diff --git a/DataFormats/L1TCorrelator/interface/TkElectron.h b/DataFormats/L1TCorrelator/interface/TkElectron.h
index 9f1ac1eaeeff0..c5b70d79598fb 100644
--- a/DataFormats/L1TCorrelator/interface/TkElectron.h
+++ b/DataFormats/L1TCorrelator/interface/TkElectron.h
@@ -39,16 +39,18 @@ namespace l1t {
 
     float trkzVtx() const { return trkzVtx_; }
     double trackCurvature() const { return trackCurvature_; }
-
+    float idScore() const { return idScore_; }
     // ---------- member functions ---------------------------
 
     void setTrkzVtx(float TrkzVtx) { trkzVtx_ = TrkzVtx; }
     void setTrackCurvature(double trackCurvature) { trackCurvature_ = trackCurvature; }
+    void setIdScore(float score) { idScore_ = score; }
 
   private:
     edm::Ptr<L1TTTrackType> trkPtr_;
     float trkzVtx_;
     double trackCurvature_;
+    float idScore_;
   };
 }  // namespace l1t
 #endif
diff --git a/DataFormats/L1TCorrelator/src/classes_def.xml b/DataFormats/L1TCorrelator/src/classes_def.xml
index 0685c6bc1356e..723849343a5a9 100644
--- a/DataFormats/L1TCorrelator/src/classes_def.xml
+++ b/DataFormats/L1TCorrelator/src/classes_def.xml
@@ -44,7 +44,9 @@
   <class name="edm::Wrapper<std::vector<l1t::L1CaloTkTau> >"/>
   <class name="edm::Ref<std::vector<l1t::L1CaloTkTau>,l1t::L1CaloTkTau,edm::refhelper::FindUsingAdvance<std::vector<l1t::L1CaloTkTau>,l1t::L1CaloTkTau> >"/>
 
-  <class name="l1t::TkElectron" ClassVersion="5">
+  <class name="l1t::TkElectron" ClassVersion="7">
+   <version ClassVersion="7" checksum="3899336964"/>
+   <version ClassVersion="6" checksum="1759715068"/>
    <version ClassVersion="5" checksum="965807884"/>
    <version ClassVersion="4" checksum="3922083203"/>
    <version ClassVersion="3" checksum="3970647299"/>
diff --git a/DataFormats/L1TParticleFlow/interface/PFCandidate.h b/DataFormats/L1TParticleFlow/interface/PFCandidate.h
index c6d52246a6fa5..567eb6f80b7fb 100644
--- a/DataFormats/L1TParticleFlow/interface/PFCandidate.h
+++ b/DataFormats/L1TParticleFlow/interface/PFCandidate.h
@@ -48,9 +48,13 @@ namespace l1t {
 
     void setZ0(float z0) { setVertex(reco::Particle::Point(0, 0, z0)); }
     void setDxy(float dxy) { dxy_ = dxy; }
+    void setCaloEta(float caloeta) { caloEta_ = caloeta; }
+    void setCaloPhi(float calophi) { caloPhi_ = calophi; }
 
     float z0() const { return vz(); }
     float dxy() const { return dxy_; }
+    float caloEta() const { return caloEta_; }
+    float caloPhi() const { return caloPhi_; }
 
     int16_t hwZ0() const { return hwZ0_; }
     int16_t hwDxy() const { return hwDxy_; }
@@ -70,7 +74,7 @@ namespace l1t {
     PFClusterRef clusterRef_;
     PFTrackRef trackRef_;
     MuonRef muonRef_;
-    float dxy_, puppiWeight_;
+    float dxy_, puppiWeight_, caloEta_, caloPhi_;
 
     int16_t hwZ0_, hwDxy_;
     uint16_t hwTkQuality_, hwPuppiWeight_, hwEmID_;
diff --git a/DataFormats/L1TParticleFlow/interface/PFCluster.h b/DataFormats/L1TParticleFlow/interface/PFCluster.h
index 1851746b51d19..2272ccbe353db 100644
--- a/DataFormats/L1TParticleFlow/interface/PFCluster.h
+++ b/DataFormats/L1TParticleFlow/interface/PFCluster.h
@@ -22,10 +22,14 @@ namespace l1t {
               float ptError = 0,
               int hwpt = 0,
               int hweta = 0,
-              int hwphi = 0)
+              int hwphi = 0,
+              float absZBarycenter = 0.,
+              float sigmaRR = 0.)
         : L1Candidate(PolarLorentzVector(pt, eta, phi, 0), hwpt, hweta, hwphi, /*hwQuality=*/isEM ? 1 : 0),
           hOverE_(hOverE),
-          ptError_(ptError) {
+          ptError_(ptError),
+          absZBarycenter_(absZBarycenter),
+          sigmaRR_(sigmaRR) {
       setPdgId(isEM ? 22 : 130);  // photon : non-photon(K0)
     }
     PFCluster(
@@ -37,6 +41,12 @@ namespace l1t {
     float hOverE() const { return hOverE_; }
     void setHOverE(float hOverE) { hOverE_ = hOverE; }
 
+    void setSigmaRR(float sigmaRR) { sigmaRR_ = sigmaRR; }
+    float absZBarycenter() const { return absZBarycenter_; }
+
+    void setAbsZBarycenter(float absZBarycenter) { absZBarycenter_ = absZBarycenter; }
+    float sigmaRR() const { return sigmaRR_; }
+
     float emEt() const {
       if (hOverE_ == -1)
         return 0;
@@ -68,6 +78,9 @@ namespace l1t {
 
   private:
     float hOverE_, ptError_, egVsPionMVAOut_, egVsPUMVAOut_;
+    // HGC dedicated quantities (0ed by default)
+    float absZBarycenter_, sigmaRR_;
+
     ConstituentsAndFractions constituents_;
   };
 
diff --git a/DataFormats/L1TParticleFlow/interface/bit_encoding.h b/DataFormats/L1TParticleFlow/interface/bit_encoding.h
index 9aa7446e75962..695594179d573 100644
--- a/DataFormats/L1TParticleFlow/interface/bit_encoding.h
+++ b/DataFormats/L1TParticleFlow/interface/bit_encoding.h
@@ -58,4 +58,34 @@ inline void l1pf_pattern_unpack(const ap_uint<NB> data[], T objs[N]) {
   }
 }
 
+template <unsigned int N, unsigned int OFFS = 0, typename T, int NB>
+inline void l1pf_pattern_pack_slim(const T objs[N], ap_uint<NB> data[]) {
+#ifdef __SYNTHESIS__
+#pragma HLS inline
+#pragma HLS inline region recursive
+#endif
+  assert(T::BITWIDTH_SLIM <= NB);
+  for (unsigned int i = 0; i < N; ++i) {
+#ifdef __SYNTHESIS__
+#pragma HLS unroll
+#endif
+    data[i + OFFS] = objs[i].pack_slim();
+  }
+}
+
+template <unsigned int N, unsigned int OFFS = 0, typename T, int NB>
+inline void l1pf_pattern_unpack_slim(const ap_uint<NB> data[], T objs[N]) {
+#ifdef __SYNTHESIS__
+#pragma HLS inline
+#pragma HLS inline region recursive
+#endif
+  assert(T::BITWIDTH_SLIM <= NB);
+  for (unsigned int i = 0; i < N; ++i) {
+#ifdef __SYNTHESIS__
+#pragma HLS unroll
+#endif
+    objs[i] = T::unpack(data[i + OFFS]);
+  }
+}
+
 #endif
diff --git a/DataFormats/L1TParticleFlow/interface/datatypes.h b/DataFormats/L1TParticleFlow/interface/datatypes.h
index f56e7b36c2495..be802bc540b6e 100644
--- a/DataFormats/L1TParticleFlow/interface/datatypes.h
+++ b/DataFormats/L1TParticleFlow/interface/datatypes.h
@@ -39,6 +39,12 @@ namespace l1ct {
   typedef ap_uint<10> em2calo_dr_t;
   typedef ap_uint<13> tk2calo_dq_t;
   typedef ap_uint<4> egquality_t;
+  typedef ap_uint<3> stub_t;
+  typedef ap_ufixed<10, 1, AP_TRN, AP_SAT> srrtot_t;
+  typedef ap_uint<8> meanz_t;  // mean - MEANZ_OFFSET(= 320 cm)
+  typedef ap_ufixed<10, 5, AP_TRN, AP_SAT> hoe_t;
+  typedef ap_uint<4> redChi2Bin_t;
+
   // FIXME: adjust range 10-11bits -> 1/4 - 1/2TeV is probably more than enough for all reasonable use cases
   typedef ap_ufixed<11, 9, AP_TRN, AP_SAT> iso_t;
 
@@ -149,6 +155,11 @@ namespace l1ct {
     constexpr float Z0_LSB = 0.05;
     constexpr float DXY_LSB = 0.05;
     constexpr float PUPPIW_LSB = 1.0 / 256;
+    constexpr float MEANZ_OFFSET = 320.;
+    constexpr float SRRTOT_LSB = 0.0019531250;  // pow(2, -9)
+    constexpr unsigned int SRRTOT_SCALE = 64;   // pow(2, 6)
+    constexpr float HOE_LSB = 0.031250000;      // pow(2, -5)
+
     inline float floatPt(pt_t pt) { return pt.to_float(); }
     inline float floatPt(dpt_t pt) { return pt.to_float(); }
     inline float floatPt(pt2_t pt2) { return pt2.to_float(); }
@@ -164,6 +175,9 @@ namespace l1ct {
     inline float floatDxy(dxy_t dxy) { return dxy.to_float() * DXY_LSB; }
     inline float floatPuppiW(puppiWgt_t puppiw) { return puppiw.to_float() * PUPPIW_LSB; }
     inline float floatIso(iso_t iso) { return iso.to_float(); }
+    inline float floatSrrTot(srrtot_t srrtot) { return srrtot.to_float() / SRRTOT_SCALE; };
+    inline float floatMeanZ(meanz_t meanz) { return meanz + MEANZ_OFFSET; };
+    inline float floatHoe(hoe_t hoe) { return hoe.to_float(); };
 
     inline pt_t makePt(int pt) { return ap_ufixed<16, 14>(pt) >> 2; }
     inline dpt_t makeDPt(int dpt) { return ap_fixed<18, 16>(dpt) >> 2; }
@@ -194,6 +208,9 @@ namespace l1ct {
     inline iso_t makeIso(float iso) { return iso_t(0.25 * round(iso * 4)); }
 
     inline int makeDR2FromFloatDR(float dr) { return ceil(dr * dr / ETAPHI_LSB / ETAPHI_LSB); }
+    inline srrtot_t makeSrrTot(float var) { return srrtot_t(SRRTOT_LSB * round(var * SRRTOT_SCALE / SRRTOT_LSB)); };
+    inline meanz_t makeMeanZ(float var) { return round(var - MEANZ_OFFSET); };
+    inline hoe_t makeHoe(float var) { return hoe_t(HOE_LSB * round(var / HOE_LSB)); };
 
     inline float maxAbsEta() { return ((1 << (eta_t::width - 1)) - 1) * ETAPHI_LSB; }
     inline float maxAbsPhi() { return ((1 << (phi_t::width - 1)) - 1) * ETAPHI_LSB; }
diff --git a/DataFormats/L1TParticleFlow/interface/layer1_emulator.h b/DataFormats/L1TParticleFlow/interface/layer1_emulator.h
index a257ed2efbda6..fcb415d426017 100644
--- a/DataFormats/L1TParticleFlow/interface/layer1_emulator.h
+++ b/DataFormats/L1TParticleFlow/interface/layer1_emulator.h
@@ -39,7 +39,7 @@ namespace l1ct {
   };
 
   struct TkObjEmu : public TkObj {
-    uint16_t hwChi2, hwStubs;
+    uint16_t hwChi2;
     float simPt, simCaloEta, simCaloPhi, simVtxEta, simVtxPhi, simZ0, simD0;
     const l1t::PFTrack *src;
     bool read(std::fstream &from);
@@ -48,7 +48,6 @@ namespace l1ct {
       TkObj::clear();
       src = nullptr;
       hwChi2 = 0;
-      hwStubs = 0;
       simPt = 0;
       simCaloEta = 0;
       simCaloPhi = 0;
@@ -196,6 +195,7 @@ namespace l1ct {
     const l1t::PFTrack *srcTrack;
     // we use an index to the standalone object needed to retrieve a Ref when putting
     int sta_idx;
+    float idScore;
     bool read(std::fstream &from);
     bool write(std::fstream &to) const;
     void clear() {
@@ -203,6 +203,7 @@ namespace l1ct {
       srcCluster = nullptr;
       srcTrack = nullptr;
       sta_idx = -1;
+      idScore = -999;
       clearIsoVars();
     }
 
