/>
+  </Classes>
+  <Transformations NTransformations="1">
+    <Transform Name="Normalize">
+      <Selection>
+        <Input NInputs="9">
+          <Input Type="Variable" Label="cluEnergy" Expression="cluEnergy"/>
+          <Input Type="Variable" Label="cluCogR" Expression="cluCogR"/>
+          <Input Type="Variable" Label="cluTime" Expression="cluTime"/>
+          <Input Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
+          <Input Type="Variable" Label="cluE1" Expression="cluE1"/>
+          <Input Type="Variable" Label="cluE2" Expression="cluE2"/>
+          <Input Type="Variable" Label="cluE9" Expression="cluE9"/>
+          <Input Type="Variable" Label="cluE25" Expression="cluE25"/>
+          <Input Type="Variable" Label="cluSec" Expression="cluSec"/>
+        </Input>
+        <Output NOutputs="9">
+          <Output Type="Variable" Label="cluEnergy" Expression="cluEnergy"/>
+          <Output Type="Variable" Label="cluCogR" Expression="cluCogR"/>
+          <Output Type="Variable" Label="cluTime" Expression="cluTime"/>
+          <Output Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
+          <Output Type="Variable" Label="cluE1" Expression="cluE1"/>
+          <Output Type="Variable" Label="cluE2" Expression="cluE2"/>
+          <Output Type="Variable" Label="cluE9" Expression="cluE9"/>
+          <Output Type="Variable" Label="cluE25" Expression="cluE25"/>
+          <Output Type="Variable" Label="cluSec" Expression="cluSec"/>
+        </Output>
+      </Selection>
+      <Class ClassIndex="0">
+        <Ranges>
+          <Range Index="0" Min="6.0031250000000000e+01" Max="1.7421875000000000e+02"/>
+          <Range Index="1" Min="3.9578131103515625e+02" Max="6.3547637939453125e+02"/>
+          <Range Index="2" Min="3.3762475585937500e+02" Max="1.5997465820312500e+03"/>
+          <Range Index="3" Min="1.0000000000000000e+00" Max="1.4000000000000000e+01"/>
+          <Range Index="4" Min="1.9260215759277344e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="3.6510670185089111e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="2.8650385141372681e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="7" Min="3.3813977241516113e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="8" Min="-7.1213417385251887e-09" Max="1.0659038085937500e+04"/>
+        </Ranges>
+      </Class>
+      <Class ClassIndex="1">
+        <Ranges>
+          <Range Index="0" Min="6.0007812500000000e+01" Max="1.9240625000000000e+02"/>
+          <Range Index="1" Min="3.7586425781250000e+02" Max="6.2912579345703125e+02"/>
+          <Range Index="2" Min="3.3785198974609375e+02" Max="1.5734655761718750e+03"/>
+          <Range Index="3" Min="1.0000000000000000e+00" Max="2.3000000000000000e+01"/>
+          <Range Index="4" Min="1.7307244241237640e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="3.1503024697303772e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="1.9023479521274567e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="7" Min="2.3896615207195282e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="8" Min="-5.8261027113815089e-09" Max="2.4264957031250000e+04"/>
+        </Ranges>
+      </Class>
+      <Class ClassIndex="2">
+        <Ranges>
+          <Range Index="0" Min="6.0007812500000000e+01" Max="1.9240625000000000e+02"/>
+          <Range Index="1" Min="3.7586425781250000e+02" Max="6.3547637939453125e+02"/>
+          <Range Index="2" Min="3.3762475585937500e+02" Max="1.5997465820312500e+03"/>
+          <Range Index="3" Min="1.0000000000000000e+00" Max="2.3000000000000000e+01"/>
+          <Range Index="4" Min="1.7307244241237640e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="3.1503024697303772e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="1.9023479521274567e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="7" Min="2.3896615207195282e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="8" Min="-7.1213417385251887e-09" Max="2.4264957031250000e+04"/>
+        </Ranges>
+      </Class>
+    </Transform>
+  </Transformations>
+  <MVAPdfs/>
+  <Weights>
+    <Layout NLayers="3">
+      <Layer Index="0" NNeurons="10">
+        <Neuron NSynapses="9">
+          -4.7483240127705111e+00 3.6193996642329518e+00 2.0563923475585424e-01 -2.6727366381375606e-01 -9.6612792712729831e+00 2.1018267408124758e+00 -1.9471804524985346e+00 2.0041794853816155e+00 -1.4094651282777042e+00 
+        </Neuron>
+        <Neuron NSynapses="9">
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+        </Neuron>
+        <Neuron NSynapses="9">
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+        </Neuron>
+        <Neuron NSynapses="9">
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+        </Neuron>
+        <Neuron NSynapses="9">
+          -5.9000458934269517e-01 9.2540213091174095e-01 -1.3058191543335946e+00 4.2679224117904140e-02 3.5521546153119099e-01 1.7701054811938406e+00 1.7520375678834288e+00 1.1718938009428799e+00 -7.4605245515489349e-01 
+        </Neuron>
+        <Neuron NSynapses="9">
+          -7.6262083317666773e-01 -6.1762087907992769e-01 1.0776865041880419e+00 -7.0850416842358399e-01 -5.9895966025629321e-01 -1.2333175659488986e+00 1.7722499102054696e+00 -1.6983856224055669e+00 1.3141939581120041e+00 
+        </Neuron>
+        <Neuron NSynapses="9">
+          -4.2208527825912361e+00 -4.3310294407028049e-01 -1.2768702741929190e+00 6.2950563298631301e-01 1.2475481654558975e+00 1.5895008224467552e-01 -1.2942530037090811e+00 3.3947047015687964e-01 -3.1985706386786983e-01 
+        </Neuron>
+        <Neuron NSynapses="9">
+          -8.8065536130157918e-01 1.3148275144787791e+00 -6.1007464801569622e-01 8.2925215232972194e-01 8.3186722909319366e-01 1.3165369855788787e+00 -1.0730551247811475e+00 -7.7042757415170082e-01 -1.4358653142795241e+00 
+        </Neuron>
+        <Neuron NSynapses="9">
+          1.8607662757712067e+00 1.2567127567262126e+00 2.2137248583023323e+00 1.8076184507800084e+00 1.4912666039557421e+00 -3.6718616759956264e+00 1.4731991133471771e+00 5.0804325579088028e-01 1.9598300211621629e+00 
+        </Neuron>
+        <Neuron NSynapses="9">
+          6.3650897609440649e-02 1.0056324497466672e-01 -1.0700035823161005e+00 -5.6563017122569272e+00 -6.0979278969846016e+00 2.6393409875464759e+00 -2.3101074269886284e+00 -1.5473558793218682e+00 -1.7111132541219076e+00 
+        </Neuron>
+      </Layer>
+      <Layer Index="1" NNeurons="10">
+        <Neuron NSynapses="1">
+          -1.0579181345970960e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.7208521483056760e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          2.8954110366232313e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.5946189297274240e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.8396787445262974e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          9.5142157680245898e-01 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.0528372329220368e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.5344503499325612e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.4794730035999797e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          2.7757131096197720e+00 
+        </Neuron>
+      </Layer>
+      <Layer Index="2" NNeurons="1">
+        <Neuron NSynapses="0"/>
+      </Layer>
+    </Layout>
+  </Weights>
+</MethodSetup>
diff --git a/CaloFilters/src/FilterEcalNNTrigger_module.cc b/CaloFilters/src/FilterEcalNNTrigger_module.cc
index 6f96dc17ef..02c3719476 100644
--- a/CaloFilters/src/FilterEcalNNTrigger_module.cc
+++ b/CaloFilters/src/FilterEcalNNTrigger_module.cc
@@ -25,12 +25,12 @@ namespace mu2e {
         {
             using Name    = fhicl::Name;
             using Comment = fhicl::Comment;
-            fhicl::Atom<art::InputTag>     caloClusterCollection { Name("caloClusterCollection"),  Comment("Calo cluster collection name") };
-            fhicl::Table<MVATools::Config> caloBkgMVA            { Name("caloBkgMVA"),             Comment("MVA configuration") };
-            fhicl::Atom<float>             minEtoTest            { Name("minEtoTest"),             Comment("Minimum energy to run the MVA") };
-            fhicl::Atom<float>             minRtoTest            { Name("minRtoTest"),             Comment("Minimum radius to run the MVA") };
-            fhicl::Atom<float>             minMVAScore           { Name("minMVAScore"),            Comment("MVA cut for signal") };
-            fhicl::Atom<int>               diagLevel             { Name("diagLevel"),              Comment("Diag Level"),0 };
+            fhicl::Atom<art::InputTag>     caloClusterCollection { Name("caloClusterCollection"), Comment("Calo cluster collection name") };
+            fhicl::Table<MVATools::Config> caloBkgMVA            { Name("caloBkgMVA"),            Comment("MVA configuration") };
+            fhicl::Atom<float>             minEtoTest            { Name("minEtoTest"),            Comment("Minimum energy to run the MVA") };
+            fhicl::Atom<float>             minRtoTest            { Name("minRtoTest"),            Comment("Minimum radius to run the MVA") };
+            fhicl::Atom<float>             minMVAScore           { Name("minMVAScore"),           Comment("MVA cut for signal") };
+            fhicl::Atom<int>               diagLevel             { Name("diagLevel"),             Comment("Diag Level"),0 };
         };
 
         explicit FilterEcalNNTrigger(const art::EDFilter::Table<Config>& config) :
@@ -50,82 +50,81 @@ namespace mu2e {
 
      private:
         art::ProductToken<CaloClusterCollection> caloClusterToken_;
-        MVATools   caloBkgMVA_;
-        float      minEtoTest_;
-        float      minRtoTest_;
-        float      minMVAScore_;
-        int        diagLevel_;
-
-        bool  filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, TriggerInfo& trigInfo);
-        float secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const;
+        MVATools caloBkgMVA_;
+        float    minEtoTest_;
+        float    minRtoTest_;
+        float    minMVAScore_;
+        int      diagLevel_;
+
+        bool     filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, TriggerInfo& trigInfo);
+        float    secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const;
   };
 
 
   void FilterEcalNNTrigger::beginJob()
   {
-      caloBkgMVA_.initMVA();
+     caloBkgMVA_.initMVA();
   }
 
 
 
   bool FilterEcalNNTrigger::filter(art::Event& event)
   {
-      art::Handle<CaloClusterCollection> caloClustersHandle = event.getHandle<CaloClusterCollection>(caloClusterToken_);
+     art::Handle<CaloClusterCollection> caloClustersHandle = event.getHandle<CaloClusterCollection>(caloClusterToken_);
 
-      auto trigInfo = std::make_unique<TriggerInfo>();
-      bool retval   = filterClusters(caloClustersHandle, *trigInfo);
-      event.put(std::move(trigInfo));
+     auto trigInfo = std::make_unique<TriggerInfo>();
+     bool retval   = filterClusters(caloClustersHandle, *trigInfo);
+     event.put(std::move(trigInfo));
 
-      return retval;
+     return retval;
   }
 
 
   //----------------------------------------------------------------------------------------------------------
   bool FilterEcalNNTrigger::filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, TriggerInfo& trigInfo)
   {
-       const Calorimeter& cal = *(GeomHandle<Calorimeter>());
-       const CaloClusterCollection& caloClusters(*caloClustersHandle);
-
-       bool select(false);
-       for (auto clusterIt=caloClusters.begin(); clusterIt != caloClusters.end();++clusterIt)
-       {
-          if (clusterIt->energyDep() < minEtoTest_)         continue;
-          if (clusterIt->cog3Vector().perp() < minRtoTest_) continue;
-
-          const auto& hits          = clusterIt->caloHitsPtrVector();
-          const auto& neighborsId   = cal.crystal(hits[0]->crystalID()).neighbors();
-          const auto& nneighborsId  = cal.crystal(hits[0]->crystalID()).nextNeighbors();
-
-          float e1(hits[0]->energyDep());
-          float e2(hits[0]->energyDep());
-          if (hits.size()>1) e2 += hits[1]->energyDep();
-
-          float e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
-          for (auto hit : hits)
-          {
-              if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
-              if (std::find(nneighborsId.begin(), nneighborsId.end(), hit->crystalID()) != nneighborsId.end()) {e25 += hit->energyDep();}
-          }
-
-          float secondMom = secondMoment(cal,hits);
-
-          std::vector<float> mvavars(8,0.0);
-          mvavars[0] = clusterIt->energyDep();
-          mvavars[1] = clusterIt->cog3Vector().perp();
-          mvavars[2] = clusterIt->size();
-          mvavars[3] = e1/clusterIt->energyDep();
-          mvavars[4] = e2/clusterIt->energyDep();
-          mvavars[5] = e9/clusterIt->energyDep();
-          mvavars[6] = e25/clusterIt->energyDep();
-          mvavars[7] = secondMom;
-
-          float mvaout = caloBkgMVA_.evalMVA(mvavars);
-          if (mvaout < minMVAScore_) continue;
-
-          select = true;
-          size_t index = std::distance(caloClusters.begin(),clusterIt);
-          trigInfo._caloClusters.push_back(art::Ptr<CaloCluster>(caloClustersHandle,index));
-       }
+     const Calorimeter& cal = *(GeomHandle<Calorimeter>());
+     const CaloClusterCollection& caloClusters(*caloClustersHandle);
+
+     bool select(false);
+     for (auto clusterIt=caloClusters.begin(); clusterIt != caloClusters.end();++clusterIt){
+        if (clusterIt->energyDep() < minEtoTest_)         continue;
+        if (clusterIt->cog3Vector().perp() < minRtoTest_) continue;
+
+        const auto& hits         = clusterIt->caloHitsPtrVector();
+        const auto& neighborsId  = cal.crystal(hits[0]->crystalID()).neighbors();
+        const auto& nneighborsId = cal.crystal(hits[0]->crystalID()).nextNeighbors();
+
+        float e1(hits[0]->energyDep());
+        float e2(hits[0]->energyDep());
+        if (hits.size()>1) e2 += hits[1]->energyDep();
+
+        float e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
+        for (auto hit : hits){
+            if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
+            if (std::find(nneighborsId.begin(), nneighborsId.end(), hit->crystalID()) != nneighborsId.end()) {e25 += hit->energyDep();}
+        }
+
+        float secondMom = secondMoment(cal,hits);
+
+        std::vector<float> mvavars(9,0.0);
+        mvavars[0] = clusterIt->energyDep();
+        mvavars[1] = clusterIt->cog3Vector().perp();
+        mvavars[2] = clusterIt->time();
+        mvavars[3] = clusterIt->size();
+        mvavars[4] = e1/clusterIt->energyDep();
+        mvavars[5] = e2/clusterIt->energyDep();
+        mvavars[6] = e9/clusterIt->energyDep();
+        mvavars[7] = e25/clusterIt->energyDep();
+        mvavars[8] = secondMom;
+
+        float mvaout = caloBkgMVA_.evalMVA(mvavars);
+        if (mvaout < minMVAScore_) continue;
+
+        select = true;
+        size_t index = std::distance(caloClusters.begin(),clusterIt);
+        trigInfo._caloClusters.push_back(art::Ptr<CaloCluster>(caloClustersHandle,index));
+     }
      return select;
   }
 
