# Evaluation and Observability for AI Apps

This project leverages [CometML Opik](https://github.com/comet-ml/opik) to build an e2e evaluation and observability pipeline for a RAG application.


## Installation and setup

**Get API Keys**:
   - [Opik API Key](https://www.comet.com/signup)  
   - [Open AI API Key](https://platform.openai.com/api-keys) 


**Install Dependencies**:
   Ensure you have Python 3.11 or later installed.
   ```bash
   pip install opik llama-index llama-index-agent-openai llama-index-llms-openai --upgrade --quiet
   ```

**Running**:

You can run the code in notebook ```demo.ipynb```.

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## Contribution

Contributions are welcome! Please fork the repository and submit a pull request with your improvements.