code-refactoring

Code Refactoring and Optimization

Developers can leverage coding LLMs to identify and refactor inefficient or redundant code segments automatically. By analyzing code patterns and performance metrics, these models suggest optimizations to improve code readability, maintainability, and performance.

Code Refactoring Workflow

This workflow can analyze existing codebases to identify opportunities for refactoring, such as removing code duplication, improving variable names, or restructuring code for better clarity.

Model used

This workflow uses the dbrx-instruct Model with defined prompt template optimized for Code Refactoring.

How to use the Code Refactoring workflow? 

Using Clarifai SDK

Export your PAT as an environment variable. Then, import and initialize the API Client.

Find your PAT in your security settings.

export CLARIFAI_PAT={your personal access token}

Prediction with the workflow

from clarifai.client.workflow import Workflow

workflow_url = 'https://clarifai.com/{{user_id}}/coding-template/workflows/code-refactoring'

text = '
public static double calculate(int x, int y) {

double z = Math.sqrt(Math.pow(x, 2) + Math.pow(y, 2));

return z;

}'

prediction = Workflow(workflow_url).predict_by_bytes( text.encode(), input_type="text")

# Get workflow results
print(prediction.results[0].outputs[-1].data.text.raw)

Using Workflow

To utilize the Code Completion workflow, you can input your code snippet through the Blue Plus Try your own Input button and it will output refactoring and optimization code.