@@ -334,7 +335,7 @@ namespace l1ct {
   };
 
   struct Event {
-    enum { VERSION = 11 };
+    enum { VERSION = 12 };
     uint32_t run, lumi;
     uint64_t event;
     RawInputs raw;
diff --git a/DataFormats/L1TParticleFlow/interface/layer1_objs.h b/DataFormats/L1TParticleFlow/interface/layer1_objs.h
index 83765fc4b2b10..48af69b993de1 100644
--- a/DataFormats/L1TParticleFlow/interface/layer1_objs.h
+++ b/DataFormats/L1TParticleFlow/interface/layer1_objs.h
@@ -12,10 +12,13 @@ namespace l1ct {
     phi_t hwPhi;  // relative to the region center, at calo
     pt_t hwEmPt;
     emid_t hwEmID;
+    srrtot_t hwSrrTot;
+    meanz_t hwMeanZ;
+    hoe_t hwHoe;
 
     inline bool operator==(const HadCaloObj &other) const {
       return hwPt == other.hwPt && hwEta == other.hwEta && hwPhi == other.hwPhi && hwEmPt == other.hwEmPt &&
-             hwEmID == other.hwEmID;
+             hwEmID == other.hwEmID && hwSrrTot == other.hwSrrTot && hwMeanZ == other.hwMeanZ && hwHoe == other.hwHoe;
     }
 
     inline bool operator>(const HadCaloObj &other) const { return hwPt > other.hwPt; }
@@ -27,6 +30,9 @@ namespace l1ct {
       hwPhi = 0;
       hwEmPt = 0;
       hwEmID = 0;
+      hwSrrTot = 0;
+      hwMeanZ = 0;
+      hwHoe = 0;
     }
 
     int intPt() const { return Scales::intPt(hwPt); }
@@ -37,10 +43,16 @@ namespace l1ct {
     float floatEmPt() const { return Scales::floatPt(hwEmPt); }
     float floatEta() const { return Scales::floatEta(hwEta); }
     float floatPhi() const { return Scales::floatPhi(hwPhi); }
+    float floatSrrTot() const { return Scales::floatSrrTot(hwSrrTot); };
+    float floatMeanZ() const { return Scales::floatMeanZ(hwMeanZ); };
+    float floatHoe() const { return Scales::floatHoe(hwHoe); };
 
     bool hwIsEM() const { return hwEmID != 0; }
 
-    static const int BITWIDTH = pt_t::width + eta_t::width + phi_t::width + pt_t::width + emid_t::width;
+    static const int BITWIDTH_SLIM = pt_t::width + eta_t::width + phi_t::width + pt_t::width + emid_t::width;
+
+    static const int BITWIDTH = BITWIDTH_SLIM + srrtot_t::width + meanz_t::width + hoe_t::width;
+
     inline ap_uint<BITWIDTH> pack() const {
       ap_uint<BITWIDTH> ret;
       unsigned int start = 0;
@@ -49,8 +61,12 @@ namespace l1ct {
       pack_into_bits(ret, start, hwPhi);
       pack_into_bits(ret, start, hwEmPt);
       pack_into_bits(ret, start, hwEmID);
+      pack_into_bits(ret, start, hwSrrTot);
+      pack_into_bits(ret, start, hwMeanZ);
+      pack_into_bits(ret, start, hwHoe);
       return ret;
     }
+
     inline static HadCaloObj unpack(const ap_uint<BITWIDTH> &src) {
       HadCaloObj ret;
       unsigned int start = 0;
@@ -59,8 +75,13 @@ namespace l1ct {
       unpack_from_bits(src, start, ret.hwPhi);
       unpack_from_bits(src, start, ret.hwEmPt);
       unpack_from_bits(src, start, ret.hwEmID);
+      unpack_from_bits(src, start, ret.hwSrrTot);
+      unpack_from_bits(src, start, ret.hwMeanZ);
+      unpack_from_bits(src, start, ret.hwHoe);
       return ret;
     }
+
+    inline ap_uint<BITWIDTH_SLIM> pack_slim() const { return pack()(BITWIDTH_SLIM - 1, 0); }
   };
 
   inline void clear(HadCaloObj &c) { c.clear(); }
@@ -70,10 +91,13 @@ namespace l1ct {
     eta_t hwEta;  // relative to the region center, at calo
     phi_t hwPhi;  // relative to the region center, at calo
     emid_t hwEmID;
+    srrtot_t hwSrrTot;
+    meanz_t hwMeanZ;
+    hoe_t hwHoe;
 
     inline bool operator==(const EmCaloObj &other) const {
       return hwPt == other.hwPt && hwEta == other.hwEta && hwPhi == other.hwPhi && hwPtErr == other.hwPtErr &&
-             hwEmID == other.hwEmID;
+             hwEmID == other.hwEmID && hwSrrTot == other.hwSrrTot && hwMeanZ == other.hwMeanZ && hwHoe == other.hwHoe;
     }
 
     inline bool operator>(const EmCaloObj &other) const { return hwPt > other.hwPt; }
@@ -85,6 +109,9 @@ namespace l1ct {
       hwEta = 0;
       hwPhi = 0;
       hwEmID = 0;
+      hwSrrTot = 0;
+      hwMeanZ = 0;
+      hwHoe = 0;
     }
 
     int intPt() const { return Scales::intPt(hwPt); }
@@ -95,8 +122,14 @@ namespace l1ct {
     float floatPtErr() const { return Scales::floatPt(hwPtErr); }
     float floatEta() const { return Scales::floatEta(hwEta); }
     float floatPhi() const { return Scales::floatPhi(hwPhi); }
+    float floatSrrTot() const { return Scales::floatSrrTot(hwSrrTot); };
+    float floatMeanZ() const { return Scales::floatMeanZ(hwMeanZ); };
+    float floatHoe() const { return Scales::floatHoe(hwHoe); };
+
+    static const int BITWIDTH_SLIM = pt_t::width + eta_t::width + phi_t::width + pt_t::width + emid_t::width;
+
+    static const int BITWIDTH = BITWIDTH_SLIM + srrtot_t::width + meanz_t::width + hoe_t::width;
 
-    static const int BITWIDTH = pt_t::width + eta_t::width + phi_t::width + pt_t::width + emid_t::width;
     inline ap_uint<BITWIDTH> pack() const {
       ap_uint<BITWIDTH> ret;
       unsigned int start = 0;
@@ -105,6 +138,9 @@ namespace l1ct {
       pack_into_bits(ret, start, hwPhi);
       pack_into_bits(ret, start, hwPtErr);
       pack_into_bits(ret, start, hwEmID);
+      pack_into_bits(ret, start, hwSrrTot);
+      pack_into_bits(ret, start, hwMeanZ);
+      pack_into_bits(ret, start, hwHoe);
       return ret;
     }
     inline static EmCaloObj unpack(const ap_uint<BITWIDTH> &src) {
@@ -115,8 +151,14 @@ namespace l1ct {
       unpack_from_bits(src, start, ret.hwPhi);
       unpack_from_bits(src, start, ret.hwPtErr);
       unpack_from_bits(src, start, ret.hwEmID);
+      unpack_from_bits(src, start, ret.hwSrrTot);
+      unpack_from_bits(src, start, ret.hwMeanZ);
+      unpack_from_bits(src, start, ret.hwHoe);
+
       return ret;
     }
+
+    inline ap_uint<BITWIDTH_SLIM> pack_slim() const { return pack()(BITWIDTH_SLIM - 1, 0); }
   };
   inline void clear(EmCaloObj &c) { c.clear(); }
 
@@ -130,6 +172,11 @@ namespace l1ct {
     z0_t hwZ0;
     dxy_t hwDxy;
     tkquality_t hwQuality;
+    stub_t hwStubs;
+    redChi2Bin_t hwRedChi2RZ;    // 4 bits
+    redChi2Bin_t hwRedChi2RPhi;  // 4 bits
+    //FIXME: 3 bits would be enough
+    redChi2Bin_t hwRedChi2Bend;  // 4 bits
 
     enum TkQuality { PFLOOSE = 1, PFTIGHT = 2 };
     bool isPFLoose() const { return hwQuality[0]; }
@@ -140,7 +187,8 @@ namespace l1ct {
     inline bool operator==(const TkObj &other) const {
       return hwPt == other.hwPt && hwEta == other.hwEta && hwPhi == other.hwPhi && hwDEta == other.hwDEta &&
              hwDPhi == other.hwDPhi && hwZ0 == other.hwZ0 && hwDxy == other.hwDxy && hwCharge == other.hwCharge &&
-             hwQuality == other.hwQuality;
+             hwQuality == other.hwQuality && hwStubs == other.hwStubs && hwRedChi2RZ == other.hwRedChi2RZ &&
+             hwRedChi2RPhi == other.hwRedChi2RPhi && hwRedChi2Bend == other.hwRedChi2Bend;
     }
 
     inline bool operator>(const TkObj &other) const { return hwPt > other.hwPt; }
@@ -156,6 +204,10 @@ namespace l1ct {
       hwDxy = 0;
       hwCharge = false;
       hwQuality = 0;
+      hwStubs = 0;
+      hwRedChi2RZ = 0;
+      hwRedChi2RPhi = 0;
+      hwRedChi2Bend = 0;
     }
 
     int intPt() const { return Scales::intPt(hwPt); }
@@ -174,8 +226,12 @@ namespace l1ct {
     float floatZ0() const { return Scales::floatZ0(hwZ0); }
     float floatDxy() const { return Scales::floatDxy(hwDxy); }
 
-    static const int BITWIDTH = pt_t::width + eta_t::width + phi_t::width + tkdeta_t::width + tkdphi_t::width + 1 +
-                                z0_t::width + dxy_t::width + tkquality_t::width;
+    static const int BITWIDTH_SLIM = pt_t::width + eta_t::width + phi_t::width + tkdeta_t::width + tkdphi_t::width + 1 +
+                                     z0_t::width + dxy_t::width + tkquality_t::width;
+
+    static const int BITWIDTH =
+        BITWIDTH_SLIM + stub_t::width + redChi2Bin_t::width + redChi2Bin_t::width + redChi2Bin_t::width;
+
     inline ap_uint<BITWIDTH> pack() const {
       ap_uint<BITWIDTH> ret;
       unsigned int start = 0;
@@ -188,6 +244,10 @@ namespace l1ct {
       pack_into_bits(ret, start, hwZ0);
       pack_into_bits(ret, start, hwDxy);
       pack_into_bits(ret, start, hwQuality);
+      pack_into_bits(ret, start, hwStubs);
+      pack_into_bits(ret, start, hwRedChi2RZ);
+      pack_into_bits(ret, start, hwRedChi2RPhi);
+      pack_into_bits(ret, start, hwRedChi2Bend);
       return ret;
     }
     inline static TkObj unpack(const ap_uint<BITWIDTH> &src) {
@@ -202,8 +262,13 @@ namespace l1ct {
       unpack_from_bits(src, start, ret.hwZ0);
       unpack_from_bits(src, start, ret.hwDxy);
       unpack_from_bits(src, start, ret.hwQuality);
+      unpack_from_bits(src, start, ret.hwStubs);
+      unpack_from_bits(src, start, ret.hwRedChi2RZ);
+      unpack_from_bits(src, start, ret.hwRedChi2RPhi);
+      unpack_from_bits(src, start, ret.hwRedChi2Bend);
       return ret;
     }
+    inline ap_uint<BITWIDTH_SLIM> pack_slim() const { return pack()(BITWIDTH_SLIM - 1, 0); }
   };
   inline void clear(TkObj &c) { c.clear(); }
 
diff --git a/DataFormats/L1TParticleFlow/src/PFCandidate.cc b/DataFormats/L1TParticleFlow/src/PFCandidate.cc
index 964e55687ec86..36907c32df2ad 100644
--- a/DataFormats/L1TParticleFlow/src/PFCandidate.cc
+++ b/DataFormats/L1TParticleFlow/src/PFCandidate.cc
@@ -5,6 +5,8 @@ l1t::PFCandidate::PFCandidate(
     : L1Candidate(p, hwpt, hweta, hwphi, /*hwQuality=*/int(kind)),
       dxy_(0),
       puppiWeight_(puppiWeight),
+      caloEta_(0),
+      caloPhi_(0),
       hwZ0_(0),
       hwDxy_(0),
       hwTkQuality_(0),
diff --git a/DataFormats/L1TParticleFlow/src/classes_def.xml b/DataFormats/L1TParticleFlow/src/classes_def.xml
index 5f90ab44bb63d..c0ec668e42d2e 100644
--- a/DataFormats/L1TParticleFlow/src/classes_def.xml
+++ b/DataFormats/L1TParticleFlow/src/classes_def.xml
@@ -1,6 +1,7 @@
 <lcgdict>
                       
