Provide support for Azure AI Studio so bot OpenAI-GPT models and marketplace models like Mistral can be loaded from the same Azure AI Studio project

[beschmitt]

Checked

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Feature request

Currently we have ChatMistralAI and AzureChatOpenAI to load either Mistral or GPT models. In Azure AI Studio you can now deploy GPT-models, Mistral-models, Ollama-models and many more in one resource.
It would be really nice to have away of creating an LLM-object from Azure AI studio without having to adapt the code to the specific type of deployment.

Motivation

I want to create chatbot with Langchain and Langgraph and be able to switch which LLM-model is used by simply changing my app-settings and not having to redeploy.

Currently this is achievable by adding a new variable in my app-settings that says which type of model should be created, check that variable and then run either the code for GPT- or Mistral-model creation.

Proposal (If applicable)

No response