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package root

Definition Classes: root

package com

Definition Classes: root

package here

Definition Classes: com

package platform

Definition Classes: here

package data

Definition Classes: platform

package processing

This package provides the Data Processing Library for building distributed data processing applications.

A Runner both implements the interface with the environment for an application to run, and starts the application. The application, in turn, is driven by a Driver, that controls and performs the distributed processing.

Choose a Runner best suited for the environment where the application runs.

The Driver performs one of more tasks which read layers from input catalogs and write to one or more layers of an output catalog.

The main entry point in the processing library is the com.here.platform.data.processing.driver.DriverBuilder class where you can add different kinds of tasks to the driver. The driver runs the tasks, and commits the final results to the output catalog.

Tasks are implemented using one or more compilers.

The simplest compiler is the direct compiler which maps each input tile to N output tiles. The application needs to define com.here.platform.data.processing.compiler.Direct1ToNCompiler.

Other more complex compilation patterns are based on some kind of dependency tracking between input partitions and output partitions.

The processing Library supports the following patterns:

- com.here.platform.data.processing.compiler.NonIncrementalCompiler: non-incremental compilation only - com.here.platform.data.processing.compiler.DepCompiler: non-incremental dependency calculation and incremental compilation - com.here.platform.data.processing.compiler.IncrementalDepCompiler: incremental dependency calculation and compilation - com.here.platform.data.processing.compiler.Direct1ToNCompiler: incremental compilation where every output tile depends only on one input tile, and this mapping is independent from tile content - com.here.platform.data.processing.compiler.DirectMToNCompiler: incremental compilation where every output tile depends on multiple input tiles, and this mapping is independent from tile content - com.here.platform.data.processing.compiler.MapGroupCompiler: incremental compilation where every output tile can depend on multiple input tiles, and this mapping depend on the tile content - com.here.platform.data.processing.compiler.RefTreeCompiler: fully-managed two phases incremental compilation that can resolve references between input partitions. Input/Output dependency management is implemented and the developer doesn't need to provide this logic

The application's main object normally mixes in the a runner trait (like PipelineRunner) to setup the Driver, and interfaces with the environment where the application is run. See the Main classes in the example compilers for more details.

com.here.platform.data.processing.catalog, com.here.platform.data.processing.blobstore, and com.here.platform.data.processing.publisher contain utilities for accessing catalogs and payloads in a Spark-friendly way, providing an RDD-based abstraction over data and metadata. These classes are used by the processing library, but can also be used independently.

Definition Classes: data

package spark

Definition Classes: processing

package rdd

Definition Classes: spark

object Implicits

Definition Classes: rdd

CoalesceWrapper

Describer

FlatMapPartitionWrapper

KeyValueOpsWrapper

KeyValueWrapper

LazyJoinWrapper

MapKeyValueWrapper

MapPartitionWrapper

PersistenceWrapper

com.here.platform.data.processing.spark.rdd.Implicits

Describer

implicit class Describer[T] extends AnyRef

Adds helper methods to set description for RDDs and jobs.

T: the type of the RDD being augmented

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new Describer(rdd: RDD[T])
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the RDD to augment

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def desc(text: String): RDD[T]
Adds a description to the RDD that is clearly visible in Spark UI and in Spark logs, mainly for debugging purposes.
Adds a description to the RDD that is clearly visible in Spark UI and in Spark logs, mainly for debugging purposes.
text
the textual description that should be added
returns
the RDD passed in the constructor, augmented with the description
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def withJobDesc[U](text: String)(action: (RDD[T]) ⇒ U): U
Runs an action on the RDD, setting the job description to the to the specified value before running the code and resetting it to a default value when complete.
Runs an action on the RDD, setting the job description to the to the specified value before running the code and resetting it to a default value when complete. Eventual exceptions thrown by action are propagated untouched.
text
the textual job description that should be set
returns
the result of the action

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