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+# Chat with Code using Qwen3-Coder
+
+Enhance your experience with GitHub repositories through a natural language interface. We are developing a Streamlit app that enables users to communicate with code using the Qwen3-Coder model. This app offers a user-friendly interface for querying code and receiving responses, along with the additional advantage of validating those responses using Cleanlab Codex.
+
+We use:
+
+- [Llama_Index](https://docs.llamaindex.ai/en/stable/) for orchestration
+- [Milvus](https://milvus.io/) to self-host a VectorDB
+- [Cleanlab](https://help.cleanlab.ai/codex/) codex to validate the response
+- [OpenRouterAI](https://openrouter.ai/docs/quick-start) to access Alibaba's Qwen3-Coder
+
+## Set Up
+
+Follow these steps one by one:
+
+### Setup Milvus VectorDB
+
+Milvus provides an installation script to install it as a docker container.
+
+To install Milvus in Docker, you can use the following command:
+
+```bash
+curl -sfL https://raw.githubusercontent.com/milvus-io/milvus/master/scripts/standalone_embed.sh -o standalone_embed.sh
+
+bash standalone_embed.sh start
+```
+
+### Install Dependencies
+
+```bash
+uv sync
+```
+
+## Run the Notebook
+
+You can run the `notebook.ipynb` file to test the functionality of the code in a Jupyter Notebook environment. This notebook will guide you through the process of querying code and validating responses.
+
+## Run the Application
+
+To run the Streamlit app, use the following command:
+
+```bash
+streamlit run app.py
+```
+
+Open your browser and navigate to `http://localhost:8501` to access the app.
+
+## 📬 Stay Updated with Our Newsletter!
+
+**Get a FREE Data Science eBook** 📖 with 150+ essential lessons in Data Science when you subscribe to our newsletter! Stay in the loop with the latest tutorials, insights, and exclusive resources. [Subscribe now!](https://join.dailydoseofds.com)
+
+[![Daily Dose of Data Science Newsletter](https://github.com/patchy631/ai-engineering/blob/main/resources/join_ddods.png)](https://join.dailydoseofds.com)
+
+## Contribution
+
+Contributions are welcome! Feel free to fork this repository and submit pull requests with your improvements.