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SantaCoder

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description SantaCoder Overview

SantaCoder is an open-source extension for the Continue AI platform that utilizes a fine-tuned Code Llama model specifically trained on coding data to generate and explain code snippets in various programming languages.

help SantaCoder FAQ

What is SantaCoder?

SantaCoder is a BigCode open-source code-generation model with about 1.1 billion parameters. It was trained on Python, Java, and JavaScript code from The Stack and supports fill-in-the-middle generation.

Can SantaCoder complete code in the middle of a file?

Yes. SantaCoder supports fill-in-the-middle generation, where the model receives code before and after a missing section and predicts the middle. Its model card identifies special FIM markers such as prefix, suffix, and middle tokens.

Which languages was SantaCoder trained on?

The main SantaCoder model was trained on subsets of The Stack containing Python, Java, and JavaScript. It is not the same model as Code Llama or StarCoder, although all three are code-focused language models.

How large is the SantaCoder model?

The main SantaCoder model has approximately 1.1 billion parameters and a context window of 2,048 tokens. Its relatively small size makes local experimentation easier than with much larger code models, though output quality still requires testing.

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