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https://issues.apache.org/jira/browse/SPARK-13944?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Joseph K. Bradley updated SPARK-13944:
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Description:
Separate out linear algebra as a standalone module without Spark dependency to
simplify production deployment. We can call the new module mllib-local, which
might contain local models in the future.
The major issue is to remove dependencies on user-defined types.
The package name will be changed from mllib to ml. For example, Vector will be
changed from `org.apache.spark.mllib.linalg.Vector` to
`org.apache.spark.ml.linalg.Vector`. The return vector type in the new ML
pipeline will be the one in ML package; however, the existing mllib code will
not be touched. As a result, this will potentially break the API. Also, when
the vector is loaded from mllib vector by Spark SQL, the vector will
automatically converted into the one in ml package.
was:
Separate out linear algebra as a standalone module without Spark dependency to
simplify production deployment. We can call the new module spark-mllib-local,
which might contain local models in the future.
The major issue is to remove dependencies on user-defined types.
The package name will be changed from mllib to ml. For example, Vector will be
changed from `org.apache.spark.mllib.linalg.Vector` to
`org.apache.spark.ml.linalg.Vector`. The return vector type in the new ML
pipeline will be the one in ML package; however, the existing mllib code will
not be touched. As a result, this will potentially break the API. Also, when
the vector is loaded from mllib vector by Spark SQL, the vector will
automatically converted into the one in ml package.
> Separate out local linear algebra as a standalone module without Spark
> dependency
> ---------------------------------------------------------------------------------
>
> Key: SPARK-13944
> URL: https://issues.apache.org/jira/browse/SPARK-13944
> Project: Spark
> Issue Type: New Feature
> Components: Build, ML
> Affects Versions: 2.0.0
> Reporter: Xiangrui Meng
> Assignee: DB Tsai
> Priority: Blocker
> Fix For: 2.0.0
>
>
> Separate out linear algebra as a standalone module without Spark dependency
> to simplify production deployment. We can call the new module mllib-local,
> which might contain local models in the future.
> The major issue is to remove dependencies on user-defined types.
> The package name will be changed from mllib to ml. For example, Vector will
> be changed from `org.apache.spark.mllib.linalg.Vector` to
> `org.apache.spark.ml.linalg.Vector`. The return vector type in the new ML
> pipeline will be the one in ML package; however, the existing mllib code will
> not be touched. As a result, this will potentially break the API. Also, when
> the vector is loaded from mllib vector by Spark SQL, the vector will
> automatically converted into the one in ml package.
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