Update README.md

README.md

@@ -3,18 +3,26 @@ license: apache-2.0
 ---
 
 
+### Imports
+
+```python
 import torch
 from hqq.engine.hf import HQQModelForCausalLM, AutoTokenizer
 from hqq.utils.patching import prepare_for_inference
+```
+
 
+### Loading Weights
 model = HQQModelForCausalLM.from_quantized("rohitg/Mixtral-8x22B-Instruct-v0.1-hf-4bit_g64-HQQ", device='cuda')
 tokenizer = AutoTokenizer.from_pretrained('mistralai/Mixtral-8x22B-Instruct-v0.1')
-
 prepare_for_inference(model, backend="torchao_int4")
 
-#Text Generation
+### Text Generation
+
+```python
 prompt = "<s> [INST] How do I build a car? [/INST] "
 
 inputs = tokenizer(prompt, return_tensors="pt", add_special_tokens=False)
 outputs = model.generate(**(inputs.to('cuda')), max_new_tokens=1000)
 print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+```