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Integration Llama Index Callback

Integration Llama Index Callback

observabilityllmsgenaicookbookprompt-managementhacktoberfestlarge-language-modelsnextraLangfuselangfuse-docs

description: Example cookbook for the LlamaIndex Langfuse integration. category: Integrations

Cookbook LlamaIndex Integration

This is a simple cookbook that demonstrates how to use the LlamaIndex Langfuse integration. It uses a very simple Index and Query.

Any feedback? Let us know on Discord or GitHub. This is a new integration, and we'd love to hear your thoughts.

Setup

Make sure you have both llama-index and langfuse installed.

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Initialize the integration. Get your API keys from the Langfuse project settings.

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This example uses OpenAI for embeddings and chat completions.

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Index

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Query

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Explore traces in Langfuse

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Done! ✨ You see traces of your index and query in your Langfuse project.

Example traces (public links):

  1. Query
  2. Query (chat)
  3. Session

Trace in Langfuse:

Langfuse Traces

Interested in more advanced features?

See the full integration docs to learn more about advanced features and how to use them:

  • Interoperability with Langfuse Python SDK and other integrations
  • Add custom metadata and attributes to the traces