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Thanks for working on this, there are some comments.

@DarkLight1337 Thanks for the review，I have fixed these two errors.

Please fix the failing language models test

Please fix pre-commit

Test:
launch.json

{
    "version": "0.2.0",
    "configurations": [
        {
            "name": "OpenAPI",
            "type": "debugpy",
            "request": "launch",
            "program": "${workspaceFolder}/vllm/entrypoints/openai/api_server.py",
            "args": [
                "--model=/root/.cache/modelscope/hub/models/AI-ModelScope/bloom-560m",
                "--enable-prefix-caching",
                "--trust-remote-code",
                "--gpu-memory-utilization=0.3",
                "--max_model_len=4096",
            ],
        },
    ]
}

/retest