diff --git a/PhysicsTools/ONNXRuntime/interface/ONNXSessionOptions.h b/PhysicsTools/ONNXRuntime/interface/ONNXSessionOptions.h
index 44c0c37720c4b..98d38e9630157 100644
--- a/PhysicsTools/ONNXRuntime/interface/ONNXSessionOptions.h
+++ b/PhysicsTools/ONNXRuntime/interface/ONNXSessionOptions.h
@@ -1,6 +1,5 @@
-#ifndef PHYSICSTOOLS_ONNXRUNTIME_ONNXSESSIONOPTIONS_H 
-#define PHYSICSTOOLS_ONNXRUNTIME_ONNXSESSIONOPTIONS_H 
-
+#ifndef PHYSICSTOOLS_ONNXRUNTIME_ONNXSESSIONOPTIONS_H
+#define PHYSICSTOOLS_ONNXRUNTIME_ONNXSESSIONOPTIONS_H
 
 #include "HeterogeneousCore/CUDAServices/interface/CUDAService.h"
 #include "FWCore/ServiceRegistry/interface/Service.h"
@@ -15,20 +14,19 @@ namespace cms::Ort {
   //    cuda -> Use cuda backend
   //    default -> Use best available
   inline ::Ort::SessionOptions getSessionOptions(const std::string &param_backend) {
-   
     auto backend = cms::Ort::Backend::cpu;
-    if ( param_backend == "cuda" )
+    if (param_backend == "cuda")
       backend = cms::Ort::Backend::cuda;
 
-    if ( param_backend == "default" ) {
+    if (param_backend == "default") {
       edm::Service<CUDAService> cs;
       if (cs.isAvailable() and cs->enabled()) {
-	backend = cms::Ort::Backend::cuda;
+        backend = cms::Ort::Backend::cuda;
       }
-    }    
+    }
 
     return ONNXRuntime::defaultSessionOptions(backend);
   }
-}
+}  // namespace cms::Ort
 
 #endif
diff --git a/PhysicsTools/ONNXRuntime/src/ONNXRuntime.cc b/PhysicsTools/ONNXRuntime/src/ONNXRuntime.cc
index 352da96513a2d..60ddb44b6e436 100644
--- a/PhysicsTools/ONNXRuntime/src/ONNXRuntime.cc
+++ b/PhysicsTools/ONNXRuntime/src/ONNXRuntime.cc
@@ -16,7 +16,6 @@
 #include <memory>
 #include <numeric>
 
-
 namespace cms::Ort {
 
   using namespace ::Ort;
diff --git a/RecoBTag/ONNXRuntime/plugins/BoostedJetONNXJetTagsProducer.cc b/RecoBTag/ONNXRuntime/plugins/BoostedJetONNXJetTagsProducer.cc
index 2a8e0a46d37b1..d51d2811be1a0 100644
--- a/RecoBTag/ONNXRuntime/plugins/BoostedJetONNXJetTagsProducer.cc
+++ b/RecoBTag/ONNXRuntime/plugins/BoostedJetONNXJetTagsProducer.cc
@@ -126,19 +126,20 @@ void BoostedJetONNXJetTagsProducer::fillDescriptions(edm::ConfigurationDescripti
                                          "probQCDothers",
                                      });
   desc.addOptionalUntracked<bool>("debugMode", false);
-  desc.add<std::string>("onnx_backend","default");
+  desc.add<std::string>("onnx_backend", "default");
 
   descriptions.addWithDefaultLabel(desc);
 }
 
 std::unique_ptr<ONNXRuntime> BoostedJetONNXJetTagsProducer::initializeGlobalCache(const edm::ParameterSet &iConfig) {
-  std::string backend= iConfig.getParameter<std::string>("onnx_backend");
- 
+  std::string backend = iConfig.getParameter<std::string>("onnx_backend");
+
   auto session_options = cms::Ort::getSessionOptions(backend);
   // Sept 8, 2022 - on gpu, this model crashes with all optimizations on
-  if ( backend != "cpu" )
+  if (backend != "cpu")
     session_options.SetGraphOptimizationLevel(GraphOptimizationLevel::ORT_ENABLE_BASIC);
-  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(),&session_options);
+  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(),
+                                       &session_options);
 }
 
