Update README.md

README.md

@@ -1,6 +1,27 @@
 ---
 library_name: peft
 ---
+## Usage 
+
+```python
+from peft import PeftModel, PeftConfig
+from transformers import AutoModelForCausalLM
+
+config = PeftConfig.from_pretrained("mwitiderrick/zephyr-7b-beta-gsm8k")
+model = AutoModelForCausalLM.from_pretrained("HuggingFaceH4/zephyr-7b-beta")
+model = PeftModel.from_pretrained(model, "mwitiderrick/zephyr-7b-beta-gsm8k")
+
+prompt = "James decides to run 3 sprints 3 times a week. He runs 60 meters each sprint. How many total meters does he run a week?"
+pipe = pipeline(task="text-generation", model=model, tokenizer=tokenizer, max_length=200)
+result = pipe(f"<s>[INST] {prompt} [/INST]")
+print(result[0]['generated_text'])
+
+"""
+<s>[INST] James decides to run 3 sprints 3 times a week. He runs 60 meters each sprint. How many total meters does he run a week? [/INST]  He runs 3*3=<<3*3=9>>9 sprints a week
+So he runs 9*60=<<9*60=540>>540 meters a week
+"""
+
+```
 ## Training procedure