@@ -147,10 +146,9 @@ namespace mu2e {
         sx2 += xCrystal*xCrystal*weight;
         sy2 += yCrystal*yCrystal*weight;
      }
-     return sx2-sx*sx/sw + sy2-sy*sy/sw;
+     return (sx2-sx*sx/sw + sy2-sy*sy/sw)/sw;
   }
 
-
 }
 
 DEFINE_ART_MODULE(mu2e::FilterEcalNNTrigger)

From 43fab0a955483c46774ab9fe83a723472c5ba0c1 Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Tue, 25 Nov 2025 20:16:33 -0600
Subject: [PATCH 05/10] Removed MVA in CaloDiag

---
 CaloDiag/fcl/prolog.fcl                       |   4 +-
 CaloDiag/src/CaloNNDiag_module.cc             |  32 +--
 CaloFilters/data/CE_NN_ReLU90.weights.xml     | 203 ------------------
 CaloFilters/src/FilterEcalNNTrigger_module.cc |  20 +-
 4 files changed, 14 insertions(+), 245 deletions(-)
 delete mode 100644 CaloFilters/data/CE_NN_ReLU90.weights.xml

diff --git a/CaloDiag/fcl/prolog.fcl b/CaloDiag/fcl/prolog.fcl
index ab95f9f02c..99af18db3c 100644
--- a/CaloDiag/fcl/prolog.fcl
+++ b/CaloDiag/fcl/prolog.fcl
@@ -12,11 +12,8 @@ CaloNNDiag : {
   caloHitTruth           : CaloHitTruthMatch
   caloClusterTruth       : CaloClusterTruthMatch
   minCluEnergy           : 0
-  fillMVA                : false
-  caloMVA                : { MVAWeights: "Offline/CaloFilters/data/FlatPhoton_ReLU.weights.xml" }
 }
 
-
 CaloNNTrain: {
   module_type             : CaloNNTrain
   caloClusterCollection   : CaloClusterMaker
@@ -26,6 +23,7 @@ CaloNNTrain: {
   diagLevel               : 0
 }
 
+
 CaloDiag : {
   analyzers : {
     CaloNNDiag     : @local::CaloNNDiag
diff --git a/CaloDiag/src/CaloNNDiag_module.cc b/CaloDiag/src/CaloNNDiag_module.cc
index ecfc6c1c5b..93ee28382c 100644
--- a/CaloDiag/src/CaloNNDiag_module.cc
+++ b/CaloDiag/src/CaloNNDiag_module.cc
@@ -22,7 +22,6 @@
 #include "Offline/GeometryService/inc/GeomHandle.hh"
 #include "Offline/GeometryService/inc/GeometryService.hh"
 #include "Offline/GeometryService/inc/VirtualDetector.hh"
-#include "Offline/Mu2eUtilities/inc/MVATools.hh"
 
 #include "Offline/CaloCluster/inc/ClusterUtils.hh"
 #include "Offline/DataProducts/inc/VirtualDetectorId.hh"
@@ -58,8 +57,6 @@ namespace mu2e {
              fhicl::Atom<art::InputTag>     caloHitTruth          { Name("caloHitTruth"),           Comment("CaloHit truth name") };
              fhicl::Atom<art::InputTag>     caloClusterTruth      { Name("caloClusterTruth"),       Comment("caloCluster truth name") };
              fhicl::Atom<float>             minCluEnergy          { Name("minCluEnergy"),           Comment("Min cluster energy to write cluster") };
-             fhicl::Atom<bool>              fillMVA               { Name("fillMVA"),                Comment("Switch to fill MVA") };
-             fhicl::Table<MVATools::Config> caloMVA               { Name("caloMVA"),                Comment("MVA Configuration") };
              fhicl::Atom<int>               diagLevel             { Name("diagLevel"),              Comment("Diag Level"),0 };
          };
 
@@ -78,8 +75,6 @@ namespace mu2e {
        art::InputTag  caloHitTruthTag_;
        art::InputTag  caloClusterTruthTag_;
        float          minCluEnergy_;
-       bool           fillMVA_;
-       MVATools       caloMVA_;
        int            diagLevel_;
        int            nProcess_;
 
@@ -96,7 +91,7 @@ namespace mu2e {
 
        int   nCluster_,nCluSim_,cluNcrys_[ntupLen],cluDisk_[ntupLen];
        float cluEnergy_[ntupLen],cluEnergyErr_[ntupLen],cluTime_[ntupLen],cluTimeErr_[ntupLen],cluCogX_[ntupLen],cluCogY_[ntupLen],cluCogR_[ntupLen],
-             cluCogZ_[ntupLen],cluE1_[ntupLen],cluE2_[ntupLen],cluE9_[ntupLen],cluE25_[ntupLen],cluSecMom_[ntupLen],cluDR_[ntupLen],cluMVA_[ntupLen];
+             cluCogZ_[ntupLen],cluE1_[ntupLen],cluE2_[ntupLen],cluE9_[ntupLen],cluE25_[ntupLen],cluSecMom_[ntupLen],cluDR_[ntupLen];
        int   cluSplit_[ntupLen],cluConv_[ntupLen],cluSimIdx_[ntupLen],cluSimLen_[ntupLen];
 
        std::vector<std::vector<int> > cluList_;
@@ -117,8 +112,6 @@ namespace mu2e {
     caloHitTruthTag_    (config().caloHitTruth()),
     caloClusterTruthTag_(config().caloClusterTruth()),
     minCluEnergy_       (config().minCluEnergy()),
-    fillMVA_            (config().fillMVA()),
-    caloMVA_            (config().caloMVA()),
     diagLevel_          (config().diagLevel()),
     nProcess_(0),
     Ntup_(0)
@@ -126,8 +119,6 @@ namespace mu2e {
 
   void CaloNNDiag::beginJob(){
 
-       if (fillMVA_) caloMVA_.initMVA();
-
        art::ServiceHandle<art::TFileService> tfs;
 
        Ntup_  = tfs->make<TTree>("Calo", "Calo");
@@ -177,7 +168,6 @@ namespace mu2e {
        Ntup_->Branch("cluE25",       &cluE25_ ,      "cluE25[nCluster]/F");
        Ntup_->Branch("cluSecMom",    &cluSecMom_ ,   "cluSecMom[nCluster]/F");
        Ntup_->Branch("cluSplit",     &cluSplit_ ,    "cluSplit[nCluster]/I");
-       Ntup_->Branch("cluMVA",       &cluMVA_ ,      "cluMVA[nCluster]/F");
        Ntup_->Branch("cluConv",      &cluConv_ ,     "cluConv[nCluster]/I");
        Ntup_->Branch("cluList",      &cluList_);
 
@@ -249,10 +239,10 @@ namespace mu2e {
       const CaloClusterMCTruthAssn& caloClusterTruth(*caloClusterTruthHandle);
 
 
-      //SELECT  EVENTS WITH AT LEAST A CLUSTER ABOVE 70 MEV
+      //SELECT EVENTS WITH AT LEAST A CLUSTER ABOVE MINCLUENERGY_
       bool select(false);
       for (const auto& cluster : caloClusters) {
-          if (cluster.energyDep()>60) {select=true; break;}
+         if (cluster.energyDep()>minCluEnergy_) {select=true; break;}
       }
       if (!select) return;
 
@@ -396,21 +386,6 @@ namespace mu2e {
              }
           }
 
-          float outMVA(0);
-          if (fillMVA_){
-            std::vector<float> mvavars(9,0.0);
-            mvavars[0] = cluster.energyDep();
-            mvavars[1] = cluster.cog3Vector().perp();
-            mvavars[2] = cluster.time();
-            mvavars[3] = cluster.size();
-            mvavars[4] = cluUtil.e1() /cluster.energyDep();
-            mvavars[5] = cluUtil.e2() /cluster.energyDep();
-            mvavars[6] = cluUtil.e9() /cluster.energyDep();
-            mvavars[7] = cluUtil.e25()/cluster.energyDep();
-            mvavars[8] = cluUtil.secondMoment();
-            outMVA     = caloMVA_.evalMVA(mvavars);
-          }
-
           const CaloHit& seedHit    = CaloHits.at(cryList[0]);
           CLHEP::Hep3Vector seedPos = cal.geomUtil().mu2eToDiskFF(cluster.diskID(),cal.crystal(seedHit.crystalID()).position());
 
@@ -430,7 +405,6 @@ namespace mu2e {
           cluE25_[nCluster_]       = cluUtil.e25();
           cluSecMom_[nCluster_]    = cluUtil.secondMoment();
           cluSplit_[nCluster_]     = cluster.isSplit();
-          cluMVA_[nCluster_]       = outMVA;
           cluConv_[nCluster_]      = isConv;//ic == icMCIdx;
           cluList_.push_back(cryList);
 
