diff --git a/nntrainer/cl_buffer_manager.cpp b/nntrainer/cl_buffer_manager.cpp
index c2af78ca5..df5009dcc 100644
--- a/nntrainer/cl_buffer_manager.cpp
+++ b/nntrainer/cl_buffer_manager.cpp
@@ -21,7 +21,7 @@ ClBufferManager &ClBufferManager::getInstance() {
 
 // to-do: Implementation to be updated with array of Buffer objects if required
 // fp16 Buffer objects to be added in future
-ClBufferManager::ClBufferManager() {
+void ClBufferManager::initBuffers() {
   readBufferA = new opencl::Buffer(context_inst_, buffer_size_bytes, true);
   readBufferB = new opencl::Buffer(context_inst_, buffer_size_bytes, true);
   readBufferC = new opencl::Buffer(context_inst_, buffer_size_bytes, true);
@@ -36,6 +36,7 @@ ClBufferManager::~ClBufferManager() {
   delete readBufferC;
   delete writeBufferA;
   delete writeBufferB;
+  ml_logi("ClBufferManager: Buffers destroyed");
 }
 
 } // namespace nntrainer
diff --git a/nntrainer/cl_buffer_manager.h b/nntrainer/cl_buffer_manager.h
index 875e7e9bc..99b79ef4c 100644
--- a/nntrainer/cl_buffer_manager.h
+++ b/nntrainer/cl_buffer_manager.h
@@ -34,7 +34,7 @@ class ClBufferManager {
    * @brief Private constructor to prevent object creation
    *
    */
-  ClBufferManager();
+  ClBufferManager(){};
 
   /**
    * @brief OpenCl context global instance
@@ -61,6 +61,11 @@ class ClBufferManager {
   opencl::Buffer *writeBufferA;
   opencl::Buffer *writeBufferB;
 
+  /**
+   * @brief Initialize Buffer objects.
+   */
+  void initBuffers();
+
   /**
    * @brief Destroy Buffer pointers.
    *
diff --git a/nntrainer/cl_context.h b/nntrainer/cl_context.h
index 025365546..e0b720900 100644
--- a/nntrainer/cl_context.h
+++ b/nntrainer/cl_context.h
@@ -29,6 +29,7 @@
 #include <layer.h>
 #include <layer_devel.h>
 
+#include <cl_buffer_manager.h>
 #include <opencl_command_queue_manager.h>
 #include <opencl_context_manager.h>
 #include <opencl_kernel.h>
@@ -79,12 +80,14 @@ class ClContext {
 
   template <typename... Ts> using FactoryMap = std::tuple<IndexType<Ts>...>;
 
-  // getting static instance of commandqueue and opencl context
+  // getting static instance of commandqueue, opencl context and buffermanager
   opencl::CommandQueueManager &command_queue_inst_ =
     opencl::CommandQueueManager::GetInstance();
 
   opencl::ContextManager &context_inst_ = opencl::ContextManager::GetInstance();
 
+  ClBufferManager &clbuffInstance = ClBufferManager::getInstance();
+
   /**
    * @brief   Default constructor
    */
@@ -272,6 +275,9 @@ class ClContext {
 
     // getContext() called inside createCommandQueue which creates clContext
     bool result = command_queue_inst_.CreateCommandQueue();
+    // initialize device buffers
+    clbuffInstance.initBuffers();
+
     cl_initialized = result;
     return cl_initialized;
   };