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Add Azure AI Search vector store adapter to copilot_vectorstore (#518)

* Initial plan

* Add Azure AI Search vector store implementation with tests and documentation

Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>

* Add integration tests for Azure AI Search vector store

Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>

* Improve Azure AI Search HNSW configuration for SDK compatibility

Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>

* Address code review comments: move imports to module level, add constants, improve logging

Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>

* Address code review comments: improve error handling, fix imports, enhance logging, and complete test coverage

Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>

* Fix code review issues: remove stray markdown backticks, simplify import checks with importlib.util

Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>

* Align import pattern with existing Qdrant tests for consistency

Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>

* Improve code quality: document HNSW SDK versioning, enhance error handling, import exceptions at module level

Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>

* Update adapters/copilot_vectorstore/copilot_vectorstore/azure_ai_search_store.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update adapters/copilot_vectorstore/tests/test_azure_ai_search.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: Alan-Jowett <20480683+Alan-Jowett@users.noreply.github.com>
Co-authored-by: Alan Jowett <alanjo@microsoft.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

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Source Files on job copilot_auth - 20423557791.26