diff --git a/CaloFilters/data/CE_NN_ReLU90.weights.xml b/CaloFilters/data/CE_NN_ReLU90.weights.xml
deleted file mode 100644
index e1fb87ad0c..0000000000
--- a/CaloFilters/data/CE_NN_ReLU90.weights.xml
+++ /dev/null
@@ -1,203 +0,0 @@
-<?xml version="1.0"?>
-<MethodSetup Method="MLP::MLPRelu">
-  <GeneralInfo>
-    <Info name="TMVA Release" value="4.2.1 [262657]"/>
-    <Info name="ROOT Release" value="6.32/12 [401420]"/>
-    <Info name="Creator" value="echenard"/>
-    <Info name="Date" value="Wed Nov 12 18:12:13 2025"/>
-    <Info name="Host" value="Linux vbox 5.14.0-503.11.1.el9_5.x86_64 #1 SMP PREEMPT_DYNAMIC Tue Nov 12 09:26:13 EST 2024 x86_64 x86_64 x86_64 GNU/Linux"/>
-    <Info name="Dir" value="/home/echenard/Work/Mu2e/CaloTrig"/>
-    <Info name="Training events" value="31446"/>
-    <Info name="TrainingTime" value="4.07162192e+01"/>
-    <Info name="AnalysisType" value="Classification"/>
-  </GeneralInfo>
-  <Options>
-    <Option name="NCycles" modified="Yes">500</Option>
-    <Option name="HiddenLayers" modified="Yes">N</Option>
-    <Option name="NeuronType" modified="Yes">ReLU</Option>
-    <Option name="RandomSeed" modified="No">1</Option>
-    <Option name="EstimatorType" modified="No">CE</Option>
-    <Option name="NeuronInputType" modified="No">sum</Option>
-    <Option name="V" modified="Yes">False</Option>
-    <Option name="VerbosityLevel" modified="No">Default</Option>
-    <Option name="VarTransform" modified="Yes">Norm</Option>
-    <Option name="H" modified="Yes">True</Option>
-    <Option name="CreateMVAPdfs" modified="No">False</Option>
-    <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
-    <Option name="TrainingMethod" modified="No">BP</Option>
-    <Option name="LearningRate" modified="No">2.000000e-02</Option>
-    <Option name="DecayRate" modified="No">1.000000e-02</Option>
-    <Option name="TestRate" modified="No">10</Option>
-    <Option name="EpochMonitoring" modified="No">False</Option>
-    <Option name="Sampling" modified="No">1.000000e+00</Option>
-    <Option name="SamplingEpoch" modified="No">1.000000e+00</Option>
-    <Option name="SamplingImportance" modified="No">1.000000e+00</Option>
-    <Option name="SamplingTraining" modified="No">True</Option>
-    <Option name="SamplingTesting" modified="No">False</Option>
-    <Option name="ResetStep" modified="No">50</Option>
-    <Option name="Tau" modified="No">3.000000e+00</Option>
-    <Option name="BPMode" modified="No">sequential</Option>
-    <Option name="BatchSize" modified="No">-1</Option>
-    <Option name="ConvergenceImprove" modified="No">1.000000e-30</Option>
-    <Option name="ConvergenceTests" modified="No">-1</Option>
-    <Option name="UseRegulator" modified="No">False</Option>
-    <Option name="UpdateLimit" modified="No">10000</Option>
-    <Option name="CalculateErrors" modified="No">False</Option>
-    <Option name="WeightRange" modified="No">1.000000e+00</Option>
-  </Options>
-  <Variables NVar="9">
-    <Variable VarIndex="0" Expression="cluEnergy" Label="cluEnergy" Title="cluEnergy" Unit="F" Internal="cluEnergy" Type="F" Min="9.00078125e+01" Max="2.02640625e+02"/>
-    <Variable VarIndex="1" Expression="cluCogR" Label="cluCogR" Title="cluCogR" Unit="F" Internal="cluCogR" Type="F" Min="3.88151550e+02" Max="6.31421021e+02"/>
-    <Variable VarIndex="2" Expression="cluTime" Label="cluTime" Title="cluTime" Unit="F" Internal="cluTime" Type="F" Min="3.39486450e+02" Max="1.59997620e+03"/>
-    <Variable VarIndex="3" Expression="cluNcrys" Label="cluNcrys" Title="cluNcrys" Unit="F" Internal="cluNcrys" Type="F" Min="1.00000000e+00" Max="2.30000000e+01"/>
-    <Variable VarIndex="4" Expression="cluE1" Label="cluE1" Title="cluE1" Unit="F" Internal="cluE1" Type="F" Min="1.29372999e-01" Max="1.00000000e+00"/>
-    <Variable VarIndex="5" Expression="cluE2" Label="cluE2" Title="cluE2" Unit="F" Internal="cluE2" Type="F" Min="2.52059311e-01" Max="1.00000000e+00"/>
-    <Variable VarIndex="6" Expression="cluE9" Label="cluE9" Title="cluE9" Unit="F" Internal="cluE9" Type="F" Min="2.19184831e-01" Max="1.00000000e+00"/>
-    <Variable VarIndex="7" Expression="cluE25" Label="cluE25" Title="cluE25" Unit="F" Internal="cluE25" Type="F" Min="2.19184831e-01" Max="1.00000000e+00"/>
-    <Variable VarIndex="8" Expression="cluSec" Label="cluSec" Title="cluSec" Unit="F" Internal="cluSec" Type="F" Min="0.00000000e+00" Max="1.90668301e+04"/>
-  </Variables>
-  <Spectators NSpec="0"/>
-  <Classes NClass="2">
-    <Class Name="Signal" Index="0"/>
-    <Class Name="Background" Index="1"/>
-  </Classes>
-  <Transformations NTransformations="1">
-    <Transform Name="Normalize">
-      <Selection>
-        <Input NInputs="9">
-          <Input Type="Variable" Label="cluEnergy" Expression="cluEnergy"/>
-          <Input Type="Variable" Label="cluCogR" Expression="cluCogR"/>
-          <Input Type="Variable" Label="cluTime" Expression="cluTime"/>
-          <Input Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
-          <Input Type="Variable" Label="cluE1" Expression="cluE1"/>
-          <Input Type="Variable" Label="cluE2" Expression="cluE2"/>
-          <Input Type="Variable" Label="cluE9" Expression="cluE9"/>
-          <Input Type="Variable" Label="cluE25" Expression="cluE25"/>
-          <Input Type="Variable" Label="cluSec" Expression="cluSec"/>
-        </Input>
-        <Output NOutputs="9">
-          <Output Type="Variable" Label="cluEnergy" Expression="cluEnergy"/>
-          <Output Type="Variable" Label="cluCogR" Expression="cluCogR"/>
-          <Output Type="Variable" Label="cluTime" Expression="cluTime"/>
-          <Output Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
-          <Output Type="Variable" Label="cluE1" Expression="cluE1"/>
-          <Output Type="Variable" Label="cluE2" Expression="cluE2"/>
-          <Output Type="Variable" Label="cluE9" Expression="cluE9"/>
-          <Output Type="Variable" Label="cluE25" Expression="cluE25"/>
-          <Output Type="Variable" Label="cluSec" Expression="cluSec"/>
-        </Output>
-      </Selection>
-      <Class ClassIndex="0">
-        <Ranges>
-          <Range Index="0" Min="9.0007812500000000e+01" Max="2.0264062500000000e+02"/>
-          <Range Index="1" Min="3.9445452880859375e+02" Max="6.3142102050781250e+02"/>
-          <Range Index="2" Min="3.6921655273437500e+02" Max="1.5999761962890625e+03"/>
-          <Range Index="3" Min="1.0000000000000000e+00" Max="1.9000000000000000e+01"/>
-          <Range Index="4" Min="1.2937299907207489e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="5" Min="2.5205931067466736e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="6" Min="2.1918483078479767e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="7" Min="2.1918483078479767e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="8" Min="0.0000000000000000e+00" Max="1.4588338867187500e+04"/>
-        </Ranges>
-      </Class>
-      <Class ClassIndex="1">
-        <Ranges>
-          <Range Index="0" Min="9.0031250000000000e+01" Max="1.9240625000000000e+02"/>
-          <Range Index="1" Min="3.8815155029296875e+02" Max="5.2917700195312500e+02"/>
-          <Range Index="2" Min="3.3948645019531250e+02" Max="1.4516553955078125e+03"/>
-          <Range Index="3" Min="1.0000000000000000e+00" Max="2.3000000000000000e+01"/>
-          <Range Index="4" Min="1.7428410053253174e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="5" Min="3.2331782579421997e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="6" Min="2.2886276245117188e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="7" Min="2.4513438344001770e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="8" Min="2.5355380017799689e-09" Max="1.9066830078125000e+04"/>
-        </Ranges>
-      </Class>
-      <Class ClassIndex="2">
-        <Ranges>
-          <Range Index="0" Min="9.0007812500000000e+01" Max="2.0264062500000000e+02"/>
-          <Range Index="1" Min="3.8815155029296875e+02" Max="6.3142102050781250e+02"/>
-          <Range Index="2" Min="3.3948645019531250e+02" Max="1.5999761962890625e+03"/>
-          <Range Index="3" Min="1.0000000000000000e+00" Max="2.3000000000000000e+01"/>
-          <Range Index="4" Min="1.2937299907207489e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="5" Min="2.5205931067466736e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="6" Min="2.1918483078479767e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="7" Min="2.1918483078479767e-01" Max="1.0000000000000000e+00"/>
-          <Range Index="8" Min="0.0000000000000000e+00" Max="1.9066830078125000e+04"/>
-        </Ranges>
-      </Class>
-    </Transform>
-  </Transformations>
-  <MVAPdfs/>
-  <Weights>
-    <Layout NLayers="3">
-      <Layer Index="0" NNeurons="10">
-        <Neuron NSynapses="9">
-          -1.5554594107288524e+00 2.9242790852074347e+00 1.3728831820401819e+00 -1.0961229874043377e+00 -2.4551510834214687e+00 -1.4940535882478931e+00 -1.2558693749354688e-01 1.9658857095948501e+00 -1.3395957308041120e+00 
-        </Neuron>
-        <Neuron NSynapses="9">
-          -1.7824122247731347e+00 4.2257410522729544e-01 1.0520374384322519e+00 -4.4828450755049403e+00 -9.0479834232648837e-01 9.8052433114929205e-01 -4.7858573682134170e-01 -3.9729531851081490e-01 1.7276621245645094e+00 
-        </Neuron>
-        <Neuron NSynapses="9">
-          1.8304940483143688e+00 3.0076636908844749e+00 -4.3173639443622358e-01 -2.8264480282686835e+00 3.8154870783961853e-01 3.8484403039647286e+00 -1.3617660904356821e+00 -2.0137678466057932e-01 1.4639955866332850e+00 
-        </Neuron>
-        <Neuron NSynapses="9">
-          7.2951168972563019e-01 -1.8101717891976559e+00 -7.1663145102796055e-01 1.0996871954514027e+00 2.7222406734774474e+00 1.1552187627701704e+00 -6.7231935407868690e-03 2.3200691238167734e-01 -2.4429318802491881e-01 
-        </Neuron>
-        <Neuron NSynapses="9">
-          -1.6062759806224649e+00 1.2032387880678725e+00 -1.8992582570435708e+00 4.3113624496192698e-01 1.0615261116201313e+00 9.5006831617115844e-03 1.5340107032758579e+00 1.2276356177197350e+00 -7.1159967236313348e-01 
-        </Neuron>
-        <Neuron NSynapses="9">
-          -1.3138426804374421e+00 4.9058171761646574e-01 -2.4846308067806236e-01 2.4230805296299204e-01 1.6699440197899657e-01 -9.0358953056454350e-01 1.9830197759069466e+00 -1.6457745155101722e+00 1.3194215446616504e+00 
-        </Neuron>
-        <Neuron NSynapses="9">
-          -1.2687006559760998e+00 4.4794081020599064e-01 -1.5775696402168160e+00 -9.3585954316428499e-01 1.8978093887349203e+00 -1.2660202367152311e+00 -1.5535359859494218e+00 3.8964984107194972e-01 -2.8574630384603483e-01 
-        </Neuron>
-        <Neuron NSynapses="9">
-          1.0739115225842228e+00 1.6565602889060442e+00 -4.4506644706851110e-02 8.3894245405396828e-01 -1.1071386126968514e+00 1.0335390714289718e+00 -2.0984064982714639e+00 -7.5057372890266416e-01 -1.4086159860300587e+00 
-        </Neuron>
-        <Neuron NSynapses="9">
-          6.7348751516372485e-01 1.0623130242981795e+00 1.5442564026692471e+00 -5.4695180795857265e-02 -8.2417075430208508e-01 -4.1157919488175159e+00 4.6842043313265641e-01 5.1518538938472380e-01 1.9941316787803123e+00 
-        </Neuron>
-        <Neuron NSynapses="9">
-          -9.0556892192288285e-01 2.1307285511400402e+00 -7.3948120774972670e-01 -5.4063452348150367e+00 -1.8367975447177516e+00 1.2719630979687129e+00 -1.5801747071225086e-01 -1.6173723072553658e+00 -1.7846722633162235e+00 
-        </Neuron>
-      </Layer>
-      <Layer Index="1" NNeurons="10">
-        <Neuron NSynapses="1">
-          -1.7583956350032051e+00 
-        </Neuron>
-        <Neuron NSynapses="1">
-          -2.0218427713401859e+00 
-        </Neuron>
-        <Neuron NSynapses="1">
-          2.7557690536434767e+00 
-        </Neuron>
-        <Neuron NSynapses="1">
-          -2.5041348770729148e+00 
-        </Neuron>
-        <Neuron NSynapses="1">
-          2.1059895831724469e+00 
-        </Neuron>
-        <Neuron NSynapses="1">
-          1.8217237275589313e+00 
-        </Neuron>
-        <Neuron NSynapses="1">
-          -9.2206261572573578e-01 
-        </Neuron>
-        <Neuron NSynapses="1">
-          -1.5200332746203977e+00 
-        </Neuron>
-        <Neuron NSynapses="1">
-          -1.4386515779378990e+00 
-        </Neuron>
-        <Neuron NSynapses="1">
-          2.3506187203265250e+00 
-        </Neuron>
-      </Layer>
-      <Layer Index="2" NNeurons="1">
-        <Neuron NSynapses="0"/>
-      </Layer>
-    </Layout>
-  </Weights>
-</MethodSetup>
diff --git a/CaloFilters/src/FilterEcalNNTrigger_module.cc b/CaloFilters/src/FilterEcalNNTrigger_module.cc
index 02c3719476..e13a73abf6 100644
--- a/CaloFilters/src/FilterEcalNNTrigger_module.cc
+++ b/CaloFilters/src/FilterEcalNNTrigger_module.cc
@@ -107,16 +107,16 @@ namespace mu2e {
 
         float secondMom = secondMoment(cal,hits);
 
-        std::vector<float> mvavars(9,0.0);
-        mvavars[0] = clusterIt->energyDep();
-        mvavars[1] = clusterIt->cog3Vector().perp();
-        mvavars[2] = clusterIt->time();
-        mvavars[3] = clusterIt->size();
-        mvavars[4] = e1/clusterIt->energyDep();
-        mvavars[5] = e2/clusterIt->energyDep();
-        mvavars[6] = e9/clusterIt->energyDep();
-        mvavars[7] = e25/clusterIt->energyDep();
-        mvavars[8] = secondMom;
+        std::vector<float> mvavars(8,0.0);
+        //mvavars[0] = clusterIt->energyDep();
+        mvavars[0] = clusterIt->cog3Vector().perp();
+        mvavars[1] = clusterIt->time();
+        mvavars[2] = clusterIt->size();
+        mvavars[3] = e1/clusterIt->energyDep();
+        mvavars[4] = e2/clusterIt->energyDep();
+        mvavars[5] = e9/clusterIt->energyDep();
+        mvavars[6] = e25/clusterIt->energyDep();
+        mvavars[7] = secondMom;
 
         float mvaout = caloBkgMVA_.evalMVA(mvavars);
         if (mvaout < minMVAScore_) continue;

From 77caf00425d0afb9150d83e695aa6920bebde8ba Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Wed, 1 Apr 2026 18:36:21 -0500
Subject: [PATCH 06/10] Calo trigger upgrade

---
 CaloFilters/data/CE_NN_ReLU.weights.xml       | 108 +++++-----
 CaloFilters/data/CE_NN_ReLU_noET.weights.xml  | 179 +++++++++++++++
 CaloFilters/data/FlatPhoton_ReLU.weights.xml  | 203 ------------------
 .../data/FlatPhoton_ReLU_noET.weights.xml     | 179 +++++++++++++++
 CaloFilters/src/CaloNNEval_module.cc          | 178 +++++++++++++++
 CaloFilters/src/FilterEcalNNTrigger_module.cc | 120 ++++-------
 CaloReco/fcl/prolog.fcl                       |   1 -
 CaloReco/src/CaloHitMakerFast_module.cc       |  36 ++--
 8 files changed, 652 insertions(+), 352 deletions(-)
 create mode 100644 CaloFilters/data/CE_NN_ReLU_noET.weights.xml
 delete mode 100644 CaloFilters/data/FlatPhoton_ReLU.weights.xml
 create mode 100644 CaloFilters/data/FlatPhoton_ReLU_noET.weights.xml
 create mode 100644 CaloFilters/src/CaloNNEval_module.cc

