# DataHub Generalized Metadata Store (GMS) DataHub GMS is a [Rest.li](https://linkedin.github.io/rest.li/) service written in Java. It is following common Rest.li server development practices and all data models are Pegasus(.pdl) models. ## Pre-requisites * You need to have [JDK8](https://www.oracle.com/java/technologies/jdk8-downloads.html) installed on your machine to be able to build `DataHub GMS`. ## Build `DataHub GMS` is already built as part of top level build: ``` ./gradlew build ``` However, if you only want to build `DataHub GMS` specifically: ``` ./gradlew :gms:war:build ``` ## Dependencies Before starting `DataHub GMS`, you need to make sure that [Kafka, Schema Registry & Zookeeper](../docker/kafka), [Elasticsearch](../docker/elasticsearch) and [MySQL](../docker/mysql) Docker containers are up and running. ## Start via Docker image Quickest way to try out `DataHub GMS` is running the [Docker image](../docker/gms). ## Start via command line If you do modify things and want to try it out quickly without building the Docker image, you can also run the application directly from command line after a successful [build](#build): ``` ./gradlew :gms:war:run ``` ## API Documentation You can access basic documentation on the API endpoints by opening the `/restli/docs` endpoint in the browser. ``` python -c "import webbrowser; webbrowser.open('http://localhost:8080/restli/docs', new=2)" ``` ## Sample API Calls > As GMS uses [Rest.li 2.0 protocol](https://linkedin.github.io/rest.li/spec/protocol), please make sure to add `-H 'X-RestLi-Protocol-Version:2.0.0'` to all curl calls ### Create user ``` curl 'http://localhost:8080/corpUsers?action=ingest' -X POST -H 'X-RestLi-Protocol-Version:2.0.0' --data '{"snapshot": {"aspects": [{"com.linkedin.identity.CorpUserInfo":{"active": true, "displayName": "Foo Bar", "fullName": "Foo Bar", "email": "fbar@linkedin.com"}}, {"com.linkedin.identity.CorpUserEditableInfo":{}}], "urn": "urn:li:corpuser:fbar"}}' ``` ### Create group ``` curl 'http://localhost:8080/corpGroups?action=ingest' -X POST -H 'X-RestLi-Protocol-Version:2.0.0' --data '{"snapshot": {"aspects": [{"com.linkedin.identity.CorpGroupInfo":{"email": "dev@linkedin.com", "admins": ["urn:li:corpUser:jdoe"], "members": ["urn:li:corpUser:datahub", "urn:li:corpUser:jdoe"], "groups": []}}], "urn": "urn:li:corpGroup:dev"}}' ``` ### Create dataset ``` curl 'http://localhost:8080/datasets?action=ingest' -X POST -H 'X-RestLi-Protocol-Version:2.0.0' --data '{"snapshot": {"aspects":[{"com.linkedin.common.Ownership":{"owners":[{"owner":"urn:li:corpuser:fbar","type":"DATAOWNER"}],"lastModified":{"time":0,"actor":"urn:li:corpuser:fbar"}}},{"com.linkedin.dataset.UpstreamLineage":{"upstreams":[{"auditStamp":{"time":0,"actor":"urn:li:corpuser:fbar"},"dataset":"urn:li:dataset:(urn:li:dataPlatform:foo,barUp,PROD)","type":"TRANSFORMED"}]}},{"com.linkedin.common.InstitutionalMemory":{"elements":[{"url":"https://www.linkedin.com","description":"Sample doc","createStamp":{"time":0,"actor":"urn:li:corpuser:fbar"}}]}},{"com.linkedin.schema.SchemaMetadata":{"schemaName":"FooEvent","platform":"urn:li:dataPlatform:foo","version":0,"created":{"time":0,"actor":"urn:li:corpuser:fbar"},"lastModified":{"time":0,"actor":"urn:li:corpuser:fbar"},"hash":"","platformSchema":{"com.linkedin.schema.KafkaSchema":{"documentSchema":"{\"type\":\"record\",\"name\":\"MetadataChangeEvent\",\"namespace\":\"com.linkedin.mxe\",\"doc\":\"Kafka event for proposing a metadata change for an entity.