-  <class name="l1t::PFCluster" ClassVersion="3">
+  <class name="l1t::PFCluster" ClassVersion="4">
+   <version ClassVersion="4" checksum="3917005656"/>
         <version ClassVersion="3" checksum="1668592434"/>
   </class> 
   <class name="l1t::PFClusterCollection"/>
@@ -19,7 +20,8 @@
   <class name="edm::RefVector<l1t::PFTrackCollection>" /> 
   <class name="std::vector<edm::Ref<l1t::PFTrackCollection> >" />
 
-  <class name="l1t::PFCandidate"  ClassVersion="6">
+  <class name="l1t::PFCandidate"  ClassVersion="7">
+        <version ClassVersion="7" checksum="2118795037"/>
         <version ClassVersion="6" checksum="2195440462"/>
         <version ClassVersion="5" checksum="3777180193"/>
         <version ClassVersion="4" checksum="3798885201"/>
@@ -67,4 +69,3 @@
   <class name="std::vector<edm::Ref<l1t::HPSPFTauCollection> >" />
 
 </lcgdict>
-
diff --git a/DataFormats/L1TParticleFlow/src/layer1_emulator.cpp b/DataFormats/L1TParticleFlow/src/layer1_emulator.cpp
index f0b56b1c25022..3f1284413bbf7 100644
--- a/DataFormats/L1TParticleFlow/src/layer1_emulator.cpp
+++ b/DataFormats/L1TParticleFlow/src/layer1_emulator.cpp
@@ -34,14 +34,14 @@ bool l1ct::EmCaloObjEmu::write(std::fstream& to) const { return writeObj<EmCaloO
 
 bool l1ct::TkObjEmu::read(std::fstream& from) {
   src = nullptr;  // not persistent
-  return readObj<TkObj>(from, *this) && readVar(from, hwChi2) && readVar(from, hwStubs) && readVar(from, simPt) &&
-         readVar(from, simCaloEta) && readVar(from, simCaloPhi) && readVar(from, simVtxEta) &&
-         readVar(from, simVtxPhi) && readVar(from, simZ0) && readVar(from, simD0);
+  return readObj<TkObj>(from, *this) && readVar(from, hwChi2) && readVar(from, simPt) && readVar(from, simCaloEta) &&
+         readVar(from, simCaloPhi) && readVar(from, simVtxEta) && readVar(from, simVtxPhi) && readVar(from, simZ0) &&
+         readVar(from, simD0);
 }
 bool l1ct::TkObjEmu::write(std::fstream& to) const {
-  return writeObj<TkObj>(*this, to) && writeVar(hwChi2, to) && writeVar(hwStubs, to) && writeVar(simPt, to) &&
-         writeVar(simCaloEta, to) && writeVar(simCaloPhi, to) && writeVar(simVtxEta, to) && writeVar(simVtxPhi, to) &&
-         writeVar(simZ0, to) && writeVar(simD0, to);
+  return writeObj<TkObj>(*this, to) && writeVar(hwChi2, to) && writeVar(simPt, to) && writeVar(simCaloEta, to) &&
+         writeVar(simCaloPhi, to) && writeVar(simVtxEta, to) && writeVar(simVtxPhi, to) && writeVar(simZ0, to) &&
+         writeVar(simD0, to);
 }
 
 bool l1ct::MuObjEmu::read(std::fstream& from) {
diff --git a/L1Trigger/Phase2L1ParticleFlow/data/compositeID.json b/L1Trigger/Phase2L1ParticleFlow/data/compositeID.json
new file mode 100644
index 0000000000000..53b57c4329f2d
--- /dev/null
+++ b/L1Trigger/Phase2L1ParticleFlow/data/compositeID.json
@@ -0,0 +1 @@
+{"max_depth": 4, "n_trees": 10, "n_classes": 2, "n_features": 11, "trees": [[{"feature": [1, 2, 0, 3, 0, 8, 2, 3, 5, 5, 1, 5, 2, 1, 1, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [0.140625, 0.264648438, 11.4795256, 3.5, 16.6602802, 8.5, 0.245117188, -2.5, 0.0630929098, 0.585964918, 0.109375, 0.594282091, 0.252929688, 0.171875, 0.171875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.415820152, 0.556879818, 0.25938049, -0.557010412, -0.523303628, 0.309383601, 0.345235407, -0.177057937, -0.577262163, -0.463166773, -0.295891047, -0.521123528, 0.248503745, -0.140788257, -0.208826631, -0.495121777], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [1, 1, 0, 4, 0, 8, 2, 8, 3, 8, 6, 0, 3, 5, 5, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [0.140625, 0.109375, 12.9026089, -13.5, 15.8960209, 7.5, 0.256835938, 2.5, -2.5, 3.5, 19.5, 8.71144676, 2.5, 0.981220245, 1.01574898, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.358234763, 0.404870719, -0.173584998, 0.459649861, -0.37743035, -0.0318962, 0.344911397, -0.540425003, -0.450546473, -0.387152672, -0.232723728, -0.485472769, 0.149142668, -0.281907678, -0.319123685, -0.469176918], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [1, 2, 0, 0, 0, 8, 6, 1, 1, 0, 8, 5, 3, 2, 1, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [0.140625, 0.256835938, 9.48655319, 6.65358782, 30.484045, 9.5, 16.5, 0.109375, 0.109375, 11.8594818, 9.5, 0.701351345, -2.5, 0.260742188, 0.171875, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.17315872, -0.212719589, 0.398817331, 0.243386999, -0.380143821, -0.169372901, 0.430269539, -0.376156092, -0.378161937, 0.694794357, -0.450359076, -0.180556566, 0.0424509495, -0.275738239, -0.161556199, -0.390238196], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [1, 1, 0, 4, 0, 8, 2, 8, 2, 2, 5, 5, 3, 1, 6, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [0.140625, 0.109375, 7.69071722, -13.5, 14.5519686, 8.5, 0.254882812, 2.5, 0.256835938, 0.219726562, 0.951564014, 0.0752535984, -1.5, 0.171875, 16.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.301308185, 0.304734617, 0.359152883, 0.0685707554, 0.139380425, -0.196517661, 0.26767078, -0.092287831, 0.0782259256, -0.350551367, -0.37530303, -0.175267071, 0.193004847, -0.116770878, -0.22124359, -0.341241091], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [1, 3, 1, 3, 5, 3, 3, 5, 4, 10, 5, 3, 5, 3, 3, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [0.109375, 4.5, 0.171875, -2.5, 0.0630929098, 2.5, 2.5, 0.0503542498, -26.5, 1.5, 0.0889862627, -1.5, 0.0574394017, -2.5, 3.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.528415024, -0.341509908, -0.224257782, 0.332276493, 0.414823771, -0.166062027, -0.161982179, -0.427514702, -0.287400812, 0.144089252, 0.727860332, -0.371313125, -0.353289098, -0.11641188, -0.313981056, -0.364676535], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [1, 4, 2, 8, 10, 3, 2, 0, 4, 2, -2, 3, 3, 0, 0, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [0.109375, -13.5, 0.262695312, 2.5, 6.5, 1.5, 0.290039062, 6.54269695, -39.5, 0.252929688, 0, -2.5, 3.5, 9.02065659, 47.6570053, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -2.0, -2.0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 29, 21, 23, 25, 27, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 30, 22, 24, 26, 28, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1.20732594, 0, 0, 0, 0, -0.0745446905, -0.490941644, -0.30292502, 0.351926744, 0.317744046, 0.0299588144, -0.341244638, 0.0837424397, -0.1667739, -0.344421178, -0.299592078, -0.171457857, -0.324574828, 0.0762122124, -1.20732594, -1.20732594], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 11, 11, 12, 12, 13, 13, 14, 14, 10, 10], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [1, 0, 2, 5, 2, 0, 0, 0, 8, 10, 3, 8, 5, 5, 6, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [0.109375, 7.04383469, 0.254882812, 0.0827398598, 0.280273438, 14.939868, 9.47421837, 2.81626415, 9.5, 3.5, 1.5, 3.5, 1.05517507, 0.057422813, 16.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -0.0296402257, 0.372503281, -0.279174328, 0.221156016, 0.313555121, 0.181570679, 0.0492865816, -0.56892544, -0.23718825, -0.00179062958, 0.199230328, -0.261860698, 0.66392386, -0.278425187, -0.0756268799, -0.2803078], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [1, 0, 3, 10, 2, 3, 5, 3, 2, 10, 8, 0, 6, 2, 3, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [0.109375, 20.5230389, 2.5, 5.5, 0.280273438, -2.5, 0.0702819526, 4.5, 0.241210938, 3.5, 9.5, 39.9494553, 17.5, 0.291992188, 3.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.183256373, -0.15534921, 0.0191810895, -1.47547853, 0.31037724, 0.204687983, 0.284539312, -0.43629247, -0.310324848, 0.889182568, 0.0579996705, -0.232304126, 0.737877786, -0.190356895, -0.212541878, -0.326160461], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [0, 3, 5, 1, 3, 6, 0, -2, 3, 1, 5, 4, 0, 6, 9, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [20.5809975, -2.5, 1.04217935, 0.078125, 1.5, 19.5, 58.5983238, 0, -4.5, 0.234375, 0.0664517879, -10.0, 24.7252579, 11.5, 7.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -2.0, -2.0], "children_left": [1, 3, 5, 7, 9, 11, 13, 29, 15, 17, 19, 21, 23, 25, 27, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 30, 16, 18, 20, 22, 24, 26, 28, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0.363402009, 0, 0, 0, 0, 0, 0, 0, -0.312803566, -0.204151258, 0.0456621125, -0.14882116, 0.20181866, -0.25203824, -1.20155859, 0.277422816, -0.404247284, 0.160260811, 0.580196619, -0.262717366, 0.406997979, -0.171044543, 0.363402009, 0.363402009], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14, 7, 7], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}], [{"feature": [0, 2, 5, 3, 2, 2, 0, 1, 3, 4, 5, 6, 0, 9, 9, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2, -2], "threshold": [30.4840431, 0.245117188, 1.16153455, -1.5, 0.282226562, 0.280273438, 58.5983238, 0.140625, 2.5, 9.5, 0.948028684, 11.5, 35.0835876, 3.5, 7.5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "children_left": [1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "children_right": [2, 4, 6, 8, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1], "value": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.0297101662, -0.228048578, 0.0833817348, -0.235787436, -0.063608937, -0.25884518, -0.224756852, -0.356927872, -0.296937495, 0.299284011, 0.524167776, -0.222849742, -0.0959210619, -0.489832073, 0.43333599, -0.154233307], "parent": [-1, 0, 0, 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, 9, 10, 10, 11, 11, 12, 12, 13, 13, 14, 14], "depth": [0, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4], "iLeaf": [15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]}]], "init_predict": [0, 0], "norm": 1}
\ No newline at end of file
diff --git a/L1Trigger/Phase2L1ParticleFlow/interface/common/inversion.h b/L1Trigger/Phase2L1ParticleFlow/interface/common/inversion.h
new file mode 100644
index 0000000000000..8628a4ca1af24
--- /dev/null
+++ b/L1Trigger/Phase2L1ParticleFlow/interface/common/inversion.h
@@ -0,0 +1,60 @@
+#ifndef CC_INVERSION_H__
+#define CC_INVERSION_H__
+
+constexpr int ceillog2(int x) { return (x <= 2) ? 1 : 1 + ceillog2((x + 1) / 2); }
+
+template <class data_T, int N>
+inline float real_val_from_idx(unsigned i) {
+  // Treat the index as the top N bits
+  static constexpr int NB = ceillog2(N);  // number of address bits for table
+  data_T x(0);
+  // The MSB of 1 is implicit in the table
+  x[x.width - 1] = 1;
+  // So we can use the next NB bits for real data
+  x(x.width - 2, x.width - NB - 1) = i;
+  return (float)x;
+}
+
+template <class data_T, int N>
+inline unsigned idx_from_real_val(data_T x) {
+  // Slice the top N bits to get an index into the table
+  static constexpr int NB = ceillog2(N);  // number of address bits for table
+  // Slice the top-1 NB bits of the value
+  // the MSB of '1' is implicit, so only slice below that
+  ap_uint<NB> y = x(x.width - 2, x.width - NB - 1);
+  return (unsigned)y(NB - 1, 0);
+}
+
+template <class data_T, class table_T, int N>
+void init_invert_table(table_T table_out[N]) {
+  // The template data_T is the data type used to address the table
+  for (unsigned i = 0; i < N; i++) {
+    float x = real_val_from_idx<data_T, N>(i);
+    table_T inv_x = 1 / x;
+    table_out[i] = inv_x;
+  }
+}
+
+template <class in_t, class table_t, int N>
+table_t invert_with_shift(in_t in) {
+  table_t inv_table[N];
+  init_invert_table<in_t, table_t, N>(inv_table);
+
+  // find the first '1' in the denominator
+  int msb = 0;
+  for (int b = 0; b < in.width; b++) {
+    // #pragma HLS unroll
+    if (in[b])
+      msb = b;
+  }
+  // shift up the denominator such that the left-most bit (msb) is '1'
+  in_t in_shifted = in << (in.width - msb - 1);
+  // lookup the inverse of the shifted input
+  int idx = idx_from_real_val<in_t, N>(in_shifted);
+  table_t inv_in = inv_table[idx];
+  // shift the output back
+  table_t out = inv_in << (in.width - msb - 1);
+  return out;
+}
+
+#endif
\ No newline at end of file
diff --git a/L1Trigger/Phase2L1ParticleFlow/interface/conifer.h b/L1Trigger/Phase2L1ParticleFlow/interface/conifer.h
index 61ee6d89b9e85..542806376f964 100644
--- a/L1Trigger/Phase2L1ParticleFlow/interface/conifer.h
+++ b/L1Trigger/Phase2L1ParticleFlow/interface/conifer.h
@@ -1,8 +1,12 @@
 #ifndef CONIFER_CPP_H__
 #define CONIFER_CPP_H__
-#include "FWCore/Utilities/interface/Exception.h"
 #include "nlohmann/json.hpp"
 #include <fstream>
+#ifdef CMSSW_GIT_HASH
+#include "FWCore/Utilities/interface/Exception.h"
+#else
+#include <stdexcept>
+#endif
 
