Advanced Usage Example
======================

This example shows advanced features of langchain-memvid including custom encoders and batch processing.

.. literalinclude:: ../../examples/advanced.py
   :language: python
   :caption: Advanced Usage Example
   :name: advanced-example

The complete example demonstrates:

* Working with individual components (Encoder, IndexManager, etc.)
* Custom video and QR code configurations
* Direct video processing and manipulation
* Building complete systems from components
* Testing and verification of functionality

For the interactive Jupyter notebook version, see :doc:`notebooks`.