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* Python: Fix broken samples and add missing READMEs - simple_context_provider: move instructions kwarg into options dict - suspend_resume_session: use OpenAIChatCompletionClient for in-memory demo - foundry_chat_client_with_hosted_mcp: move store kwarg into options dict - Add README.md for context_providers and conversations sample folders Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Fix additional sample issues in context_providers - mem0_basic: send preferences query before sleep so Mem0 can learn them, print result from new session recall - mem0_sessions: add session for multi-turn conversation in agent-scoped example, remove user_id from agent-scoped provider (Mem0 API stores memories without user_id when agent_id is provided), use single message for storing preferences - redis_basics: print retrieved context messages instead of raw object - redis_sessions: add missing load_dotenv() call - redis_basics/redis_sessions: fix docstrings referencing wrong client type - azure_redis_conversation: replace duplicate copyright with load_dotenv() Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * Python: Fix broken link in declarative README openai_responses_agent.py was renamed to openai_agent.py Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
6f6ee61834
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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 and resume conversation sessions, comparing service-managed sessions (Azure AI Foundry) with in-memory sessions (OpenAI). |
custom_history_provider.py |
Implement a custom history provider by extending BaseHistoryProvider, enabling conversation persistence in your preferred storage backend. |
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 nameOPENAI_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 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_URLenvironment variable for remote or authenticated instances - Quickstart with Docker:
docker run -d --name redis-stack -p 6379:6379 redis/redis-stack-server:latest
- Override via the