Add azure ai search

[heyitsaamir]

Summary of PR

• Adds better granular control over different types of storages
• Splits up memory and message storage
• Adds support for azure ai search.

Details

Testing

Tested locally.

Checklist

• I thought through documentation (and updated the docs if necessary)
• I updated the CHANGELOG.md file (or have a good reason not to)

[Copilot]

Pull Request Overview

This PR updates the storage configurations for the memory module to use specific storage classes (e.g. SQLiteStorageConfig and AzureAISearchStorageConfig) and adjusts the associated module implementations accordingly. Key changes include refactoring imports and type checks in various evaluation scripts and storage modules, adding support for Azure AI Search in a new storage class, and updating configuration validation in MemoryModuleConfig.

Reviewed Changes

Copilot reviewed 32 out of 32 changed files in this pull request and generated 1 comment.

Show a summary per file

File	Description
scripts/evaluate_qa.py, scripts/evaluate_memory_decisions.py, scripts/evaluate_extraction.py	Updated storage configuration imports to use SQLiteStorageConfig
packages/teams_memory/storage/*	Replaced StorageConfig with SQLiteStorageConfig in multiple storage modules
packages/teams_memory/storage/azure_ai_search.py	Added new storage implementation leveraging Azure AI Search
packages/teams_memory/core/memory_core.py	Refactored memory and message storage handling with updated config and type changes
packages/teams_memory/config.py, README.md, pyproject.toml, packages/evals/*	Updated documentation, configuration defaults, dependencies, and benchmark references