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README.md

MemFuse Examples

This directory contains example scripts demonstrating how to use the MemFuse Python client library.

Examples Overview

01_quickstart.py

A comprehensive example showing how to use the synchronous MemFuse APIs, including:

  • Synchronous OpenAI integration
  • Basic memory operations (add, query, list messages)
  • Error handling

02_async_quickstart.py

A comprehensive example showing how to use the asynchronous MemFuse APIs, including:

  • Async OpenAI integration
  • Async memory operations with proper await syntax
  • Async context managers for automatic resource cleanup
  • Concurrent operations and better performance for I/O-bound tasks

03_continued_conversation.py

A focused example demonstrating conversation context persistence, including:

  • Multi-turn conversations with automatic context retention
  • How MemFuse maintains conversation history without manual tracking
  • Seamless follow-up questions without repeating context
  • Testing context switching between different topics

04_gradio_chatbot.py

A web-based chatbot interface using Gradio with traditional responses, including:

  • Interactive web UI for chatting with MemFuse-powered LLMs
  • Synchronous OpenAI integration with MemFuse memory
  • Non-streaming responses (complete responses appear at once)
  • Gradio ChatInterface with custom examples and styling
  • Proper error handling and resource cleanup

05_gradio_chatbot_streaming.py

A web-based chatbot interface with real-time streaming responses, including:

  • Interactive web UI with live streaming text generation
  • Synchronous OpenAI integration with streaming enabled
  • Real-time token-by-token response display
  • Enhanced user experience with immediate feedback
  • Gradio ChatInterface optimized for streaming

Note: The Gradio-based examples require the optional UI dependencies. Install with: pip install "memfuse[ui]". If not installed, the scripts raise a clear error: Install memfuse[ui] to use the demo UI.

06_anthropic_example.py

An example demonstrating synchronous Anthropic integration, including:

  • How to use MemFuse with Anthropic's Claude models
  • Synchronous API calls to Anthropic
  • Basic memory operations tailored for Anthropic usage
  • Asynchronous Anthropic integration with async/await

07_gemini_example.py

An example demonstrating synchronous Gemini integration, including:

  • How to use MemFuse with Google's Gemini models
  • Synchronous API calls to Gemini
  • Basic memory operations tailored for Gemini usage
  • Asynchronous Gemini integration with async/await