 namespace conifer {
 
@@ -115,18 +119,25 @@ namespace conifer {
 
     std::vector<U> decision_function(std::vector<T> x) const {
       /* Do the prediction */
+#ifdef CMSSW_GIT_HASH
       if (x.size() != n_features) {
         throw cms::Exception("RuntimeError")
             << "Conifer : Size of feature vector mismatches expected n_features" << std::endl;
       }
+#else
+      if (x.size() != n_features) {
+        throw std::runtime_error("Conifer : Size of feature vector mismatches expected n_features");
+      }
+#endif
       std::vector<U> values;
       std::vector<std::vector<U>> values_trees;
       values_trees.resize(n_classes);
       values.resize(n_classes, U(0));
       for (unsigned int i = 0; i < n_classes; i++) {
-        std::transform(trees.begin(), trees.end(), std::back_inserter(values_trees.at(i)), [&i, &x](auto tree_v) {
-          return tree_v.at(i).decision_function(x);
-        });
+        std::transform(trees.begin(),
+                       trees.end(),
+                       std::back_inserter(values_trees.at(i)),
+                       [&i, &x](std::vector<DecisionTree<T, U>> tree_v) { return tree_v.at(i).decision_function(x); });
         if (useAddTree) {
           values.at(i) = init_predict_.at(i);
           values.at(i) += reduce<U, OpAdd<U>>(values_trees.at(i), add);
@@ -152,4 +163,4 @@ namespace conifer {
 
 }  // namespace conifer
 
-#endif
\ No newline at end of file
+#endif
diff --git a/L1Trigger/Phase2L1ParticleFlow/interface/egamma/pftkegalgo_ref.h b/L1Trigger/Phase2L1ParticleFlow/interface/egamma/pftkegalgo_ref.h
index b75be595ee9df..363a4130f9f34 100644
--- a/L1Trigger/Phase2L1ParticleFlow/interface/egamma/pftkegalgo_ref.h
+++ b/L1Trigger/Phase2L1ParticleFlow/interface/egamma/pftkegalgo_ref.h
@@ -4,6 +4,8 @@
 #include "DataFormats/L1TParticleFlow/interface/layer1_emulator.h"
 #include "DataFormats/L1TParticleFlow/interface/egamma.h"
 #include "DataFormats/L1TParticleFlow/interface/pf.h"
+#include "L1Trigger/Phase2L1ParticleFlow/interface/conifer.h"
+#include "L1Trigger/Phase2L1ParticleFlow/interface/common/inversion.h"
 
 namespace edm {
   class ParameterSet;
@@ -30,6 +32,8 @@ namespace l1ct {
     std::vector<double> dEtaValues;
     std::vector<double> dPhiValues;
     float trkQualityPtMin;  // GeV
+    bool doCompositeTkEle;
+    unsigned int nCompCandPerCluster;
     bool writeEgSta;
 
     struct IsoParameters {
@@ -53,6 +57,18 @@ namespace l1ct {
     bool doPfIso;
     EGIsoEleObjEmu::IsoType hwIsoTypeTkEle;
     EGIsoObjEmu::IsoType hwIsoTypeTkEm;
+
+    struct CompIDParameters {
+      CompIDParameters(const edm::ParameterSet &);
+      CompIDParameters(double bdtScore_loose_wp, double bdtScore_tight_wp, const std::string &model)
+          : bdtScore_loose_wp(bdtScore_loose_wp), bdtScore_tight_wp(bdtScore_tight_wp), conifer_model(model) {}
+      const double bdtScore_loose_wp;  // XGBOOST score
+      const double bdtScore_tight_wp;  // XGBOOST score
+      const std::string conifer_model;
+    };
+
+    CompIDParameters compIDparams;
+
     int debug = 0;
 
     PFTkEGAlgoEmuConfig(const edm::ParameterSet &iConfig);
@@ -72,6 +88,8 @@ namespace l1ct {
                         const std::vector<double> &dEtaValues = {0.015, 0.01},
                         const std::vector<double> &dPhiValues = {0.07, 0.07},
                         float trkQualityPtMin = 10.,
+                        bool doCompositeTkEle = false,
+                        unsigned int nCompCandPerCluster = 4,
                         bool writeEgSta = false,
                         const IsoParameters &tkIsoParams_tkEle = {2., 0.6, 0.03, 0.2},
                         const IsoParameters &tkIsoParams_tkEm = {2., 0.6, 0.07, 0.3},
@@ -81,6 +99,8 @@ namespace l1ct {
                         bool doPfIso = false,
                         EGIsoEleObjEmu::IsoType hwIsoTypeTkEle = EGIsoEleObjEmu::IsoType::TkIso,
                         EGIsoObjEmu::IsoType hwIsoTypeTkEm = EGIsoObjEmu::IsoType::TkIsoPV,
+                        // FIXME: maybe we round these?
+                        const CompIDParameters &compIDparams = {0.7927004, 0.9826955, "compositeID.json"},
                         int debug = 0)
 
         : nTRACK(nTrack),
@@ -95,10 +115,15 @@ namespace l1ct {
           emClusterPtMin(emClusterPtMin),
           dEtaMaxBrem(dEtaMaxBrem),
           dPhiMaxBrem(dPhiMaxBrem),
+          //absEtaBoundaries(std::move(absEtaBoundaries)),
+          //dEtaValues(std::move(dEtaValues)),
+          //dPhiValues(std::move(dPhiValues)),
           absEtaBoundaries(absEtaBoundaries),
           dEtaValues(dEtaValues),
           dPhiValues(dPhiValues),
           trkQualityPtMin(trkQualityPtMin),
+          doCompositeTkEle(doCompositeTkEle),
+          nCompCandPerCluster(nCompCandPerCluster),
           writeEgSta(writeEgSta),
           tkIsoParams_tkEle(tkIsoParams_tkEle),
           tkIsoParams_tkEm(tkIsoParams_tkEm),
@@ -108,12 +133,13 @@ namespace l1ct {
           doPfIso(doPfIso),
           hwIsoTypeTkEle(hwIsoTypeTkEle),
           hwIsoTypeTkEm(hwIsoTypeTkEm),
+          compIDparams(compIDparams),
           debug(debug) {}
   };
 
   class PFTkEGAlgoEmulator {
   public:
-    PFTkEGAlgoEmulator(const PFTkEGAlgoEmuConfig &config) : cfg(config), debug_(cfg.debug) {}
+    PFTkEGAlgoEmulator(const PFTkEGAlgoEmuConfig &config);
 
     virtual ~PFTkEGAlgoEmulator() {}
 
@@ -132,13 +158,33 @@ namespace l1ct {
 
     bool writeEgSta() const { return cfg.writeEgSta; }
 
+    typedef ap_fixed<21, 12, AP_RND_CONV, AP_SAT> bdt_feature_t;
+    typedef ap_fixed<12, 3, AP_RND_CONV, AP_SAT> bdt_score_t;
+
   private:
     void link_emCalo2emCalo(const std::vector<EmCaloObjEmu> &emcalo, std::vector<int> &emCalo2emCalo) const;
 
-    void link_emCalo2tk(const PFRegionEmu &r,
-                        const std::vector<EmCaloObjEmu> &emcalo,
-                        const std::vector<TkObjEmu> &track,
-                        std::vector<int> &emCalo2tk) const;
+    void link_emCalo2tk_elliptic(const PFRegionEmu &r,
+                                 const std::vector<EmCaloObjEmu> &emcalo,
+                                 const std::vector<TkObjEmu> &track,
+                                 std::vector<int> &emCalo2tk) const;
+
+    void link_emCalo2tk_composite(const PFRegionEmu &r,
+                                  const std::vector<EmCaloObjEmu> &emcalo,
+                                  const std::vector<TkObjEmu> &track,
+                                  std::vector<int> &emCalo2tk,
+                                  std::vector<float> &emCaloTkBdtScore) const;
+
+    struct CompositeCandidate {
+      unsigned int cluster_idx;
+      unsigned int track_idx;
+      double dpt;  // For sorting
+    };
+
+    float compute_composite_score(CompositeCandidate &cand,
+                                  const std::vector<EmCaloObjEmu> &emcalo,
+                                  const std::vector<TkObjEmu> &track,
+                                  const PFTkEGAlgoEmuConfig::CompIDParameters &params) const;
 
     //FIXME: still needed
     float deltaPhi(float phi1, float phi2) const;
@@ -152,6 +198,7 @@ namespace l1ct {
                  const std::vector<TkObjEmu> &track,
                  const std::vector<int> &emCalo2emCalo,
                  const std::vector<int> &emCalo2tk,
+                 const std::vector<float> &emCaloTkBdtScore,
                  std::vector<EGObjEmu> &egstas,
                  std::vector<EGIsoObjEmu> &egobjs,
                  std::vector<EGIsoEleObjEmu> &egeleobjs) const;
@@ -165,6 +212,7 @@ namespace l1ct {
                        const unsigned int hwQual,
                        const pt_t ptCorr,
                        const int tk_idx,
+                       const float bdtScore,
                        const std::vector<unsigned int> &components = {}) const;
 
     EGObjEmu &addEGStaToPF(std::vector<EGObjEmu> &egobjs,
@@ -182,7 +230,8 @@ namespace l1ct {
                                     const EmCaloObjEmu &calo,
                                     const TkObjEmu &track,
                                     const unsigned int hwQual,
-                                    const pt_t ptCorr) const;
+                                    const pt_t ptCorr,
+                                    const float bdtScore) const;
 
     // FIXME: reimplemented from PFAlgoEmulatorBase
     template <typename T>
@@ -309,6 +358,7 @@ namespace l1ct {
                            z0_t z0) const;
 
     PFTkEGAlgoEmuConfig cfg;
+    conifer::BDT<bdt_feature_t, ap_fixed<12, 3, AP_RND_CONV, AP_SAT>, false> *composite_bdt_;
     int debug_;
   };
 }  // namespace l1ct
diff --git a/L1Trigger/Phase2L1ParticleFlow/interface/l1-converters/tkinput_ref.h b/L1Trigger/Phase2L1ParticleFlow/interface/l1-converters/tkinput_ref.h
index 585156036ca9a..2545a6dabc243 100644
--- a/L1Trigger/Phase2L1ParticleFlow/interface/l1-converters/tkinput_ref.h
+++ b/L1Trigger/Phase2L1ParticleFlow/interface/l1-converters/tkinput_ref.h
@@ -22,14 +22,24 @@ namespace l1ct {
     };
 
     TrackInputEmulator(const edm::ParameterSet &iConfig);
-    TrackInputEmulator(Region = Region::Endcap, Encoding encoding = Encoding::Stepping, bool bitwise = true);
+    TrackInputEmulator(Region = Region::Endcap,
+                       Encoding encoding = Encoding::Stepping,
+                       bool bitwise = true,
+                       bool slim = true);
 
     std::pair<l1ct::TkObjEmu, bool> decodeTrack(ap_uint<96> tkword, const l1ct::PFRegionEmu &sector) const {
-      return decodeTrack(tkword, sector, bitwise_);
+      return decodeTrack(tkword, sector, bitwise_, slim_);
     }
     std::pair<l1ct::TkObjEmu, bool> decodeTrack(ap_uint<96> tkword,
                                                 const l1ct::PFRegionEmu &sector,
-                                                bool bitwise) const;
+                                                bool bitwise) const {
+      return decodeTrack(tkword, sector, bitwise, slim_);
+    }
+
+    std::pair<l1ct::TkObjEmu, bool> decodeTrack(ap_uint<96> tkword,
+                                                const l1ct::PFRegionEmu &sector,
+                                                bool bitwise,
+                                                bool slim) const;
 
