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Add Azure AI Search backend support to embedding and summarization services (#726)

* Initial plan

* Add Azure AI Search backend support to embedding and summarization services

- Add azure_ai_search backend handling in embedding/main.py and summarization/main.py
- Normalize 'ai_search' backend name to 'azure_ai_search' for factory compatibility
- Add AISEARCH_* configuration fields to service schemas (embedding.json, summarization.json)
- Add VECTORSTORE_TYPE, AISEARCH_ENDPOINT, AISEARCH_INDEX_NAME, and EMBEDDING_DIMENSION to summarization service in containerapps.bicep
- Add EMBEDDING_DIMENSION to embedding service in containerapps.bicep
- Fix VECTORSTORE_TYPE → VECTOR_STORE_TYPE env var name in containerapps.bicep

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

* Fix validation consistency for embedding_dimension in Azure AI Search backend

- Add value validation for embedding_dimension in both services
- Ensure consistent validation pattern across embedding and summarization services

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

* Add explicit handling for inmemory backend and validation for unsupported backends

- Add inmemory backend handling (no additional config needed)
- Add else clause to raise clear error for unsupported backends
- Improves fail-fast behavior with clear error messages

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

* Add missing embedding_dimension validation for FAISS and Qdrant in embedding service

- Add embedding_dimension validation for FAISS backend
- Add embedding_dimension to required_attrs list for Qdrant backend
- Ensures consistency with summarization service validation

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

* Add positive value validation for embedding_dimension across all backends

- Add positive value check for FAISS backend embedding_dimension
- Add positive value check for Qdran... (continued)

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Source Files on job copilot_storage_integration - 20724058872.23