mirror of
https://github.com/tencentmusic/cube-studio.git
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82 lines
4.7 KiB
Markdown
82 lines
4.7 KiB
Markdown
# Cube Studio
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English | [简体中文](README_CN.md)
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### Infra
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<img width="1442" alt="image" src="https://user-images.githubusercontent.com/20157705/182568155-f0d06046-8bfc-49dd-b283-720db0e556bc.png">
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cube-studio is a one-stop cloud-native machine learning platform open sourced by Tencent Music, Currently mainly includes the following functions
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- 1、data management: feature store, online and offline features; dataset management, structure data and media data, data label platform
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- 2、develop: notebook(vscode/jupyter); docker image management; image build online
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- 3、train: pipeline drag and drop online; open template market; distributed computing/training tasks, example tf/pytorch/mxnet/spark/ray/horovod/kaldi/volcano; batch priority scheduling; resource monitoring/alarm/balancing; cron scheduling
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- 4、automl: nni, katib, ray
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- 5、inference: model manager; serverless traffic control; tf/pytorch/onnx/tensorrt model deploy, tfserving/torchserver/onnxruntime/triton inference; VGPU; load balancing、high availability、elastic scaling
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- 6、infra: multi-user; multi-project; multi-cluster; edge cluster mode; blockchain sharing;
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# Doc
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https://github.com/tencentmusic/cube-studio/wiki
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# WeChat group
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learning、deploy、consult、contribution、cooperation, join group, wechart id luanpeng1234 remark`<open source>`, [construction guide](https://github.com/tencentmusic/cube-studio/wiki/%E5%85%B1%E5%BB%BA%E6%8C%87%E5%8D%97)
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<img border="0" width="20%" src="https://luanpeng.oss-cn-qingdao.aliyuncs.com/github/wechat.jpg" />
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# Job Template
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tips:
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- 1、You can develop your own template, Easy to develop and more suitable for your own scenarios
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| template | type | describe |
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| :----- | :---- | :---- |
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| linux | base | Custom stand-alone operating environment, free to implement all custom stand-alone functions |
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| datax | import export | Import and export of heterogeneous data sources |
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| media-download | data processing | Distributed download of media files |
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| video-audio | data processing | Distributed extraction of audio from video |
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| video-img | data processing | Distributed extraction of pictures from video |
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| sparkjob | data processing | spark serverless |
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| ray | data processing | python ray multi-machine distributed framework |
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| volcano | data processing | volcano multi-machine distributed framework |
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| xgb | machine learning | xgb model training and inference |
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| ray-sklearn | machine learning | sklearn based on ray framework supports multi-machine distributed parallel computing |
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| pytorchjob-train | model train | Multi-machine distributed training of pytorch |
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| horovod-train | model train | Multi-machine distributed training of horovod |
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| tfjob | model train | Multi-machine distributed training of tensorflow |
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| tfjob-train | model train | distributed training of tensorflow: plain and runner |
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| tfjob-runner | model train | distributed training of tensorflow: runner method |
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| tfjob-plain | model train | distributed training of tensorflow: plain method |
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| kaldi-train | model train | Multi-machine distributed training of kaldi |
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| tf-model-evaluation | model evaluate | distributed model evaluation of tensorflow2.3 |
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| tf-offline-predict | model inference | distributed offline model inference of tensorflow2.3 |
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| model-offline-predict | model inference | distributed offline model inference of framework |
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| deploy-service | model deploy | deploy inference service |
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# Deploy
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[wiki](https://github.com/tencentmusic/cube-studio/wiki/%E5%B9%B3%E5%8F%B0%E5%8D%95%E6%9C%BA%E9%83%A8%E7%BD%B2)
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# Contributor
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algorithm:
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@hujunaifuture <img width="5%" src="https://avatars.githubusercontent.com/u/19547589?v=4" />
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@jaffe-fly <img width="5%" src="https://avatars.githubusercontent.com/u/49515380?s=96&v=4" />
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@JLWLL <img width="5%" src="https://avatars.githubusercontent.com/u/86763551?s=96&v=4" />
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@ma-chengcheng<img width="5%" src="https://avatars.githubusercontent.com/u/15444349?s=96&v=4" />
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@chendile <img width="5%" src="https://avatars.githubusercontent.com/u/42484658?s=96&v=4" />
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platform:
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@xiaoyangmai <img width="5%" src="https://avatars.githubusercontent.com/u/10969390?s=96&v=4" />
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@VincentWei2021 <img width="5%" src="https://avatars.githubusercontent.com/u/77832074?v=4" />
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@SeibertronSS <img width="5%" src="https://avatars.githubusercontent.com/u/69496864?v=4" />
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@cyxnzb <img width="5%" src="https://avatars.githubusercontent.com/u/51886383?s=88&v=4" />
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@gilearn <img width="5%" src="https://avatars.githubusercontent.com/u/107160156?s=88&v=4" />
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@wulingling0108 <img width="5%" src="https://avatars.githubusercontent.com/u/45533757?v=4" />
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<br>
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<br>
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