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pengluan 2022-08-03 11:38:35 +08:00
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@ -7,11 +7,11 @@ English | [简体中文](README_CN.md)
![image](https://user-images.githubusercontent.com/20157705/167534673-322f4784-e240-451e-875e-ada57f121418.png)
cube-studio is a one-stop cloud-native machine learning platform open sourced by Tencent Music, Currently mainly includes the following functions:
- 1、data managementFeature Store: Online and offline featuresDataset managementstructure data and media dataLabel Platform
- 2、develop: notrbook(vscode/jupyter); docker Image management; image build online
- 3、trainPipeline 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 BalancingCron Scheduling
- 4、Hyperparameter Searchnnikatibray
cube-studio is a one-stop cloud-native machine learning platform open sourced by Tencent Music, Currently mainly includes the following functions
- 1、data managementFeature Store: Online and offline features; Dataset management, structure data and media data, Data Label Platform
- 2、develop: notrbook(vscode/jupyter); docker Image management; image build online
- 3、trainPipeline 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
- 4、Hyperparameter Searchnni, katib, ray
- 5、inferencemodel manager; serverless traffic control; tf/pytorch/onnx/tensorrt model deploy, tfserving/torchserver/onnxruntime/triton inference; VGPU; Load Balancing、High availability、Elastic scaling
- 6、infraMulti-user;Multi-project; Multi-cluster; Edge Cluster Mode; blockchain sharing;