latest

Use S3 as Deep Storage for Pinot

Below commands are based on pinot distribution binary.

Setup Pinot Cluster

In order to set up Pinot to use S3 as deep store, we need to put extra configs for Controller and Server.

Start Controller

Below is a sample controller.conf file.

Configure controller.data.dirto your s3 bucket. All the uploaded segments will be stored there.

And add s3 as a pinot storage with configs:

pinot.controller.storage.factory.class.s3=org.apache.pinot.plugin.filesystem.S3PinotFS
pinot.controller.storage.factory.s3.region=us-west-2

Regarding AWS Credential, we also follow the convention of DefaultAWSCredentialsProviderChain.

You can specify AccessKey and Secret using:

  • Environment Variables - AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY (RECOMMENDED since they are recognized by all the AWS SDKs and CLI except for .NET), or AWS_ACCESS_KEY and AWS_SECRET_KEY (only recognized by Java SDK)

  • Java System Properties - aws.accessKeyId and aws.secretKey

  • Credential profiles file at the default location (~/.aws/credentials) shared by all AWS SDKs and the AWS CLI

  • Configure AWS credential in pinot config files, e.g. set pinot.controller.storage.factory.s3.accessKey and pinot.controller.storage.factory.s3.secretKey in the config file. (Not recommended)

pinot.controller.storage.factory.s3.accessKey=****************LFVX
pinot.controller.storage.factory.s3.secretKey=****************gfhz

Add s3 to pinot.controller.segment.fetcher.protocols

and set pinot.controller.segment.fetcher.s3.class toorg.apache.pinot.common.utils.fetcher.PinotFSSegmentFetcher

controller.data.dir=s3://my.bucket/pinot-data/pinot-s3-example/controller-data
controller.local.temp.dir=/tmp/pinot-tmp-data/
controller.zk.str=localhost:2181
controller.host=127.0.0.1
controller.port=9000
controller.helix.cluster.name=pinot-s3-example
pinot.controller.storage.factory.class.s3=org.apache.pinot.plugin.filesystem.S3PinotFS
pinot.controller.storage.factory.s3.region=us-west-2

pinot.controller.segment.fetcher.protocols=file,http,s3
pinot.controller.segment.fetcher.s3.class=org.apache.pinot.common.utils.fetcher.PinotFSSegmentFetcher

If you to grant full control to bucket owner, then add this to the config:

pinot.controller.storage.factory.s3.disableAcl=false

Then start pinot controller with:

bin/pinot-admin.sh StartController -configFileName conf/controller.conf

Start Broker

Broker is a simple one you can just start it with default:

bin/pinot-admin.sh StartBroker -zkAddress localhost:2181 -clusterName pinot-s3-example

Start Server

Below is a sample server.conf file

Similar to controller config, also set s3 configs in pinot server.

pinot.server.netty.port=8098
pinot.server.adminapi.port=8097
pinot.server.instance.dataDir=/tmp/pinot-tmp/server/index
pinot.server.instance.segmentTarDir=/tmp/pinot-tmp/server/segmentTars

pinot.server.storage.factory.class.s3=org.apache.pinot.plugin.filesystem.S3PinotFS
pinot.server.storage.factory.s3.region=us-east-1
pinot.server.storage.factory.s3.accessKey=myAccessKeyChangeMe
pinot.server.storage.factory.s3.secretKey=mySecretKeyChangeMe
pinot.server.storage.factory.s3.disableAcl=false
pinot.server.storage.factory.s3.endpoint=http://minio:9000
pinot.server.segment.fetcher.protocols=file,http,s3
pinot.server.segment.fetcher.s3.class=org.apache.pinot.common.utils.fetcher.PinotFSSegmentFetcher

If you to grant full control to bucket owner, then add this to the config:

pinot.controller.storage.factory.s3.disableAcl=false

Then start pinot controller with:

bin/pinot-admin.sh StartServer -configFileName conf/server.conf -zkAddress localhost:2181 -clusterName pinot-s3-example

Setup Table

In this demo, we just use airlineStats table as an example.

Create table with below command:

bin/pinot-admin.sh AddTable  -schemaFile examples/batch/airlineStats/airlineStats_schema.json -tableConfigFile examples/batch/airlineStats/airlineStats_offline_table_config.json -exec

Set up Ingestion Jobs

Standalone Job

Below is a sample standalone ingestion job spec with certain notable changes:

  • jobType is SegmentCreationAndUriPush

  • inputDirURI is set to a s3 location s3://my.bucket/batch/airlineStats/rawdata/

  • outputDirURI is set to a s3 location s3://my.bucket/output/airlineStats/segments

  • Add a new PinotFs under pinotFSSpecs

    - scheme: s3
  className: org.apache.pinot.plugin.filesystem.S3PinotFS
  configs:
    region: 'us-west-2'

  • For library version < 0.6.0, set segmentUriPrefix to [scheme]://[bucket.name], e.g. s3://my.bucket , from version 0.6.0, you can put empty string or just ignore segmentUriPrefix.

