naas

naas

Jupyter笔记本驱动的开源数据处理平台

Naas是基于Jupyter笔记本的开源数据处理平台,为数据分析师、科学家和工程师提供强大的数据引擎。通过模板、驱动和功能三个低代码层,Naas实现数据工作自动化、报告生成、数据连接和生产环境转换。该平台集成自动化、分析和AI功能,支持快速创建数据任务和报告,连接各类数据源和机器学习算法。Naas将Jupyter笔记本转化为生产就绪环境,提供任务调度、资源共享和通知等功能,作为Google Colab的社区驱动替代方案,为用户提供更灵活的数据处理能力。

NaasJupyter数据分析自动化AIGithub开源项目
<p align="center"><img alt="Naas Logo" src="https://i.imgur.com/ZpcvnKi.jpg") "></p>

:sparkles: Welcome to Naas!

Notebooks as a service (Naas) is an open source platform that allows anyone touching data (business analysts, scientists and engineers) to create powerful data engines combining automation, analytics and AI from the comfort of their Jupyter notebooks.

Naas is an attempt to propose an alternative to Google Colab, powered by the community.

In addition to Google Colab, Naas platform upgrade notebooks with with 3 low-code layers: features, drivers, templates.

  • Templates enable the user to create automated data jobs and reports in minutes.
  • Drivers act as connectors to push and/or pull data from databases, APIs, and Machine Learning algorithms and more.
  • Features transform Jupyter in a production ready environment with scheduling, asset sharing, and notifications.

🚀 Quick Start

Try all of Naas's features for free using -- Naas cloud -- a stable environment, without having to install anything.

⚙️ Installation

Check out our step by step guide on how to set up Naas locally.

<!-- ## ⚙️ Installation ### Install only Naas `pip3 install naas` ### Install Naas with drivers `pip3 install 'naas[full]'` ## :hourglass: Run locally ### Requirements - Docker - Make (Not needed on windows and not needed on Linux/MacOS if you prefer to use `docker-compose` directly). ### Run **Linux / MacOS** ```bash make ``` Then you can go on http://localhost:8888/lab?token=naas **Windows** You just need to double click on the file `windows_start.bat`, this will open a terminal, start naas and open your browser on http://localhost:8888/lab?token=naas. ## 🛑 Stop **Linux / MacOS** ```bash make stop ``` or if you want to delete the container as well you can run ```bash make down ``` **Windows** Double click on `windows_stop.bat` ## 📦 Build You don't really have to run this, unless you changed something related to the `Dockerfile.dev`. The build process is done automatically when running naas (`make` or `make run`) if it never happened before. **Linux / MacOS** ```bash make build ``` ### Open a shell in the container (root) **Linux / MacOS** ```bash make sh ``` ### File structure for local development When you land in your freshly started naas, on the left you should see a file structure like this: ``` . ├── awesome-notebooks ├── file_sharing ├── drivers ├── naas └── Welcome_to_Naas.ipynb ``` When naas is starting, it will automatically mount `../drivers` and `../awesome-notebooks` in your home directory of your naas. This means that if these directories does not exists on your machine it will create them and `git clone` [naas drivers](https://github.com/jupyter-naas/drivers) in `../drivers` and [awesome-notebooks](https://github.com/jupyter-naas/awesome-notebooks) in `../awesome-notebooks`. `naas` folder corespond to `.` directory on your machine (where naas project is cloned). `file_sharing` directory is a folder created next to `./naas` to allow easy file sharing between your computer and naas container. Every file that you will drop in this directory, either from naas or from your computer will be accesible on both naas and your machine. `Welcome_to_Naas.ipynb` is our welcoming notebook to get you a place to start your journey. ### Api documentation We have a WIP documentation in swagger. `http://127.0.0.1:5000/swagger/` ### Live reload If you do change in naas code, the server will live reload. If you use naas in a notebook restart the kernel to get the changes. ### Naas Manager Open Naas manager outsite of jupyter context : `http://localhost:5000/naas` ## Run test Open Jupyterlab click on `+` to open Launcher Open Shell Go the right directory `cd naas` Run it in the shell `pytest -x` to test your code Each Change you do from your IDE or from jupyter in the Naas folder is live reloaded If you test naas feature inside a notebook reload your kernel between changes. Same for the manager page you have to reload the Page to see the changes. To go faster you can use `isolated Manager` to reload only manager and not full jupyterlab ## Check lint `python -m black naas` format better `python -m flake8 naas` check if any left error ## Publish You can commit from jupyter or from your local IDE, code of Naas is sync between docker machine and your computer this auto publish by github action on main branch -->

❤️ Contributing

We value all kinds of contributions - not just code. We are paticularly motivated to support new contributors and people who are looking to learn and develop their skills.

