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在计算引擎层之上是计算框架,它们可以看作计算引擎的容器,目前支持种计算框架:原生的angel,spark on angel(sona)和pytorch on angel(pytona),这些计算框架可以使得spark和pytorch用户可以无缝切换到angel平台。最上层是两个公共组件:automl和模型服务。 angel使用情况如图所示,在过去个月,angel在腾讯内部的任务数量有了非常明显的增长,增幅达到 %。值得一提的是,spark on angel的任务数增长了倍,为了让spark on angel更加的易用, . 版本对spark on angel做了大幅度升级。

angel的特征工程模块基于spark开发,增强了spark的特征选择功能,同时使用特征交叉和重索引实现了自动特征生成。这些组件可以无缝地整合进spark的流水线。为了让整个系统更加的智能,angel . 新增了超参数调节的功能,目前支持种算法:随机搜索,网格搜索和贝叶斯优化。在模型服务方面,angel . 提供了一个跨平台的组件angel serving, angel serving不仅可以满足angel自身的需求,还可以为其他平台提供模型服务。...

http://tech.it168.com/a2019/1220/6110/000006110389.shtml

the world's deadliest earthquakes | mega disaster | spark - youtube skip navigation in sign in search loading... close this video is unavailable. watch queue queue watch queuequeue remove all disconnect the next video is startingstop loading... watch queue queue __count__/__total__ #spark #sparkdocumentary

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project reports lens api for machine learning (lens-ml) please note - this is an experimental feature - api is subject to change introduction the lens-ml component allows users to call machine learning libraries as udfs in lens queries. at present, we integrate the mllib library provided in apache spark

. with this feature, users can build machine learning models backed by hive tables, and later call these models via hive udfs. actual model building is done in spark. lens takes care of initializing and invoking the spark code (lens acts as a spark shell). lens-ml server api the lens-ml component provides...

http://lens.apache.org/user/ml.html

project reports lens api for machine learning (lens-ml) please note - this is an experimental feature - api is subject to change introduction the lens-ml component allows users to call machine learning libraries as udfs in lens queries. at present, we integrate the mllib library provided in apache spark

. with this feature, users can build machine learning models backed by hive tables, and later call these models via hive udfs. actual model building is done in spark. lens takes care of initializing and invoking the spark code (lens acts as a spark shell). lens-ml server api the lens-ml component provides...

https://lens.apache.org/user/ml.html

contributing to spark | apache spark lightning-fast unified analytics engine toggle navigation download libraries sql and dataframes spark streaming mllib (machine learning) graphx (graph) third-party projects documentation latest release (spark . ) older versions and other resources frequently asked

thanks security latest news preview release of spark (dec , ) preview release of spark (nov , ) spark . released (sep , ) spark . released (sep , ) archive download spark built-in libraries: sql and dataframes spark streaming mllib (machine learning) graphx (graph) third-party projects this guide documents...

https://spark.apache.org/contributing.html

contributing to spark | apache spark lightning-fast unified analytics engine toggle navigation download libraries sql and dataframes spark streaming mllib (machine learning) graphx (graph) third-party projects documentation latest release (spark . ) older versions and other resources frequently asked

thanks security latest news preview release of spark (dec , ) preview release of spark (nov , ) spark . released (sep , ) spark . released (sep , ) archive download spark built-in libraries: sql and dataframes spark streaming mllib (machine learning) graphx (graph) third-party projects this guide documents...

http://spark.apache.org/contributing.html

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