Update README.md

README.md

@@ -1,3 +1,20 @@
 ---
 license: apache-2.0
 ---
+
+
+import torch
+from hqq.engine.hf import HQQModelForCausalLM, AutoTokenizer
+from hqq.utils.patching import prepare_for_inference
+
+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
+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))