diff --git a/run_inference.py b/run_inference.py
index f3ab727b6..5e88f8256 100644
--- a/run_inference.py
+++ b/run_inference.py
@@ -4,13 +4,36 @@
 import platform
 import argparse
 import subprocess
+import logging
+def setup_logging():
+    logging.basicConfig(
+        level=logging.INFO,
+        format='%(asctime)s - %(levelname)s - %(message)s',
+        handlers=[
+            logging.StreamHandler()
+        ]
+    )
+
+def check_cuda():
+    """Check if CUDA is available."""
+    try:
+        import torch
+        if torch.cuda.is_available():
+            logging.info(f"CUDA is available: {torch.cuda.get_device_name(0)}")
+            return True
+        else:
+            logging.warning("CUDA is not available. Falling back to CPU.")
+    except ImportError:
+        logging.warning("PyTorch not installed. CUDA check skipped.")
+    return False
 
 def run_command(command, shell=False):
     """Run a system command and ensure it succeeds."""
     try:
+        logging.info(f"Executing command: {' '.join(command)}")
         subprocess.run(command, shell=shell, check=True)
     except subprocess.CalledProcessError as e:
-        print(f"Error occurred while running command: {e}")
+        logging.error(f"Error occurred while running command: {e}")
         sys.exit(1)
 
 def run_inference():
@@ -21,28 +44,38 @@ def run_inference():
             main_path = os.path.join(build_dir, "bin", "llama-cli")
     else:
         main_path = os.path.join(build_dir, "bin", "llama-cli")
+
+    if not os.path.exists(main_path):
+        logging.error(f"The executable {main_path} does not exist. Please ensure the build directory is correct.")
+        sys.exit(1)
+
     command = [
         f'{main_path}',
         '-m', args.model,
         '-n', str(args.n_predict),
         '-t', str(args.threads),
         '-p', args.prompt,
-        '-ngl', '0',
+        '-ngl', '1' if check_cuda() else '0',
         '-c', str(args.ctx_size),
         '--temp', str(args.temperature),
         "-b", "1",
     ]
+
     if args.conversation:
         command.append("-cnv")
+
+    logging.info("Starting inference process...")
     run_command(command)
 
 def signal_handler(sig, frame):
-    print("Ctrl+C pressed, exiting...")
+    logging.info("Ctrl+C pressed, exiting...")
     sys.exit(0)
 
 if __name__ == "__main__":
+    setup_logging()
+    logging.info("Initializing inference script.")
     signal.signal(signal.SIGINT, signal_handler)
-    # Usage: python run_inference.py -p "Microsoft Corporation is an American multinational corporation and technology company headquartered in Redmond, Washington."
+
     parser = argparse.ArgumentParser(description='Run inference')
     parser.add_argument("-m", "--model", type=str, help="Path to model file", required=False, default="models/bitnet_b1_58-3B/ggml-model-i2_s.gguf")
     parser.add_argument("-n", "--n-predict", type=int, help="Number of tokens to predict when generating text", required=False, default=128)
@@ -53,4 +86,5 @@ def signal_handler(sig, frame):
     parser.add_argument("-cnv", "--conversation", action='store_true', help="Whether to enable chat mode or not (for instruct models.)")
 
     args = parser.parse_args()
+    logging.info("Parsed arguments successfully.")
     run_inference()
\ No newline at end of file