[Model] Refactor Ultravox to use merged input processor (#11198)

Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>

examples/offline_inference_audio_language.py

@@ -25,16 +25,16 @@ def run_ultravox(question: str, audio_count: int):
 
     tokenizer = AutoTokenizer.from_pretrained(model_name)
     messages = [{
-        'role':
-        'user',
-        'content':
-        "<|reserved_special_token_0|>\n" * audio_count + question
+        'role': 'user',
+        'content': "<|audio|>\n" * audio_count + question
     }]
     prompt = tokenizer.apply_chat_template(messages,
                                            tokenize=False,
                                            add_generation_prompt=True)
 
-    llm = LLM(model=model_name, limit_mm_per_prompt={"audio": audio_count})
+    llm = LLM(model=model_name,
+              trust_remote_code=True,
+              limit_mm_per_prompt={"audio": audio_count})
     stop_token_ids = None
     return llm, prompt, stop_token_ids