Update README.md

README.md

@@ -2,4 +2,39 @@
 license: gemma
 library_name: transformers
 base_model: google/gemma-1.1-7b-it
----
+---
+
+## Usage (llama-cli with GPU): 
+```
+llama-cli -m ./gemma-1.1-7b-it-Q6_K.gguf -ngl 100 --temp 0 --repeat-penalty 1.0 --color -p "Why is the sky blue?"
+```
+
+## Usage (llama-cli with CPU): 
+```
+llama-cli -m ./gemma-1.1-7b-it-Q6_K.gguf --temp 0 --repeat-penalty 1.0 --color -p "Why is the sky blue?"
+```
+
+## Usage (llama-cpp-python via Hugging Face Hub): 
+```
+from llama_cpp import Llama
+
+llm = Llama.from_pretrained(
+    repo_id="chenghenry/gemma-1.1-7b-it-GGUF",
+    filename="gemma-1.1-7b-it-Q6_K.gguf",
+    n_ctx=8192,
+    n_batch=2048,
+    n_gpu_layers=100,
+    verbose=False,
+    chat_format="gemma"
+)
+
+prompt = "Why is the sky blue?"
+
+messages = [{"role": "user", "content": prompt}]
+response = llm.create_chat_completion(
+    messages=messages,
+    repeat_penalty=1.0,
+    temperature=0)
+
+print(response["choices"][0]["message"]["content"])
+```