Update README.md

README.md

@@ -12,6 +12,21 @@ license: llama2
 ### Model Introduction
 LLaMA-E is meticulously crafted for e-commerce authoring tasks, incorporating specialized features to excel in generating product descriptions, advertisements, and other related content, as outlined in https://arxiv.org/abs/2308.04913#/.
 
+### Usage
+Inference using Huggingface transformers on NVIDIA GPUs. Requirements tested on python 3.10:
+```
+python inference.py --load_8bit --base_model 'meta-llama/Llama-2-7b-hf' --lora_weights './DSMI/LLaMA-E/7b'
+```
+
+```
+***Instruction: Where can I buy the handmade jewellery?
+***Response: Etsy, NOVICA, UncommonGoods, World Market, and Global Crafts offer unique handmade jewelry from artisans worldwide.
+
+***Instruction: Create an attractive advertisement for the Christmas sale of the following product.
+***Input: Custom Photo Music Plaque,Personalized Photo Frame,Album Cover Song Plaque,Music Photo Name Night Lamp,Photo and Music Gift, Music Prints
+***Response: Personalize your music space with a Custom Photo Music Plaque. Add your favorite photo and song lyrics to create a unique gift for music lovers.
+```
+
 ### Citation
 If you find our work helpful, please consider [citing][paper] the following papers.