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docs: Add BentoML deployment doc (#3336)

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Signed-off-by: Sherlock113 <sherlockxu07@gmail.com>
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docs/source/index.rst
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serving/run_on_sky serving/run_on_sky
serving/deploying_with_kserve serving/deploying_with_kserve
serving/deploying_with_triton serving/deploying_with_triton
serving/deploying_with_bentoml
serving/deploying_with_docker serving/deploying_with_docker
serving/serving_with_langchain serving/serving_with_langchain
serving/metrics serving/metrics

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docs/source/serving/deploying_with_bentoml.rst Normal file
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.. _deploying_with_bentoml:
Deploying with BentoML
======================
`BentoML <https://github.com/bentoml/BentoML>`_ allows you to deploy a large language model (LLM) server with vLLM as the backend, which exposes OpenAI-compatible endpoints. You can serve the model locally or containerize it as an OCI-complicant image and deploy it on Kubernetes.
For details, see the tutorial `vLLM inference in the BentoML documentation <https://docs.bentoml.com/en/latest/use-cases/large-language-models/vllm.html>`_.