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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

Implicits

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

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implicit final class CoalesceWrapper[T] extends AnyVal
Coalesces RDDs into a different number of partitions conditionally.
Coalesces RDDs into a different number of partitions conditionally.
T
The type of the RDD being augmented
implicit class Describer[T] extends AnyRef
Adds helper methods to set description for RDDs and jobs.
Adds helper methods to set description for RDDs and jobs.
T
the type of the RDD being augmented
implicit final class FlatMapPartitionWrapper[V] extends AnyVal
Applies flatMap to partitions of RDDs in parallel.
implicit final class KeyValueOpsWrapper[K, V] extends AnyVal
Adds some important operation on a key/value-based RDD.
Adds some important operation on a key/value-based RDD.
K
the type of the keys
V
the type of the values
implicit final class KeyValueWrapper[T] extends AnyVal
Creates an RDD of keys and values out of a generic RDD and apply a partitioner at the same time.
Creates an RDD of keys and values out of a generic RDD and apply a partitioner at the same time.
T
the type of values in the RDD
implicit final class LazyJoinWrapper[K, V] extends AnyVal
Adds lazy joins to key/value-based RDDs.
Adds lazy joins to key/value-based RDDs.
K
The type of the key.
V
The type of the value.
implicit final class MapKeyValueWrapper[K, V] extends AnyVal
Maps RDDs without changing the partitioning.
implicit final class MapPartitionWrapper[V] extends AnyVal
Maps partitions of RDDs in parallel.
implicit final class PersistenceWrapper[T] extends AnyVal
Sets a StorageLevel for an RDD if it is not set yet.
Sets a StorageLevel for an RDD if it is not set yet.
T
The type of the RDD being augmented

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