 void BoostedJetONNXJetTagsProducer::globalEndJob(const ONNXRuntime *cache) {}
diff --git a/RecoBTag/ONNXRuntime/plugins/DeepCombinedONNXJetTagsProducer.cc b/RecoBTag/ONNXRuntime/plugins/DeepCombinedONNXJetTagsProducer.cc
index ec463d1fa2bee..d1a43103702d1 100644
--- a/RecoBTag/ONNXRuntime/plugins/DeepCombinedONNXJetTagsProducer.cc
+++ b/RecoBTag/ONNXRuntime/plugins/DeepCombinedONNXJetTagsProducer.cc
@@ -136,14 +136,15 @@ void DeepCombinedONNXJetTagsProducer::fillDescriptions(edm::ConfigurationDescrip
   desc.add<std::vector<std::string>>("flav_names", std::vector<std::string>{"probb", "probc", "probuds", "probg"});
   desc.add<double>("min_jet_pt", 15.0);
   desc.add<double>("max_jet_eta", 2.5);
-  desc.add<std::string>("onnx_backend","default");
+  desc.add<std::string>("onnx_backend", "default");
 
   descriptions.add("pfDeepCombinedJetTags", desc);
 }
 
 std::unique_ptr<ONNXRuntime> DeepCombinedONNXJetTagsProducer::initializeGlobalCache(const edm::ParameterSet& iConfig) {
   auto session_options = cms::Ort::getSessionOptions(iConfig.getParameter<std::string>("onnx_backend"));
-  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(),&session_options);
+  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(),
+                                       &session_options);
 }
 
 void DeepCombinedONNXJetTagsProducer::globalEndJob(const ONNXRuntime* cache) {}
diff --git a/RecoBTag/ONNXRuntime/plugins/DeepDoubleXONNXJetTagsProducer.cc b/RecoBTag/ONNXRuntime/plugins/DeepDoubleXONNXJetTagsProducer.cc
index 432c1d60c5247..c6360d4f59cab 100644
--- a/RecoBTag/ONNXRuntime/plugins/DeepDoubleXONNXJetTagsProducer.cc
+++ b/RecoBTag/ONNXRuntime/plugins/DeepDoubleXONNXJetTagsProducer.cc
@@ -121,7 +121,7 @@ void DeepDoubleXONNXJetTagsProducer::fillDescriptions(edm::ConfigurationDescript
            "CvB" >> (PDPSD("flav_names", std::vector<std::string>{"probHbb", "probHcc"}, true) and
                      PDFIP("model_path", FIP("RecoBTag/Combined/data/DeepDoubleX/94X/V01/DDCvB.onnx"), true));
   };
-  desc.add<std::string>("onnx_backend","default");
+  desc.add<std::string>("onnx_backend", "default");
 
   auto descBvL(desc);
   descBvL.ifValue(edm::ParameterDescription<std::string>("flavor", "BvL", true), flavorCases());
@@ -138,7 +138,8 @@ void DeepDoubleXONNXJetTagsProducer::fillDescriptions(edm::ConfigurationDescript
 
 std::unique_ptr<ONNXRuntime> DeepDoubleXONNXJetTagsProducer::initializeGlobalCache(const edm::ParameterSet& iConfig) {
   auto session_options = cms::Ort::getSessionOptions(iConfig.getParameter<std::string>("onnx_backend"));
-  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(),&session_options);
+  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(),
+                                       &session_options);
 }
 
