This Data Processing Library Scala example shows how to use the HERE Data SDK to build a compiler pipeline that computes the difference between two versions of an input catalog and outputs the difference is JSON format.
The topology-geometry
layer in the HERE Map Content catalog contains, among others, road topology
segments with unique identifiers, as well as their geometry in the form of coordinate sequences.
This compiler loads two different versions of the layer and outputs a JSON document containing all
identifiers of segments that were added, removed or modified between the two versions.
The two versions accessed by the compiler are always:
- The catalog version specified in the pipeline job configuration file. This can be, for example, the latest version of the catalog.
- The catalog version specified in the pipeline job configuration in the previous run of the compiler.
For example, if the compiler was run for the first time on version 1 of the input catalog and is subsequently run on version 3 of the same catalog, the result of the second run is the difference between version 1 and version 3 of the input catalog. In the first run of the compiler, since there is no previous run, the version specified in the pipeline job configuration file is compared to an empty catalog.
To run this example, you need two sets of credentials:
- Platform credentials: To get access to the platform data and resources, including HERE Map Content data for your pipeline input.
- Repository credentials: To download HERE Data SDK for Java & Scala libraries and Maven archetypes to your environment.
For more details on how to set up your credentials, see the Identity & Access Management Developer Guide.
For more details on how to verify that your platform credentials are configured correctly, see the Verify Your Credentials tutorial.
In the commands that follow, replace the variable placeholders with the following values:
$HRN_PARTITION
is the platform environment you are in. The value should behere
.$PROJECT_HRN
is your project'sHRN
(returned by theolp project create
command).$REALM
is the ID of your organization, also called a realm. Consult your platform invitation letter to learn your organization ID.$CATALOG_RIB
is the HRN of the public HERE Map Content catalog in your pipeline configuration (HERE environment.$CATALOG_ID
is your output catalog's ID.$CATALOG_HRN
is your output catalog'sHRN
(returned by theolp catalog create
command).
Note: We recommend that you set values to variables, so that you can easily copy and execute the following commands.
As mentioned above, we will use the public HERE Map Content input catalog, however, we need to create our own output catalog to store the differences between two versions of the HERE Map Content catalog.
To run this compiler locally, use a local output catalog as described below. For more information about local catalogs, see the SDK tutorial about local development and testing and the OLP CLI documentation.
- Use the
olp local catalog create
command to create a local catalog.
olp local catalog create difftool-scala difftool-scala --summary "HERE Map Content diftool example catalog" \
--description "HERE Map Content diftool example catalog"
The local catalog will have the HRN hrn:local:data:::difftool-scala
.
- Use the
olp local catalog layer add
command to add twoversioned
layers to your catalog:
Layer ID | Layer Type | Partitioning | Zoom Level | Content Type | Content Encoding |
---|---|---|---|---|---|
topology-geometry-diff | Versioned | HEREtile | 12 | application/json | uncompressed |
state | Versioned | Generic | N.A. | application/octet-stream | uncompressed |
olp local catalog layer add hrn:local:data:::difftool-scala topology-geometry-diff topology-geometry-diff --versioned \
--summary "diff" --description "diff" --partitioning heretile:12 \
--content-type application/json
olp local catalog layer add hrn:local:data:::difftool-scala state state --versioned --summary "state" --description "state" \
--partitioning Generic --content-type application/octet-stream
To build the compiler, run the following command in the heremapcontent-difftool
directory:
sbt package install
To run the compiler locally, you will need to run the entry point to the compiler:
com.here.platform.data.processing.example.scala.difftool.processor.Main
As arguments, you must provide the -Dspark.master
parameter with the address of the Spark server
master to connect to, and any configuration parameters you want to override. Alternatively, you can
add those parameters to the application.conf
file.
Additionally, you also need to specify the -Dpipeline-config.file
and -Dpipeline-job.file
parameters to define the location of a configuration file that contains the catalogs as well as
job-specific versions of the catalogs, to read and write to.
The example project provides two template job configurations, config/here/pipeline-job-first.conf
and
config/here/pipeline-job-second.conf
for the first and second run of the pipeline, respectively.
pipeline-job-first.conf
specifies in the line version = 1
that the version 1 of the input
catalog should be processed in the first run. You can change this version to any number between 0
and the most recent version of the HERE Map Content catalog. You can find the most recent version by
opening the HERE platform portal and navigating to the HERE Map Content
catalog, and viewing the current catalog's version in the Catalog info
section.
pipeline-job-second.conf
specifies in the line version = 2
that version 2 of the input
catalog should be processed in the second run. You can change this version to any number that is
less than or equal to the most recent version of the HERE Map Content catalog and greater than the version
specified in config/here/pipeline-job-first.conf
.
