brittlewis12/stable-code-3b-GGUF

stable-code-3b GGUF

Original model: stable-code-3b Model creator: StabilityAI

This repo contains GGUF format model files for StabilityAI’s stable-code-3b with 16k context.

stable-code-3b is a 2.7B billion parameter decoder-only language model pre-trained on 1.3 trillion tokens of diverse textual and code datasets. stable-code-3b is trained on 18 programming languages (selected based on the 2023 StackOverflow Developer Survey) and demonstrates state-of-the-art performance (compared to models of similar size) on the MultiPL-E metrics across multiple programming languages tested using BigCode's Evaluation Harness.

What is GGUF?

GGUF is a file format for representing AI models. It is the third version of the format, introduced by the llama.cpp team on August 21st 2023. It is a replacement for GGML, which is no longer supported by llama.cpp. Converted using llama.cpp build 1897 (revision 2b3a665)

Prompt template: Completion or Fill-in-Middle

Completion

{{prompt}}

Fill-in-Middle (FIM)

<fim_prefix>{{prefix code}}<fim_suffix>{{suffix code}}<fim_middle>

Example prompt with special prefix, suffix, and middle tokens in context:

<fim_prefix>def fib(n):
<fim_suffix>
    else:
        return fib(n - 2) + fib(n - 1)
<fim_middle>

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Original Model Evaluation

Model	Size	Python	C++	Javascript	Java	PHP	Rust
Stable Code	3B	32.4%	30.9%	32.1%	32.1%	24.2%	23.0%
CodeLLama	7B	30.0%	28.2%	32.5%	31.1%	25.7%	26.3%
Deepseek Coder	1.3B	28.6%	29.2%	28.7%	29.0%	23.6%	18.5%
Wizard Coder	3B	31.6%	25.6%	26.2%	25.8%	25.3%	20.4%
StarCoder	3B	21.6%	19.8%	21.5%	20.5%	19.0%	16.9%
Replit Code V1.5	3B	23.0%	25.9%	26.2%	23.6%	23.2%	21.5%
Deci Coder	1B	19.1%	6.8%	18.4%	16.7%	2.1%	1.7%