diff --git a/llm_quantize/quantize.py b/llm_quantize/quantize.py
index 7fb1c24..708b6c8 100644
--- a/llm_quantize/quantize.py
+++ b/llm_quantize/quantize.py
@@ -1,6 +1,6 @@
+import os
 import subprocess
 import sys
-import os
 
 
 def execute_commands(model_dir_path, quantization=None):
@@ -13,7 +13,7 @@ def execute_commands(model_dir_path, quantization=None):
         if quantization:
             model_file = f"llama.cpp/models/{model_dir_path}/ggml-model-f16.gguf"
             quantized_model_file = f"llama.cpp/models/{model_dir_path.split('/')[-1]}/ggml-model-{quantization}.gguf"
-            subprocess.run(["llama.cpp/llm_quantize", model_file, quantized_model_file, quantization], check=True)
+            subprocess.run(["llama.cpp/quantize", model_file, quantized_model_file, quantization], check=True)
 
     else:
         print("llama.cpp doesn't exist, check readme how to clone.")
diff --git a/src/grag/quantize/quantize.py b/src/grag/quantize/quantize.py
index 8e42117..d05990c 100644
--- a/src/grag/quantize/quantize.py
+++ b/src/grag/quantize/quantize.py
@@ -15,6 +15,7 @@
 if user_input != "":
     root_path = user_input
 
+# noinspection PyNoneFunctionAssignment
 res = get_llamacpp_repo(root_path)
 
 if "Already up to date." in str(res.stdout):
diff --git a/src/grag/quantize/utils.py b/src/grag/quantize/utils.py
index 661fb65..7e2b92f 100644
--- a/src/grag/quantize/utils.py
+++ b/src/grag/quantize/utils.py
@@ -72,6 +72,6 @@ def quantize_model(model_dir_path: str, quantization: str, root_path: str) -> No
     subprocess.run(["python3", "convert.py", f"models/{model_dir_path}/"], check=True)
     model_file = f"models/{model_dir_path}/ggml-model-f32.gguf"
     quantized_model_file = f"models/{model_dir_path.split('/')[-1]}/ggml-model-{quantization}.gguf"
-    subprocess.run(["quantize", model_file, quantized_model_file, quantization], check=True)
+    subprocess.run(["./quantize", model_file, quantized_model_file, quantization], check=True)
     print(f"Quantized model present at {root_path}/llama.cpp/{quantized_model_file}")
     os.chdir(Path(__file__).parent)  # Return to the root path after operation