diff --git a/CaloFilters/data/CE_NN_ReLU.weights.xml b/CaloFilters/data/CE_NN_ReLU.weights.xml
index f46392fa5e..765e38f09c 100644
--- a/CaloFilters/data/CE_NN_ReLU.weights.xml
+++ b/CaloFilters/data/CE_NN_ReLU.weights.xml
@@ -4,11 +4,11 @@
     <Info name="TMVA Release" value="4.2.1 [262657]"/>
     <Info name="ROOT Release" value="6.32/12 [401420]"/>
     <Info name="Creator" value="echenard"/>
-    <Info name="Date" value="Thu Nov 13 17:55:13 2025"/>
+    <Info name="Date" value="Wed Apr  1 15:06:25 2026"/>
     <Info name="Host" value="Linux vbox 5.14.0-503.11.1.el9_5.x86_64 #1 SMP PREEMPT_DYNAMIC Tue Nov 12 09:26:13 EST 2024 x86_64 x86_64 x86_64 GNU/Linux"/>
     <Info name="Dir" value="/home/echenard/Work/Mu2e/CaloTrig"/>
-    <Info name="Training events" value="66391"/>
-    <Info name="TrainingTime" value="8.86640949e+01"/>
+    <Info name="Training events" value="66454"/>
+    <Info name="TrainingTime" value="2.55478492e+02"/>
     <Info name="AnalysisType" value="Classification"/>
   </GeneralInfo>
   <Options>
@@ -20,7 +20,7 @@
     <Option name="NeuronInputType" modified="No">sum</Option>
     <Option name="V" modified="Yes">False</Option>
     <Option name="VerbosityLevel" modified="No">Default</Option>
-    <Option name="VarTransform" modified="Yes">Norm</Option>
+    <Option name="VarTransform" modified="Yes">N</Option>
     <Option name="H" modified="Yes">True</Option>
     <Option name="CreateMVAPdfs" modified="No">False</Option>
     <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
@@ -46,15 +46,15 @@
     <Option name="WeightRange" modified="No">1.000000e+00</Option>
   </Options>
   <Variables NVar="9">
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diff --git a/CaloFilters/data/CE_NN_ReLU_noET.weights.xml b/CaloFilters/data/CE_NN_ReLU_noET.weights.xml
new file mode 100644
index 0000000000..27b1665601
--- /dev/null
+++ b/CaloFilters/data/CE_NN_ReLU_noET.weights.xml
@@ -0,0 +1,179 @@
+<?xml version="1.0"?>
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+    <Info name="ROOT Release" value="6.32/12 [401420]"/>
+    <Info name="Creator" value="echenard"/>
+    <Info name="Date" value="Wed Apr  1 15:32:13 2026"/>
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+    <Info name="Dir" value="/home/echenard/Work/Mu2e/CaloTrig"/>
+    <Info name="Training events" value="66454"/>
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+    <Info name="AnalysisType" value="Classification"/>
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deleted file mode 100644
index e2ad798328..0000000000
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index 0000000000..ce01fb76a4
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+    <Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
+    <Option name="TrainingMethod" modified="No">BP</Option>
+    <Option name="LearningRate" modified="No">2.000000e-02</Option>
+    <Option name="DecayRate" modified="No">1.000000e-02</Option>
+    <Option name="TestRate" modified="No">10</Option>
+    <Option name="EpochMonitoring" modified="No">False</Option>
+    <Option name="Sampling" modified="No">1.000000e+00</Option>
+    <Option name="SamplingEpoch" modified="No">1.000000e+00</Option>
+    <Option name="SamplingImportance" modified="No">1.000000e+00</Option>
+    <Option name="SamplingTraining" modified="No">True</Option>
+    <Option name="SamplingTesting" modified="No">False</Option>
+    <Option name="ResetStep" modified="No">50</Option>
+    <Option name="Tau" modified="No">3.000000e+00</Option>
+    <Option name="BPMode" modified="No">sequential</Option>
+    <Option name="BatchSize" modified="No">-1</Option>
+    <Option name="ConvergenceImprove" modified="No">1.000000e-30</Option>
+    <Option name="ConvergenceTests" modified="No">-1</Option>
+    <Option name="UseRegulator" modified="No">False</Option>
+    <Option name="UpdateLimit" modified="No">10000</Option>
+    <Option name="CalculateErrors" modified="No">False</Option>
+    <Option name="WeightRange" modified="No">1.000000e+00</Option>
+  </Options>
+  <Variables NVar="7">
+    <Variable VarIndex="0" Expression="cluCogR" Label="cluCogR" Title="cluCogR" Unit="F" Internal="cluCogR" Type="F" Min="3.85673767e+02" Max="6.35476379e+02"/>
+    <Variable VarIndex="1" Expression="cluNcrys" Label="cluNcrys" Title="cluNcrys" Unit="F" Internal="cluNcrys" Type="F" Min="1.00000000e+00" Max="1.50000000e+01"/>
+    <Variable VarIndex="2" Expression="cluE1" Label="cluE1" Title="cluE1" Unit="F" Internal="cluE1" Type="F" Min="1.73072442e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="3" Expression="cluE2" Label="cluE2" Title="cluE2" Unit="F" Internal="cluE2" Type="F" Min="3.23317826e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="4" Expression="cluE9" Label="cluE9" Title="cluE9" Unit="F" Internal="cluE9" Type="F" Min="1.89413264e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="5" Expression="cluE25" Label="cluE25" Title="cluE25" Unit="F" Internal="cluE25" Type="F" Min="2.45134383e-01" Max="1.00000000e+00"/>
+    <Variable VarIndex="6" Expression="cluSec" Label="cluSec" Title="cluSec" Unit="F" Internal="cluSec" Type="F" Min="-6.49241105e-09" Max="1.95915625e+04"/>
+  </Variables>
+  <Spectators NSpec="0"/>
+  <Classes NClass="2">
+    <Class Name="Signal" Index="0"/>
+    <Class Name="Background" Index="1"/>
+  </Classes>
+  <Transformations NTransformations="1">
+    <Transform Name="Normalize">
+      <Selection>
+        <Input NInputs="7">
+          <Input Type="Variable" Label="cluCogR" Expression="cluCogR"/>
+          <Input Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
+          <Input Type="Variable" Label="cluE1" Expression="cluE1"/>
+          <Input Type="Variable" Label="cluE2" Expression="cluE2"/>
+          <Input Type="Variable" Label="cluE9" Expression="cluE9"/>
+          <Input Type="Variable" Label="cluE25" Expression="cluE25"/>
+          <Input Type="Variable" Label="cluSec" Expression="cluSec"/>
+        </Input>
+        <Output NOutputs="7">
+          <Output Type="Variable" Label="cluCogR" Expression="cluCogR"/>
+          <Output Type="Variable" Label="cluNcrys" Expression="cluNcrys"/>
+          <Output Type="Variable" Label="cluE1" Expression="cluE1"/>
+          <Output Type="Variable" Label="cluE2" Expression="cluE2"/>
+          <Output Type="Variable" Label="cluE9" Expression="cluE9"/>
+          <Output Type="Variable" Label="cluE25" Expression="cluE25"/>
+          <Output Type="Variable" Label="cluSec" Expression="cluSec"/>
+        </Output>
+      </Selection>
+      <Class ClassIndex="0">
+        <Ranges>
+          <Range Index="0" Min="3.9490655517578125e+02" Max="6.3547637939453125e+02"/>
+          <Range Index="1" Min="1.0000000000000000e+00" Max="1.5000000000000000e+01"/>
+          <Range Index="2" Min="2.1357372403144836e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="3" Min="4.2550057172775269e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="4" Min="2.9111194610595703e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="3.1047537922859192e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="-6.4924110532160739e-09" Max="1.2678815429687500e+04"/>
+        </Ranges>
+      </Class>
+      <Class ClassIndex="1">
+        <Ranges>
+          <Range Index="0" Min="3.8567376708984375e+02" Max="6.0122918701171875e+02"/>
+          <Range Index="1" Min="1.0000000000000000e+00" Max="1.4000000000000000e+01"/>
+          <Range Index="2" Min="1.7307244241237640e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="3" Min="3.2331782579421997e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="4" Min="1.8941326439380646e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="2.4513438344001770e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="-3.9211571767339137e-09" Max="1.9591562500000000e+04"/>
+        </Ranges>
+      </Class>
+      <Class ClassIndex="2">
+        <Ranges>
+          <Range Index="0" Min="3.8567376708984375e+02" Max="6.3547637939453125e+02"/>
+          <Range Index="1" Min="1.0000000000000000e+00" Max="1.5000000000000000e+01"/>
+          <Range Index="2" Min="1.7307244241237640e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="3" Min="3.2331782579421997e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="4" Min="1.8941326439380646e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="5" Min="2.4513438344001770e-01" Max="1.0000000000000000e+00"/>
+          <Range Index="6" Min="-6.4924110532160739e-09" Max="1.9591562500000000e+04"/>
+        </Ranges>
+      </Class>
+    </Transform>
+  </Transformations>
+  <MVAPdfs/>
+  <Weights>
+    <Layout NLayers="3">
+      <Layer Index="0" NNeurons="8">
+        <Neuron NSynapses="7">
+          3.3107537831762990e-01 4.2145188861701097e+00 6.3213385284422241e+00 7.7975212511244896e-01 -9.4225123849402568e+00 -2.3576014339957445e+00 -4.5104821547667218e-01 
+        </Neuron>
+        <Neuron NSynapses="7">
+          2.8540299771303412e+00 -8.7000105543925155e-01 1.9690888222373553e+00 -3.0748114635564998e+00 -2.5000259966076337e+00 -1.5267973356496654e+00 4.1964598631512007e-01 
+        </Neuron>
+        <Neuron NSynapses="7">
+          -1.7033379997744644e-01 -1.9588023151334316e-01 6.2972025122567332e-01 2.8359854922619032e+00 -9.9715012768932620e-01 -4.0144221992167323e-01 9.0980589348653618e-01 
+        </Neuron>
+        <Neuron NSynapses="7">
+          -4.8205901909475518e-01 4.0289119044052457e-01 1.2231746580498558e-01 -1.7320561500389959e+00 -1.0319648143270015e+00 3.7468112296828471e-01 -3.0992022337672416e+00 
+        </Neuron>
+        <Neuron NSynapses="7">
+          -8.1931531037141980e-01 3.3478542902645164e-01 1.7208670974275728e+00 9.7905100679002066e-01 -2.0719375157242998e+00 5.1528157825641341e-01 2.3767376627325398e-01 
+        </Neuron>
+        <Neuron NSynapses="7">
+          1.8696275596837251e+00 -6.3659175845593619e-01 2.0504382162649351e+00 -2.1472523920694324e+00 -6.4310371230961216e-01 2.9905645649044934e-02 8.1428096327316002e-01 
+        </Neuron>
+        <Neuron NSynapses="7">
+          -2.5316571145409583e-01 -9.3459404974357729e-01 -3.5656937764344536e+00 -7.4340353271177073e-01 3.5373090443245849e+00 9.7045098758637727e-01 8.0482003539710426e-02 
+        </Neuron>
+        <Neuron NSynapses="7">
+          5.0614359375080853e-01 1.4542084170435916e+00 -7.4495236437054940e-02 -2.7126942451480867e+00 -7.2476166826788091e-01 -2.8426017144950264e+00 -9.3620659546555507e-01 
+        </Neuron>
+      </Layer>
+      <Layer Index="1" NNeurons="8">
+        <Neuron NSynapses="1">
+          -6.2233684573909631e-01 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.4572878644552416e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          1.2809016912853439e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.5243470766136364e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.0065018451303442e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -6.2418174896974665e-01 
+        </Neuron>
+        <Neuron NSynapses="1">
+          -1.6612861249436965e+00 
+        </Neuron>
+        <Neuron NSynapses="1">
+          2.1004564023688328e+00 
+        </Neuron>
+      </Layer>
+      <Layer Index="2" NNeurons="1">
+        <Neuron NSynapses="0"/>
+      </Layer>
+    </Layout>
+  </Weights>
+</MethodSetup>
diff --git a/CaloFilters/src/CaloNNEval_module.cc b/CaloFilters/src/CaloNNEval_module.cc
new file mode 100644
index 0000000000..9300092e10
--- /dev/null
+++ b/CaloFilters/src/CaloNNEval_module.cc
@@ -0,0 +1,178 @@
+#include "art/Framework/Core/EDProducer.h"
+#include "art/Framework/Principal/Event.h"
+#include "cetlib_except/exception.h"
+#include "fhiclcpp/types/Atom.h"
+
+#include "Offline/CalorimeterGeom/inc/Calorimeter.hh"
+#include "Offline/GeometryService/inc/GeomHandle.hh"
+#include "Offline/GeometryService/inc/GeometryService.hh"
+#include "Offline/Mu2eUtilities/inc/MVATools.hh"
+#include "Offline/RecoDataProducts/inc/CaloHit.hh"
+#include "Offline/RecoDataProducts/inc/CaloCluster.hh"
+#include "Offline/RecoDataProducts/inc/TriggerInfo.hh"
+#include "Offline/RecoDataProducts/inc/MVAResult.hh"
+
+#include <vector>
+#include <string>
+
+
+namespace mu2e {
+
+  class CaloNNEval : public art::EDProducer
+  {
+     public:
+        struct Config
+        {
+          using Name    = fhicl::Name;
+          using Comment = fhicl::Comment;
+          fhicl::Atom<art::InputTag>     caloClusterCollection { Name("caloClusterCollection"), Comment("Calo cluster collection name") };
+          fhicl::Table<MVATools::Config> caloBkgMVA            { Name("caloBkgMVA"),            Comment("MVA configuration") };
+          fhicl::Atom<float>             minEtoTest            { Name("minEtoTest"),            Comment("Minimum cluster energy to run the MVA") };
+          fhicl::Atom<float>             minRtoTest            { Name("minRtoTest"),            Comment("Minimum cluster radius to run the MVA") };
+          fhicl::Atom<float>             minTtoTest            { Name("minTtoTest"),            Comment("Minimum cluster time to run the MVA") };
+          fhicl::Atom<float>             maxEtoTest            { Name("maxEtoTest"),            Comment("Maximum cluster energy to run the MVA") };
+          fhicl::Atom<float>             maxRtoTest            { Name("maxRtoTest"),            Comment("Maximum cluster radius to run the MVA") };
+          fhicl::Atom<float>             maxTtoTest            { Name("maxTtoTest"),            Comment("Maximum cluster time to run the MVA") };
+          fhicl::Atom<int>               diagLevel             { Name("diagLevel"),             Comment("Diag Level"),0 };
+        };
+
+        explicit CaloNNEval(const  art::EDProducer::Table<Config>& config) :
+          EDProducer{config},
+          caloClusterToken_{consumes<CaloClusterCollection>(config().caloClusterCollection())},
+          caloBkgMVA_      (config().caloBkgMVA()),
+          minEtoTest_      (config().minEtoTest()),
+          minRtoTest_      (config().minRtoTest()),
+          minTtoTest_      (config().minTtoTest()),
+          maxEtoTest_      (config().maxEtoTest()),
+          maxRtoTest_      (config().maxRtoTest()),
+          maxTtoTest_      (config().maxTtoTest()),
+          diagLevel_       (config().diagLevel())
+        {
+          produces<MVAResultCollection>();
+        }
+
+        void produce(art::Event& event) override;
+        void beginJob() override;
+
+
+     private:
+       art::ProductToken<CaloClusterCollection> caloClusterToken_;
+       MVATools caloBkgMVA_;
+       float    minEtoTest_;
+       float    minRtoTest_;
+       float    minTtoTest_;
+       float    maxEtoTest_;
+       float    maxRtoTest_;
+       float    maxTtoTest_;
+       int      diagLevel_;
+
+       void     evalClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, MVAResultCollection& MVAresults);
+       float    secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const;
+  };
+
+
+  void CaloNNEval::beginJob()
+  {
+    caloBkgMVA_.initMVA();
+  }
+
+
+
+  void CaloNNEval::produce(art::Event& event)
+  {
+    art::Handle<CaloClusterCollection> caloClustersHandle = event.getHandle<CaloClusterCollection>(caloClusterToken_);
+    auto MVAresults = std::make_unique<MVAResultCollection>();
+    evalClusters(caloClustersHandle, *MVAresults);
+    event.put(std::move(MVAresults));
+  }
+
+
+  //----------------------------------------------------------------------------------------------------------
+  void CaloNNEval::evalClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, MVAResultCollection& MVAresults)
+  {
+     const Calorimeter& cal = *(GeomHandle<Calorimeter>());
+     const CaloClusterCollection& caloClusters(*caloClustersHandle);
+
+     for (auto clusterIt=caloClusters.begin(); clusterIt != caloClusters.end();++clusterIt){
+
+        float cluE = clusterIt->energyDep();
+        float cluR = clusterIt->cog3Vector().perp();
+        float cluT = clusterIt->time();
+        if (cluE < minEtoTest_ || cluE > maxEtoTest_ || cluR < minRtoTest_ || cluR > maxRtoTest_ ||
+            cluT < minTtoTest_ || cluT > maxTtoTest_)
+        {
+          MVAresults.push_back(MVAResult(-1.0));
+          if (diagLevel_>0) std::cout<<"CaloNNEval skip cluster with e="<<clusterIt->energyDep()
+                                     <<" r="<< clusterIt->cog3Vector().perp()<<" t="<<clusterIt->time()<<"\n";
+          continue;
+        }
+
+        const auto& hits         = clusterIt->caloHitsPtrVector();
+        const auto& neighborsId  = cal.crystal(hits[0]->crystalID()).neighbors();
+        const auto& nneighborsId = cal.crystal(hits[0]->crystalID()).nextNeighbors();
+
+        float e1(hits[0]->energyDep());
+        float e2(hits[0]->energyDep());
+        if (hits.size()>1) e2 += hits[1]->energyDep();
+
+        float e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
+        for (auto hit : hits){
+            if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
+            if (std::find(nneighborsId.begin(), nneighborsId.end(), hit->crystalID()) != nneighborsId.end()) {e25 += hit->energyDep();}
+        }
+
+        float secondMom = secondMoment(cal,hits);
+
+        //This would be the version with energy and time included
+        //std::vector<float> mvavars(9,0.0);
+        //mvavars[0] = clusterIt->energyDep();
+        //mvavars[0] = clusterIt->cog3Vector().perp();
+        //mvavars[1] = clusterIt->time();
+        //mvavars[2] = clusterIt->size();
+        //mvavars[3] = e1/clusterIt->energyDep();
+        //mvavars[4] = e2/clusterIt->energyDep();
+        //mvavars[5] = e9/clusterIt->energyDep();
+        //mvavars[6] = e25/clusterIt->energyDep();
+        //mvavars[7] = secondMom;
+
+        std::vector<float> mvavars(7,0.0);
+        mvavars[0] = clusterIt->cog3Vector().perp();
+        mvavars[1] = clusterIt->size();
+        mvavars[2] = e1/clusterIt->energyDep();
+        mvavars[3] = e2/clusterIt->energyDep();
+        mvavars[4] = e9/clusterIt->energyDep();
+        mvavars[5] = e25/clusterIt->energyDep();
+        mvavars[6] = secondMom;
+
+        float mvaout = caloBkgMVA_.evalMVA(mvavars);
+        MVAresults.push_back(MVAResult(mvaout));
+        if (diagLevel_>0) std::cout<<"CaloNNEval cluster with e="<<clusterIt->energyDep()
+                                     <<" and r="<< clusterIt->cog3Vector().perp()
+                                     <<"has mvaout="<<mvaout<<"\n";
+     }
+  }
+
+  //-----------------------------------------------------------------------------------------------------------------------
+  float CaloNNEval::secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const
+  {
+     double sx(0),sy(0),sx2(0),sy2(0),sw(0);
+     for (const auto& hit : hits){
+        auto crId(hit->crystalID());
+        auto energy(hit->energyDep());
+
+        auto xCrystal = cal.crystal(crId).position().x();
+        auto yCrystal = cal.crystal(crId).position().y();
+        auto weight   = energy; //maybe try log(energy);
+
+        sw  += weight;
+        sx  += xCrystal*weight;
+        sy  += yCrystal*weight;
+        sx2 += xCrystal*xCrystal*weight;
+        sy2 += yCrystal*yCrystal*weight;
+     }
+     return (sx2-sx*sx/sw + sy2-sy*sy/sw)/sw;
+  }
+
+}
+
+DEFINE_ART_MODULE(mu2e::CaloNNEval)
diff --git a/CaloFilters/src/FilterEcalNNTrigger_module.cc b/CaloFilters/src/FilterEcalNNTrigger_module.cc
index e13a73abf6..669b6a3a87 100644
--- a/CaloFilters/src/FilterEcalNNTrigger_module.cc
+++ b/CaloFilters/src/FilterEcalNNTrigger_module.cc
@@ -6,15 +6,10 @@
 #include "Offline/CalorimeterGeom/inc/Calorimeter.hh"
 #include "Offline/GeometryService/inc/GeomHandle.hh"
 #include "Offline/GeometryService/inc/GeometryService.hh"
-#include "Offline/Mu2eUtilities/inc/MVATools.hh"
-#include "Offline/RecoDataProducts/inc/CaloHit.hh"
 #include "Offline/RecoDataProducts/inc/CaloCluster.hh"
+#include "Offline/RecoDataProducts/inc/MVAResult.hh"
 #include "Offline/RecoDataProducts/inc/TriggerInfo.hh"
 