     //== Unpackers ==
     static bool valid(const ap_uint<96> &tkword) { return tkword[95]; }
@@ -151,6 +161,15 @@ namespace l1ct {
     const std::vector<int> &tanlLUT() const { return tanlLUT_; }
     const std::vector<l1ct::pt_t> &ptLUT() const { return ptLUT_; }
 
+    unsigned int countSetBits(unsigned int n) const {
+      unsigned int count = 0;
+      while (n) {
+        n &= (n - 1);
+        count++;
+      }
+      return count;
+    }
+
   protected:
     // utilities
     template <int N>
@@ -175,6 +194,9 @@ namespace l1ct {
     /// Whether to run the bitwise accurate or floating point conversions
     bool bitwise_;
 
+    /// Whether to unpack and populate also nstubs and various chi2 variables (needed for CompibedID in the endcap)
+    bool slim_;
+
     /// Main constants
     float rInvToPt_, phiScale_, z0Scale_;
 
diff --git a/L1Trigger/Phase2L1ParticleFlow/plugins/L1TCorrelatorLayer1Producer.cc b/L1Trigger/Phase2L1ParticleFlow/plugins/L1TCorrelatorLayer1Producer.cc
index f5599d121d0b9..619ef495249a6 100644
--- a/L1Trigger/Phase2L1ParticleFlow/plugins/L1TCorrelatorLayer1Producer.cc
+++ b/L1Trigger/Phase2L1ParticleFlow/plugins/L1TCorrelatorLayer1Producer.cc
@@ -72,7 +72,6 @@ class L1TCorrelatorLayer1Producer : public edm::stream::EDProducer<> {
   std::unique_ptr<l1ct::PFTkEGAlgoEmulator> l1tkegalgo_;
   std::unique_ptr<l1ct::PFTkEGSorterEmulator> l1tkegsorter_;
 
-  bool writeEgSta_;
   // Region dump
   const std::string regionDumpName_;
   bool writeRawHgcalCluster_;
@@ -114,6 +113,7 @@ class L1TCorrelatorLayer1Producer : public edm::stream::EDProducer<> {
   std::unique_ptr<l1t::PFCandidateCollection> fetchEmCalo() const;
   std::unique_ptr<l1t::PFCandidateCollection> fetchTracks() const;
   std::unique_ptr<l1t::PFCandidateCollection> fetchPF() const;
+  std::unique_ptr<std::vector<l1t::PFTrack>> fetchDecodedTracks() const;
   void putPuppi(edm::Event &iEvent) const;
 
   void putEgStaObjects(edm::Event &iEvent,
@@ -175,6 +175,7 @@ L1TCorrelatorLayer1Producer::L1TCorrelatorLayer1Producer(const edm::ParameterSet
 #if 0  // LATER
   produces<l1t::PFCandidateCollection>("TKVtx");
 #endif
+  produces<std::vector<l1t::PFTrack>>("DecodedTK");
 
   for (const auto &tag : iConfig.getParameter<std::vector<edm::InputTag>>("emClusters")) {
     emCands_.push_back(consumes<l1t::PFClusterCollection>(tag));
@@ -364,6 +365,7 @@ void L1TCorrelatorLayer1Producer::produce(edm::Event &iEvent, const edm::EventSe
   iEvent.put(fetchEmCalo(), "EmCalo");
   iEvent.put(fetchHadCalo(), "Calo");
   iEvent.put(fetchTracks(), "TK");
+  iEvent.put(fetchDecodedTracks(), "DecodedTK");
 
   // Then do the vertexing, and save it out
   std::vector<float> z0s;
@@ -636,7 +638,6 @@ void L1TCorrelatorLayer1Producer::addDecodedTrack(l1ct::DetectorSector<l1ct::TkO
   }
   // CMSSW-only extra info
   tkAndSel.first.hwChi2 = round(t.chi2() * 10);
-  tkAndSel.first.hwStubs = t.nStubs();
   tkAndSel.first.simPt = t.pt();
   tkAndSel.first.simCaloEta = t.caloEta();
   tkAndSel.first.simCaloPhi = t.caloPhi();
@@ -645,6 +646,7 @@ void L1TCorrelatorLayer1Producer::addDecodedTrack(l1ct::DetectorSector<l1ct::TkO
   tkAndSel.first.simZ0 = t.vertex().Z();
   tkAndSel.first.simD0 = t.vertex().Rho();
   tkAndSel.first.src = &t;
+
   // If the track fails, we set its pT to zero, so that the decoded tracks are still aligned with the raw tracks
   // Downstream, the regionizer will just ignore zero-momentum tracks
   if (!tkAndSel.second)
@@ -680,31 +682,51 @@ void L1TCorrelatorLayer1Producer::addDecodedHadCalo(l1ct::DetectorSector<l1ct::H
   calo.hwPhi = l1ct::Scales::makePhi(sec.region.localPhi(c.phi()));
   calo.hwEmPt = l1ct::Scales::makePtFromFloat(c.emEt());
   calo.hwEmID = c.hwEmID();
+  calo.hwSrrTot = l1ct::Scales::makeSrrTot(c.sigmaRR());
+  calo.hwMeanZ = c.absZBarycenter() < 320. ? l1ct::meanz_t(0) : l1ct::Scales::makeMeanZ(c.absZBarycenter());
+  calo.hwHoe = l1ct::Scales::makeHoe(c.hOverE());
   calo.src = &c;
   sec.obj.push_back(calo);
 }
 
 void L1TCorrelatorLayer1Producer::addRawHgcalCluster(l1ct::DetectorSector<ap_uint<256>> &sec, const l1t::PFCluster &c) {
   ap_uint<256> cwrd = 0;
-  ap_uint<14> w_pt = round(c.pt() / 0.25);
+  ap_ufixed<14, 12, AP_RND_CONV, AP_SAT> w_pt = c.pt();
   ap_uint<14> w_empt = round(c.emEt() / 0.25);
   constexpr float ETAPHI_LSB = M_PI / 720;
   ap_int<9> w_eta = round(sec.region.localEta(c.eta()) / ETAPHI_LSB);
   ap_int<9> w_phi = round(sec.region.localPhi(c.phi()) / ETAPHI_LSB);
   ap_uint<10> w_qual = c.hwQual();
-
-  cwrd(13, 0) = w_pt;
+  // FIXME: this is an arbitrary choice to keep the rounding consistent with the "addDecodedHadCalo" one
+  ap_uint<13> w_srrtot = round(c.sigmaRR() * l1ct::Scales::SRRTOT_SCALE / l1ct::Scales::SRRTOT_LSB);
+  ap_uint<12> w_meanz = round(c.absZBarycenter());
+  // FIXME: the calibration can actually make hoe become negative....we add a small protection for now
+  // We use ap_ufixed to handle saturation and rounding
+  ap_ufixed<10, 5, AP_RND_CONV, AP_SAT> w_hoe = c.hOverE();
+
+  cwrd(13, 0) = w_pt.range();
   cwrd(27, 14) = w_empt;
   cwrd(72, 64) = w_eta;
   cwrd(81, 73) = w_phi;
   cwrd(115, 106) = w_qual;
 
+  // FIXME: we add the variables use by composite-ID. The definitin will have to be reviewd once the
+  // hgc format is better defined. For now we use
+  // hwMeanZ = word 1 bits 30-19
+  // hwSrrTot = word 3 bits 21 - 9
+  // hoe = word 1 bits 63-52 (currently spare in the interface)
+  cwrd(213, 201) = w_srrtot;
+  cwrd(94, 83) = w_meanz;
+  cwrd(127, 116) = w_hoe.range();
+
   sec.obj.push_back(cwrd);
 }
 
 void L1TCorrelatorLayer1Producer::addDecodedEmCalo(l1ct::DetectorSector<l1ct::EmCaloObjEmu> &sec,
                                                    const l1t::PFCluster &c) {
   l1ct::EmCaloObjEmu calo;
+  // set the endcap-sepcific variables to default value:
+  calo.clear();
   calo.hwPt = l1ct::Scales::makePtFromFloat(c.pt());
   calo.hwEta = l1ct::Scales::makeGlbEta(c.eta()) -
                sec.region.hwEtaCenter;  // important to enforce that the region boundary is on a discrete value
@@ -841,6 +863,37 @@ std::unique_ptr<l1t::PFCandidateCollection> L1TCorrelatorLayer1Producer::fetchTr
   return ret;
 }
 
+std::unique_ptr<std::vector<l1t::PFTrack>> L1TCorrelatorLayer1Producer::fetchDecodedTracks() const {
+  auto ret = std::make_unique<std::vector<l1t::PFTrack>>();
+  for (const auto &r : event_.decoded.track) {
+    const auto &reg = r.region;
+    for (const auto &p : r.obj) {
+      if (p.hwPt == 0 || !reg.isFiducial(p))
+        continue;
+      reco::Particle::PolarLorentzVector p4(
+          p.floatPt(), reg.floatGlbEta(p.hwVtxEta()), reg.floatGlbPhi(p.hwVtxPhi()), 0);
+
+      reco::Particle::Point vtx(0, 0, p.floatZ0());
+
+      ret->emplace_back(l1t::PFTrack(p.intCharge(),
+                                     reco::Particle::LorentzVector(p4),
+                                     vtx,
+                                     p.src->track(),
+                                     0,
+                                     reg.floatGlbEta(p.hwEta),
+                                     reg.floatGlbPhi(p.hwPhi),
+                                     -1,
+                                     -1,
+                                     p.hwQuality.to_int(),
+                                     false,
+                                     p.intPt(),
+                                     p.intEta(),
+                                     p.intPhi()));
+    }
+  }
+  return ret;
+}
+
 std::unique_ptr<l1t::PFCandidateCollection> L1TCorrelatorLayer1Producer::fetchPF() const {
   auto ret = std::make_unique<l1t::PFCandidateCollection>();
   for (unsigned int ir = 0, nr = event_.pfinputs.size(); ir < nr; ++ir) {
@@ -861,6 +914,9 @@ std::unique_ptr<l1t::PFCandidateCollection> L1TCorrelatorLayer1Producer::fetchPF
       ret->back().setHwZ0(p.hwZ0);
       ret->back().setHwDxy(p.hwDxy);
       ret->back().setHwTkQuality(p.hwTkQuality);
+      ret->back().setCaloEta(reg.floatGlbEtaOf(p));
+      ret->back().setCaloPhi(reg.floatGlbPhiOf(p));
+
       setRefs_(ret->back(), p);
     }
     for (const auto &p : event_.out[ir].pfneutral) {
@@ -871,6 +927,8 @@ std::unique_ptr<l1t::PFCandidateCollection> L1TCorrelatorLayer1Producer::fetchPF
           p.hwId.isPhoton() ? l1t::PFCandidate::Photon : l1t::PFCandidate::NeutralHadron;
       ret->emplace_back(type, 0, p4, 1, p.intPt(), p.intEta(), p.intPhi());
       ret->back().setHwEmID(p.hwEmID);
+      ret->back().setCaloEta(reg.floatGlbEtaOf(p));
+      ret->back().setCaloPhi(reg.floatGlbPhiOf(p));
       setRefs_(ret->back(), p);
     }
   }
@@ -1042,6 +1100,7 @@ void L1TCorrelatorLayer1Producer::putEgObjects(edm::Event &iEvent,
       tkele.setHwQual(egele.hwQual);
       tkele.setPFIsol(egele.floatRelIso(l1ct::EGIsoEleObjEmu::IsoType::PfIso));
       tkele.setEgBinaryWord(egele.pack());
+      tkele.setIdScore(egele.idScore);
       tkeles->push_back(tkele);
       nele_obj.push_back(tkeles->size() - 1);
     }
diff --git a/L1Trigger/Phase2L1ParticleFlow/plugins/L1TCtL2EgProducer.cc b/L1Trigger/Phase2L1ParticleFlow/plugins/L1TCtL2EgProducer.cc
index 99b0251eff85b..54399d8a497a3 100644
--- a/L1Trigger/Phase2L1ParticleFlow/plugins/L1TCtL2EgProducer.cc
+++ b/L1Trigger/Phase2L1ParticleFlow/plugins/L1TCtL2EgProducer.cc
@@ -351,7 +351,8 @@ void L1TCtL2EgProducer::convertToEmu(const l1t::TkElectron &tkele,
   emu.setHwIso(EGIsoEleObjEmu::IsoType::PfIso, l1ct::Scales::makeIso(tkele.pfIsol() * tkele.pt()));
   emu.setHwIso(EGIsoEleObjEmu::IsoType::PuppiIso, l1ct::Scales::makeIso(tkele.puppiIsol() * tkele.pt()));
   // std::cout << "[convertToEmu] TkEle pt: " << emu.hwPt << " eta: " << emu.hwEta << " phi: " << emu.hwPhi << " staidx: " << emu.sta_idx << std::endl;
-
+  // FIXME: this is temporary while waiting to move the BDT score to the FW object
+  emu.idScore = tkele.idScore();
   boarOut.egelectron.push_back(emu);
 }
 
