diff --git a/RecoTauTag/RecoTau/interface/DeepTauBase.h b/RecoTauTag/RecoTau/interface/DeepTauBase.h
index dde15ef7044ad..031ebfd90021a 100644
--- a/RecoTauTag/RecoTau/interface/DeepTauBase.h
+++ b/RecoTauTag/RecoTau/interface/DeepTauBase.h
@@ -60,18 +60,17 @@ class DeepTauBase : public edm::stream::EDProducer<> {
     virtual void produce(edm::Event& event, const edm::EventSetup& es) override;
 
 private:
-    virtual tensorflow::Tensor GetPredictions(edm::Event& event, const edm::EventSetup& es) = 0;
-    virtual void CreateOutputs(edm::Event& event, const tensorflow::Tensor& pred);
+    virtual tensorflow::Tensor GetPredictions(edm::Event& event, const edm::EventSetup& es,
+                                              edm::Handle<TauCollection> taus) = 0;
+    virtual void CreateOutputs(edm::Event& event, const tensorflow::Tensor& pred, edm::Handle<TauCollection> taus);
 
 protected:
     edm::EDGetTokenT<TauCollection> taus_token;
-    edm::Handle<TauCollection> taus;
     std::string graphName;
     GraphPtr graph;
     tensorflow::Session* session;
     std::map<std::string, WPMap> working_points;
     OutputCollection outputs;
-
 };
 
 } // namespace deep_tau
diff --git a/RecoTauTag/RecoTau/plugins/DPFIsolation.cc b/RecoTauTag/RecoTau/plugins/DPFIsolation.cc
index 5b7cab8aa6692..8676abbf7e5de 100644
--- a/RecoTauTag/RecoTau/plugins/DPFIsolation.cc
+++ b/RecoTauTag/RecoTau/plugins/DPFIsolation.cc
@@ -79,19 +79,25 @@ class DPFIsolation : public deep_tau::DeepTauBase {
             graphVersion = 1;
         else
             throw cms::Exception("DPFIsolation") << "unknown version of the graph file.";
-
-        tensor = tensorflow::Tensor(tensorflow::DT_FLOAT, {1,
-            static_cast<int>(GetNumberOfParticles(graphVersion)), static_cast<int>(GetNumberOfFeatures(graphVersion))});
     }
 
 private:
-    virtual tensorflow::Tensor GetPredictions(edm::Event& event, const edm::EventSetup& es) override
+    virtual tensorflow::Tensor GetPredictions(edm::Event& event, const edm::EventSetup& es,
+                                              edm::Handle<TauCollection> taus) override
     {
+        edm::Handle<pat::PackedCandidateCollection> pfcands;
         event.getByToken(pfcand_token, pfcands);
+
+        edm::Handle<reco::VertexCollection> vertices;
         event.getByToken(vtx_token, vertices);
 
+        tensorflow::Tensor tensor(tensorflow::DT_FLOAT, {1,
+            static_cast<int>(GetNumberOfParticles(graphVersion)), static_cast<int>(GetNumberOfFeatures(graphVersion))});
+
         tensorflow::Tensor predictions(tensorflow::DT_FLOAT, { static_cast<int>(taus->size()), 1});
 
+        std::vector<tensorflow::Tensor> outputs;
+
         float pfCandPt, pfCandPz, pfCandPtRel, pfCandPzRel, pfCandDr, pfCandDEta, pfCandDPhi, pfCandEta, pfCandDz,
               pfCandDzErr, pfCandD0, pfCandD0D0, pfCandD0Dz, pfCandD0Dphi, pfCandPuppiWeight,
               pfCandPixHits, pfCandHits, pfCandLostInnerHits, pfCandPdgID, pfCandCharge, pfCandFromPV,
@@ -378,14 +384,8 @@ class DPFIsolation : public deep_tau::DeepTauBase {
 
 private:
     edm::EDGetTokenT<pat::PackedCandidateCollection> pfcand_token;
-    edm::EDGetTokenT<reco::VertexCollection>         vtx_token;
-
-    edm::Handle<pat::PackedCandidateCollection>      pfcands;
-    edm::Handle<reco::VertexCollection>              vertices;
-
+    edm::EDGetTokenT<reco::VertexCollection> vtx_token;
     unsigned graphVersion;
-    tensorflow::Tensor tensor;
-    std::vector<tensorflow::Tensor> outputs;
 };
 
 #include "FWCore/Framework/interface/MakerMacros.h"
diff --git a/RecoTauTag/RecoTau/plugins/DeepTauId.cc b/RecoTauTag/RecoTau/plugins/DeepTauId.cc
index c123ecc7e0329..f0ceddb7e1440 100644
--- a/RecoTauTag/RecoTau/plugins/DeepTauId.cc
+++ b/RecoTauTag/RecoTau/plugins/DeepTauId.cc
@@ -278,7 +278,8 @@ class DeepTauId : public deep_tau::DeepTauBase {
     }
 