-#include <vector>
-#include <string>
-
-
 
 namespace mu2e {
 
@@ -26,9 +21,13 @@ namespace mu2e {
             using Name    = fhicl::Name;
             using Comment = fhicl::Comment;
             fhicl::Atom<art::InputTag>     caloClusterCollection { Name("caloClusterCollection"), Comment("Calo cluster collection name") };
-            fhicl::Table<MVATools::Config> caloBkgMVA            { Name("caloBkgMVA"),            Comment("MVA configuration") };
-            fhicl::Atom<float>             minEtoTest            { Name("minEtoTest"),            Comment("Minimum energy to run the MVA") };
-            fhicl::Atom<float>             minRtoTest            { Name("minRtoTest"),            Comment("Minimum radius to run the MVA") };
+            fhicl::Atom<art::InputTag>     caloMVACollection     { Name("caloMVACollection"),     Comment("Calo MVA cluster collection name") };
+            fhicl::Atom<float>             minEtoTest            { Name("minEtoTest"),            Comment("Minimum cluster energy to run the MVA") };
+            fhicl::Atom<float>             minRtoTest            { Name("minRtoTest"),            Comment("Minimum cluster radius to run the MVA") };
+            fhicl::Atom<float>             minTtoTest            { Name("minTtoTest"),            Comment("Minimum cluster time to run the MVA") };
+            fhicl::Atom<float>             maxEtoTest            { Name("maxEtoTest"),            Comment("Maximum cluster energy to run the MVA") };
+            fhicl::Atom<float>             maxRtoTest            { Name("maxRtoTest"),            Comment("Maximum cluster radius to run the MVA") };
+            fhicl::Atom<float>             maxTtoTest            { Name("maxTtoTest"),            Comment("Maximum cluster time to run the MVA") };
             fhicl::Atom<float>             minMVAScore           { Name("minMVAScore"),           Comment("MVA cut for signal") };
             fhicl::Atom<int>               diagLevel             { Name("diagLevel"),             Comment("Diag Level"),0 };
         };
@@ -36,8 +35,13 @@ namespace mu2e {
         explicit FilterEcalNNTrigger(const art::EDFilter::Table<Config>& config) :
           EDFilter{config},
           caloClusterToken_{consumes<CaloClusterCollection>(config().caloClusterCollection())},
-          caloBkgMVA_      (config().caloBkgMVA()),
+          caloMVAToken_    {consumes<MVAResultCollection>(config().caloMVACollection())},
           minEtoTest_      (config().minEtoTest()),
+          minRtoTest_      (config().minRtoTest()),
+          minTtoTest_      (config().minTtoTest()),
+          maxEtoTest_      (config().maxEtoTest()),
+          maxRtoTest_      (config().maxRtoTest()),
+          maxTtoTest_      (config().maxTtoTest()),
           minMVAScore_     (config().minMVAScore()),
           diagLevel_       (config().diagLevel())
         {
@@ -45,35 +49,33 @@ namespace mu2e {
         }
 
         bool filter(art::Event& event) override;
-        void beginJob() override;
 
 
      private:
         art::ProductToken<CaloClusterCollection> caloClusterToken_;
-        MVATools caloBkgMVA_;
+        art::ProductToken<MVAResultCollection>   caloMVAToken_;
         float    minEtoTest_;
         float    minRtoTest_;
+        float    minTtoTest_;
+        float    maxEtoTest_;
+        float    maxRtoTest_;
+        float    maxTtoTest_;
         float    minMVAScore_;
         int      diagLevel_;
 
-        bool     filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, TriggerInfo& trigInfo);
-        float    secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const;
+        bool     filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle,
+                                const art::Handle<MVAResultCollection>& caloMVAHandle,
+                                TriggerInfo& trigInfo);
   };
 
 
-  void FilterEcalNNTrigger::beginJob()
-  {
-     caloBkgMVA_.initMVA();
-  }
-
-
-
   bool FilterEcalNNTrigger::filter(art::Event& event)
   {
      art::Handle<CaloClusterCollection> caloClustersHandle = event.getHandle<CaloClusterCollection>(caloClusterToken_);
+     art::Handle<MVAResultCollection>   caloMVAHandle      = event.getHandle<MVAResultCollection>(caloMVAToken_);
 
      auto trigInfo = std::make_unique<TriggerInfo>();
-     bool retval   = filterClusters(caloClustersHandle, *trigInfo);
+     bool retval   = filterClusters(caloClustersHandle, caloMVAHandle, *trigInfo);
      event.put(std::move(trigInfo));
 
      return retval;
@@ -81,74 +83,32 @@ namespace mu2e {
 
 
   //----------------------------------------------------------------------------------------------------------
-  bool FilterEcalNNTrigger::filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, TriggerInfo& trigInfo)
+  bool FilterEcalNNTrigger::filterClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle,
+                                           const art::Handle<MVAResultCollection>& caloMVAHandle,
+                                           TriggerInfo& trigInfo)
   {
-     const Calorimeter& cal = *(GeomHandle<Calorimeter>());
-     const CaloClusterCollection& caloClusters(*caloClustersHandle);
+     const auto& caloClusters(*caloClustersHandle);
+     const auto& caloMVAs(*caloMVAHandle);
 
      bool select(false);
-     for (auto clusterIt=caloClusters.begin(); clusterIt != caloClusters.end();++clusterIt){
-        if (clusterIt->energyDep() < minEtoTest_)         continue;
-        if (clusterIt->cog3Vector().perp() < minRtoTest_) continue;
-
-        const auto& hits         = clusterIt->caloHitsPtrVector();
-        const auto& neighborsId  = cal.crystal(hits[0]->crystalID()).neighbors();
-        const auto& nneighborsId = cal.crystal(hits[0]->crystalID()).nextNeighbors();
-
-        float e1(hits[0]->energyDep());
-        float e2(hits[0]->energyDep());
-        if (hits.size()>1) e2 += hits[1]->energyDep();
-
-        float e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
-        for (auto hit : hits){
-            if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
-            if (std::find(nneighborsId.begin(), nneighborsId.end(), hit->crystalID()) != nneighborsId.end()) {e25 += hit->energyDep();}
-        }
-
-        float secondMom = secondMoment(cal,hits);
-
-        std::vector<float> mvavars(8,0.0);
-        //mvavars[0] = clusterIt->energyDep();
-        mvavars[0] = clusterIt->cog3Vector().perp();
-        mvavars[1] = clusterIt->time();
-        mvavars[2] = clusterIt->size();
-        mvavars[3] = e1/clusterIt->energyDep();
-        mvavars[4] = e2/clusterIt->energyDep();
-        mvavars[5] = e9/clusterIt->energyDep();
-        mvavars[6] = e25/clusterIt->energyDep();
-        mvavars[7] = secondMom;
-
-        float mvaout = caloBkgMVA_.evalMVA(mvavars);
-        if (mvaout < minMVAScore_) continue;
+     for (size_t index=0;index<caloClusters.size();++index){
+        const auto& cluster = caloClusters[index];
+        const auto& mvaout  = caloMVAs[index];
+
+        float cluE = cluster.energyDep();
+        float cluR = cluster.cog3Vector().perp();
+        float cluT = cluster.time();
+        if (cluE < minEtoTest_ || cluE > maxEtoTest_) continue;
+        if (cluR < minRtoTest_ || cluR > maxRtoTest_) continue;
+        if (cluT < minTtoTest_ || cluT > maxTtoTest_) continue;
+        if (mvaout._value < minMVAScore_)             continue;
 
         select = true;
-        size_t index = std::distance(caloClusters.begin(),clusterIt);
         trigInfo._caloClusters.push_back(art::Ptr<CaloCluster>(caloClustersHandle,index));
      }
      return select;
   }
 
-  //-----------------------------------------------------------------------------------------------------------------------
-  float FilterEcalNNTrigger::secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const
-  {
-     double sx(0),sy(0),sx2(0),sy2(0),sw(0);
-     for (const auto& hit : hits){
-        auto crId(hit->crystalID());
-        auto energy(hit->energyDep());
-
-        auto xCrystal = cal.crystal(crId).position().x();
-        auto yCrystal = cal.crystal(crId).position().y();
-        auto weight   = energy; //maybe try log(energy);
-
-        sw  += weight;
-        sx  += xCrystal*weight;
-        sy  += yCrystal*weight;
-        sx2 += xCrystal*xCrystal*weight;
-        sy2 += yCrystal*yCrystal*weight;
-     }
-     return (sx2-sx*sx/sw + sy2-sy*sy/sw)/sw;
-  }
-
 }
 
