
# stable-code-3b GGUF

Original model: [stable-code-3b](https://huggingface.co/stabilityai/stable-code-3b)
Model creator: [StabilityAI](https://huggingface.co/stabilityai/stable-code-3b)

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](https://github.com/ggerganov/llama.cpp/commit/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

![spiderchart](https://huggingface.co/stabilityai/stable-code-3b/raw/main/stable_code_3b_spiderchart.svg)

| 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% |

{"language": ["en"], "license": "other", "tags": ["causal-lm", "code"], "datasets": ["tiiuae/falcon-refinedweb", "bigcode/the-stack-github-issues", "bigcode/commitpackft", "bigcode/starcoderdata", "EleutherAI/proof-pile-2", "meta-math/MetaMathQA"], "model_name": "stable-code-3b", "base_model": "stabilityai/stable-code-3b", "inference": false, "license_link": "https://huggingface.co/stabilityai/stable-code-3b/blob/main/LICENSE", "model_creator": "stabilityai", "pipeline_tag": "text-generation", "quantized_by": "brittlewis12"}
gguf causal-lm code text-generation en dataset:tiiuae/falcon-refinedweb dataset:bigcode/the-stack-github-issues dataset:bigcode/commitpackft dataset:bigcode/starcoderdata dataset:EleutherAI/proof-pile-2 dataset:meta-math/MetaMathQA base_model:stabilityai/stable-code-3b license:other region:us