92 lines
3.6 KiB
Markdown
92 lines
3.6 KiB
Markdown
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---
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base_model: stabilityai/stable-code-3b
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inference: false
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language:
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- en
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license: other
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license_link: https://huggingface.co/stabilityai/stable-code-3b/blob/main/LICENSE
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model_creator: stabilityai
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model_name: stable-code-3b
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pipeline_tag: text-generation
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datasets:
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- tiiuae/falcon-refinedweb
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- bigcode/the-stack-github-issues
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- bigcode/commitpackft
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- bigcode/starcoderdata
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- EleutherAI/proof-pile-2
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- meta-math/MetaMathQA
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tags:
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- causal-lm
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- code
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quantized_by: brittlewis12
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---
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# stable-code-3b GGUF
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Original model: [stable-code-3b](https://huggingface.co/stabilityai/stable-code-3b)
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Model creator: [StabilityAI](https://huggingface.co/stabilityai/stable-code-3b)
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This repo contains GGUF format model files for StabilityAI’s stable-code-3b with 16k context.
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> 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.
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### What is GGUF?
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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.
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Converted using llama.cpp build 1897 (revision [2b3a665](https://github.com/ggerganov/llama.cpp/commit/2b3a665))
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## Prompt template: Completion or Fill-in-Middle
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### Completion
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```
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{{prompt}}
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```
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### Fill-in-Middle (FIM)
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```
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<fim_prefix>{{prefix code}}<fim_suffix>{{suffix code}}<fim_middle>
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```
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Example prompt with special prefix, suffix, and middle tokens in context:
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```
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<fim_prefix>def fib(n):
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<fim_suffix>
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else:
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return fib(n - 2) + fib(n - 1)
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<fim_middle>
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```
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---
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## Download & run with [cnvrs](https://twitter.com/cnvrsai) on iPhone, iPad, and Mac!
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[cnvrs](https://testflight.apple.com/join/sFWReS7K) is the best app for private, local AI on your device:
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- create & save **Characters** with custom system prompts & temperature settings
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- download and experiment with any **GGUF model** you can [find on HuggingFace](https://huggingface.co/models?library=gguf)!
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- make it your own with custom **Theme colors**
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- powered by Metal ⚡️ & [Llama.cpp](https://github.com/ggerganov/llama.cpp), with **haptics** during response streaming!
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- **try it out** yourself today, on [Testflight](https://testflight.apple.com/join/sFWReS7K)!
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- follow [cnvrs on twitter](https://twitter.com/cnvrsai) to stay up to date
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---
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# Original Model Evaluation
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| Model | Size | Python | C++ | Javascript | Java | PHP | Rust |
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|------------------|------|--------|------|------------|------|------|------|
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| **Stable Code** | 3B | 32.4% | 30.9%| 32.1% | 32.1%| 24.2%| 23.0%|
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| CodeLLama | 7B | 30.0% | 28.2%| 32.5% | 31.1%| 25.7%| 26.3%|
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| Deepseek Coder | 1.3B | 28.6% | 29.2%| 28.7% | 29.0%| 23.6%| 18.5%|
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| Wizard Coder | 3B | 31.6% | 25.6%| 26.2% | 25.8%| 25.3%| 20.4%|
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| StarCoder | 3B | 21.6% | 19.8%| 21.5% | 20.5%| 19.0%| 16.9%|
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| Replit Code V1.5 | 3B | 23.0% | 25.9%| 26.2% | 23.6%| 23.2%| 21.5%|
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| Deci Coder | 1B | 19.1% | 6.8% | 18.4% | 16.7%| 2.1% | 1.7% |
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