Update README.md

README.md

@@ -3,3 +3,31 @@ datasets:
 - TinyPixel/orca-bad
 ---
 
+## Usage
+
+```python
+!pip install -q -U trl transformers accelerate git+https://github.com/huggingface/peft.git
+!pip install -q datasets bitsandbytes einops wandb sentencepiece transformers_stream_generator tiktoken
+
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+tokenizer = AutoTokenizer.from_pretrained("TinyPixel/qwen-1.8B-OrcaMini", trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained("TinyPixel/qwen-1.8B-OrcaMini", torch_dtype=torch.bfloat16, device_map="auto", trust_remote_code=True)
+
+device = "cuda:0"
+
+text = '''SYSTEM:
+USER: what is the difference between a dog and a cat on a biological level?
+ASSISTANT:'''
+
+inputs = tokenizer(text, return_tensors="pt").to(device)
+outputs = model.generate(**inputs,
+              max_new_tokens=512,
+              do_sample=True,
+              top_p=0.95,
+              temperature=0.7,
+              top_k=50)
+
+print(tokenizer.decode(outputs[0], skip_special_tokens=False))
+```