diff --git a/generate.py b/generate.py
new file mode 100644
index 0000000..028ba43
--- /dev/null
+++ b/generate.py
@@ -0,0 +1,28 @@
+import torch
+from transformers import pipeline
+import json
+import warnings
+
+model_id = "princeton-nlp/Llama-3-Instruct-8B-SimPO"
+
+with open('chat_templates.json', 'r') as f:
+    chat_templates = json.load(f)
+
+if "llama-3" in model_id.lower():
+    template = chat_templates["llama3"]
+elif "mistral-7b-base" in model_id.lower():
+    template = chat_templates["mistral-base"]
+elif "mistral-7b-instruct" in model_id.lower():
+    template = chat_templates["mistral-instruct"]
+else:
+    warnings.warn("No template set for the given model_id.")
+
+generator = pipeline(
+    "text-generation",
+    model=model_id,
+    model_kwargs={"torch_dtype": torch.bfloat16},
+    device="cuda",
+)
+generator.tokenizer.chat_template = template
+outputs = generator([{"role": "user", "content": "What's the difference between llamas and alpacas?"}], do_sample=False, max_new_tokens=200)
+print(outputs[0]['generated_text'])