Update README.md

README.md

@@ -1,9 +1,23 @@
 ---
 library_name: peft
 ---
-## Training procedure
+## Inference
+``` python
+from datasets import load_dataset
+from transformers import AutoTokenizer, AutoModelForCausalLM
+from peft import PeftModel
 
-### Framework versions
 
+base_model = AutoModelForCausalLM.from_pretrained(
+    'meta-llama/Llama-2-7b-chat-hf',
+    trust_remote_code=True,
+    device_map="auto",
+    torch_dtype=torch.float16,   # optional if you have enough VRAM
+)
+tokenizer = AutoTokenizer.from_pretrained('FinGPT/fingpt-forecaster_dow30_llama2-7b_lora')
+
+model = PeftModel.from_pretrained('FinGPT/fingpt-forecaster_dow30_llama2-7b_lora')
+model = model.eval()
+```
 
 - PEFT 0.5.0