def test_llm(): from swift.llm import app_main, AppArguments app_main(AppArguments(model='Qwen/Qwen2.5-0.5B-Instruct')) def test_lora(): from swift.llm import app_main, AppArguments app_main(AppArguments(adapters='swift/test_lora', lang='en', studio_title='小黄')) def test_mllm(): from swift.llm import app_main, AppArguments app_main(AppArguments(model='Qwen/Qwen2-VL-7B-Instruct', stream=True)) def test_audio(): from swift.llm import AppArguments, app_main, DeployArguments, run_deploy deploy_args = DeployArguments(model='Qwen/Qwen2-Audio-7B-Instruct', infer_backend='pt', verbose=False) with run_deploy(deploy_args, return_url=True) as url: app_main(AppArguments(model='Qwen2-Audio-7B-Instruct', base_url=url, stream=True)) if __name__ == '__main__': test_mllm()