datahub/docs/how/graph-onboarding.md

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# How to onboard to GMA graph?
2019-12-20 02:36:24 -08:00
## 1. Define relationship models
If you need to define a [relationship] which is not available in the set of [relationship models] provided,
that relationship model should be implemented as a first step for graph onboarding.
Below is an example model for `OwnedBy` relationship:
```json
{
"type": "record",
"name": "OwnedBy",
"namespace": "com.linkedin.metadata.relationship",
"doc": "A generic model for the Owned-By relationship",
"include": [
"BaseRelationship"
],
"pairings": [
{
"source": "com.linkedin.common.urn.DatasetUrn",
"destination": "com.linkedin.common.urn.CorpuserUrn"
}
],
"fields": [
{
"name": "type",
"type": "com.linkedin.common.OwnershipType",
"doc": "The type of the ownership"
}
]
}
```
## 2. Implement relationship builders
You need to implement relationship builders for your specific [aspect]s and [relationship]s if they are not already defined.
Relationship builders build list of relationships after processing aspects and any relationship builder should implement `BaseRelationshipBuilder` abstract class.
Relationship builders are per aspect and per relationship type.
```java
public abstract class BaseRelationshipBuilder<ASPECT extends RecordTemplate> {
private Class<ASPECT> _aspectClass;
public BaseRelationshipBuilder(Class<ASPECT> aspectClass) {
_aspectClass = aspectClass;
}
/**
* Returns the aspect class this {@link BaseRelationshipBuilder} supports
*/
public Class<ASPECT> supportedAspectClass() {
return _aspectClass;
}
/**
* Returns a list of corresponding relationship updates for the given metadata aspect
*/
public abstract <URN extends Urn> List<GraphBuilder.RelationshipUpdates> buildRelationships(URN urn, ASPECT aspect);
}
```
## 3. Implement graph builders
Graph builders build graph updates by processing [snapshot]s.
They internally use relationship builders to generate edges and nodes of the graph.
All relationship builders for an [entity] should be registered through graph builder.
```java
public abstract class BaseGraphBuilder<SNAPSHOT extends RecordTemplate> implements GraphBuilder<SNAPSHOT> {
private final Class<SNAPSHOT> _snapshotClass;
private final Map<Class<? extends RecordTemplate>, BaseRelationshipBuilder> _relationshipBuildersMap;
public BaseGraphBuilder(@Nonnull Class<SNAPSHOT> snapshotClass,
@Nonnull Collection<BaseRelationshipBuilder> relationshipBuilders) {
_snapshotClass = snapshotClass;
_relationshipBuildersMap = relationshipBuilders.stream()
.collect(Collectors.toMap(builder -> builder.supportedAspectClass(), Function.identity()));
}
@Nonnull
Class<SNAPSHOT> supportedSnapshotClass() {
return _snapshotClass;
}
@Nonnull
@Override
public GraphUpdates build(@Nonnull SNAPSHOT snapshot) {
final Urn urn = RecordUtils.getRecordTemplateField(snapshot, "urn", Urn.class);
final List<? extends RecordTemplate> entities = buildEntities(snapshot);
final List<RelationshipUpdates> relationshipUpdates = new ArrayList<>();
final List<RecordTemplate> aspects = ModelUtils.getAspectsFromSnapshot(snapshot);
for (RecordTemplate aspect : aspects) {
BaseRelationshipBuilder relationshipBuilder = _relationshipBuildersMap.get(aspect.getClass());
if (relationshipBuilder != null) {
relationshipUpdates.addAll(relationshipBuilder.buildRelationships(urn, aspect));
}
}
return new GraphUpdates(Collections.unmodifiableList(entities), Collections.unmodifiableList(relationshipUpdates));
}
@Nonnull
protected abstract List<? extends RecordTemplate> buildEntities(@Nonnull SNAPSHOT snapshot);
}
```
```java
public class DatasetGraphBuilder extends BaseGraphBuilder<DatasetSnapshot> {
private static final Set<BaseRelationshipBuilder> RELATIONSHIP_BUILDERS =
Collections.unmodifiableSet(new HashSet<BaseRelationshipBuilder>() {
{
add(new DownstreamOfBuilderFromUpstreamLineage());
add(new OwnedByBuilderFromOwnership());
}
});
public DatasetGraphBuilder() {
super(DatasetSnapshot.class, RELATIONSHIP_BUILDERS);
}
@Nonnull
@Override
protected List<? extends RecordTemplate> buildEntities(@Nonnull DatasetSnapshot snapshot) {
final DatasetUrn urn = snapshot.getUrn();
final DatasetEntity entity = new DatasetEntity().setUrn(urn)
.setName(urn.getDatasetNameEntity())
.setPlatform(urn.getPlatformEntity())
.setOrigin(urn.getOriginEntity());
setRemovedProperty(snapshot, entity);
return Collections.singletonList(entity);
}
}
```
## 4. Ingestion into graph
The ingestion process for each [entity] is done by graph builders.
The builders will be invoked whenever an [MAE] is received by [MAE Consumer Job].
Graph builders should be extended from BaseGraphBuilder. Check DatasetGraphBuilder as an example above.
For the consumer job to consume those MAEs, you should add your graph builder to the [graph builder registry].
## 5. Graph queries
You can onboard the graph queries which fit to your specific use cases using [Query DAO].
You also need to create [rest.li](https://rest.li) APIs to serve your graph queries.
[BaseQueryDAO] provides an abstract implementation of several graph query APIs.
Refer to [DownstreamLineageResource] rest.li resource implementation to see a use case of graph queries.
[relationship]: ../what/relationship.md
[relationship models]: ../../metadata-models/build/mainSchemas/com/linkedin/metadata/relationship
[aspect]: ../what/aspect.md
[snapshot]: ../what/snapshot.md
[entity]: ../what/entity.md
[mae]: ../what/mxe.md#metadata-audit-event-mae
[mae consumer job]: ../architecture/metadata-ingestion.md#mae-consumer-job
[graph builder registry]: ../../metadata-builders/src/main/java/com/linkedin/metadata/builders/graph/RegisteredGraphBuilders.java
[query dao]: ../architecture/metadata-serving.md#query-dao
[BaseQueryDAO]: ../../metadata-dao/src/main/java/com/linkedin/metadata/dao/BaseQueryDAO.java
[DownstreamLineageResource]: ../../gms/impl/src/main/java/com/linkedin/dataset/rest/resources/DownstreamLineageResource.java