Update README.md

README.md

@@ -39,9 +39,21 @@ library_name: peft
 
 ### Direct Use
 
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from peft import PeftModel
 
-[More Information Needed]
+base_model = AutoModelForCausalLM.from_pretrained("mistralai/Mistral-7B-v0.1")
+tokenizer = AutoTokenizer.from_pretrained("mistralai/Mistral-7B-v0.1")
+
+model = PeftModel.from_pretrained(base_model, "pointbreak3000/mistral-mental-health-lora")
+
+prompt = "I'm feeling stressed and anxious lately. What should I do?"
+inputs = tokenizer(prompt, return_tensors="pt")
+outputs = model.generate(**inputs, max_new_tokens=100)
+print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/67f28eb90def71591f779d1f/DKReV5dUxzCWujyjr34O1.png)
 
 ### Downstream Use [optional]