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| # -*- coding: utf-8 -*- | |
| """Code Reviewer.ipynb | |
| Automatically generated by Colaboratory. | |
| Original file is located at | |
| https://colab.research.google.com/drive/1BRI4Pc9jOR8yvCwn-01ca1-WNKxAC03h | |
| """ | |
| #@title Code Explainer | |
| import gradio as gr | |
| import os | |
| import google.generativeai as palm | |
| # load model | |
| # PaLM API Key here | |
| palm.configure(api_key='INSERT_API_KEY_HERE') | |
| # Use the palm.list_models function to find available models | |
| # PaLM 2 available in 4 sizes: Gecko, Otter, Bison and Unicorn (largest) | |
| models = [m for m in palm.list_models() if 'generateText' in m.supported_generation_methods] | |
| model = models[0].name | |
| # define completion function | |
| def get_completion(code_snippet): | |
| python_code_examples = f""" | |
| --------------------- | |
| Example 1: Code Snippet | |
| def calculate_average(numbers): | |
| total = 0 | |
| for number in numbers: | |
| total += number | |
| average = total / len(numbers) | |
| return average | |
| Code Review: Consider using the sum() function to calculate the total sum of the numbers | |
| instead of manually iterating over the list. | |
| This would make the code more concise and efficient. | |
| --------------------- | |
| Example 2: Code Snippet | |
| def find_largest_number(numbers): | |
| largest_number = numbers[0] | |
| for number in numbers: | |
| if number > largest_number: | |
| largest_number = number | |
| return largest_number | |
| Code Review: Refactor the code using the max() function to find the largest number in the list. | |
| This would simplify the code and improve its readability. | |
| --------------------- | |
| """ | |
| prompt = f""" | |
| I will provide you with code snippets, | |
| and you will review them for potential issues and suggest improvements. | |
| Please focus on providing concise and actionable feedback, highlighting areas | |
| that could benefit from refactoring, optimization, or bug fixes. | |
| Your feedback should be constructive and aim to enhance the overall quality and maintainability of the code. | |
| Please avoid providing explanations for your suggestions unless specifically requested. Instead, focus on clearly identifying areas for improvement and suggesting alternative approaches or solutions. | |
| Few good examples of Python code output between #### separator: | |
| #### | |
| {python_code_examples} | |
| #### | |
| Code Snippet is shared below, delimited with triple backticks: | |
| ``` | |
| {code_snippet} | |
| ``` | |
| """ | |
| completion = palm.generate_text( | |
| model=model, | |
| prompt=prompt, | |
| temperature=0, | |
| # The maximum length of the response | |
| max_output_tokens=500, | |
| ) | |
| response = completion.result | |
| return response | |
| # define app UI | |
| iface = gr.Interface(fn=get_completion, inputs=[gr.Textbox(label="Insert Code Snippet",lines=5)], | |
| outputs=[gr.Textbox(label="Review Here",lines=8)], | |
| title="Code Reviewer" | |
| ) | |
| iface.launch() | |