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[FEATURE]: Add Responses API Support for Azure OpenAI Provider #5202

@kunalk16

Description

@kunalk16

Feature Area

Other (please specify in additional context)

Is your feature request related to a an existing bug? Please link it here.

Azure OpenAI endpoints now support OpenAI Responses API to keep parity with OpenAI.
Below are the advantages of Responses API over Chat Completions API:

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Request is to Support Azure OpenAI responses API

Describe the solution you'd like

When api="responses" is passed to the Azure provider, delegate to the existing OpenAICompletion Responses API implementation with base_url set to the Azure resource's /openai/v1/ endpoint. This reuses the fully-tested OpenAI Responses API code path — no new API logic is needed, just delegating to connect the Azure provider to it.

Describe alternatives you've considered

No response

Additional context

Azure OpenAI Provider

Willingness to Contribute

Yes, I'd be happy to submit a pull request

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