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SkyCode是一个多语言开源编程大模型,采用GPT3模型结构,支持Java, JavaScript, C, C++, Python, Go, shell等多种主流编程语言,并能理解中文注释。模型可以对代码进行补全,拥有强大解题能力,使您从编程中解放出来,专心于解决更重要的问题。| SkyCode is an open source programming model, which adopts the GPT3 model structure. It supports Java, JavaScript, C, C++, Python, Go, shell and other languages, and can understand Chinese comments.

Home Page: https://sky-code.singularity-ai.com/index.html#/

License: MIT License

alphacode codex deepmind go gpt-neo humaneval java javascript openai python codeparrot polycoder gpt3 gpt-3 shell

skycode-ai-codex-gpt3's Introduction

SkyCode

SkyCode是由奇点智源发布的多语言开源编程大模型,采用GPT3模型结构,使用海量的代码进行训练。支持Java, JavaScript, C, C++, Python, Go, shell等多种主流编程语言,并能理解中文注释。模型可以对代码进行补全,进行解题等操作,使您从编程中解放出来,专心于解决更大的问题。

image image

Hugging Face 模型主页:https://huggingface.co/SkyWork/SkyCode

项目亮点

  1. 技术优势一 :涵盖多种编程语言

    不同的编程语言着重于解决不同平台、环境下的问题,不同的编程语言都有自己存在的理由。奇点智源SkyCode能够生成的代码,不仅包括使用广泛的JavaScript、python、Java、C等,还涵盖了php、go、swift等共计十余种编程语言,使不同语言的使用者都能来体验SkyCode强大的代码生成能力。

  2. 技术优势二:针对中文注释进行优化

    曾经在预训练大模型领域,一直是被英文社区主导着,依托于GPT3的代码生成模型有着同样的问题。奇点智源凭借深耕中文模型的经验,针对中文的特点,优化创新使用了独特的中文编码方式,更加符合中文的语言习惯,使得模型对中文注释的理解能力更为优秀。

  3. 技术优势三:极其出色的解题能力

    在体现代码生成模型解题能力的HumanEval数据集上,奇点智源SkyCode的解题能力也远高出其他开源模型。

    model pass@1 pass@10 pass@100
    GPT-Neo 1.3B 4.79% 7.47% 16.30%
    GPT-Neo 2.7B 6.41% 11.27% 21.37%
    GPT-J 6B 11.62% 15.74% 27.74%
    SKY_code(2.6B) 12.84% 21.07% 35.97%

    可以看到,参数量2.6B的SkyCode在解题能力上不仅高出参数较少的GPT-Neo 1.3B许多,也远高于参数量相当的GPT-Neo 2.7B模型。即使对比参数量更高的GPT-J 6B模型,SkyCode的解题能力也更强。在更能体现解题能力上限的pass@100指标上,SkyCode超出GPT-J的净值为8.23%。

奇点新闻

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依赖

推荐
transformers>=4.18.0

模型使用

# -*- coding: utf-8 -*-
from transformers import GPT2LMHeadModel
from transformers import AutoTokenizer
from transformers import TextGenerationPipeline

model = GPT2LMHeadModel.from_pretrained("SkyWork/SkyCode")
tokenizer = AutoTokenizer.from_pretrained("SkyWork/SkyCode", trust_remote_code=True)
text_generator = TextGenerationPipeline(model, tokenizer, device=0)
input_str = "if __name__"
max_new_tokens = 40
print(text_generator(input_str, max_new_tokens=max_new_tokens, do_sample=True))

huggingface模型主页

https://huggingface.co/SkyWork/SkyCode

版权许可

MIT License

加入开发者群

微信扫码,加入SkyCode开发者群:

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