@@ -421,6 +422,7 @@ l1t::TkElectron L1TCtL2EgProducer::convertFromEmu(const l1ct::EGIsoEleObjEmu &eg
   tkele.setPFIsol(egele.floatRelIso(l1ct::EGIsoEleObjEmu::IsoType::PfIso));
   tkele.setPuppiIsol(egele.floatRelIso(l1ct::EGIsoEleObjEmu::IsoType::PuppiIso));
   tkele.setEgBinaryWord(gteg.pack());
+  tkele.setIdScore(egele.idScore);
   return tkele;
 }
 
diff --git a/L1Trigger/Phase2L1ParticleFlow/plugins/PFClusterProducerFromHGC3DClusters.cc b/L1Trigger/Phase2L1ParticleFlow/plugins/PFClusterProducerFromHGC3DClusters.cc
index 7d393fe347bd9..0a76d751f90c0 100644
--- a/L1Trigger/Phase2L1ParticleFlow/plugins/PFClusterProducerFromHGC3DClusters.cc
+++ b/L1Trigger/Phase2L1ParticleFlow/plugins/PFClusterProducerFromHGC3DClusters.cc
@@ -129,7 +129,8 @@ void l1tpf::PFClusterProducerFromHGC3DClusters::produce(edm::Event &iEvent, cons
       //float em_old = cluster.emEt();
       float em_new = it->iPt(l1t::HGCalMulticluster::EnergyInterpretation::EM);
       float pt_new = had_old + em_new;
-      float hoe_new = em_new > 0 ? (had_old / em_new) : -1;
+      // FIXME: -1 can be a problem for later stages of the processing. For now we set it to something which saturates the hoe variable
+      float hoe_new = em_new > 0 ? (had_old / em_new) : 999;
       cluster = l1t::PFCluster(pt_new, it->eta(), it->phi(), hoe_new, /*isEM=*/isEM);
       //printf("Scenario %d: pt %7.2f eta %+5.3f em %7.2f, EMI %7.2f, h/e % 8.3f --> pt %7.2f, em %7.2f, h/e % 8.3f\n",
       //        2, pt, it->eta(), em_old, em_new, hoe, cluster.pt(), cluster.emEt(), cluster.hOverE());
@@ -156,6 +157,10 @@ void l1tpf::PFClusterProducerFromHGC3DClusters::produce(edm::Event &iEvent, cons
       corrector_.correctPt(cluster);
     cluster.setPtError(resol_(cluster.pt(), std::abs(cluster.eta())));
 
+    // We se the cluster shape variables used downstream
+    cluster.setAbsZBarycenter(fabs(it->zBarycenter()));
+    cluster.setSigmaRR(it->sigmaRRTot());
+
     out->push_back(cluster);
     out->back().addConstituent(edm::Ptr<l1t::L1Candidate>(multiclusters, multiclusters->key(it)));
     if (hasEmId_) {
diff --git a/L1Trigger/Phase2L1ParticleFlow/python/l1TkEgAlgoEmulator_cfi.py b/L1Trigger/Phase2L1ParticleFlow/python/l1TkEgAlgoEmulator_cfi.py
index 3d1621b655d56..a060853085cbd 100644
--- a/L1Trigger/Phase2L1ParticleFlow/python/l1TkEgAlgoEmulator_cfi.py
+++ b/L1Trigger/Phase2L1ParticleFlow/python/l1TkEgAlgoEmulator_cfi.py
@@ -1,6 +1,5 @@
 import FWCore.ParameterSet.Config as cms
 
-
 tkEgAlgoParameters = cms.PSet(
     nTRACK=cms.uint32(50),  # very large numbers for first test
     nTRACK_EGIN=cms.uint32(50),  # very large numbers for first test
@@ -50,7 +49,15 @@
     doTkIso=cms.bool(True),
     doPfIso=cms.bool(True),
     hwIsoTypeTkEle=cms.uint32(0),
-    hwIsoTypeTkEm=cms.uint32(2)
+    hwIsoTypeTkEm=cms.uint32(2),
+    doCompositeTkEle=cms.bool(False),
+    nCompCandPerCluster=cms.uint32(3),
+    compositeParametersTkEle=cms.PSet(
+        # the working points are cuts on BDT output logits log(p/1-p)
+        loose_wp=cms.double(-4.),
+        tight_wp=cms.double(0.214844),
+        model=cms.string("L1Trigger/Phase2L1ParticleFlow/data/compositeID.json")
+    ),
 )
 
 tkEgSorterParameters = cms.PSet(
diff --git a/L1Trigger/Phase2L1ParticleFlow/python/l1TkEgAlgo_cfi.py b/L1Trigger/Phase2L1ParticleFlow/python/l1TkEgAlgo_cfi.py
deleted file mode 100644
index 500121131a360..0000000000000
--- a/L1Trigger/Phase2L1ParticleFlow/python/l1TkEgAlgo_cfi.py
+++ /dev/null
@@ -1,47 +0,0 @@
-import FWCore.ParameterSet.Config as cms
-
-tkEgConfig = cms.PSet(
-    debug=cms.untracked.int32(0),
-    doBremRecovery=cms.bool(True),
-    doTkIsolation=cms.bool(True),
-    filterHwQuality=cms.bool(True),
-    caloHwQual=cms.int32(4),
-    dEtaMaxBrem=cms.double(0.02),
-    dPhiMaxBrem=cms.double(0.1),
-    absEtaBoundaries=cms.vdouble(0.0, 0.9, 1.5),
-    dEtaValues=cms.vdouble(0.025, 0.015, 0.01),  # last was  0.0075  in TDR
-    dPhiValues=cms.vdouble(0.07, 0.07, 0.07),
-    caloEtMin=cms.double(0.0),
-    trkQualityPtMin=cms.double(10.0),
-    trkQualityChi2=cms.double(1e10),
-    writeEgSta=cms.bool(True),
-    tkIsoParametersTkEm=cms.PSet(
-        tkQualityPtMin=cms.double(2.),
-        dZ=cms.double(0.6),
-        dRMin=cms.double(0.07),
-        dRMax=cms.double(0.30),
-        tkQualityChi2Max=cms.double(100),
-    ),
-    tkIsoParametersTkEle=cms.PSet(
-        tkQualityPtMin=cms.double(2.),
-        dZ=cms.double(0.6),
-        dRMin=cms.double(0.03),
-        dRMax=cms.double(0.20),
-        tkQualityChi2Max=cms.double(1e10),
-    ),
-    pfIsoParametersTkEm=cms.PSet(
-        tkQualityPtMin=cms.double(1.),
-        dZ=cms.double(0.6),
-        dRMin=cms.double(0.07),
-        dRMax=cms.double(0.30),
-        tkQualityChi2Max=cms.double(100),
-    ),
-    pfIsoParametersTkEle=cms.PSet(
-        tkQualityPtMin=cms.double(1.),
-        dZ=cms.double(0.6),
-        dRMin=cms.double(0.03),
-        dRMax=cms.double(0.20),
-        tkQualityChi2Max=cms.double(1e10),
-    )
-
-)
diff --git a/L1Trigger/Phase2L1ParticleFlow/python/l1ctLayer1_cff.py b/L1Trigger/Phase2L1ParticleFlow/python/l1ctLayer1_cff.py
index ee6fc05d8726a..1b0799daa2e49 100644
--- a/L1Trigger/Phase2L1ParticleFlow/python/l1ctLayer1_cff.py
+++ b/L1Trigger/Phase2L1ParticleFlow/python/l1ctLayer1_cff.py
@@ -29,6 +29,7 @@
         region = cms.string("barrel"),
         trackWordEncoding = cms.string("biased"),
         bitwiseAccurate = cms.bool(True),
+        slimDataFormat = cms.bool(True),
         ptLUTBits = cms.uint32(11),
         etaLUTBits = cms.uint32(10),
         etaPreOffs = cms.int32(0),
@@ -169,6 +170,7 @@
         region = cms.string("endcap"),
         trackWordEncoding = cms.string("biased"),
         bitwiseAccurate = cms.bool(True),
+        slimDataFormat = cms.bool(False),
         ptLUTBits = cms.uint32(11),
         etaLUTBits = cms.uint32(11),
         etaPreOffs = cms.int32(0),
@@ -261,7 +263,9 @@
         doBremRecovery=True,
         doEndcapHwQual=True,
         writeBeforeBremRecovery=False,
-        writeEGSta=True),
+        writeEGSta=True,
+        doCompositeTkEle=True,
+        trkQualityPtMin=0.), # This should be 10 GeV when doCompositeTkEle=False
     tkEgSorterParameters=tkEgSorterParameters.clone(
         nObjToSort = 5
     ),
@@ -290,6 +294,12 @@
     writeRawHgcalCluster = cms.untracked.bool(True)
 )
 
+l1tLayer1HGCalElliptic = l1tLayer1HGCal.clone(
+    tkEgAlgoParameters = l1tLayer1HGCal.tkEgAlgoParameters.clone(
+        doCompositeTkEle = False,
+        trkQualityPtMin = 10.)
+)
+
 l1tLayer1HGCalExtended = l1tLayer1HGCal.clone(tracks = cms.InputTag('l1tPFTracksFromL1TracksExtended'))
 
 l1tLayer1HGCalNoTK = cms.EDProducer("L1TCorrelatorLayer1Producer",
@@ -526,6 +536,50 @@
     )
 )
 
+l1tLayer1EGElliptic = cms.EDProducer(
+    "L1TEGMultiMerger",
+    tkElectrons=cms.VPSet(
+        cms.PSet(
+            instance=cms.string("L1TkEleEE"),
+            pfProducers=cms.VInputTag(
+                cms.InputTag("l1tLayer1HGCalElliptic", 'L1TkEle')
+            )
+        ),
+        cms.PSet(
+            instance=cms.string("L1TkEleEB"),
+            pfProducers=cms.VInputTag(
+                cms.InputTag("l1tLayer1Barrel", 'L1TkEle')
+            )
+        )
+    ),
+    tkEms=cms.VPSet(
+        cms.PSet(
+            instance=cms.string("L1TkEmEE"),
+            pfProducers=cms.VInputTag(
+                cms.InputTag("l1tLayer1HGCalElliptic", 'L1TkEm'),
+                cms.InputTag("l1tLayer1HGCalNoTK", 'L1TkEm')
+            )
+        ),
+        cms.PSet(
+            instance=cms.string("L1TkEmEB"),
+            pfProducers=cms.VInputTag(
+                cms.InputTag("l1tLayer1Barrel", 'L1TkEm')
+            )
+        )
+    ),
+    tkEgs=cms.VPSet(
+        cms.PSet(
+            instance=cms.string("L1EgEE"),
+            pfProducers=cms.VInputTag(
+                cms.InputTag("l1tLayer1HGCalElliptic", 'L1Eg'),
+                cms.InputTag("l1tLayer1HGCalNoTK", 'L1Eg')
+            )
+        )    
+    )
+)
+
+
+
 L1TLayer1TaskInputsTask = cms.Task(
     l1tPFClustersFromL1EGClusters,
     l1tPFClustersFromCombinedCaloHCal,
@@ -542,5 +596,7 @@
      l1tLayer1HF,
      l1tLayer1,
      l1tLayer1Extended,
-     l1tLayer1EG
+     l1tLayer1HGCalElliptic,
+     l1tLayer1EG,
+     l1tLayer1EGElliptic
 )
diff --git a/L1Trigger/Phase2L1ParticleFlow/python/l1ctLayer2EG_cff.py b/L1Trigger/Phase2L1ParticleFlow/python/l1ctLayer2EG_cff.py
index 517c8e82bf733..e42be9d3b8211 100644
--- a/L1Trigger/Phase2L1ParticleFlow/python/l1ctLayer2EG_cff.py
+++ b/L1Trigger/Phase2L1ParticleFlow/python/l1ctLayer2EG_cff.py
@@ -150,8 +150,46 @@
     # )
 )
 