Sample ingestionJobSpec.yaml

# executionFrameworkSpec: Defines ingestion jobs to be running.
executionFrameworkSpec:

  # name: execution framework name
  name: 'standalone'

  # segmentGenerationJobRunnerClassName: class name implements org.apache.pinot.spi.batch.ingestion.runner.SegmentGenerationJobRunner interface.
  segmentGenerationJobRunnerClassName: 'org.apache.pinot.plugin.ingestion.batch.standalone.SegmentGenerationJobRunner'

  # segmentTarPushJobRunnerClassName: class name implements org.apache.pinot.spi.batch.ingestion.runner.SegmentTarPushJobRunner interface.
  segmentTarPushJobRunnerClassName: 'org.apache.pinot.plugin.ingestion.batch.standalone.SegmentTarPushJobRunner'

  # segmentUriPushJobRunnerClassName: class name implements org.apache.pinot.spi.batch.ingestion.runner.SegmentUriPushJobRunner interface.
  segmentUriPushJobRunnerClassName: 'org.apache.pinot.plugin.ingestion.batch.standalone.SegmentUriPushJobRunner'

# jobType: Pinot ingestion job type.
# Supported job types are:
#   'SegmentCreation'
#   'SegmentTarPush'
#   'SegmentUriPush'
#   'SegmentCreationAndTarPush'
#   'SegmentCreationAndUriPush'
#jobType: SegmentCreationAndUriPush
jobType: SegmentCreationAndUriPush
# inputDirURI: Root directory of input data, expected to have scheme configured in PinotFS.
inputDirURI: 's3://my.bucket/batch/airlineStats/rawdata/'

# includeFileNamePattern: include file name pattern, supported glob pattern.
# Sample usage:
#   'glob:*.avro' will include all avro files just under the inputDirURI, not sub directories;
#   'glob:**/*.avro' will include all the avro files under inputDirURI recursively.
includeFileNamePattern: 'glob:**/*.avro'

# excludeFileNamePattern: exclude file name pattern, supported glob pattern.
# Sample usage:
#   'glob:*.avro' will exclude all avro files just under the inputDirURI, not sub directories;
#   'glob:**/*.avro' will exclude all the avro files under inputDirURI recursively.
# _excludeFileNamePattern: ''

# outputDirURI: Root directory of output segments, expected to have scheme configured in PinotFS.
outputDirURI: 's3://my.bucket/examples/output/airlineStats/segments'

# overwriteOutput: Overwrite output segments if existed.
overwriteOutput: true

# pinotFSSpecs: defines all related Pinot file systems.
pinotFSSpecs:

  - # scheme: used to identify a PinotFS.
    # E.g. local, hdfs, dbfs, etc
    scheme: file

    # className: Class name used to create the PinotFS instance.
    # E.g.
    #   org.apache.pinot.spi.filesystem.LocalPinotFS is used for local filesystem
    #   org.apache.pinot.plugin.filesystem.AzurePinotFS is used for Azure Data Lake
    #   org.apache.pinot.plugin.filesystem.HadoopPinotFS is used for HDFS
    className: org.apache.pinot.spi.filesystem.LocalPinotFS


  - scheme: s3
    className: org.apache.pinot.plugin.filesystem.S3PinotFS
    configs:
      region: 'us-west-2'

# recordReaderSpec: defines all record reader
recordReaderSpec:

  # dataFormat: Record data format, e.g. 'avro', 'parquet', 'orc', 'csv', 'json', 'thrift' etc.
  dataFormat: 'avro'

  # className: Corresponding RecordReader class name.
  # E.g.
  #   org.apache.pinot.plugin.inputformat.avro.AvroRecordReader
  #   org.apache.pinot.plugin.inputformat.csv.CSVRecordReader
  #   org.apache.pinot.plugin.inputformat.parquet.ParquetRecordReader
  #   org.apache.pinot.plugin.inputformat.json.JSONRecordReader
  #   org.apache.pinot.plugin.inputformat.orc.ORCRecordReader
  #   org.apache.pinot.plugin.inputformat.thrift.ThriftRecordReader
  className: 'org.apache.pinot.plugin.inputformat.avro.AvroRecordReader'

# tableSpec: defines table name and where to fetch corresponding table config and table schema.
tableSpec:

  # tableName: Table name
  tableName: 'airlineStats'

  # schemaURI: defines where to read the table schema, supports PinotFS or HTTP.
  # E.g.
  #   hdfs://path/to/table_schema.json
  #   http://localhost:9000/tables/myTable/schema
  schemaURI: 'http://localhost:9000/tables/airlineStats/schema'