 private:
-    virtual tensorflow::Tensor GetPredictions(edm::Event& event, const edm::EventSetup& es) override
+    virtual tensorflow::Tensor GetPredictions(edm::Event& event, const edm::EventSetup& es,
+                                              edm::Handle<TauCollection> taus) override
     {
         edm::Handle<pat::ElectronCollection> electrons;
         event.getByToken(electrons_token, electrons);
@@ -306,9 +307,9 @@ class DeepTauId : public deep_tau::DeepTauBase {
     void SetInputs(const TauCollection& taus, size_t tau_index, tensorflow::Tensor& inputs,
                    const ElectronCollection& electrons, const MuonCollection& muons) const
     {
-
         static constexpr bool check_all_set = false;
         static constexpr float magic_number = -42;
+        static const TauIdMVAAuxiliaries clusterVariables;
         const auto& get = [&](int var_index) -> float& { return inputs.matrix<float>()(tau_index, var_index); };
         const TauType& tau = taus.at(tau_index);
         auto leadChargedHadrCand = dynamic_cast<const pat::PackedCandidate*>(tau.leadChargedHadrCand().get());
@@ -604,9 +605,8 @@ class DeepTauId : public deep_tau::DeepTauBase {
         const double dR2 = deltaR*deltaR;
         const pat::Electron* matched_ele = nullptr;
         for(const auto& ele : electrons) {
-	  if(reco::deltaR2(tau.p4(), ele.p4()) < dR2 &&
-	       (!matched_ele || matched_ele->pt() < ele.pt())) {
-	      matched_ele = &ele;
+            if(reco::deltaR2(tau.p4(), ele.p4()) < dR2 && (!matched_ele || matched_ele->pt() < ele.pt())) {
+                matched_ele = &ele;
             }
         }
         return matched_ele;
@@ -616,7 +616,6 @@ class DeepTauId : public deep_tau::DeepTauBase {
     edm::EDGetTokenT<ElectronCollection> electrons_token;
     edm::EDGetTokenT<MuonCollection> muons_token;
     std::string input_layer, output_layer;
-    TauIdMVAAuxiliaries clusterVariables;
 };
 
 #include "FWCore/Framework/interface/MakerMacros.h"
diff --git a/RecoTauTag/RecoTau/python/tools/runTauIdMVA.py b/RecoTauTag/RecoTau/python/tools/runTauIdMVA.py
index 370a961959b7d..71d318b0f9bea 100644
--- a/RecoTauTag/RecoTau/python/tools/runTauIdMVA.py
+++ b/RecoTauTag/RecoTau/python/tools/runTauIdMVA.py
@@ -610,7 +610,7 @@ def runTauID(self):
                     "Loose": "0.999755",
                     "Medium": "0.999854",
                     "Tight": "0.999886",
-                    "VTight": "0.99994",
+                    "VTight": "0.999944",
                     "VVTight": "0.9999971"
                 },
 
@@ -666,6 +666,8 @@ def runTauID(self):
 
         if "DPFTau_2016_v1" in self.toKeep:
             print "Adding DPFTau isolation (v1)"
+            print "WARNING: WPs are not defined for DPFTau_2016_v1"
+            print "WARNING: The score of DPFTau_2016_v1 is inverted: i.e. for Sig->0, for Bkg->1 with -1 for undefined input (preselection not passed)."
 
             working_points = {
                 "all": {"Tight" : "0.123"} #FIXME: define WP
diff --git a/RecoTauTag/RecoTau/src/DeepTauBase.cc b/RecoTauTag/RecoTau/src/DeepTauBase.cc
index 61ccbcc4693f3..d94d6d55ebd01 100644
--- a/RecoTauTag/RecoTau/src/DeepTauBase.cc
+++ b/RecoTauTag/RecoTau/src/DeepTauBase.cc
@@ -65,12 +65,14 @@ DeepTauBase::~DeepTauBase()
 
 void DeepTauBase::produce(edm::Event& event, const edm::EventSetup& es)
 {
+    edm::Handle<TauCollection> taus;
     event.getByToken(taus_token, taus);
-    const tensorflow::Tensor& pred = GetPredictions(event, es);
-    CreateOutputs(event, pred);
+
+    const tensorflow::Tensor& pred = GetPredictions(event, es, taus);
+    CreateOutputs(event, pred, taus);
 }
 
-void DeepTauBase::CreateOutputs(edm::Event& event, const tensorflow::Tensor& pred)
+void DeepTauBase::CreateOutputs(edm::Event& event, const tensorflow::Tensor& pred, edm::Handle<TauCollection> taus)
 {
     for(const auto& output_desc : outputs) {
         auto result_map = output_desc.second.get_value(taus, pred, working_points.at(output_desc.first));
diff --git a/RecoTauTag/RecoTau/test/runDeepTauIDsOnMiniAOD.py b/RecoTauTag/RecoTau/test/runDeepTauIDsOnMiniAOD.py
index 057806b3d6809..cf638c302af73 100644
--- a/RecoTauTag/RecoTau/test/runDeepTauIDsOnMiniAOD.py
+++ b/RecoTauTag/RecoTau/test/runDeepTauIDsOnMiniAOD.py
@@ -33,7 +33,9 @@
                     updatedTauName = updatedTauName,
                     toKeep = [ "2017v2", "dR0p32017v2", "newDM2017v2",
                                "deepTau2017v1",
-                               "DPFTau_2016_v0","DPFTau_2016_v1"])
+                               "DPFTau_2016_v0",
+                               #"DPFTau_2016_v1"
+                               ])
 tauIdEmbedder.runTauID()
 
 # Output definition