How Good Are AI Coding Tools?
Sun Dec 29 2024
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Let's chat about some popular AI tools that help write code. GitHub Copilot, Amazon CodeWhisperer, and ChatGPT are big names here. We put them to the test using the HumanEval Dataset to see how well they do compared to each other. We checked how often they churn out correct code and things like code security and maintainability. Turns out, ChatGPT came out on top with a 65. 2% rate of correct code, followed by GitHub Copilot at 46. 3%, and Amazon CodeWhisperer at 31. 1%. Even the newer versions showed some improvement, with GitHub Copilot leaping 18% and Amazon CodeWhisperer by 7%. But there's more to it than just getting the job done. We also looked at something called technical debt, which is like a quick fix that may cause issues later. ChatGPT had 8. 9 minutes, GitHub Copilot 9. 1, and Amazon CodeWhisperer 5. 6.
This info can help software engineers pick the right tool for their tasks. It’s not just about who can write the most lines, but who can write the best code, right?