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RMLMapper

The RMLMapper execute RML rules to generate Linked Data. It is a Java library, which is available via the command line (API docs online). The RMLMapper loads all data in memory, so be aware when working with big datasets.

Table of contents

Features

Supported

  • local data sources:
  • CSV files (including CSVW)
  • JSON files (JSONPath)
  • XML files (XPath)
  • remote data sources:
  • relational databases (MySQL, PostgreSQL, and SQLServer)
  • SPARQL endpoints
  • files via HTTP urls (via GET)
  • CSV files
  • JSON files (JSONPath)
  • XML files (XPath)
  • functions (most cases)
  • configuration file
  • metadata generation
  • output formats: nquads (default), turtle, trig, trix, jsonld, hdt
  • join conditions

Future

  • functions (all cases)
  • conditions (all cases)
  • data sources:
    • NoSQL databases
    • web APIs
    • TPF servers

Build

The RMLMapper is build using Maven: mvn install. A standalone jar can be found in /target.

Usage

CLI

The following options are most common.

  • -m, --mapping <arg>: one or more mapping file paths and/or strings (multiple values are concatenated).
  • -o, --output <arg>: path to output file
  • -s,--serialization <arg>: serialization format (nquads (default), trig, trix, jsonld, hdt)

All options can be found when executing java -jar rmlmapper.jar --help, that output is found below.

usage: java -jar mapper.jar <options>
options:
 -c,--configfile <arg>            path to configuration file
 -d,--duplicates                  remove duplicates in the output
 -dsn,--r2rml-jdbcDriver <arg>    DSN of the database when using R2RML rules
 -e,--metadatafile <arg>          path to output metadata file
 -f,--functionfile <arg>          path to functions.ttl file (dynamic
                                  functions are found relative to
                                  functions.ttl)
 -h,--help                        show help info
 -l,--metadataDetailLevel <arg>   generate metadata on given detail level
                                  (dataset - triple - term)
 -m,--mappingfile <arg>           one or more mapping file paths and/or
                                  strings (multiple values are
                                  concatenated). r2rml is converted to rml 
                                  if needed using the r2rml arguments.
 -o,--outputfile <arg>            path to output file (default: stdout)
 -p,--r2rml-password <arg>        password of the database when using R2RML rules
 -s,--serialization <arg>         serialization format (nquads (default),
                                  turtle, trig, trix, jsonld, hdt)
 -t,--triplesmaps <arg>           IRIs of the triplesmaps that should be
                                  executed in order, split by ',' (default
                                  is all triplesmaps)
 -u,--r2rml-username <arg>        username of the database when using R2RML rules
 -v,--verbose                     show more details in debugging output

Library

An example of how you can use the RMLMapper as an external library can be found at ./src/test/java/be/ugent/rml/readme/ReadmeTest.java

Docker

You can use Docker to run the RMLMapper by following these steps:

  • Build the Docker image: docker build -t rmlmapper ..
  • Run a Docker container: docker run --rm -v $(pwd):/data rmlmapper -m mapping.ttl.

The same parameters are available as via the CLI. The RMLMapper is executed in the /data folder in the Docker container.

Including functions

There are two ways to include (new) functions within the RML Mapper

  • dynamic loading: you add links to java files or jar files, and those files are loaded dynamically at runtime
  • preloading: you register functionality via code, and you need to rebuild the mapper to use that functionality

Registration of functions is done using a Turtle file, which you can find in src/main/resources/functions.ttl

The snippet below for example links an fno:function to a library, provided by a jar-file (GrelFunctions.jar).

grel:toUpperCase a fno:Function ;
  fno:name "to Uppercase" ;
  rdfs:label "to Uppercase" ;
  dcterms:description "Returns the input with all letters in upper case." ;
  fno:expects ( grel:valueParam ) ;
  fno:returns ( grel:stringOut ) ;
  lib:providedBy [
    lib:localLibrary "GrelFunctions.jar";
    lib:class "GrelFunctions";
    lib:method "toUppercase"
  ].

Dynamic loading

Just put the java or jar-file in the resources folder, at the root folder of the jar-location, or the parent folder of the jar-location, it will be found dynamically.

Note: the java or jar-files are found relative to the loaded functions.ttl. You can change the functions.ttl path using a commandline-option (-f).

Preloading

This overrides the dynamic loading. An example of how you can use Preload a custom function can be found at ./src/test/java/be/ugent/rml/readme/ReadmeFunctionTest.java

Testing

RDBs

Make sure you have Docker running.

Problems

  • A problem with Docker (can't start the container) causes the SQLServer tests to fail locally. These tests will always succeed locally.
  • A problem with Docker (can't start the container) causes the PostgreSQL tests to fail locally on Windows 7 machines.

Dependencies

Dependency License
com.spotify docker client Apache License 2.0
com.h2database h2 Eclipse Public License 1.0 & Mozilla Public License 2.0
com.googlecode.zohhak GNU Lesser General Public License v3.0
com.microsoft.sqlserver mssql-jdbc MIT
ch.vorbuger.mariaDB4j Apache License 2.0
mysql-connector-java GNU General Public License v2.0
com.google.guava Apache License 2.0
javax.xml.parsers jaxp-api Apache License 2.0
com.jayway.jsonpath Apache License 2.0
junit Eclipse Public License 1.0
org.eclipse.rdf4j rdf4j-runtime Eclipse Public License 1.0
commons-cli Apache License 2.0
commons-csv Apache License 2.0
commons-lang Apache License 2.0
ch.qos.logback Eclipse Public License 1.0 & GNU Lesser General Public License 2.1
org.rdfhdt.hdt-jena GNU Lesser General Public License v3.0

Remarks

XML file parsing performance

The RMLMapper's XML parsing implementation (javax.xml.parsers) has been chosen to support full XPath. This implementation causes a large memory consumption (up to ten times larger than the original XML file size). However, the RMLMapper can be easily adapted to use a different XML parsing implementation that might be better suited for a specific use case.

Language tag support

The processor checks whether correct language tags are not, using a regular expression. The regex has no support for languages of length 5-8, but this currently only applies to 'qaa..qtz'.

Documentation

Generate static files at /docs/apidocs with:

mvn javadoc:javadoc

UML Diagrams

Architecture UML Diagram

How to generate with IntelliJ IDEA

(Requires Ultimate edition)

  • Right click on package: "be.ugent.rml"
  • Diagrams > Show Diagram > Java Class Diagrams
  • Choose what properties of the classes you want to show in the upper left corner
  • Export to file > .png | Save diagram > .uml

Sequence Diagram

Edit on draw.io
  • Go to draw.io
  • Click on 'Open Existing Diagram' and choose the .html file

About

The RMLMapper executes RML rules to generate high quality Linked Data from multiple originally (semi-)structured data sources

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  • TSQL 15.8%
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