\",\"fields\":[{\"name\":\"auditHeader\",\"type\":{\"type\":\"record\",\"name\":\"KafkaAuditHeader\",\"namespace\":\"com.linkedin.avro2pegasus.events\",\"doc\":\"Header\"}}]}"}},"fields":[{"fieldPath":"foo","description":"Bar","nativeDataType":"string","type":{"type":{"com.linkedin.schema.StringType":{}}}}]}}],"urn":"urn:li:dataset:(urn:li:dataPlatform:foo,bar,PROD)"}}' ``` ### Create chart ``` curl 'http://localhost:8080/charts?action=ingest' -X POST -H 'X-RestLi-Protocol-Version:2.0.0' --data '{"snapshot":{"aspects":[{"com.linkedin.chart.ChartInfo":{"title":"Baz Chart 1","description":"Baz Chart 1","inputs":[{"string":"urn:li:dataset:(urn:li:dataPlatform:hdfs,SampleHdfsDataset,PROD)"}],"lastModified":{"created":{"time":0,"actor":"urn:li:corpuser:jdoe"},"lastModified":{"time":0,"actor":"urn:li:corpuser:datahub"}}}}],"urn":"urn:li:chart:(looker,baz1)"}}' ``` ### Create dashboards ``` curl 'http://localhost:8080/dashboards?action=ingest' -X POST -H 'X-RestLi-Protocol-Version:2.0.0' --data '{"snapshot":{"aspects":[{"com.linkedin.dashboard.DashboardInfo":{"title":"Baz Dashboard","description":"Baz Dashboard","charts":["urn:li:chart:(looker,baz1)","urn:li:chart:(looker,baz2)"],"lastModified":{"created":{"time":0,"actor":"urn:li:corpuser:jdoe"},"lastModified":{"time":0,"actor":"urn:li:corpuser:datahub"}}}}],"urn":"urn:li:dashboard:(looker,baz)"}}' ``` ### Get all dataplatforms ``` curl -H 'X-RestLi-Protocol-Version:2.0.0' -H 'X-RestLi-Method: get_all' 'http://localhost:8080/dataPlatforms' | jq ``` ### Get dataplatform ``` curl 'http://localhost:8080/dataPlatforms/hdfs?aspects=List(com.linkedin.dataplatform.DataPlatformInfo)' -H 'X-RestLi-Protocol-Version:2.0.0' -s | jq { "name": "hdfs", "dataPlatformInfo": { "name": "hdfs", "type": "FILE_SYSTEM", "datasetNameDelimiter": "/" } } ``` ### Get user ``` curl 'http://localhost:8080/corpUsers/($params:(),name:fbar)' -H 'X-RestLi-Protocol-Version:2.0.0' -s | jq { "editableInfo": {}, "username": "fbar", "info": { "displayName": "Foo Bar", "active": true, "fullName": "Foo Bar", "email": "fbar@linkedin.com" } } ``` ### Get group ``` curl 'http://localhost:8080/corpGroups/($params:(),name:dev)' -H 'X-RestLi-Protocol-Version:2.0.0' -s | jq { "name": "dev", "info": { "groups": [], "email": "dev@linkedin.com", "admins": [ "urn:li:corpuser:jdoe" ], "members": [ "urn:li:corpuser:datahub", "urn:li:corpuser:jdoe" ] } } ``` ### Get dataset ``` curl -H 'X-RestLi-Protocol-Version:2.0.0' -H 'X-RestLi-Method: get' 'http://localhost:8080/datasets/($params:(),name:bar,origin:PROD,platform:urn%3Ali%3AdataPlatform%3Afoo)' | jq { "urn": "urn:li:dataset:(urn:li:dataPlatform:foo,bar,PROD)", "ownership": { "owners": [ { "owner": "urn:li:corpuser:fbar", "type": "DATAOWNER" } ], "lastModified": { "actor": "urn:li:corpuser:fbar", "time": 0 } }, "origin": "PROD", "name": "bar", "institutionalMemory": { "elements": [ { "createStamp": { "actor": "urn:li:corpuser:fbar", "time": 0 }, "description": "Sample doc", "url": "https://www.linkedin.com" } ] }, "schemaMetadata": { "created": { "actor": "urn:li:corpuser:fbar", "time": 0 }, "platformSchema": { "com.linkedin.schema.KafkaSchema": { "documentSchema": "{\"type\":\"record\",\"name\":\"MetadataChangeEvent\",\"namespace\":\"com.linkedin.mxe\",\"doc\":\"Kafka event for proposing a metadata change for an entity.