AutoCoder

What is StackBlitz?

StackBlitz is a web-based IDE tailored for the JavaScript ecosystem. It uses WebContainers, powered by WebAssembly, to provide instant Node.js environments in your browser, ensuring fast and secure coding experiences.

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What are the key features of AutoCoder?

AutoCoder is a specialized model for code generation tasks. It performs exceptionally well on the HumanEval benchmark, achieving an accuracy rate higher than GPT-4 Turbo. Key features include:

High accuracy in code generation, surpassing 90.9% on HumanEval.

Automatic installation of required packages.

Code execution capabilities to verify correctness before finalizing.

A user-friendly web demo with a code interpreter.

Availability on HuggingFace as AutoCoder (33B) and AutoCoder-S (6.7B).

Support for custom environments and testing.

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In what scenarios can AutoCoder be useful?

AutoCoder can be highly beneficial in various scenarios:

Developers can use it to quickly generate accurate code, enhancing development speed.

Educational institutions can leverage it for teaching programming, helping students grasp the code generation process.

Enterprises can adopt it for code quality control, minimizing human errors.

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How do I set up and test AutoCoder?

To set up and test AutoCoder, follow these steps:

Create a conda environment for your testing needs.

Test on the HumanEval benchmark to get initial results.

Use EvalPlus on GitHub for further result testing and post-processing.

Conduct tests on MBPP and DS-1000, then process the results accordingly.

Install Gradio related packages and run the web demo for hands-on experience.