distributed data parallel coding in spark











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Hi I have a master slave data parallel problem. On the master I create N decision trees and have a large data set that is too big for a single machine. I would like to copy the N trees and divide the data set between the slaves (map). Then apply the N trees to the data on each of the slaves. This would return a value which would be sent back to the master machine (reduced). The decision trees are created in a custom way so I can't use MLIB.



Could someone please point me to some literature on how this could be done. Thanks.










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    up vote
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    down vote

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    Hi I have a master slave data parallel problem. On the master I create N decision trees and have a large data set that is too big for a single machine. I would like to copy the N trees and divide the data set between the slaves (map). Then apply the N trees to the data on each of the slaves. This would return a value which would be sent back to the master machine (reduced). The decision trees are created in a custom way so I can't use MLIB.



    Could someone please point me to some literature on how this could be done. Thanks.










    share|improve this question


























      up vote
      -1
      down vote

      favorite









      up vote
      -1
      down vote

      favorite











      Hi I have a master slave data parallel problem. On the master I create N decision trees and have a large data set that is too big for a single machine. I would like to copy the N trees and divide the data set between the slaves (map). Then apply the N trees to the data on each of the slaves. This would return a value which would be sent back to the master machine (reduced). The decision trees are created in a custom way so I can't use MLIB.



      Could someone please point me to some literature on how this could be done. Thanks.










      share|improve this question















      Hi I have a master slave data parallel problem. On the master I create N decision trees and have a large data set that is too big for a single machine. I would like to copy the N trees and divide the data set between the slaves (map). Then apply the N trees to the data on each of the slaves. This would return a value which would be sent back to the master machine (reduced). The decision trees are created in a custom way so I can't use MLIB.



      Could someone please point me to some literature on how this could be done. Thanks.







      apache-spark pyspark apache-spark-mllib






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      edited 3 hours ago









      Ram Ghadiyaram

      15.4k53972




      15.4k53972










      asked 3 hours ago









      Moses S

      394




      394





























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