diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a7ee04a103..306b2005e5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -34,7 +34,7 @@ repos:
       - id: black
         additional_dependencies: ['click==8.0.4']
   - repo: https://github.com/PyCQA/isort
-    rev: 5.10.1
+    rev: 5.12.0
     hooks:
       - id: isort
         args: ["--profile", "black"]
diff --git a/cpp/src/examples/CMakeLists.txt b/cpp/src/examples/CMakeLists.txt
index 6f8441d190..b7c97691df 100644
--- a/cpp/src/examples/CMakeLists.txt
+++ b/cpp/src/examples/CMakeLists.txt
@@ -4,7 +4,7 @@ set(MNIST_SOURCE_FILES "")
 list(APPEND MNIST_SOURCE_FILES ${MNIST_SRC_DIR}/mnist_handler.cc)
 add_library(mnist_handler SHARED ${MNIST_SOURCE_FILES})
 target_include_directories(mnist_handler PUBLIC ${MNIST_SRC_DIR})
-target_link_libraries(mnist_handler PRIVATE ts_backends_torch_scripted ts_utils ${TORCH_LIBRARIES}) 
+target_link_libraries(mnist_handler PRIVATE ts_backends_torch_scripted ts_utils ${TORCH_LIBRARIES})
 
 set(LLM_SRC_DIR "${torchserve_cpp_SOURCE_DIR}/src/examples/llamacpp")
 set(LLAMACPP_SRC_DIR "/home/ubuntu/llama.cpp")
@@ -20,10 +20,12 @@ set(MY_OBJECT_FILES
     ${LLAMACPP_SRC_DIR}/ggml.o
     ${LLAMACPP_SRC_DIR}/llama.o
     ${LLAMACPP_SRC_DIR}/common.o
-    ${LLAMACPP_SRC_DIR}/k_quants.o
+    ${LLAMACPP_SRC_DIR}/ggml-quants.o
     ${LLAMACPP_SRC_DIR}/ggml-alloc.o
     ${LLAMACPP_SRC_DIR}/grammar-parser.o
     ${LLAMACPP_SRC_DIR}/console.o
+    ${LLAMACPP_SRC_DIR}/build-info.o
+    ${LLAMACPP_SRC_DIR}/ggml-backend.o
 
 )
 
diff --git a/cpp/src/examples/llamacpp/llamacpp_handler.cc b/cpp/src/examples/llamacpp/llamacpp_handler.cc
index 1ad72e05cc..fc01858bec 100644
--- a/cpp/src/examples/llamacpp/llamacpp_handler.cc
+++ b/cpp/src/examples/llamacpp/llamacpp_handler.cc
@@ -53,7 +53,8 @@ LlamacppHandler::LoadModel(
 
     llama_backend_init(params.numa);
     ctx_params = llama_context_default_params();
-    llamamodel = llama_load_model_from_file(params.model.c_str(), ctx_params);
+    model_params = llama_model_default_params();
+    llamamodel = llama_load_model_from_file(params.model.c_str(), model_params);
 
     return std::make_pair(module, device);
   } catch (const c10::Error& e) {
@@ -74,7 +75,6 @@ std::vector<torch::jit::IValue> LlamacppHandler::Preprocess(
     std::pair<std::string&, std::map<uint8_t, std::string>&>& idx_to_req_id,
     std::shared_ptr<torchserve::InferenceRequestBatch>& request_batch,
     std::shared_ptr<torchserve::InferenceResponseBatch>& response_batch) {
-
   initialize_context();
 
   std::vector<torch::jit::IValue> batch_ivalue;
@@ -181,8 +181,7 @@ torch::Tensor LlamacppHandler::Inference(
       // evaluate the transformer
 
       if (llama_eval(llama_ctx, tokens_list.data(), int(tokens_list.size()),
-                     llama_get_kv_cache_token_count(llama_ctx),
-                     params.n_threads)) {
+                     llama_get_kv_cache_token_count(llama_ctx))) {
         std::cout << "Failed to eval\n" << __func__ << std::endl;
         break;
       }
@@ -194,7 +193,7 @@ torch::Tensor LlamacppHandler::Inference(
       llama_token new_token_id = 0;
 
       auto logits = llama_get_logits(llama_ctx);
-      auto n_vocab = llama_n_vocab(llama_ctx);
+      auto n_vocab = llama_n_vocab(llamamodel);
 
       std::vector<llama_token_data> candidates;
       candidates.reserve(n_vocab);
@@ -210,7 +209,7 @@ torch::Tensor LlamacppHandler::Inference(
       new_token_id = llama_sample_token_greedy(llama_ctx, &candidates_p);
 
       // is it an end of stream ?
-      if (new_token_id == llama_token_eos(llama_ctx)) {
+      if (new_token_id == llama_token_eos(llamamodel)) {
         std::cout << "Reached [end of text]\n";
         break;
       }
diff --git a/cpp/src/examples/llamacpp/llamacpp_handler.hh b/cpp/src/examples/llamacpp/llamacpp_handler.hh
index 54de782fad..520099f2d6 100644
--- a/cpp/src/examples/llamacpp/llamacpp_handler.hh
+++ b/cpp/src/examples/llamacpp/llamacpp_handler.hh
@@ -13,6 +13,7 @@ namespace llm {
 class LlamacppHandler : public torchserve::torchscripted::BaseHandler {
  private:
   gpt_params params;
+  llama_model_params model_params;
   llama_model* llamamodel;
   llama_context_params ctx_params;
   llama_context* llama_ctx;
@@ -52,4 +53,4 @@ class LlamacppHandler : public torchserve::torchscripted::BaseHandler {
       override;
 };
 }  // namespace llm
-#endif  // LLAMACPP_HANDLER_HH_
\ No newline at end of file
+#endif  // LLAMACPP_HANDLER_HH_
diff --git a/cpp/test/backends/torch_scripted/torch_scripted_backend_test.cc b/cpp/test/backends/torch_scripted/torch_scripted_backend_test.cc
index e841c57ea1..16fedc660a 100644
--- a/cpp/test/backends/torch_scripted/torch_scripted_backend_test.cc
+++ b/cpp/test/backends/torch_scripted/torch_scripted_backend_test.cc
@@ -84,8 +84,7 @@ TEST_F(TorchScriptedBackendTest, TestLoadPredictLlmHandler) {
           "test/resources/torchscript_model/llamacpp/llamacpp_handler", "llm",
           -1, "", "", 1, false),
       "test/resources/torchscript_model/llamacpp/llamacpp_handler",
-      "test/resources/torchscript_model/llamacpp/prompt.txt", "llm_ts",
-      200);
+      "test/resources/torchscript_model/llamacpp/prompt.txt", "llm_ts", 200);
 }
 
 TEST_F(TorchScriptedBackendTest, TestBackendInitWrongModelDir) {