For local runs, a bounding box filter is provided in the
config/here/local-application.conf
to
limit the number of partitions to be processed. This speeds up the compilation process. In this
example, we use a bounding box around the cities of Berlin . You can edit the bounding box coordinates to compile a different
partition of HERE Map Content. Make sure you update the layer coverage to reflect the different
geographical region. In order to use this configuration file, you need to use the -Dconfig.file
parameter.
Set the environment variable $PATH_TO_CONFIG_FOLDER
to ./config/here
.
The first run of the pipeline will use the job configuration pipeline-job-first.conf
. As
mentioned before, the first run will compute the differences between the catalog version specified
in pipeline-job-first.conf
and an empty catalog. That means that all segments contained in the
input catalog will be considered as newly added segments. Run the following command line in the
heremapcontent-difftool
directory to run the compiler.
For the HERE platform environment:
sbt run \
-Dpipeline-config.file=./config/here/local-pipeline-config.conf \
-Dpipeline-job.file=./config/here/pipeline-job-first.conf \
-Dconfig.file=./config/here/local-application.conf \
-Dspark.master=local[*]
In the second run, we can now compute the differences between the version used in the first run and
the version specified in pipeline-job-second.conf
. Run the following command line in the
heremapcontent-difftool
project to run the Compiler the second time.
For the HERE platform environment:
sbt run \
-Dpipeline-config.file=./config/here/local-pipeline-config.conf \
-Dpipeline-job.file=./config/here/pipeline-job-second.conf \
-Dconfig.file=./config/here/local-application.conf \
-Dspark.master=local[*]
After the second run, in the HERE platform environment, you can inspect the local catalog with the OLP CLI:
olp local catalog inspect hrn:local:data:::difftool-scala
You should see partitions containing all
identifiers of segments that were added, removed or modified between the two versions of the HERE Map Content
catalog:
To follow this example, you will need a project. A project is a collection of platform resources (catalogs, pipelines, and schemas) with controlled access. You can create a project through the HERE platform portal.
Alternatively, use the OLP CLI olp project create
command to create the project:
olp project create $PROJECT_ID $PROJECT_NAME
The command returns the HERE Resource Name (HRN) of your new project. Note down this HRN as you will need it later in this tutorial.
You do not have to provide a
--scope
parameter if your app has a default scope. For details on how to set a default project scope for an app, see the Specify a default Project for Apps chapter of the Identity & Access Management Developer Guide.
For more information on how to work with projects, see the Organize your work in projects tutorial.
The catalog you need to create is used to store the differences between two versions of the HERE Map Content catalog.
- Use the
olp catalog create
command to create the catalog. Make sure to note down the HRN returned by the following command for later use:
olp catalog create $CATALOG_ID $CATALOG_ID --summary "HERE Map Content diftool example catalog" \
--description "HERE Map Content diftool example catalog" \
--scope $PROJECT_HRN
- Use the
olp catalog layer add
command to add twoversioned
layers to your catalog:
olp catalog layer add $CATALOG_HRN topology-geometry-diff topology-geometry-diff --versioned \
--summary "diff" --description "diff" --partitioning heretile:12 \
--content-type application/json --scope $PROJECT_HRN
olp catalog layer add $CATALOG_HRN state state --versioned --summary "state" --description "state" \
--partitioning Generic --content-type application/octet-stream \
--scope $PROJECT_HRN
If a billing tag is required in your realm, use the
--billing-tags: "YOUR_BILLING_TAG"
parameter.
- Use the
olp project resource link
command to link the HERE Map Content catalog to your project:
olp project resource link $PROJECT_HRN $CATALOG_RIB
- For more details on catalog commands, see Catalog Commands.
- For more details on layer commands, see Layer Commands.
- For more details on project commands, see Project Commands.
- For instructions on how to link a resource to a project, see Project Resource Link command.
From the SDK examples directory, open the data-processing/scala/heremapcontent-difftool
project in your
Integrated Development Environment (IDE).
