KritikalProject

This project implements a Python-based coding assistant that uses a fine-tuned BERT model to parse a repository of code and suggest relevant functions or components based on user input. The assistant is accessible via a web interface powered by Flask, allowing users to easily search through code projects. It is an effort towards producing open-source alternatives to existing commercial tools like GitHub Copilot, making intelligent code recommendations more accessible.

Setting Up the Environment

Install the necessary Python packages by running:

pip install -r requirements.txt

Fine-Tune the BERT Model

The pre-trained BERT model was fine-tuned.

python fine_tune_bert.py

Start the Flask API

To provide a web interface for searching the code repository, the Flask API can be started at http://127.0.0.1:5000 by running:

python app.py

Use the Web Interface

Open your web browser and navigate to http://127.0.0.1:5000. Enter your search query in the input field and click "Search" to see the recommended functions along with their relevance scores.