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We can also pass a model instance for the chat model and the embedding model through the **model_instance** parameter.
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This feature enables you to utilize a Langchain model instance.
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If you are familiar with Langchain, you can easily find the `chat model list <https://python.langchain.com/v0.2/docs/integrations/chat/#all-chat-models>`_
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and `embedding model list <https://python.langchain.com/v0.2/docs/integrations/text_embedding/#all-embedding-models>`_.
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You will discover the model you require within the provided list:
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- `chat model list <https://python.langchain.com/v0.2/docs/integrations/chat/#all-chat-models>`_
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- `embedding model list <https://python.langchain.com/v0.2/docs/integrations/text_embedding/#all-embedding-models>`_.
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For instance, consider **chat model** Moonshot. We can integrate it in the following manner:
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