Update README.md

README.md

@@ -256,7 +256,17 @@ output = llm(
   stop=["</s>"],   # Example stop token - not necessarily correct for this specific model! Please check before using.
   echo=True        # Whether to echo the prompt
 )
+```
+
+#### Simple example code to load one of these GGUF models
+
+```python
+from ctransformers import AutoModelForCausalLM
+
+# Set gpu_layers to the number of layers to offload to GPU. Set to 0 if no GPU acceleration is available on your system.
+llm = AutoModelForCausalLM.from_pretrained("infosys/NT-Java-1.1B-GGUF", model_file="NT-Java-1.1B_Q4_K_M.gguf", model_type="gpt_bigcode", gpu_layers=50)
 
+print(llm("AI is going to"))
 ```
 
 ## How to use with LangChain