 DEFINE_ART_MODULE(mu2e::FilterEcalNNTrigger)
diff --git a/CaloReco/fcl/prolog.fcl b/CaloReco/fcl/prolog.fcl
index 2b66744d7d..f0e2ecda0a 100644
--- a/CaloReco/fcl/prolog.fcl
+++ b/CaloReco/fcl/prolog.fcl
@@ -69,7 +69,6 @@ CaloReco : {
      deltaTPulses        : 11
      digiSampling        : 5
      nPEperMeV           : 30
-     shiftTime           : 0
      nSigmaNoise         : 4
      noiseLevelMeV       : 5.5e-1
      diagLevel           : 0
diff --git a/CaloReco/src/CaloHitMakerFast_module.cc b/CaloReco/src/CaloHitMakerFast_module.cc
index 59d80ab810..1d0b9e044f 100644
--- a/CaloReco/src/CaloHitMakerFast_module.cc
+++ b/CaloReco/src/CaloHitMakerFast_module.cc
@@ -15,6 +15,8 @@
 #include "Offline/GeometryService/inc/GeomHandle.hh"
 #include "Offline/GeometryService/inc/GeometryService.hh"
 
+#include <numeric>
+
 
 namespace
 {
@@ -46,7 +48,6 @@ namespace mu2e {
             fhicl::Atom<float>         nPEperMeV          { Name("nPEperMeV"),          Comment("number of photo-electrons per MeV") };
             fhicl::Atom<float>         noiseLevelMeV      { Name("noiseLevelMeV"),      Comment("Noise level in MeV") };
             fhicl::Atom<float>         nSigmaNoise        { Name("nSigmaNoise"),        Comment("Maxnumber of sigma Noise to combine digi") };
-            fhicl::Atom<float>         shiftTime          { Name("shiftTime"),          Comment("Time shift to align fast hit to detector") };
             fhicl::Atom<float>         caphriEDepMax      { Name("caphriEDepMax"),      Comment("Maximum CAPHRI hit energy in MeV")};
             fhicl::Atom<float>         caphriEDepMin      { Name("caphriEDepMin"),      Comment("Minimum CAPHRI hit energy in MeV")};
             fhicl::Atom<double>        ADCToMeV           { Name("ADCToMeV"),           Comment("ADC to MeV conversion factor") };
@@ -62,7 +63,6 @@ namespace mu2e {
            nPEperMeV_         (config().nPEperMeV()),
            noise2_            (config().noiseLevelMeV()*config().noiseLevelMeV()),
            nSigmaNoise_       (config().nSigmaNoise()),
-           shiftTime_         (config().shiftTime()),
            caphriEDepMax_     (config().caphriEDepMax()),
            caphriEDepMin_     (config().caphriEDepMin()),
            ADCToMeV_          (config().ADCToMeV()),
@@ -77,7 +77,7 @@ namespace mu2e {
 
 
     private:
-        using pulseMapType = std::unordered_map<unsigned, std::vector<HitInfo>>;
+        using pulseMapType = std::map<unsigned, std::vector<HitInfo>>;
 
         void extractHits(const CaloDigiCollection& caloDigis, CaloHitCollection& caloHitsColl, CaloHitCollection& caphriHitsColl, IntensityInfoCalo& intCalo, double pbtOffset);
         void addPulse(pulseMapType& pulseMap, unsigned crystalID, float time, float eDep);
@@ -89,9 +89,9 @@ namespace mu2e {
         float  nPEperMeV_;
         float  noise2_;
         float  nSigmaNoise_;
-        float  shiftTime_;
         float  caphriEDepMax_;
         float  caphriEDepMin_;
+        float  ADCToMeV_;
         int    diagLevel_;
     };
 
@@ -126,9 +126,20 @@ namespace mu2e {
    //--------------------------------------------------------------------------------------------------------------
    void CaloHitMakerFast::extractHits(const CaloDigiCollection& caloDigis, CaloHitCollection& caloHitsColl, CaloHitCollection& caphriHitsColl, IntensityInfoCalo& intInfo, double pbtOffset)
    {
+       std::vector<size_t> digis(caloDigis.size());
+       std::iota(digis.begin(),digis.end(),0);
+
+       auto functorTime = [&caloDigis](auto a, auto b) {
+         auto dSi = caloDigis[a].SiPMID() - caloDigis[b].SiPMID();
+         if (dSi==0) return  caloDigis[a].t0() < caloDigis[b].t0();
+         return dSi<0;
+       };
+       std::sort(digis.begin(),digis.end(),functorTime);
+
        pulseMapType pulseMap;
-       for (const auto& caloDigi : caloDigis)
+       for (const auto index : digis)
        {
+           const auto& caloDigi = caloDigis[index];
            int crystalID   = CaloSiPMId(caloDigi.SiPMID()).crystal().id();
 
            size_t nSamPed  = caloDigi.peakpos() > 3 ? 4 : std::max(caloDigi.peakpos()-1, 1);
@@ -137,8 +148,8 @@ namespace mu2e {
            baseline /= nSamPed;
 
            double eDep     = (caloDigi.waveform().at(caloDigi.peakpos())-baseline)*ADCToMeV_;//FIXME! we should use the function ::Peak2MeV, I also think that we should: (i) discard the hit if eDep is <0 (noise/stange pulse), (ii) require a minimum pulse length. gianipez
-           double time     = caloDigi.t0() + caloDigi.peakpos()*digiSampling_ - pbtOffset;                      //Giani's definition
-           //double time     = caloDigi.t0() + (caloDigi.peakpos()+0.5)*digiSampling_ - shiftTime_; //Bertrand's definition
+           double time     = caloDigi.t0() + caloDigi.peakpos()*digiSampling_ - pbtOffset;          //Giani's definition
+           //double time     = caloDigi.t0() + (caloDigi.peakpos()+0.5)*digiSampling_ - pbtOffset; //Bertrand's definition
 
            addPulse(pulseMap, crystalID, time, eDep);
            if (diagLevel_ > 2) std::cout<<"[CaloHitMakerFast] extracted Digi with crystalID="<<crystalID<<" eDep="<<eDep<<"\t time=" <<time<<std::endl;
@@ -165,7 +176,7 @@ namespace mu2e {
                // CAPHRI crystal hit
                if (isCaphri) {
                  caphriHitsColl.emplace_back(CaloHit(crID, info.nSiPM_, info.time_,info.eDep_));
-                 if(energy > caphriEDepMin_ && energy < caphriEDepMax_) intInfo.addCaphriHit(energy, crID);
+                 if (energy > caphriEDepMin_ && energy < caphriEDepMax_) intInfo.addCaphriHit(energy, crID);
                }
                // Normal crystal hit
                else {
@@ -188,23 +199,20 @@ namespace mu2e {
    //--------------------------------------------------------------------------------------------------------------
    void CaloHitMakerFast::addPulse(pulseMapType& pulseMap, unsigned crystalID, float time, float eDep)
    {
-
        bool addNewHit(true);
        for (auto& pulse : pulseMap[crystalID])
        {
            if (std::fabs(pulse.time_ - time) > deltaTPulses_) continue;
 
+           addNewHit    = false;
            float ratio  = (eDep-pulse.eDep_)/(eDep+pulse.eDep_);
            float eMean  = (eDep+pulse.eDep_)/2.0;
            float sigmaR = 0.707*sqrt(1.0/eMean/nPEperMeV_ + noise2_/eMean/eMean);
 
-           if (fabs(ratio) > nSigmaNoise_*sigmaR) continue;
-
-           pulse.add(time,eDep);
-           addNewHit = false;
+           if (fabs(ratio) < nSigmaNoise_*sigmaR) {pulse.add(time,eDep);}
+           else if (eDep>pulse.eDep_)             {pulse.time_=time; pulse.eDep_=eDep;}
            break;
        }
-
        if (addNewHit) pulseMap[crystalID].push_back(HitInfo(time, eDep));
    }
 }

From a76ffdec39de8ff138a8413ccc0932d1c99d0672 Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Thu, 2 Apr 2026 12:08:15 -0500
Subject: [PATCH 07/10] Fixed Cmake and prolog

---
 CaloDiag/CMakeLists.txt                       | 12 ++++++++++++
 CaloFilters/CMakeLists.txt                    | 12 ++++++++++--
 CaloFilters/src/FilterEcalNNTrigger_module.cc |  3 ---
 CaloReco/fcl/prolog.fcl                       |  1 +
 4 files changed, 23 insertions(+), 5 deletions(-)

diff --git a/CaloDiag/CMakeLists.txt b/CaloDiag/CMakeLists.txt
index cffccadbb9..b2141785ad 100644
--- a/CaloDiag/CMakeLists.txt
+++ b/CaloDiag/CMakeLists.txt
@@ -51,4 +51,16 @@ cet_build_plugin(CaloNNDiag art::module
       Offline::RecoDataProducts
 )
 
+cet_build_plugin(CaloNNTrain art::module
+    REG_SOURCE src/CaloNNTrain_module.cc
+    LIBRARIES REG
+      art_root_io::TFileService_service
+      Offline::CaloCluster
+      Offline::CalorimeterGeom
+      Offline::DataProducts
+      Offline::GeometryService
+      Offline::MCDataProducts
+      Offline::RecoDataProducts
+)
+
 install_source(SUBDIRS src)
diff --git a/CaloFilters/CMakeLists.txt b/CaloFilters/CMakeLists.txt
index cc95ca6973..f2b80fbab4 100644
--- a/CaloFilters/CMakeLists.txt
+++ b/CaloFilters/CMakeLists.txt
@@ -49,8 +49,8 @@ cet_build_plugin(FilterEcalMVATrigger art::module
       Offline::RecoDataProducts
 )
 
-cet_build_plugin(FilterEcalNNTrigger art::module
-    REG_SOURCE src/FilterEcalNNTrigger_module.cc
+cet_build_plugin(CaloNNEval art::module
+    REG_SOURCE src/CaloNNEval_module.cc
     LIBRARIES REG
       Offline::CalorimeterGeom
       Offline::GeometryService
@@ -58,9 +58,17 @@ cet_build_plugin(FilterEcalNNTrigger art::module
       Offline::RecoDataProducts
 )
 
+cet_build_plugin(FilterEcalNNTrigger art::module
+    REG_SOURCE src/FilterEcalNNTrigger_module.cc
+    LIBRARIES REG
+      Offline::RecoDataProducts
+)
+
 configure_file(${CMAKE_CURRENT_SOURCE_DIR}/data/ce_bkg_20_BDT.weights.xml ${CURRENT_BINARY_DIR} data/ce_bkg_20_BDT.weights.xml)
 configure_file(${CMAKE_CURRENT_SOURCE_DIR}/data/ce_bkg_ecal_20_BDT.weights.xml ${CURRENT_BINARY_DIR} data/ce_bkg_ecal_20_BDT.weights.xml)
 configure_file(${CMAKE_CURRENT_SOURCE_DIR}/data/CE_NN_ReLU.weights.xml ${CURRENT_BINARY_DIR} data/CE_NN_ReLU.weights.xml)
+configure_file(${CMAKE_CURRENT_SOURCE_DIR}/data/CE_NN_ReLU_noET.weights.xml ${CURRENT_BINARY_DIR} data/CE_NN_ReLU_noET.weights.xml)
+configure_file(${CMAKE_CURRENT_SOURCE_DIR}/data/FlatPhoton_ReLU_noET.weights.xml ${CURRENT_BINARY_DIR} data/FlatPhoton_ReLU_noET.weights.xml)
 
 install(DIRECTORY data DESTINATION ${CMAKE_INSTALL_DATAROOTDIR}/Offline/CaloFilters)
 
diff --git a/CaloFilters/src/FilterEcalNNTrigger_module.cc b/CaloFilters/src/FilterEcalNNTrigger_module.cc
index 669b6a3a87..92fd2d3b19 100644
--- a/CaloFilters/src/FilterEcalNNTrigger_module.cc
+++ b/CaloFilters/src/FilterEcalNNTrigger_module.cc
@@ -3,9 +3,6 @@
 #include "cetlib_except/exception.h"
 #include "fhiclcpp/types/Atom.h"
 
-#include "Offline/CalorimeterGeom/inc/Calorimeter.hh"
-#include "Offline/GeometryService/inc/GeomHandle.hh"
-#include "Offline/GeometryService/inc/GeometryService.hh"
 #include "Offline/RecoDataProducts/inc/CaloCluster.hh"
 #include "Offline/RecoDataProducts/inc/MVAResult.hh"
 #include "Offline/RecoDataProducts/inc/TriggerInfo.hh"
diff --git a/CaloReco/fcl/prolog.fcl b/CaloReco/fcl/prolog.fcl
index f0e2ecda0a..d075acb7db 100644
--- a/CaloReco/fcl/prolog.fcl
+++ b/CaloReco/fcl/prolog.fcl
@@ -71,6 +71,7 @@ CaloReco : {
      nPEperMeV           : 30
      nSigmaNoise         : 4
      noiseLevelMeV       : 5.5e-1
+     ADCToMeV            : @local::ADCToMeV
      diagLevel           : 0
    }
 }

From 8b32c561e7095706481a3741a84f2c60110aa22e Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Thu, 2 Apr 2026 17:28:28 -0500
Subject: [PATCH 08/10] Minor consolidation to clustering code

---
 CaloCluster/inc/ClusterUtils.hh      |  1 -
 CaloCluster/src/ClusterUtils.cc      |  5 +-
 CaloDiag/src/CaloNNDiag_module.cc    |  9 +--
 CaloDiag/src/CaloNNTrain_module.cc   | 94 +++++++++-------------------
 CaloFilters/src/CaloNNEval_module.cc | 60 +++++-------------
 5 files changed, 51 insertions(+), 118 deletions(-)

diff --git a/CaloCluster/inc/ClusterUtils.hh b/CaloCluster/inc/ClusterUtils.hh
index a968cb60bb..03a9ad296f 100644
--- a/CaloCluster/inc/ClusterUtils.hh
+++ b/CaloCluster/inc/ClusterUtils.hh
@@ -29,7 +29,6 @@ namespace mu2e {
             double            e9          () const;
             double            e25         () const;
 