The config/here/pipeline-config.conf
(for the HERE platform environment) file contains
the permanent configuration of the data sources for the compiler.
Pick the file that corresponds to your platform environment. For example, the pipeline configuration for the HERE platform environment looks like:
pipeline.config {
output-catalog {hrn = "YOUR_OUTPUT_CATALOG_HRN"}
input-catalogs {
rib {hrn = "hrn:here:data::olp-here:rib-2"}
}
}
Replace YOUR_OUTPUT_CATALOG_HRN
with the HRN of your HERE Map Content differences
catalog created above.
The pipeline job configuration file defines on which version of the input catalog to run the compiler on.
The example project provides two template job configurations, config/here/pipeline-job-first.conf
and
config/here/pipeline-job-second.conf
for the first and second run of the pipeline, respectively.
pipeline-job-first.conf
specifies in the line version = 1
that the version 1 of the input
catalog should be processed in the first run. You can change this version to any number between 0
and the most recent version of the HERE Map Content catalog. You can find the most recent version by
opening the HERE platform portal and navigating to the HERE Map Content catalog, and viewing the current catalog's version in the Catalog info section.
pipeline-job-second.conf
specifies in the line version = 2
that version 2 of the input
catalog should be processed in the second run. You can change this version to any number that is
less or equal the most recent version of the HERE Map Content catalog and greater than the version
specified in pipeline-job-first.conf
.
The remainder of the configuration is specified in the application.conf
file that can be found in the
src/main/resources
directory of the compiler project. However, you do not have to modify it unless you
want to change the behavior of the compiler.
Run the sbt assembly
command in the heremapcontent-difftool
directory to generate a
fat JAR file to deploy the compiler to a pipeline.
sbt assembly
Once the previous command is finished, your JAR is then available at the target
directory, and you
can upload it using the HERE pipeline UI
or the OLP CLI.
You can use the OLP CLI to create pipeline components and activate the pipeline version with the following commands:
- Create pipeline components:
For this example, a bounding box filter is provided by --runtime-config
parameter to
limit the number of partitions to be processed. This speeds up the compilation process. In this
example, we use a bounding box around the cities of Berlin. You can edit the bounding box coordinates to compile a different
partition of HERE Map Content. Make sure you update the layer coverage to reflect the different
geographical region.
olp pipeline create $COMPONENT_NAME_Pipeline --scope $PROJECT_HRN
olp pipeline template create $COMPONENT_NAME_Template batch-4.0 $PATH_TO_JAR \
com.here.platform.data.processing.example.scala.difftool.processor.Main \
--workers=4 --worker-units=3 --supervisor-units=2 --input-catalog-ids=rib \
--scope $PROJECT_HRN
olp pipeline version create $COMPONENT_NAME_version $PIPELINE_ID $PIPELINE_TEMPLATE_ID \
"$PATH_TO_CONFIG_FOLDER/pipeline-config.conf" \
--runtime-config here.platform.data-processing.executors.partitionKeyFilters.0.className=BoundingBoxFilter \
here.platform.data-processing.executors.partitionKeyFilters.0.param.boundingBox.north=52.67551 \
here.platform.data-processing.executors.partitionKeyFilters.0.param.boundingBox.south=52.338261 \
here.platform.data-processing.executors.partitionKeyFilters.0.param.boundingBox.east=13.76116 \
here.platform.data-processing.executors.partitionKeyFilters.0.param.boundingBox.west=13.08835 \
--scope $PROJECT_HRN
- Activate the pipeline version:
olp pipeline version activate $PIPELINE_ID $PIPELINE_VERSION_ID \
--input-catalogs "$PATH_TO_CONFIG_FOLDER/pipeline-job-first.conf" \
--scope $PROJECT_HRN
- Wait for the first job to finish and start the second run with the different version of input catalog:
olp pipeline version activate $PIPELINE_ID $PIPELINE_VERSION_ID \
--input-catalogs "$PATH_TO_CONFIG_FOLDER/pipeline-job-second.conf" \
--scope $PROJECT_HRN
In the HERE platform portal, navigate to your pipeline to see its status.
In the HERE platform portal, select the Data tab and find your catalog.
- Open the
topology-geometry-diff
layer and select the Inspect tab. - On the map, navigate to the location of your bounding box and set the zoom to level 10.
- Finally, select any highlighted partition to view the results. The JSON output of the compiler should be displayed on the right side.
The results should be visible on the map.