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analytics-zoo #941

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junxnone opened this issue Mar 5, 2021 · 0 comments
Open

analytics-zoo #941

junxnone opened this issue Mar 5, 2021 · 0 comments

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@junxnone
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junxnone commented Mar 5, 2021 •
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Reference

Brief

  • Distributed TensorFlow/Keras/Pytorch Training and Inference on Apache Spark
  • Scale AI model to large clusters
  • Deploy AI pipeline to clusters
  • AutoML(support for time series)

arch

Orca

  • Scaling out single node Python AI pipeline across large clusters
  • Support Framework - Sklearn/Tensorflow/Pytorch/Keras/MXNet/Horovod
  • Support Input - Pandas/Numpy/PIL/Tensoflow Dataset/Pytorch DataLoader

@20210322

  • tf1.x 支持不好，不支持 callback/tensorboard, 对 loss/metrics 支持不好
  • tf2.x 支持 callback/tensorboard，基本无痛移植

Term

  • BigDL : 分布式深度学习库, 应用可以直接在 Apache Spark 上使用
  • Apache Spark: 开源集群计算框架 Spark SQL/MLlib/GraphX/Structured Streaming
    • Spark ML pipeline
  • Apache Flink : 开源流处理框架
  • Ray
    • RayOnSpark
  • Apache Hadoop YARN -Yet Another Resource Negotiator - 资源管理系统
    • Apache Hadoop - 分布式系统基础框架
  • K8s - kubernetes - 容器编排引擎
  • Databricks
  • Google Dataproc
  • Cluster Serving
  • Scala
  • TFPark
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@junxnone