-
         private:
            const Calorimeter&     cal_;
            const CaloHitPtrVector hits_;
diff --git a/CaloCluster/src/ClusterUtils.cc b/CaloCluster/src/ClusterUtils.cc
index fc0de58439..aecbae1b77 100644
--- a/CaloCluster/src/ClusterUtils.cc
+++ b/CaloCluster/src/ClusterUtils.cc
@@ -43,8 +43,7 @@ namespace mu2e {
     }
 
 
-
-
+    //-------------------------------------------------------------------------------------------------
     CLHEP::Hep3Vector ClusterUtils::cog3Vector() const
     {
         double sx(0),sy(0),sz(0),sx2(0),sy2(0),sw(0);
@@ -55,6 +54,7 @@ namespace mu2e {
         return cal_.geomUtil().mu2eToDiskFF(iSection,cogMu2eFrame);
     }
 
+    //-------------------------------------------------------------------------------------------------
     double ClusterUtils::secondMoment() const
     {
         double sx(0),sy(0),sz(0),sx2(0),sy2(0),sw(0);
@@ -62,6 +62,7 @@ namespace mu2e {
         return (sx2-sx*sx/sw + sy2-sy*sy/sw)/sw;
     }
 
+    //-------------------------------------------------------------------------------------------------
     void ClusterUtils::fill(double& sx, double& sy, double& sz, double& sx2, double& sy2, double& sw) const
     {
         int iSection  = cal_.crystal(hits_[0]->crystalID()).diskID();
diff --git a/CaloDiag/src/CaloNNDiag_module.cc b/CaloDiag/src/CaloNNDiag_module.cc
index 93ee28382c..7119f988ab 100644
--- a/CaloDiag/src/CaloNNDiag_module.cc
+++ b/CaloDiag/src/CaloNNDiag_module.cc
@@ -363,13 +363,12 @@ namespace mu2e {
        for (unsigned  ic=0; ic<caloClusters.size();++ic)
        {
           const CaloCluster& cluster = caloClusters.at(ic);
+          if (cluster.energyDep() < minCluEnergy_) continue;
+
           std::vector<int> cryList;
           for (auto cryPtr : cluster.caloHitsPtrVector()) cryList.push_back(std::distance(&CaloHits.at(0),cryPtr.get()));
 
-          if (cluster.energyDep() < minCluEnergy_) continue;
-
           ClusterUtils cluUtil(cal, cluster);
-          auto cog = cluUtil.cog3Vector();
 
           auto itMC = caloClusterTruth.begin();
           while (itMC != caloClusterTruth.end()) {if (itMC->first.get() == &cluster) break; ++itMC;}
@@ -379,7 +378,9 @@ namespace mu2e {
           if (itMC != caloClusterTruth.end()){
              for (auto& edep : itMC->second->energyDeposits()){
                 if (edep.sim()->creationCode() == ProcessCode::mu2eCeMinusEndpoint ||
-                      edep.sim()->creationCode() == ProcessCode::mu2eCeMinusLeadingLog){
+                    edep.sim()->creationCode() == ProcessCode::mu2eCePlusEndpoint ||
+                    edep.sim()->creationCode() == ProcessCode::mu2eCeMinusLeadingLog ||
+                    edep.sim()->creationCode() == ProcessCode::mu2eCePlusLeadingLog){
                   isConv = true;
                   break;
                 }
diff --git a/CaloDiag/src/CaloNNTrain_module.cc b/CaloDiag/src/CaloNNTrain_module.cc
index 8d95fcd473..b206d1c172 100644
--- a/CaloDiag/src/CaloNNTrain_module.cc
+++ b/CaloDiag/src/CaloNNTrain_module.cc
@@ -5,19 +5,17 @@
 #include "fhiclcpp/types/Atom.h"
 
 #include "Offline/CalorimeterGeom/inc/Calorimeter.hh"
+#include "Offline/CaloCluster/inc/ClusterUtils.hh"
 #include "Offline/GeometryService/inc/GeomHandle.hh"
 #include "Offline/GeometryService/inc/GeometryService.hh"
+#include "Offline/GeometryService/inc/VirtualDetector.hh"
 #include "Offline/Mu2eUtilities/inc/MVATools.hh"
+#include "Offline/DataProducts/inc/VirtualDetectorId.hh"
 #include "Offline/RecoDataProducts/inc/CaloHit.hh"
 #include "Offline/RecoDataProducts/inc/CaloCluster.hh"
 #include "Offline/MCDataProducts/inc/CaloMCTruthAssns.hh"
-
-#include "Offline/GeometryService/inc/VirtualDetector.hh"
-#include "Offline/DataProducts/inc/VirtualDetectorId.hh"
 #include "Offline/MCDataProducts/inc/StepPointMC.hh"
 
-
-
 #include "TDirectory.h"
 #include "TNtuple.h"
 #include "TTree.h"
@@ -57,8 +55,6 @@ namespace mu2e {
 
 
      private:
-       float secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const;
-
        art::ProductToken<CaloClusterCollection>  caloClusterToken_;
        art::ProductToken<CaloClusterMCTruthAssn> caloClusterMCToken_;
        float   minEtoTest_;
@@ -97,10 +93,15 @@ namespace mu2e {
 
   void CaloNNTrain::analyze(const art::Event& event)
   {
+
+
      evt_ = event.id().event();
      art::Handle<CaloClusterCollection>  caloClustersHandle   = event.getHandle<CaloClusterCollection>(caloClusterToken_);
      art::Handle<CaloClusterMCTruthAssn> caloClustersMCHandle = event.getHandle<CaloClusterMCTruthAssn>(caloClusterMCToken_);
 
+     if (!caloClustersHandle.isValid()) return;
+     if (!caloClustersMCHandle.isValid()) return;
+
      const Calorimeter& cal = *(GeomHandle<Calorimeter>());
      const CaloClusterCollection&  caloClusters(*caloClustersHandle);
      const CaloClusterMCTruthAssn& caloClustersMC(*caloClustersMCHandle);
@@ -109,79 +110,42 @@ namespace mu2e {
      {
         if (cluster.energyDep() < minEtoTest_) continue;
 
-        const auto& hits          = cluster.caloHitsPtrVector();
-        const auto& neighborsId   = cal.crystal(hits[0]->crystalID()).neighbors();
-        const auto& nneighborsId  = cal.crystal(hits[0]->crystalID()).nextNeighbors();
-
-
-        float e1(hits[0]->energyDep()),e2(hits[0]->energyDep());
-        if (hits.size()>1) e2 += hits[1]->energyDep();
+       //MC analyis
+       float MCEdepTot(0);
+       cluMCEdep_.clear();cluMCEPdg_.clear();cluMCCr_.clear();
 
-        float e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
-        for (auto hit : hits)
-        {
-            if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
-            if (std::find(nneighborsId.begin(), nneighborsId.end(), hit->crystalID()) != nneighborsId.end()) {e25 += hit->energyDep();}
-        }
+       auto itMC = caloClustersMC.begin();
+       while (itMC != caloClustersMC.end()) {if (itMC->first.get() == &cluster) break; ++itMC;}
+       const auto eDepMCs = (itMC != caloClustersMC.end()) ? itMC->second->energyDeposits() : std::vector<CaloEDepMC>{};
 
-        float secondMom = secondMoment(cal,hits);
+       if (itMC != caloClustersMC.end()){
+         MCEdepTot= itMC->second->totalEnergyDep();
+         for (auto& edep : itMC->second->energyDeposits()) {
+            if (edep.energyDep() < MCEdepCut_) continue;
+            cluMCEdep_.push_back(edep.energyDep());
+            cluMCEPdg_.push_back(edep.sim()->pdgId());
+            cluMCCr_.push_back(edep.sim()->creationCode());
+         }
+       }
 
-        //MC analyis
-        float MCEdepTot(0);
-        cluMCEdep_.clear();cluMCEPdg_.clear();cluMCCr_.clear();
 
-        auto itMC = caloClustersMC.begin();
-        while (itMC != caloClustersMC.end()) {if (itMC->first.get() == &cluster) break; ++itMC;}
-        const auto eDepMCs = (itMC != caloClustersMC.end()) ? itMC->second->energyDeposits() : std::vector<CaloEDepMC>{};
-
-        if (itMC != caloClustersMC.end()){
-          MCEdepTot= itMC->second->totalEnergyDep();
-          for (auto& edep : itMC->second->energyDeposits()) {
-             if (edep.energyDep() < MCEdepCut_) continue;
-             cluMCEdep_.push_back(edep.energyDep());
-             cluMCEPdg_.push_back(edep.sim()->pdgId());
-             cluMCCr_.push_back(edep.sim()->creationCode());
-          }
-        }
+       ClusterUtils cluUtil(cal, cluster);
 
        cluNcrys_  = cluster.size();
        cluDisk_   = cluster.diskID();
        cluEnergy_ = cluster.energyDep();
        cluTime_   = cluster.time();
        cluCogR_   = cluster.cog3Vector().perp();
-       cluE1_     = e1/cluster.energyDep();
-       cluE2_     = e2/cluster.energyDep();
-       cluE9_     = e9/cluster.energyDep();
-       cluE25_    = e25/cluster.energyDep();
-       cluSec_    = secondMom;
+       cluE1_     = cluUtil.e1()/cluster.energyDep();
+       cluE2_     = cluUtil.e2()/cluster.energyDep();
+       cluE9_     = cluUtil.e9()/cluster.energyDep();
+       cluE25_    = cluUtil.e25()/cluster.energyDep();
+       cluSec_    = cluUtil.secondMoment();
        cluMCEtot_ = MCEdepTot;
 
        Ntup_->Fill();
     }
   }
-
-
-  //-----------------------------------------------------------------------------------------------------------------------
-  float CaloNNTrain::secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const
-  {
-     double sx(0),sy(0),sx2(0),sy2(0),sw(0);
-     for (const auto& hit : hits){
-        auto crId(hit->crystalID());
-        auto energy(hit->energyDep());
-
-        auto xCrystal = cal.crystal(crId).position().x();
-        auto yCrystal = cal.crystal(crId).position().y();
-        auto weight   = energy; //maybe try log(energy);
-
-        sw  += weight;
-        sx  += xCrystal*weight;
-        sy  += yCrystal*weight;
-        sx2 += xCrystal*xCrystal*weight;
-        sy2 += yCrystal*yCrystal*weight;
-     }
-     return (sx2-sx*sx/sw + sy2-sy*sy/sw)/sw;
-  }
-
 }
 
 DEFINE_ART_MODULE(mu2e::CaloNNTrain)
diff --git a/CaloFilters/src/CaloNNEval_module.cc b/CaloFilters/src/CaloNNEval_module.cc
index 9300092e10..ee11205ae5 100644
--- a/CaloFilters/src/CaloNNEval_module.cc
+++ b/CaloFilters/src/CaloNNEval_module.cc
@@ -4,6 +4,7 @@
 #include "fhiclcpp/types/Atom.h"
 
 #include "Offline/CalorimeterGeom/inc/Calorimeter.hh"
+#include "Offline/CaloCluster/inc/ClusterUtils.hh"
 #include "Offline/GeometryService/inc/GeomHandle.hh"
 #include "Offline/GeometryService/inc/GeometryService.hh"
 #include "Offline/Mu2eUtilities/inc/MVATools.hh"
@@ -90,6 +91,8 @@ namespace mu2e {
   //----------------------------------------------------------------------------------------------------------
   void CaloNNEval::evalClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, MVAResultCollection& MVAresults)
   {
+     if (!caloClustersHandle.isValid()) return;
+
      const Calorimeter& cal = *(GeomHandle<Calorimeter>());
      const CaloClusterCollection& caloClusters(*caloClustersHandle);
 
@@ -107,21 +110,7 @@ namespace mu2e {
           continue;
         }
 
-        const auto& hits         = clusterIt->caloHitsPtrVector();
-        const auto& neighborsId  = cal.crystal(hits[0]->crystalID()).neighbors();
-        const auto& nneighborsId = cal.crystal(hits[0]->crystalID()).nextNeighbors();
-
-        float e1(hits[0]->energyDep());
-        float e2(hits[0]->energyDep());
-        if (hits.size()>1) e2 += hits[1]->energyDep();
-
-        float e9(hits[0]->energyDep()),e25(hits[0]->energyDep());
-        for (auto hit : hits){
-            if (std::find(neighborsId.begin(),  neighborsId.end(),  hit->crystalID()) != neighborsId.end())  {e9 += hit->energyDep();e25 += hit->energyDep();}
-            if (std::find(nneighborsId.begin(), nneighborsId.end(), hit->crystalID()) != nneighborsId.end()) {e25 += hit->energyDep();}
-        }
-
-        float secondMom = secondMoment(cal,hits);
+        ClusterUtils cluUtil(cal,*clusterIt);
 
         //This would be the version with energy and time included
         //std::vector<float> mvavars(9,0.0);
@@ -129,20 +118,20 @@ namespace mu2e {
         //mvavars[0] = clusterIt->cog3Vector().perp();
         //mvavars[1] = clusterIt->time();
         //mvavars[2] = clusterIt->size();
-        //mvavars[3] = e1/clusterIt->energyDep();
-        //mvavars[4] = e2/clusterIt->energyDep();
-        //mvavars[5] = e9/clusterIt->energyDep();
-        //mvavars[6] = e25/clusterIt->energyDep();
-        //mvavars[7] = secondMom;
+        //mvavars[3] = cluUtil.e1()/clusterIt->energyDep();
+        //mvavars[4] = cluUtil.e2()/clusterIt->energyDep();
+        //mvavars[5] = cluUtil.e9()/clusterIt->energyDep();
+        //mvavars[6] = cluUtil.e25()/clusterIt->energyDep();
+        //mvavars[7] = cluUtil.secondMoment();
 
         std::vector<float> mvavars(7,0.0);
         mvavars[0] = clusterIt->cog3Vector().perp();
         mvavars[1] = clusterIt->size();
-        mvavars[2] = e1/clusterIt->energyDep();
-        mvavars[3] = e2/clusterIt->energyDep();
-        mvavars[4] = e9/clusterIt->energyDep();
-        mvavars[5] = e25/clusterIt->energyDep();
-        mvavars[6] = secondMom;
+        mvavars[2] = cluUtil.e1()/clusterIt->energyDep();
+        mvavars[3] = cluUtil.e2()/clusterIt->energyDep();
+        mvavars[4] = cluUtil.e9()/clusterIt->energyDep();
+        mvavars[5] = cluUtil.e25()/clusterIt->energyDep();
+        mvavars[6] = cluUtil.secondMoment();
 
         float mvaout = caloBkgMVA_.evalMVA(mvavars);
         MVAresults.push_back(MVAResult(mvaout));
@@ -152,27 +141,6 @@ namespace mu2e {
      }
   }
 