\",\"fields\":[{\"name\":\"auditHeader\",\"type\":{\"type\":\"record\",\"name\":\"KafkaAuditHeader\",\"namespace\":\"com.linkedin.avro2pegasus.events\",\"doc\":\"Header\"}}]}" } }, "lastModified": { "actor": "urn:li:corpuser:fbar", "time": 0 }, "schemaName": "FooEvent", "fields": [ { "fieldPath": "foo", "description": "Bar", "type": { "type": { "com.linkedin.schema.StringType": {} } }, "nativeDataType": "string" } ], "version": 0, "hash": "", "platform": "urn:li:dataPlatform:foo" }, "upstreamLineage": { "upstreams": [ { "auditStamp": { "actor": "urn:li:corpuser:fbar", "time": 0 }, "type": "TRANSFORMED", "dataset": "urn:li:dataset:(urn:li:dataPlatform:foo,barUp,PROD)" } ] }, "platform": "urn:li:dataPlatform:foo" } ``` ### Get chart ``` curl 'http://localhost:8080/charts/($params:(),tool:looker,chartId:baz1)' -H 'X-RestLi-Protocol-Version:2.0.0' -s | jq { "chartId": "baz1", "tool": "looker", "info": { "description": "Baz Chart 1", "lastModified": { "created": { "actor": "urn:li:corpuser:jdoe", "time": 0 }, "lastModified": { "actor": "urn:li:corpuser:datahub", "time": 0 } }, "title": "Baz Chart 1", "inputs": [ { "string": "urn:li:dataset:(urn:li:dataPlatform:hdfs,SampleHdfsDataset,PROD)" } ] } } ``` ### Get dashboard ``` curl 'http://localhost:8080/dashboards/($params:(),tool:looker,dashboardId:foo)' -H 'X-RestLi-Protocol-Version:2.0.0' -s | jq { "dashboardId": "foo", "tool": "looker", "info": { "description": "Foo Dashboard", "charts": [], "lastModified": { "created": { "actor": "urn:li:corpuser:jdoe", "time": 0 }, "lastModified": { "actor": "urn:li:corpuser:jdoe", "time": 0 } }, "title": "Foo Dashboard" } } ``` ### Get all users ``` curl -H 'X-RestLi-Protocol-Version:2.0.0' -H 'X-RestLi-Method: get_all' 'http://localhost:8080/corpUsers' | jq { "elements": [ { "editableInfo": {}, "username": "fbar", "info": { "displayName": "Foo Bar", "active": true, "fullName": "Foo Bar", "email": "fbar@linkedin.com" } }, { "editableInfo": { "skills": [], "teams": [], "pictureLink": "https://content.linkedin.com/content/dam/me/business/en-us/amp/brand-site/v2/bg/LI-Bug.svg.original.svg" }, "username": "ksahin", "info": { "displayName": "Kerem Sahin", "active": true, "fullName": "Kerem Sahin", "email": "ksahin@linkedin.com" } }, { "editableInfo": { "skills": [], "teams": [], "pictureLink": "https://content.linkedin.com/content/dam/me/business/en-us/amp/brand-site/v2/bg/LI-Bug.svg.original.svg" }, "username": "datahub", "info": { "displayName": "Data Hub", "active": true, "fullName": "Data Hub", "email": "datahub@linkedin.com" } } ], "paging": { "count": 10, "start": 0, "links": [] } } ``` ### Browse datasets ``` curl "http://localhost:8080/datasets?action=browse" -d '{"path": "", "start": 0, "limit": 10}' -X POST -H 'X-RestLi-Protocol-Version: 2.0.0' | jq { "value": { "numEntities": 0, "metadata": { "totalNumEntities": 2, "path": "", "groups": [ { "name": "prod", "count": 2 } ] }, "entities": [], "pageSize": 10, "from": 0 } } ``` ### Search users ``` curl "http://localhost:8080/corpUsers?q=search&input=foo&" -X GET -H 'X-RestLi-Protocol-Version: 2.0.0' -H 'X-RestLi-Method: finder' | jq { "metadata": { "searchResultMetadatas": [ { "name": "title", "aggregations": {} } ] }, "elements": [ { "editableInfo": {}, "username": "fbar", "info": { "displayName": "Foo Bar", "active": true, "fullName": "Foo Bar", "email": "fbar@linkedin.com" } } ], "paging": { "total": 1, "count": 10, "start": 0, "links": [] } } ``` ### Search datasets ``` curl "http://localhost:8080/datasets?q=search&input=bar" -X GET -H 'X-RestLi-Protocol-Version: 2.0.0' -H 'X-RestLi-Method: finder' | jq { "metadata": { "searchResultMetadatas": [ { "name": "platform", "aggregations": { "foo": 1 } }, { "name": "origin", "aggregations": { "prod": 1 } } ] }, "elements": [ { "urn": "urn:li:dataset:(urn:li:dataPlatform:foo,bar,PROD)", "origin": "PROD", "name": "bar", "platform": "urn:li:dataPlatform:foo" } ], "paging": { "total": 1, "count": 10, "start": 0, "links": [] } } ``` ### Search dashboards ``` curl "http://localhost:8080/dashboards?q=search&input=looker" -X GET -H 'X-RestLi-Protocol-Version: 2.0.0' -H 'X-RestLi-Method: finder' | jq { "metadata": { "urns": [ "urn:li:dashboard:(looker,baz)" ], "searchResultMetadatas": [ { "name": "tool", "aggregations": { "looker": 1 } }, { "name": "access", "aggregations": {} } ] }, "elements": [ { "dashboardId": "baz", "tool": "looker", "info": { "description": "Baz Dashboard", "charts": [ "urn:li:chart:(looker,baz1)", "urn:li:chart:(looker,baz2)" ], "lastModified": { "created": { "actor": "urn:li:corpuser:jdoe", "time": 0 }, "lastModified": { "actor": "urn:li:corpuser:datahub", "time": 0 } }, "title": "Baz Dashboard" } } ], "paging": { "count": 10, "start": 0, "total": 1, "links": [] } } ``` ### Typeahead for datasets ``` curl "http://localhost:8080/datasets?action=autocomplete" -d '{"query": "bar", "field": "name", "limit": 10, "filter": {"criteria": []}}' -X POST -H 'X-RestLi-Protocol-Version: 2.0.0' | jq { "value": { "query": "bar", "suggestions": [ "bar" ] } } ``` ### Get dataset ownership ``` curl -H 'X-RestLi-Protocol-Version:2.0.0' -H 'X-RestLi-Method: get' 'http://localhost:8080/datasets/($params:(),name:bar,origin:PROD,platform:urn%3Ali%3AdataPlatform%3Afoo)/rawOwnership/0' | jq { "owners": [ { "owner": "urn:li:corpuser:fbar", "type": "DATAOWNER" }, { "owner": "urn:li:corpuser:ksahin", "type": "DATAOWNER" } ], "lastModified": { "actor": "urn:li:corpuser:ksahin", "time": 1568015476480 } } ``` ### Get dataset schema ``` curl -H 'X-RestLi-Protocol-Version:2.0.0' -H 'X-RestLi-Method: get' 'http://localhost:8080/datasets/($params:(),name:bar,origin:PROD,platform:urn%3Ali%3AdataPlatform%3Afoo)/schema/0' | jq { "created": { "actor": "urn:li:corpuser:fbar", "time": 0 }, "platformSchema": { "com.linkedin.schema.KafkaSchema": { "documentSchema": "{\"type\":\"record\",\"name\":\"MetadataChangeEvent\",\"namespace\":\"com.linkedin.mxe\",\"doc\":\"Kafka event for proposing a metadata change for an entity.\",\"fields\":[{\"name\":\"auditHeader\",\"type\":{\"type\":\"record\",\"name\":\"KafkaAuditHeader\",\"namespace\":\"com.linkedin.avro2pegasus.events\",\"doc\":\"Header\"}}]}" } }, "lastModified": { "actor": "urn:li:corpuser:fbar", "time": 0 }, "schemaName": "FooEvent", "fields": [ { "fieldPath": "foo", "description": "Bar", "type": { "type": { "com.linkedin.schema.StringType": {} } }, "nativeDataType": "string" } ], "version": 0, "platform": "urn:li:dataPlatform:foo", "hash": "" } ``` ### Get upstream datasets ``` curl -H 'X-RestLi-Protocol-Version:2.0.0' -H 'X-RestLi-Method: get' 'http://localhost:8080/datasets/($params:(),name:bar,origin:PROD,platform:urn%3Ali%3AdataPlatform%3Afoo)/upstreamLineage/0' | jq { "upstreams": [ { "auditStamp": { "actor": "urn:li:corpuser:fbar", "time": 0 }, "type": "TRANSFORMED", "dataset": "urn:li:dataset:(urn:li:dataPlatform:foo,barUp,PROD)" } ] } ``` ### Get downstream datasets ``` curl -H 'X-RestLi-Protocol-Version:2.0.0' -H 'X-RestLi-Method: get' 'http://localhost:8080/datasets/($params:(),name:barUp,origin:PROD,platform:urn%3Ali%3AdataPlatform%3Afoo)/downstreamLineage' | jq { "downstreams": [ { "type": "TRANSFORMED", "auditStamp": { "actor": "urn:li:corpuser:fbar", "time": 0 }, "dataset": "urn:li:dataset:(urn:li:dataPlatform:foo,bar,PROD)" } ] } ```