 void DeepDoubleXONNXJetTagsProducer::globalEndJob(const ONNXRuntime* cache) {}
diff --git a/RecoBTag/ONNXRuntime/plugins/DeepFlavourONNXJetTagsProducer.cc b/RecoBTag/ONNXRuntime/plugins/DeepFlavourONNXJetTagsProducer.cc
index 4d2135f64beea..7fe7b96cb3007 100644
--- a/RecoBTag/ONNXRuntime/plugins/DeepFlavourONNXJetTagsProducer.cc
+++ b/RecoBTag/ONNXRuntime/plugins/DeepFlavourONNXJetTagsProducer.cc
@@ -85,14 +85,15 @@ void DeepFlavourONNXJetTagsProducer::fillDescriptions(edm::ConfigurationDescript
   desc.add<std::vector<std::string>>("output_names", {"ID_pred/Softmax:0"});
   desc.add<std::vector<std::string>>(
       "flav_names", std::vector<std::string>{"probb", "probbb", "problepb", "probc", "probuds", "probg"});
-  desc.add<std::string>("onnx_backend","default");
+  desc.add<std::string>("onnx_backend", "default");
 
   descriptions.add("pfDeepFlavourJetTags", desc);
 }
 
 std::unique_ptr<ONNXRuntime> DeepFlavourONNXJetTagsProducer::initializeGlobalCache(const edm::ParameterSet& iConfig) {
   auto session_options = cms::Ort::getSessionOptions(iConfig.getParameter<std::string>("onnx_backend"));
-  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(), &session_options);
+  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(),
+                                       &session_options);
 }
 
 void DeepFlavourONNXJetTagsProducer::globalEndJob(const ONNXRuntime* cache) {}
diff --git a/RecoBTag/ONNXRuntime/plugins/DeepVertexONNXJetTagsProducer.cc b/RecoBTag/ONNXRuntime/plugins/DeepVertexONNXJetTagsProducer.cc
index a7a146a978f21..60b975d33fbc9 100644
--- a/RecoBTag/ONNXRuntime/plugins/DeepVertexONNXJetTagsProducer.cc
+++ b/RecoBTag/ONNXRuntime/plugins/DeepVertexONNXJetTagsProducer.cc
@@ -112,14 +112,15 @@ void DeepVertexONNXJetTagsProducer::fillDescriptions(edm::ConfigurationDescripti
   desc.add<std::vector<std::string>>("flav_names", std::vector<std::string>{"probb", "probc", "probuds", "probg"});
   desc.add<double>("min_jet_pt", 15.0);
   desc.add<double>("max_jet_eta", 2.5);
-  desc.add<std::string>("onnx_backend","default");
+  desc.add<std::string>("onnx_backend", "default");
 
   descriptions.add("pfDeepVertexJetTags", desc);
 }
 
 std::unique_ptr<ONNXRuntime> DeepVertexONNXJetTagsProducer::initializeGlobalCache(const edm::ParameterSet& iConfig) {
   auto session_options = cms::Ort::getSessionOptions(iConfig.getParameter<std::string>("onnx_backend"));
-  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(), &session_options);
+  return std::make_unique<ONNXRuntime>(iConfig.getParameter<edm::FileInPath>("model_path").fullPath(),
+                                       &session_options);
 }
 
 void DeepVertexONNXJetTagsProducer::globalEndJob(const ONNXRuntime* cache) {}
diff --git a/RecoParticleFlow/PFProducer/plugins/MLPFProducer.cc b/RecoParticleFlow/PFProducer/plugins/MLPFProducer.cc
index 0916925e8e8e4..cc791e464d251 100644
--- a/RecoParticleFlow/PFProducer/plugins/MLPFProducer.cc
+++ b/RecoParticleFlow/PFProducer/plugins/MLPFProducer.cc
@@ -175,7 +175,7 @@ void MLPFProducer::fillDescriptions(edm::ConfigurationDescriptions& descriptions
       edm::FileInPath(
           "RecoParticleFlow/PFProducer/data/mlpf/"
           "mlpf_2021_11_16__no_einsum__all_data_cms-best-of-asha-scikit_20211026_042043_178263.workergpu010.onnx"));
-  desc.add<std::string>("onnx_backend","default");
+  desc.add<std::string>("onnx_backend", "default");
   descriptions.addWithDefaultLabel(desc);
 }