-  //-----------------------------------------------------------------------------------------------------------------------
-  float CaloNNEval::secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const
-  {
-     double sx(0),sy(0),sx2(0),sy2(0),sw(0);
-     for (const auto& hit : hits){
-        auto crId(hit->crystalID());
-        auto energy(hit->energyDep());
-
-        auto xCrystal = cal.crystal(crId).position().x();
-        auto yCrystal = cal.crystal(crId).position().y();
-        auto weight   = energy; //maybe try log(energy);
-
-        sw  += weight;
-        sx  += xCrystal*weight;
-        sy  += yCrystal*weight;
-        sx2 += xCrystal*xCrystal*weight;
-        sy2 += yCrystal*yCrystal*weight;
-     }
-     return (sx2-sx*sx/sw + sy2-sy*sy/sw)/sw;
-  }
-
 }
 
 DEFINE_ART_MODULE(mu2e::CaloNNEval)

From ee787a47387c35ec111f605641ade5926fd42c68 Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Fri, 3 Apr 2026 18:46:25 -0500
Subject: [PATCH 09/10] Fixed bugs

---
 CaloDiag/src/CaloNNDiag_module.cc             |  6 +++---
 CaloDiag/src/CaloNNTrain_module.cc            | 16 +++++-----------
 CaloFilters/src/CaloNNEval_module.cc          | 16 ++++++++--------
 CaloFilters/src/FilterEcalNNTrigger_module.cc |  2 ++
 4 files changed, 18 insertions(+), 22 deletions(-)

diff --git a/CaloDiag/src/CaloNNDiag_module.cc b/CaloDiag/src/CaloNNDiag_module.cc
index 7119f988ab..56d14eb720 100644
--- a/CaloDiag/src/CaloNNDiag_module.cc
+++ b/CaloDiag/src/CaloNNDiag_module.cc
@@ -357,8 +357,8 @@ namespace mu2e {
        nCluster_ = 0;
        cluList_.clear();
        cluSimId_.clear();cluSimPdgId_.clear();cluSimCrCode_.clear();cluSimTime_.clear();cluSimEdep_.clear();
-       cluSimMom_.clear();cluSimMom2_.clear();cluSimStartX_.clear();cluSimPosY_.clear();cluSimPosZ_.clear();
-       cluSimStartY_.clear();cluSimStartZ_.clear();
+       cluSimMom_.clear();cluSimMom2_.clear();cluSimPosX_.clear();cluSimPosY_.clear();cluSimPosZ_.clear();
+       cluSimStartX_.clear();cluSimStartY_.clear();cluSimStartZ_.clear();
 
        for (unsigned  ic=0; ic<caloClusters.size();++ic)
        {
@@ -426,7 +426,7 @@ namespace mu2e {
               if (vdMapEntry != vdMap.end())
               {
                  simMom = vdMapEntry->second->momentum().mag();
-                 CLHEP::Hep3Vector simPos = cal.geomUtil().mu2eToDiskFF(cluster.diskID(), vdMapEntry->second->position());
+                 simPos = cal.geomUtil().mu2eToDiskFF(cluster.diskID(), vdMapEntry->second->position());
               }
 
               sId.push_back(sim->id().asInt());
diff --git a/CaloDiag/src/CaloNNTrain_module.cc b/CaloDiag/src/CaloNNTrain_module.cc
index b206d1c172..85d3449d0f 100644
--- a/CaloDiag/src/CaloNNTrain_module.cc
+++ b/CaloDiag/src/CaloNNTrain_module.cc
@@ -8,9 +8,6 @@
 #include "Offline/CaloCluster/inc/ClusterUtils.hh"
 #include "Offline/GeometryService/inc/GeomHandle.hh"
 #include "Offline/GeometryService/inc/GeometryService.hh"
-#include "Offline/GeometryService/inc/VirtualDetector.hh"
-#include "Offline/Mu2eUtilities/inc/MVATools.hh"
-#include "Offline/DataProducts/inc/VirtualDetectorId.hh"
 #include "Offline/RecoDataProducts/inc/CaloHit.hh"
 #include "Offline/RecoDataProducts/inc/CaloCluster.hh"
 #include "Offline/MCDataProducts/inc/CaloMCTruthAssns.hh"
@@ -93,8 +90,6 @@ namespace mu2e {
 
   void CaloNNTrain::analyze(const art::Event& event)
   {
-
-
      evt_ = event.id().event();
      art::Handle<CaloClusterCollection>  caloClustersHandle   = event.getHandle<CaloClusterCollection>(caloClusterToken_);
      art::Handle<CaloClusterMCTruthAssn> caloClustersMCHandle = event.getHandle<CaloClusterMCTruthAssn>(caloClusterMCToken_);
@@ -108,7 +103,7 @@ namespace mu2e {
 
      for (const auto& cluster : caloClusters)
      {
-        if (cluster.energyDep() < minEtoTest_) continue;
+       if (cluster.energyDep() < minEtoTest_) continue;
 
        //MC analyis
        float MCEdepTot(0);
@@ -121,14 +116,13 @@ namespace mu2e {
        if (itMC != caloClustersMC.end()){
          MCEdepTot= itMC->second->totalEnergyDep();
          for (auto& edep : itMC->second->energyDeposits()) {
-            if (edep.energyDep() < MCEdepCut_) continue;
-            cluMCEdep_.push_back(edep.energyDep());
-            cluMCEPdg_.push_back(edep.sim()->pdgId());
-            cluMCCr_.push_back(edep.sim()->creationCode());
+           if (edep.energyDep() < MCEdepCut_) continue;
+           cluMCEdep_.push_back(edep.energyDep());
+           cluMCEPdg_.push_back(edep.sim()->pdgId());
+           cluMCCr_.push_back(edep.sim()->creationCode());
          }
        }
 
-
        ClusterUtils cluUtil(cal, cluster);
 
        cluNcrys_  = cluster.size();
diff --git a/CaloFilters/src/CaloNNEval_module.cc b/CaloFilters/src/CaloNNEval_module.cc
index ee11205ae5..4756b53094 100644
--- a/CaloFilters/src/CaloNNEval_module.cc
+++ b/CaloFilters/src/CaloNNEval_module.cc
@@ -115,14 +115,14 @@ namespace mu2e {
         //This would be the version with energy and time included
         //std::vector<float> mvavars(9,0.0);
         //mvavars[0] = clusterIt->energyDep();
-        //mvavars[0] = clusterIt->cog3Vector().perp();
-        //mvavars[1] = clusterIt->time();
-        //mvavars[2] = clusterIt->size();
-        //mvavars[3] = cluUtil.e1()/clusterIt->energyDep();
-        //mvavars[4] = cluUtil.e2()/clusterIt->energyDep();
-        //mvavars[5] = cluUtil.e9()/clusterIt->energyDep();
-        //mvavars[6] = cluUtil.e25()/clusterIt->energyDep();
-        //mvavars[7] = cluUtil.secondMoment();
+        //mvavars[1] = clusterIt->cog3Vector().perp();
+        //mvavars[2] = clusterIt->time();
+        //mvavars[3] = clusterIt->size();
+        //mvavars[4] = cluUtil.e1()/clusterIt->energyDep();
+        //mvavars[5] = cluUtil.e2()/clusterIt->energyDep();
+        //mvavars[6] = cluUtil.e9()/clusterIt->energyDep();
+        //mvavars[7] = cluUtil.e25()/clusterIt->energyDep();
+        //mvavars[8] = cluUtil.secondMoment();
 
         std::vector<float> mvavars(7,0.0);
         mvavars[0] = clusterIt->cog3Vector().perp();
diff --git a/CaloFilters/src/FilterEcalNNTrigger_module.cc b/CaloFilters/src/FilterEcalNNTrigger_module.cc
index 92fd2d3b19..93686bd26c 100644
--- a/CaloFilters/src/FilterEcalNNTrigger_module.cc
+++ b/CaloFilters/src/FilterEcalNNTrigger_module.cc
@@ -84,6 +84,8 @@ namespace mu2e {
                                            const art::Handle<MVAResultCollection>& caloMVAHandle,
                                            TriggerInfo& trigInfo)
   {
+     if (!caloClustersHandle.isValid() || !caloMVAHandle.isValid()) return false;
+
      const auto& caloClusters(*caloClustersHandle);
      const auto& caloMVAs(*caloMVAHandle);
 

From 49d2d9d0bcceff7ebc0249f541c318dac7b1b59d Mon Sep 17 00:00:00 2001
From: echenard <echenard@caltech.edu>
Date: Thu, 9 Apr 2026 21:28:59 -0500
Subject: [PATCH 10/10] Further AI issues fixed

---
 CaloDiag/src/CaloNNDiag_module.cc             |  4 ++++
 CaloFilters/src/CaloNNEval_module.cc          | 15 +--------------
 CaloFilters/src/FilterEcalNNTrigger_module.cc |  4 ++++
 3 files changed, 9 insertions(+), 14 deletions(-)

diff --git a/CaloDiag/src/CaloNNDiag_module.cc b/CaloDiag/src/CaloNNDiag_module.cc
index 56d14eb720..e97c366d71 100644
--- a/CaloDiag/src/CaloNNDiag_module.cc
+++ b/CaloDiag/src/CaloNNDiag_module.cc
@@ -217,11 +217,13 @@ namespace mu2e {
       //Calorimeter crystal hits (average from readouts)
       art::Handle<CaloHitCollection> CaloHitsHandle;
       event.getByLabel(caloHitTag_, CaloHitsHandle);
+      if (!CaloHitsHandle.isValid()) return;
       const CaloHitCollection& CaloHits(*CaloHitsHandle);
 
       //Calorimeter clusters
       art::Handle<CaloClusterCollection> caloClustersHandle;
       event.getByLabel(caloClusterTag_, caloClustersHandle);
+      if (!caloClustersHandle.isValid()) return;
       const CaloClusterCollection& caloClusters(*caloClustersHandle);
 
       //Virtual detector hits
@@ -231,11 +233,13 @@ namespace mu2e {
       //Calo digi truth assignment
       art::Handle<CaloHitMCTruthAssn> caloDigiTruthHandle;
       event.getByLabel(caloHitTruthTag_, caloDigiTruthHandle);
+      if (!caloDigiTruthHandle.isValid()) return;
       const CaloHitMCTruthAssn& caloDigiTruth(*caloDigiTruthHandle);
 
       //Calo cluster truth assignment
       art::Handle<CaloClusterMCTruthAssn> caloClusterTruthHandle;
       event.getByLabel(caloClusterTruthTag_, caloClusterTruthHandle);
+      if (!caloClusterTruthHandle.isValid()) return;
       const CaloClusterMCTruthAssn& caloClusterTruth(*caloClusterTruthHandle);
 
 
diff --git a/CaloFilters/src/CaloNNEval_module.cc b/CaloFilters/src/CaloNNEval_module.cc
index 4756b53094..e3930e52c1 100644
--- a/CaloFilters/src/CaloNNEval_module.cc
+++ b/CaloFilters/src/CaloNNEval_module.cc
@@ -41,7 +41,7 @@ namespace mu2e {
           EDProducer{config},
           caloClusterToken_{consumes<CaloClusterCollection>(config().caloClusterCollection())},
           caloBkgMVA_      (config().caloBkgMVA()),
-          minEtoTest_      (config().minEtoTest()),
+          minEtoTest_      (std::max(config().minEtoTest(),0.001f)),
           minRtoTest_      (config().minRtoTest()),
           minTtoTest_      (config().minTtoTest()),
           maxEtoTest_      (config().maxEtoTest()),
@@ -68,7 +68,6 @@ namespace mu2e {
        int      diagLevel_;
 
        void     evalClusters(const art::Handle<CaloClusterCollection>& caloClustersHandle, MVAResultCollection& MVAresults);
-       float    secondMoment(const Calorimeter& cal, const CaloHitPtrVector& hits) const;
   };
 
 
@@ -112,18 +111,6 @@ namespace mu2e {
 
         ClusterUtils cluUtil(cal,*clusterIt);
 
-        //This would be the version with energy and time included
-        //std::vector<float> mvavars(9,0.0);
-        //mvavars[0] = clusterIt->energyDep();
-        //mvavars[1] = clusterIt->cog3Vector().perp();
-        //mvavars[2] = clusterIt->time();
-        //mvavars[3] = clusterIt->size();
-        //mvavars[4] = cluUtil.e1()/clusterIt->energyDep();
-        //mvavars[5] = cluUtil.e2()/clusterIt->energyDep();
-        //mvavars[6] = cluUtil.e9()/clusterIt->energyDep();
-        //mvavars[7] = cluUtil.e25()/clusterIt->energyDep();
-        //mvavars[8] = cluUtil.secondMoment();
-
         std::vector<float> mvavars(7,0.0);
         mvavars[0] = clusterIt->cog3Vector().perp();
         mvavars[1] = clusterIt->size();
diff --git a/CaloFilters/src/FilterEcalNNTrigger_module.cc b/CaloFilters/src/FilterEcalNNTrigger_module.cc
index 93686bd26c..ff11c603c4 100644
--- a/CaloFilters/src/FilterEcalNNTrigger_module.cc
+++ b/CaloFilters/src/FilterEcalNNTrigger_module.cc
@@ -89,6 +89,10 @@ namespace mu2e {
      const auto& caloClusters(*caloClustersHandle);
      const auto& caloMVAs(*caloMVAHandle);
 
+     if (caloClusters.size() != caloMVAs.size()){
+       throw cet::exception("FILTER")<< "FilterEcalNNTrigger: Clusters and MVA collection sizes incpmpatible\n";
+     }
+
      bool select(false);
      for (size_t index=0;index<caloClusters.size();++index){
         const auto& cluster = caloClusters[index];
