AI-Driven Code Insight Platform

This repository contains the Code Explanation App, a tool designed to provide clear and concise explanations of code snippets. The app leverages the capabilities of the PaLM 2 (Legacy) model to generate explanations.

Features

Interactive Interface: Users can input any code snippet to receive an explanation.

Text Generation: Utilizes the text-bison-001 model for generating explanations and responses.

Flexible Output: Adjust the temperature and token limits to control the randomness and length of the generated text.

Gradio Integration: Easy-to-use web interface powered by Gradio for seamless user interaction.

Notebook Content

Setup and Model Initialization

The notebook begins with setting up the necessary environment and loading the required models:

import palm import os

API Key setup

api_key = os.getenv("PALM_API_KEY") palm.configure(api_key=api_key)

Listing available models

models = [model.name for model in palm.list_models() if model.name == "models/text-bison-001"]

Simple Chatbot

An example of using the model to generate text based on a prompt:

Define the input prompt

prompt1 = "Why is the Sky blue? Provide answers in bullet format in clear and concise manner."

prompt2 = "Why is Generative AI growing so much?"

Generate the text

completion = palm.generate_text( model = models[0], prompt = prompt1, temperature = 1, max_output_tokens = 500 ) print(completion.result)

Web Interface

The app provides a web-based interface using Gradio for ease of use:

import gradio as gr

Define the function for generating explanations

def get_completion(text): completion = palm.generate_text( model=models[0], prompt=text, temperature=0.7, max_output_tokens=500 ) return completion.result

Setup the Gradio interface

iface = gr.Interface( fn=get_completion, inputs=[gr.Textbox(label="Insert Code Snippet")], outputs=[gr.Textbox(label="Explanation Here")], title="Code Sensai" ) iface.launch(share=True, debug=True)

How to Run

Clone the Repository:

git clone https://github.com/your_username/code-explanation-app.git cd code-explanation-app

Install Dependencies:

Ensure you have all the required packages installed. You can use pip to install them:

pip install -r requirements.txt

Set Up API Key:

Make sure you have your PaLM API key set up in your environment variables:

export PALM_API_KEY='your_api_key'

Run the Notebook:

Open the Jupyter Notebook and run all cells to ensure everything is set up correctly.

Launch the Gradio Interface:

Run the Gradio interface cell to start the web application. You will get a shareable link to interact with the app.

Contributions

Feel free to fork this repository, make improvements, and submit pull requests. For major changes, please open an issue first to discuss what you would like to change.