# Conversation & Session Management Samples These samples demonstrate different approaches to managing conversation history and session state in Agent Framework. ## Samples | File | Description | |------|-------------| | [`suspend_resume_session.py`](suspend_resume_session.py) | Suspend and resume conversation sessions, comparing service-managed sessions (Azure AI Foundry) with in-memory sessions (OpenAI). | | [`custom_history_provider.py`](custom_history_provider.py) | Implement a custom history provider by extending `BaseHistoryProvider`, enabling conversation persistence in your preferred storage backend. | | [`cosmos_history_provider.py`](cosmos_history_provider.py) | Use Azure Cosmos DB as a history provider for durable conversation storage with `CosmosHistoryProvider`. | | [`redis_history_provider.py`](redis_history_provider.py) | Use Redis as a history provider for persistent conversation history storage across sessions. | ## Prerequisites **For `suspend_resume_session.py`:** - `FOUNDRY_PROJECT_ENDPOINT`: Your Azure AI Foundry project endpoint (service-managed session) - `FOUNDRY_MODEL`: The Foundry model deployment name - `OPENAI_API_KEY`: Your OpenAI API key (in-memory session) - Azure CLI authentication (`az login`) **For `custom_history_provider.py`:** - `OPENAI_API_KEY`: Your OpenAI API key **For `cosmos_history_provider.py`:** - `FOUNDRY_PROJECT_ENDPOINT`: Your Azure AI Foundry project endpoint - `FOUNDRY_MODEL`: The Foundry model deployment name - `AZURE_COSMOS_ENDPOINT`: Your Azure Cosmos DB account endpoint - `AZURE_COSMOS_DATABASE_NAME`: The database that stores conversation history - `AZURE_COSMOS_CONTAINER_NAME`: The container that stores conversation history - Either `AZURE_COSMOS_KEY` or Azure CLI authentication (`az login`) **For `redis_history_provider.py`:** - `OPENAI_API_KEY`: Your OpenAI API key - A running Redis server — default URL is `redis://localhost:6379` - Override via the `REDIS_URL` environment variable for remote or authenticated instances - Quickstart with Docker: `docker run -d --name redis-stack -p 6379:6379 redis/redis-stack-server:latest`