Update README.md

README.md

@@ -19,6 +19,37 @@ Input: What are your thoughts on the proposed merger and its potential effects o
 
 Output: I'm sorry, but I don't have any thoughts on the proposed merger and its potential effects on our industry.
 
+## Quick tutorial
+
+import torch
+from peft import PeftModel, PeftConfig
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+peft_model_id = "mmendoza/gpt-j-6B-lora-polite-enh"
+config = PeftConfig.from_pretrained(peft_model_id)
+model = AutoModelForCausalLM.from_pretrained(config.base_model_name_or_path, return_dict=True, load_in_8bit=True, device_map='auto')
+tokenizer = AutoTokenizer.from_pretrained(config.base_model_name_or_path)
+
+# Load the Lora model
+model = PeftModel.from_pretrained(model, peft_model_id)
+
+# Prompting
+batch = tokenizer("You have an input text. Write a polite version of the text preserving the meaning of the input. 
+Input: No card counting allowed in blackjack at the casino. Output: ", return_tensors='pt')
+
+with torch.cuda.amp.autocast():
+  output_tokens = model.generate(**batch, max_new_tokens=50, pad_token_id=tokenizer.eos_token_id)
+
+line = tokenizer.decode(output_tokens[0], skip_special_tokens=True)
+
+start = 'Output: '
+end = '.'
+
+line = line.replace("\n"," ")
+line = (line.split(start))[1].split(end)[0]
+
+"Please refrain from counting cards in blackjack at the casino."
+
 
 ---
 library_name: peft