+l1tLayer2EGElliptic = l1tLayer2EG.clone(
+     tkElectrons=cms.VPSet(
+        cms.PSet(
+            pfProducer=cms.InputTag("l1tLayer1HGCalElliptic", 'L1TkElePerBoard'),
+            channels=cms.vint32(3, 4)
+        ),
+        cms.PSet(
+            pfProducer=cms.InputTag("l1tLayer1Barrel", 'L1TkElePerBoard'),
+            channels=cms.vint32(0, 1, 2)
+        ),
+    ),
+    tkEms=cms.VPSet(
+        cms.PSet(
+            pfProducer=cms.InputTag("l1tLayer1HGCalElliptic", 'L1TkEmPerBoard'),
+            channels=cms.vint32(3, 4)
+        ),
+        cms.PSet(
+            pfProducer=cms.InputTag("l1tLayer1HGCalNoTK", 'L1TkEmPerBoard'),
+            channels=cms.vint32(-1)
+        ),
+        cms.PSet(
+            pfProducer=cms.InputTag("l1tLayer1Barrel", 'L1TkEmPerBoard'),
+            channels=cms.vint32(0, 1, 2)
+        ),
+    ),
+    tkEgs=cms.VPSet(
+        cms.PSet(
+            pfProducer=cms.InputTag("l1tLayer1HGCalElliptic", 'L1Eg'),
+            channels=cms.vint32(-1)
+        ),
+        cms.PSet(
+            pfProducer=cms.InputTag("l1tLayer1HGCalNoTK", 'L1Eg'),
+            channels=cms.vint32(-1)
+        ),
+    ),
+)
+
 
 L1TLayer2EGTask = cms.Task(
      l1tLayer2Deregionizer,
-     l1tLayer2EG
+     l1tLayer2EG,
+     l1tLayer2EGElliptic
 )
diff --git a/L1Trigger/Phase2L1ParticleFlow/src/egamma/pfeginput_ref.cpp b/L1Trigger/Phase2L1ParticleFlow/src/egamma/pfeginput_ref.cpp
index 71716e7f542c2..560e0eb96df7f 100644
--- a/L1Trigger/Phase2L1ParticleFlow/src/egamma/pfeginput_ref.cpp
+++ b/L1Trigger/Phase2L1ParticleFlow/src/egamma/pfeginput_ref.cpp
@@ -31,6 +31,10 @@ void EGInputSelectorEmulator::select_eginput(const l1ct::HadCaloObjEmu &in,
   out.hwPtErr = 0;
   // shift to get rid of PFEM ID bit (more usable final EG quality)
   out.hwEmID = (in.hwEmID >> 1);
+
+  out.hwSrrTot = in.hwSrrTot;
+  out.hwMeanZ = in.hwMeanZ;
+  out.hwHoe = in.hwHoe;
   valid_out = (in.hwEmID & cfg.idMask) != 0;
 }
 
diff --git a/L1Trigger/Phase2L1ParticleFlow/src/egamma/pftkegalgo_ref.cpp b/L1Trigger/Phase2L1ParticleFlow/src/egamma/pftkegalgo_ref.cpp
index 2fc881879455d..3f78f3529253f 100644
--- a/L1Trigger/Phase2L1ParticleFlow/src/egamma/pftkegalgo_ref.cpp
+++ b/L1Trigger/Phase2L1ParticleFlow/src/egamma/pftkegalgo_ref.cpp
@@ -7,6 +7,7 @@
 #include <memory>
 #include <iostream>
 #include <bitset>
+#include <vector>
 
 using namespace l1ct;
 
@@ -30,6 +31,8 @@ l1ct::PFTkEGAlgoEmuConfig::PFTkEGAlgoEmuConfig(const edm::ParameterSet &pset)
       dEtaValues(pset.getParameter<std::vector<double>>("dEtaValues")),
       dPhiValues(pset.getParameter<std::vector<double>>("dPhiValues")),
       trkQualityPtMin(pset.getParameter<double>("trkQualityPtMin")),
+      doCompositeTkEle(pset.getParameter<bool>("doCompositeTkEle")),
+      nCompCandPerCluster(pset.getParameter<uint32_t>("nCompCandPerCluster")),
       writeEgSta(pset.getParameter<bool>("writeEGSta")),
       tkIsoParams_tkEle(pset.getParameter<edm::ParameterSet>("tkIsoParametersTkEle")),
       tkIsoParams_tkEm(pset.getParameter<edm::ParameterSet>("tkIsoParametersTkEm")),
@@ -39,6 +42,7 @@ l1ct::PFTkEGAlgoEmuConfig::PFTkEGAlgoEmuConfig(const edm::ParameterSet &pset)
       doPfIso(pset.getParameter<bool>("doPfIso")),
       hwIsoTypeTkEle(static_cast<EGIsoEleObjEmu::IsoType>(pset.getParameter<uint32_t>("hwIsoTypeTkEle"))),
       hwIsoTypeTkEm(static_cast<EGIsoObjEmu::IsoType>(pset.getParameter<uint32_t>("hwIsoTypeTkEm"))),
+      compIDparams(pset.getParameter<edm::ParameterSet>("compositeParametersTkEle")),
       debug(pset.getUntrackedParameter<uint32_t>("debug", 0)) {}
 
 l1ct::PFTkEGAlgoEmuConfig::IsoParameters::IsoParameters(const edm::ParameterSet &pset)
@@ -47,8 +51,25 @@ l1ct::PFTkEGAlgoEmuConfig::IsoParameters::IsoParameters(const edm::ParameterSet
                     pset.getParameter<double>("dRMin"),
                     pset.getParameter<double>("dRMax")) {}
 
+l1ct::PFTkEGAlgoEmuConfig::CompIDParameters::CompIDParameters(const edm::ParameterSet &pset)
+    : CompIDParameters(pset.getParameter<double>("loose_wp"),
+                       pset.getParameter<double>("tight_wp"),
+                       pset.getParameter<std::string>("model")) {}
+
 #endif
 
+PFTkEGAlgoEmulator::PFTkEGAlgoEmulator(const PFTkEGAlgoEmuConfig &config)
+    : cfg(config), composite_bdt_(nullptr), debug_(cfg.debug) {
+  if (cfg.doCompositeTkEle) {
+#ifdef CMSSW_GIT_HASH
+    auto resolvedFileName = edm::FileInPath(cfg.compIDparams.conifer_model).fullPath();
+#else
+    auto resolvedFileName = cfg.compIDparams.conifer_model;
+#endif
+    composite_bdt_ = new conifer::BDT<bdt_feature_t, bdt_score_t, false>(resolvedFileName);
+  }
+}
+
 void PFTkEGAlgoEmulator::toFirmware(const PFInputRegion &in,
                                     PFRegion &region,
                                     EmCaloObj emcalo[/*nCALO*/],
@@ -109,10 +130,10 @@ void PFTkEGAlgoEmulator::link_emCalo2emCalo(const std::vector<EmCaloObjEmu> &emc
   }
 }
 
-void PFTkEGAlgoEmulator::link_emCalo2tk(const PFRegionEmu &r,
-                                        const std::vector<EmCaloObjEmu> &emcalo,
-                                        const std::vector<TkObjEmu> &track,
-                                        std::vector<int> &emCalo2tk) const {
+void PFTkEGAlgoEmulator::link_emCalo2tk_elliptic(const PFRegionEmu &r,
+                                                 const std::vector<EmCaloObjEmu> &emcalo,
+                                                 const std::vector<TkObjEmu> &track,
+                                                 std::vector<int> &emCalo2tk) const {
   unsigned int nTrackMax = std::min<unsigned>(track.size(), cfg.nTRACK_EGIN);
   for (int ic = 0, nc = emcalo.size(); ic < nc; ++ic) {
     auto &calo = emcalo[ic];
@@ -146,6 +167,90 @@ void PFTkEGAlgoEmulator::link_emCalo2tk(const PFRegionEmu &r,
   }
 }
 
+void PFTkEGAlgoEmulator::link_emCalo2tk_composite(const PFRegionEmu &r,
+                                                  const std::vector<EmCaloObjEmu> &emcalo,
+                                                  const std::vector<TkObjEmu> &track,
+                                                  std::vector<int> &emCalo2tk,
+                                                  std::vector<float> &emCaloTkBdtScore) const {
+  unsigned int nTrackMax = std::min<unsigned>(track.size(), cfg.nTRACK_EGIN);
+  for (int ic = 0, nc = emcalo.size(); ic < nc; ++ic) {
+    auto &calo = emcalo[ic];
+
+    std::vector<CompositeCandidate> candidates;
+
+    for (unsigned int itk = 0; itk < nTrackMax; ++itk) {
+      const auto &tk = track[itk];
+      if (tk.floatPt() <= cfg.trkQualityPtMin)
+        continue;
+
+      float d_phi = deltaPhi(tk.floatPhi(), calo.floatPhi());
+      float d_eta = tk.floatEta() - calo.floatEta();  // We only use it squared
+      float dR = std::sqrt((d_phi * d_phi) + (d_eta * d_eta));
+
+      if (dR < 0.2) {
+        // Only store indices, dR and dpT for now. The other quantities are computed only for the best nCandPerCluster.
+        CompositeCandidate cand;
+        cand.cluster_idx = ic;
+        cand.track_idx = itk;
+        cand.dpt = std::abs(tk.floatPt() - calo.floatPt());
+        candidates.push_back(cand);
+      }
+    }
+    // FIXME: find best sort criteria, for now we use dpt
+    std::sort(candidates.begin(),
+              candidates.end(),
+              [](const CompositeCandidate &a, const CompositeCandidate &b) -> bool { return a.dpt < b.dpt; });
+    unsigned int nCandPerCluster = std::min<unsigned int>(candidates.size(), cfg.nCompCandPerCluster);
+    if (nCandPerCluster == 0)
+      continue;
+
+    float maxScore = -999;
+    int ibest = -1;
+    for (unsigned int icand = 0; icand < nCandPerCluster; icand++) {
+      auto &cand = candidates[icand];
+      const std::vector<EmCaloObjEmu> &emcalo_sel = emcalo;
+      float score = compute_composite_score(cand, emcalo_sel, track, cfg.compIDparams);
+      if ((score > cfg.compIDparams.bdtScore_loose_wp) && (score > maxScore)) {
+        maxScore = score;
+        ibest = icand;
+      }
+    }
+    if (ibest != -1) {
+      emCalo2tk[ic] = candidates[ibest].track_idx;
+      emCaloTkBdtScore[ic] = maxScore;
+    }
+  }
+}
+
+float PFTkEGAlgoEmulator::compute_composite_score(CompositeCandidate &cand,
+                                                  const std::vector<EmCaloObjEmu> &emcalo,
+                                                  const std::vector<TkObjEmu> &track,
+                                                  const PFTkEGAlgoEmuConfig::CompIDParameters &params) const {
+  // Get the cluster/track objects that form the composite candidate
+  const auto &calo = emcalo[cand.cluster_idx];
+  const auto &tk = track[cand.track_idx];
+
+  // Prepare the input features
+  bdt_feature_t hoe = calo.hwHoe;
+  bdt_feature_t tkpt = tk.hwPt;
+  bdt_feature_t srrtot = calo.hwSrrTot;
+  bdt_feature_t deta = tk.hwEta - calo.hwEta;
+  ap_ufixed<18, 0> calo_invPt = invert_with_shift<pt_t, ap_ufixed<18, 0>, 1024>(calo.hwPt);
+  bdt_feature_t dpt = tk.hwPt * calo_invPt;
+  bdt_feature_t meanz = calo.hwMeanZ;
+  bdt_feature_t dphi = tk.hwPhi - calo.hwPhi;
+  bdt_feature_t nstubs = tk.hwStubs;
+  bdt_feature_t chi2rphi = tk.hwRedChi2RPhi;
+  bdt_feature_t chi2rz = tk.hwRedChi2RZ;
+  bdt_feature_t chi2bend = tk.hwRedChi2Bend;
+
+  // Run BDT inference
+  std::vector<bdt_feature_t> inputs = {tkpt, hoe, srrtot, deta, dphi, dpt, meanz, nstubs, chi2rphi, chi2rz, chi2bend};
+  std::vector<bdt_score_t> bdt_score = composite_bdt_->decision_function(inputs);
+
+  return bdt_score[0];
+}
+
 void PFTkEGAlgoEmulator::sel_emCalo(unsigned int nmax_sel,
                                     const std::vector<EmCaloObjEmu> &emcalo,
                                     std::vector<EmCaloObjEmu> &emcalo_sel) const {
@@ -171,7 +276,6 @@ void PFTkEGAlgoEmulator::run(const PFInputRegion &in, OutputRegion &out) const {
                   << std::endl;
     }
   }
-
   // FIXME: can be removed in the endcap since now running with the "interceptor".
   // Might still be needed in barrel
   // filter and select first N elements of input clusters
@@ -183,12 +287,18 @@ void PFTkEGAlgoEmulator::run(const PFInputRegion &in, OutputRegion &out) const {
     link_emCalo2emCalo(emcalo_sel, emCalo2emCalo);
 
