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README.md

build
license
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docs
python
Gitter

Apulis标志

English|简体中文

Overview

Apulis AI Platform is designed to provide an end-to-end AI solution to users from different industries and enable them to start the high-performance AI development work with significantly reduced ramp up time, thereby saving costs and improving efficiency. It will also provide a highly efficient, low cost private cloud AI solution for small and medium size company.

The platform incorporates TensorFlow, PyTorch, MindSpore and other open source AI frameworks, thereby provides user friendly development environment for AI model training, auto ML, hardware status monitoring etc., making it very easy for AI developers to quickly develop AI application. It also has built-in comprehensive early warning system which can automatically alert the system administrator on any anomaly, thereby improve the platform efficiency and security.

The platform adopts the lightweight virtualization technologies, such as Docker containers that containerizes one or more programs, and provide a standard management interface. Each container is separated from each other. Kubernetes clustering technology is used to orchestrate the containerized applications for planning, automated deployment, updates, and maintenance..

Directory Structure

|-- devenv                          Dockerfile for creating dev environment on amd64 arch
|-- devenv.arm64                    Dockerfile for creating dev environment on arm64 arch
|-- docs
|   |-- deployment
|   `-- tutorial
|-- example
|   `-- resnet50_cifar10
|-- License
`-- src
    |-- ARM
    |-- ClusterBootstrap            deployment module
    |-- ClusterManager              main backend module
    |-- ClusterPortal
    |-- Jobs_Templete               AI Job template
    |-- RepairManager               Alert module
    |-- RestAPI                     API module
    |-- StorageManager
    |-- WebUI                       Frontend module
    |-- WebUI2
    |-- dashboard
    |-- dev-utils		    
    |-- docker-images               Miscellaneus components          
    |-- init-scripts                Initialization scripts for AI jobs
    |-- user-dashboard
    |-- user-synchronizer
    `-- utils                       utility module

License

The entire codebase is under MIT license

简介

依瞳人工智能平台旨在为不同行业的用户提供基于深度学习的端到端解决方案,使用户可以用最快的速度、最少的时间开始高性能的深度学习工作,从而大幅节省研究成本、提高研发效率,同时可为中小企业解决私有云难建成、成本高等问题。 平台融合了Tensorflow、PyTorch、MindSpore等开源深度学习框架,提供了模型训练、超参调优、集群状态监控等开发环境,方便AI开发者快速搭建人工智能开发环境,开展AI开发应用。在监控模块基础上搭建预警模块,自动将平台异常通知管理员,提升平台的预警效率及安全性能。

ai开发工具

JavaScript C Python C++ YAML other

贡献者 (94)

869071540@qq.com jinlmsft@hotmail.com hongzhi.li@microsoft.com xjhan1995@gmail.com hongzhili@users.noreply.github.com xudifsd@gmail.com tiquiero@163.com bifeng.peng@apulis.com hao1939@gmail.com 5781796+Anbang-Hu@users.noreply.github.com 39021950+nautilusshell@users.noreply.github.com Qixiang.Cheng@microsoft.com gang250lth@gmail.com HANXIANJIE100@pingan.com.cn jinl@microsoft.com kmftangchaoyang@gmail.com pengbifeng@qq.com sanjeevm0@hotmail.com sanjeevm@stanfordalumni.org Wei.Jiang@apulis.com root@DESKTOP-ONU8CEI.localdomain 38697234+aurorazl@users.noreply.github.com hongzhi.li@live.com wenhualiu.liu@gmail.com anbhu@microsoft.com zhexu@microsoft.com yinyangofdao@gmail.com huangzhenhua@zhejianglab.com deepakba@microsoft.com banrieen@173.com wangsong1299@163.com haiyuan.bian@apulis.com dingbai.liao@apulis.com sirfengyu@gmail.com thomas@apulis.com 38697234+dragon0486@users.noreply.github.com resouer@gmail.com hongyiliu1992@gmail.com monsttrod@gmail.com xiaoxiao.liu@apulis.com debbie_alaine@yahoo.com 81636759@qq.com hanjiangfeng2007@sina.com 15150667798@163.com yu.feng@apulis.com thoms@apulis.com alex.maclean2000@gmail.com zju.pigeon@gmail.com v-liuhon@microsoft.com banrieen@163.com kmfyangchaoyang@gmail.com zx@rollback.wwtcycl5122u1jl5ddiyxbcsqg.bx.internal.cloudapp.net ban.rieen@gmail.com leigao@microsoft.com 1158976264@qq.com zhe_ms@zhe_ms_blv.guest.corp.microsoft.com 1010866535@qq.com harryz@hyper.sh 57244308+leigaoms@users.noreply.github.com sanjeevm@microsoft.com 94274728@qq.com 46798465+deepak-ms@users.noreply.github.com root@node01 AlexMaclean@github.com t-brmurp@microsoft.com t-almacl@microsoft.com jqian.unl@gmail.com jinglang.he@apulis.com magallania@gmail.com qixiang.cheng@microsoft.com tjruwase@gmail.com zhex2@illinois.edu xuzheng1111@gmail.com 67052947+jinglanghe@users.noreply.github.com 1548429568@qq.com 619677632@qq.com shamrockfrost@gmail.com erik.xu@afusion.com jinli.ccs@gmail.com Juan.liu@apulis.com kml11@live.com nazhang@microsoft.com ningzhou.cn@gmail.com Rajpratik71@gmail.com 41932086+KMFtcy@users.noreply.github.com on-the-run@users.noreply.github.com 49699333+dependabot[bot]@users.noreply.github.com hsj0429@hotmail.com 62640899+kapok0501@users.noreply.github.com liaodingbai@qq.com thomas@LAPTOP-5OPR6MGO.localdomain tom-github.com@jaguarpaw.co.uk zengpenghao098@pingan.com.cn