Please read our contibuting guidelines on how to get started.

🤔 Community Support

The naas documentation is a great place to start and to get answers for general questions.

:page_with_curl: License

The project is licensed under AGPL-3.0

<!-- ## Supporters: <p> <a href="http://sentry.com" title="Redirect to Sentry"> <img width="200px" src="https://raw.githubusercontent.com/jupyter-naas/naas/main/images/sentry.svg" alt="Sentry" /> </a> <a href="https://gitbook.com" title="Redirect to Gitbook"> <img width="200px" src="https://raw.githubusercontent.com/jupyter-naas/naas/main/images/gitbook.svg" alt="Gitbooks" /> </a> </p> **Authors:** [Jeremy Ravenel](https://github.com/jravenel), [Maxime Jublou](https://github.com/Dr0p42), [Martin Donadieu](https://github.com/riderx) -->

编辑推荐精选

扣子-AI办公

扣子-AI办公

职场AI,就用扣子

AI办公助手,复杂任务高效处理。办公效率低?扣子空间AI助手支持播客生成、PPT制作、网页开发及报告写作,覆盖科研、商业、舆情等领域的专家Agent 7x24小时响应,生活工作无缝切换,提升50%效率!

堆友

堆友

多风格AI绘画神器

堆友平台由阿里巴巴设计团队创建,作为一款AI驱动的设计工具,专为设计师提供一站式增长服务。功能覆盖海量3D素材、AI绘画、实时渲染以及专业抠图,显著提升设计品质和效率。平台不仅提供工具,还是一个促进创意交流和个人发展的空间,界面友好,适合所有级别的设计师和创意工作者。

图像生成AI工具AI反应堆AI工具箱AI绘画GOAI艺术字堆友相机AI图像热门
码上飞

码上飞

零代码AI应用开发平台

零代码AI应用开发平台,用户只需一句话简单描述需求,AI能自动生成小程序、APP或H5网页应用,无需编写代码。

Vora

Vora

免费创建高清无水印Sora视频

Vora是一个免费创建高清无水印Sora视频的AI工具

Refly.AI

Refly.AI

最适合小白的AI自动化工作流平台

无需编码,轻松生成可复用、可变现的AI自动化工作流

酷表ChatExcel

酷表ChatExcel

大模型驱动的Excel数据处理工具

基于大模型交互的表格处理系统,允许用户通过对话方式完成数据整理和可视化分析。系统采用机器学习算法解析用户指令,自动执行排序、公式计算和数据透视等操作,支持多种文件格式导入导出。数据处理响应速度保持在0.8秒以内,支持超过100万行数据的即时分析。

AI工具酷表ChatExcelAI智能客服AI营销产品使用教程
TRAE编程

TRAE编程

AI辅助编程,代码自动修复

Trae是一种自适应的集成开发环境(IDE),通过自动化和多元协作改变开发流程。利用Trae,团队能够更快速、精确地编写和部署代码,从而提高编程效率和项目交付速度。Trae具备上下文感知和代码自动完成功能,是提升开发效率的理想工具。

AI工具TraeAI IDE协作生产力转型热门
AIWritePaper论文写作

AIWritePaper论文写作

AI论文写作指导平台

AIWritePaper论文写作是一站式AI论文写作辅助工具,简化了选题、文献检索至论文撰写的整个过程。通过简单设定,平台可快速生成高质量论文大纲和全文,配合图表、参考文献等一应俱全,同时提供开题报告和答辩PPT等增值服务,保障数据安全,有效提升写作效率和论文质量。

AI辅助写作AI工具AI论文工具论文写作智能生成大纲数据安全AI助手热门
博思AIPPT

博思AIPPT

AI一键生成PPT,就用博思AIPPT!

博思AIPPT,新一代的AI生成PPT平台,支持智能生成PPT、AI美化PPT、文本&链接生成PPT、导入Word/PDF/Markdown文档生成PPT等,内置海量精美PPT模板,涵盖商务、教育、科技等不同风格,同时针对每个页面提供多种版式,一键自适应切换,完美适配各种办公场景。

AI办公办公工具AI工具博思AIPPTAI生成PPT智能排版海量精品模板AI创作热门
潮际好麦

潮际好麦

AI赋能电商视觉革命,一站式智能商拍平台

潮际好麦深耕服装行业,是国内AI试衣效果最好的软件。使用先进AIGC能力为电商卖家批量提供优质的、低成本的商拍图。合作品牌有Shein、Lazada、安踏、百丽等65个国内外头部品牌,以及国内10万+淘宝、天猫、京东等主流平台的品牌商家,为卖家节省将近85%的出图成本,提升约3倍出图效率,让品牌能够快速上架。

下拉加载更多