   std::vector<int> emCalo2tk(emcalo_sel.size(), -1);
-  link_emCalo2tk(in.region, emcalo_sel, in.track, emCalo2tk);
+  std::vector<float> emCaloTkBdtScore(emcalo_sel.size(), -999);
+
+  if (cfg.doCompositeTkEle) {
+    link_emCalo2tk_composite(in.region, emcalo_sel, in.track, emCalo2tk, emCaloTkBdtScore);
+  } else {
+    link_emCalo2tk_elliptic(in.region, emcalo_sel, in.track, emCalo2tk);
+  }
 
   out.egsta.clear();
   std::vector<EGIsoObjEmu> egobjs;
   std::vector<EGIsoEleObjEmu> egeleobjs;
-  eg_algo(in.region, emcalo_sel, in.track, emCalo2emCalo, emCalo2tk, out.egsta, egobjs, egeleobjs);
+  eg_algo(in.region, emcalo_sel, in.track, emCalo2emCalo, emCalo2tk, emCaloTkBdtScore, out.egsta, egobjs, egeleobjs);
 
   unsigned int nEGOut = std::min<unsigned>(cfg.nEM_EGOUT, egobjs.size());
   unsigned int nEGEleOut = std::min<unsigned>(cfg.nEM_EGOUT, egeleobjs.size());
@@ -205,6 +315,7 @@ void PFTkEGAlgoEmulator::eg_algo(const PFRegionEmu &region,
                                  const std::vector<TkObjEmu> &track,
                                  const std::vector<int> &emCalo2emCalo,
                                  const std::vector<int> &emCalo2tk,
+                                 const std::vector<float> &emCaloTkBdtScore,
                                  std::vector<EGObjEmu> &egstas,
                                  std::vector<EGIsoObjEmu> &egobjs,
                                  std::vector<EGIsoEleObjEmu> &egeleobjs) const {
@@ -220,6 +331,7 @@ void PFTkEGAlgoEmulator::eg_algo(const PFRegionEmu &region,
                 << " phi " << calo.hwPhi << std::endl;
 
     int itk = emCalo2tk[ic];
+    float bdt = emCaloTkBdtScore[ic];
 
     // check if brem recovery is on
     if (!cfg.doBremRecovery || cfg.writeBeforeBremRecovery) {
@@ -232,7 +344,7 @@ void PFTkEGAlgoEmulator::eg_algo(const PFRegionEmu &region,
         egQual = calo.hwEmID | 0x8;
       }
 
-      addEgObjsToPF(egstas, egobjs, egeleobjs, emcalo, track, ic, egQual, calo.hwPt, itk);
+      addEgObjsToPF(egstas, egobjs, egeleobjs, emcalo, track, ic, egQual, calo.hwPt, itk, bdt);
     }
 
     if (!cfg.doBremRecovery)
@@ -255,7 +367,7 @@ void PFTkEGAlgoEmulator::eg_algo(const PFRegionEmu &region,
 
     // 2. create EG objects with brem recovery
     // NOTE: duplicating the object is suboptimal but this is done for keeping things as in TDR code...
-    addEgObjsToPF(egstas, egobjs, egeleobjs, emcalo, track, ic, calo.hwEmID, ptBremReco, itk, components);
+    addEgObjsToPF(egstas, egobjs, egeleobjs, emcalo, track, ic, calo.hwEmID, ptBremReco, itk, bdt, components);
   }
 }
 
@@ -309,7 +421,8 @@ EGIsoEleObjEmu &PFTkEGAlgoEmulator::addEGIsoEleToPF(std::vector<EGIsoEleObjEmu>
                                                     const EmCaloObjEmu &calo,
                                                     const TkObjEmu &track,
                                                     const unsigned int hwQual,
-                                                    const pt_t ptCorr) const {
+                                                    const pt_t ptCorr,
+                                                    const float bdtScore) const {
   EGIsoEleObjEmu egiso;
   egiso.clear();
   egiso.hwPt = ptCorr;
@@ -317,9 +430,14 @@ EGIsoEleObjEmu &PFTkEGAlgoEmulator::addEGIsoEleToPF(std::vector<EGIsoEleObjEmu>
   egiso.hwPhi = calo.hwPhi;
   unsigned int egHwQual = hwQual;
   if (cfg.doEndcapHwQual) {
-    // 1. zero-suppress the loose EG-ID (bit 1)
-    // 2. for now use the standalone tight definition (bit 0) to set the tight point for eles (bit 1)
-    egHwQual = (hwQual & 0x9) | ((hwQual & 0x1) << 1);
+    if (cfg.doCompositeTkEle) {
+      // tight ele WP is set for tight BDT score
+      egHwQual = (hwQual & 0x9) | ((bdtScore >= cfg.compIDparams.bdtScore_tight_wp) << 1);
+    } else {
+      // 1. zero-suppress the loose EG-ID (bit 1)
+      // 2. for now use the standalone tight definition (bit 0) to set the tight point for eles (bit 1)
+      egHwQual = (hwQual & 0x9) | ((hwQual & 0x1) << 1);
+    }
   }
   egiso.hwQual = egHwQual;
   egiso.hwDEta = track.hwVtxEta() - egiso.hwEta;
@@ -328,6 +446,7 @@ EGIsoEleObjEmu &PFTkEGAlgoEmulator::addEGIsoEleToPF(std::vector<EGIsoEleObjEmu>
   egiso.hwCharge = track.hwCharge;
   egiso.srcCluster = calo.src;
   egiso.srcTrack = track.src;
+  egiso.idScore = bdtScore;
   egobjs.push_back(egiso);
 
   if (debug_ > 2)
@@ -346,6 +465,7 @@ void PFTkEGAlgoEmulator::addEgObjsToPF(std::vector<EGObjEmu> &egstas,
                                        const unsigned int hwQual,
                                        const pt_t ptCorr,
                                        const int tk_idx,
+                                       const float bdtScore,
                                        const std::vector<unsigned int> &components) const {
   int sta_idx = -1;
   if (writeEgSta()) {
@@ -355,7 +475,7 @@ void PFTkEGAlgoEmulator::addEgObjsToPF(std::vector<EGObjEmu> &egstas,
   EGIsoObjEmu &egobj = addEGIsoToPF(egobjs, emcalo[calo_idx], hwQual, ptCorr);
   egobj.sta_idx = sta_idx;
   if (tk_idx != -1) {
-    EGIsoEleObjEmu &eleobj = addEGIsoEleToPF(egeleobjs, emcalo[calo_idx], track[tk_idx], hwQual, ptCorr);
+    EGIsoEleObjEmu &eleobj = addEGIsoEleToPF(egeleobjs, emcalo[calo_idx], track[tk_idx], hwQual, ptCorr, bdtScore);
     eleobj.sta_idx = sta_idx;
   }
 }
diff --git a/L1Trigger/Phase2L1ParticleFlow/src/l1-converters/hgcalinputt_ref.cpp b/L1Trigger/Phase2L1ParticleFlow/src/l1-converters/hgcalinputt_ref.cpp
index d1777586ca753..15bf8a01bca3f 100644
--- a/L1Trigger/Phase2L1ParticleFlow/src/l1-converters/hgcalinputt_ref.cpp
+++ b/L1Trigger/Phase2L1ParticleFlow/src/l1-converters/hgcalinputt_ref.cpp
@@ -8,6 +8,10 @@ l1ct::HadCaloObjEmu l1ct::HgcalClusterDecoderEmulator::decode(const ap_uint<256>
   ap_int<9> w_eta = in(72, 64);
   ap_int<9> w_phi = in(81, 73);
   ap_uint<10> w_qual = in(115, 106);
+  ap_uint<13> w_srrtot = in(213, 201);
+  ap_uint<12> w_meanz = in(94, 83);
+  // FIXME: we use a spare space in the word for hoe which is not in the current interface
+  ap_uint<12> w_hoe = in(127, 116);
 
   l1ct::HadCaloObjEmu out;
   out.clear();
@@ -17,5 +21,12 @@ l1ct::HadCaloObjEmu l1ct::HgcalClusterDecoderEmulator::decode(const ap_uint<256>
   out.hwEmPt = w_empt * l1ct::pt_t(l1ct::Scales::INTPT_LSB);
   out.hwEmID = w_qual;
 
+  // FIXME: variables use by composite-ID need to be added here
+  out.hwSrrTot = w_srrtot * l1ct::srrtot_t(l1ct::Scales::SRRTOT_LSB);
+  out.hwMeanZ = (w_meanz == 0) ? l1ct::meanz_t(0) : l1ct::meanz_t(w_meanz - l1ct::meanz_t(l1ct::Scales::MEANZ_OFFSET));
+  out.hwHoe = w_hoe * l1ct::hoe_t(l1ct::Scales::HOE_LSB);
+
+  // std::cout << "[HadCaloObjEmu] meanz in: " << w_meanz << " out: " << out.hwMeanZ << std::endl;
+
   return out;
 }
diff --git a/L1Trigger/Phase2L1ParticleFlow/src/l1-converters/tkinput_ref.cpp b/L1Trigger/Phase2L1ParticleFlow/src/l1-converters/tkinput_ref.cpp
index 4f707e49cc3cc..ca61b38eb3eb6 100644
--- a/L1Trigger/Phase2L1ParticleFlow/src/l1-converters/tkinput_ref.cpp
+++ b/L1Trigger/Phase2L1ParticleFlow/src/l1-converters/tkinput_ref.cpp
@@ -37,7 +37,8 @@ namespace {
 l1ct::TrackInputEmulator::TrackInputEmulator(const edm::ParameterSet &iConfig)
     : TrackInputEmulator(parseRegion(iConfig.getParameter<std::string>("region")),
                          parseEncoding(iConfig.getParameter<std::string>("trackWordEncoding")),
-                         iConfig.getParameter<bool>("bitwiseAccurate")) {
+                         iConfig.getParameter<bool>("bitwiseAccurate"),
+                         iConfig.getParameter<bool>("slimDataFormat")) {
   if (region_ != Region::Endcap && region_ != Region::Barrel) {
     edm::LogError("TrackInputEmulator") << "region '" << iConfig.getParameter<std::string>("region")
                                         << "' is not yet supported";
@@ -81,10 +82,11 @@ l1ct::TrackInputEmulator::TrackInputEmulator(const edm::ParameterSet &iConfig)
 
 #endif
 
-l1ct::TrackInputEmulator::TrackInputEmulator(Region region, Encoding encoding, bool bitwise)
+l1ct::TrackInputEmulator::TrackInputEmulator(Region region, Encoding encoding, bool bitwise, bool slim)
     : region_(region),
       encoding_(encoding),
       bitwise_(bitwise),
+      slim_(slim),
       rInvToPt_(31199.5),
       phiScale_(0.00038349520),
       z0Scale_(0.00999469),
@@ -100,7 +102,8 @@ l1ct::TrackInputEmulator::TrackInputEmulator(Region region, Encoding encoding, b
 
 std::pair<l1ct::TkObjEmu, bool> l1ct::TrackInputEmulator::decodeTrack(ap_uint<96> tkword,
                                                                       const l1ct::PFRegionEmu &sector,
-                                                                      bool bitwise) const {
+                                                                      bool bitwise,
+                                                                      bool slim) const {
   l1ct::TkObjEmu ret;
   ret.clear();
   auto z0 = signedZ0(tkword);
@@ -162,7 +165,6 @@ std::pair<l1ct::TkObjEmu, bool> l1ct::TrackInputEmulator::decodeTrack(ap_uint<96
         fDEta = floatDEtaHGCal(z0, Rinv, tanl);
         fDPhi = floatDPhiHGCal(z0, Rinv, tanl);
       }
-
       ret.hwDPhi = std::round(fDPhi);
       ret.hwDEta = std::round(fDEta);
       ret.hwPhi = std::round(fvtxPhi - fDPhi * ret.intCharge());
@@ -171,6 +173,14 @@ std::pair<l1ct::TkObjEmu, bool> l1ct::TrackInputEmulator::decodeTrack(ap_uint<96
       ret.hwZ0 = l1ct::Scales::makeZ0(floatZ0(z0));
     }
 
+    if (!slim) {
+      ap_uint<7> w_hitPattern = tkword(15, 9);
+      ret.hwStubs = countSetBits(w_hitPattern);
+      ret.hwRedChi2RZ = tkword(35, 32);
+      ret.hwRedChi2RPhi = tkword(67, 64);
+      ret.hwRedChi2Bend = tkword(18, 16);
+    }
+
     oksel = ret.hwQuality != 0;
   }
   return std::make_pair(ret, oksel);