diff --git a/src/triton_object_recognition/CMakeLists.txt b/src/triton_object_recognition/CMakeLists.txt
index f692e34e..bfaad342 100644
--- a/src/triton_object_recognition/CMakeLists.txt
+++ b/src/triton_object_recognition/CMakeLists.txt
@@ -26,6 +26,8 @@ find_package(sensor_msgs REQUIRED)
 find_package(image_transport REQUIRED)
 find_package(OpenCV 4.5.3 REQUIRED)
 find_package(Boost REQUIRED COMPONENTS filesystem) 
+find_package(Torch REQUIRED)
+
 
 include_directories(include ${catkin_INCLUDE_DIRS})
 include_directories(${OpenCV_INCLUDE_DIRS} ${Boost_INCLUDE_DIRS})
@@ -35,6 +37,8 @@ add_library(triton_object_recognition SHARED
 )
 
 target_link_libraries(triton_object_recognition ${OpenCV_LIBRARIES} ${Boost_LIBRARIES})
+target_link_libraries(your_executable_name "${TORCH_LIBRARIES}")
+
 
 rclcpp_components_register_nodes(triton_object_recognition 
   "triton_object_recognition::ObjectRecognizer"
diff --git a/src/triton_object_recognition/include/triton_object_recognition/object_recognizer.hpp b/src/triton_object_recognition/include/triton_object_recognition/object_recognizer.hpp
index 8fa86fb3..a2ef99c3 100644
--- a/src/triton_object_recognition/include/triton_object_recognition/object_recognizer.hpp
+++ b/src/triton_object_recognition/include/triton_object_recognition/object_recognizer.hpp
@@ -58,6 +58,8 @@ namespace triton_object_recognition
         #endif
 
         std::shared_ptr<cv::dnn::Net> net_;
+        std::shared_ptr<torch::jit::script::Module> module_;
+
 
         //Default Neural Net Parameters (overriden by parameters)
         // THESE ARE RELATED TO DARKNET SO I HAVE COMMENTED THEM OUT 
@@ -66,7 +68,7 @@ namespace triton_object_recognition
         // std::string cfg_url_ = "https://raw.githubusercontent.com/pjreddie/darknet/master/cfg/yolov3-tiny.cfg";
         // std::string cfg_filename_ = "yolov3-tiny.cfg";
 
-        std::string weights_filename_ = "config/weights/best.pt";  // Path to the PyTorch model
+        std::string weights_filename_ = "/config/weights/best.pt";  // Path to the PyTorch model
 
         cv::dnn::Backend backend_ = cv::dnn::DNN_BACKEND_OPENCV;
         cv::dnn::Target target_ = cv::dnn::DNN_TARGET_CPU;
diff --git a/src/triton_object_recognition/src/object_recognizer.cpp b/src/triton_object_recognition/src/object_recognizer.cpp
index 920eec67..3b82dfcb 100644
--- a/src/triton_object_recognition/src/object_recognizer.cpp
+++ b/src/triton_object_recognition/src/object_recognizer.cpp
@@ -3,6 +3,9 @@
 #include <boost/filesystem.hpp>
 #include <rcl_yaml_param_parser/parser.h>
 #include "ament_index_cpp/get_package_share_directory.hpp"
+#include <torch/script.h> // One-stop header for TorchScript
+#include <torch/torch.h>  // General purpose header for PyTorch
+
 using std::placeholders::_1;
 using std::placeholders::_2;
 using std::placeholders::_3;
@@ -118,7 +121,7 @@ namespace triton_object_recognition
     
     // Load PyTorch model
     try {
-        module_ = std::make_shared<torch::jit::script::Module>(torch::jit::load(model_weights.string()));
+        module_ = torch::jit::load(model_weights.string());
         module_->eval();  // Set the model to evaluation mode
     } catch (const c10::Error &e) {
         RCLCPP_ERROR(this->get_logger(), "Error loading the model: %s", e.what());
@@ -126,7 +129,7 @@ namespace triton_object_recognition
     }
 
     RCLCPP_INFO(get_logger(), "Object Recognizer successfully started!");
-
+    }
     void ObjectRecognizer::subscriberCallback(const sensor_msgs::msg::Image::ConstSharedPtr & msg) const
     {
         #if DEBUG_VISUALIZE