  # tableConfigURI: defines where to reade the table config.
  # Supports using PinotFS or HTTP.
  # E.g.
  #   hdfs://path/to/table_config.json
  #   http://localhost:9000/tables/myTable
  # Note that the API to read Pinot table config directly from pinot controller contains a JSON wrapper.
  # The real table config is the object under the field 'OFFLINE'.
  tableConfigURI: 'http://localhost:9000/tables/airlineStats'

# pinotClusterSpecs: defines the Pinot Cluster Access Point.
pinotClusterSpecs:
  - # controllerURI: used to fetch table/schema information and data push.
    # E.g. http://localhost:9000
    controllerURI: 'http://localhost:9000'

# pushJobSpec: defines segment push job related configuration.
pushJobSpec:

  # pushAttempts: number of attempts for push job, default is 1, which means no retry.
  pushAttempts: 2

  # pushRetryIntervalMillis: retry wait Ms, default to 1 second.
  pushRetryIntervalMillis: 1000

  # For Pinot version < 0.6.0, use [scheme]://[bucket.name] as prefix.
  # E.g. s3://my.bucket
  segmentUriPrefix: 's3://my.bucket'
  segmentUriSuffix: ''

Below is a sample job output:

bin/pinot-admin.sh LaunchDataIngestionJob -jobSpecFile  ~/temp/pinot/pinot-s3-test/ingestionJobSpec.yaml
2020/08/18 16:11:03.521 INFO [IngestionJobLauncher] [main] SegmentGenerationJobSpec:
!!org.apache.pinot.spi.ingestion.batch.spec.SegmentGenerationJobSpec
excludeFileNamePattern: null
executionFrameworkSpec: {extraConfigs: null, name: standalone, segmentGenerationJobRunnerClassName: org.apache.pinot.plugin.ingestion.batch.standalone.SegmentGenerationJobRunner,
  segmentTarPushJobRunnerClassName: org.apache.pinot.plugin.ingestion.batch.standalone.SegmentTarPushJobRunner,
  segmentUriPushJobRunnerClassName: org.apache.pinot.plugin.ingestion.batch.standalone.SegmentUriPushJobRunner}
includeFileNamePattern: glob:**/*.avro
inputDirURI: s3://my.bucket/batch/airlineStats/rawdata/
jobType: SegmentUriPush
outputDirURI: s3://my.bucket/examples/output/airlineStats/segments
overwriteOutput: true
pinotClusterSpecs:
- {controllerURI: 'http://localhost:9000'}
pinotFSSpecs:
- {className: org.apache.pinot.spi.filesystem.LocalPinotFS, configs: null, scheme: file}
- className: org.apache.pinot.plugin.filesystem.S3PinotFS
  configs: {region: us-west-2}
  scheme: s3
pushJobSpec: {pushAttempts: 2, pushParallelism: 1, pushRetryIntervalMillis: 1000,
  segmentUriPrefix: '', segmentUriSuffix: ''}
recordReaderSpec: {className: org.apache.pinot.plugin.inputformat.avro.AvroRecordReader,
  configClassName: null, configs: null, dataFormat: avro}
segmentNameGeneratorSpec: null
tableSpec: {schemaURI: 'http://localhost:9000/tables/airlineStats/schema', tableConfigURI: 'http://localhost:9000/tables/airlineStats',
  tableName: airlineStats}

2020/08/18 16:11:03.531 INFO [IngestionJobLauncher] [main] Trying to create instance for class org.apache.pinot.plugin.ingestion.batch.standalone.SegmentUriPushJobRunner
2020/08/18 16:11:03.654 INFO [PinotFSFactory] [main] Initializing PinotFS for scheme file, classname org.apache.pinot.spi.filesystem.LocalPinotFS
2020/08/18 16:11:03.656 INFO [PinotFSFactory] [main] Initializing PinotFS for scheme s3, classname org.apache.pinot.plugin.filesystem.S3PinotFS
2020/08/18 16:11:05.520 INFO [SegmentPushUtils] [main] Start sending table airlineStats segment URIs: [s3://my.bucket/examples/output/airlineStats/segments/2014/01/01/airlineStats_OFFLINE_16071_16071_0.tar.gz, s3://my.bucket/examples/output/airlineStats/segments/2014/01/02/airlineStats_OFFLINE_16072_16072_1.tar.gz, s3://my.bucket/examples/output/airlineStats/segments/2014/01/03/airlineStats_OFFLINE_16073_16073_2.tar.gz, s3://my.bucket/examples/output/airlineStats/segments/2014/01/04/airlineStats_OFFLINE_16074_16074_3.tar.gz, s3://my.bucket/examples/output/airlineStats/segments/2014/01/05/airlineStats_OFFLINE_16075_16075_4.tar.gz] to locations: [org.apache.pinot.spi.ingestion.batch.spec.PinotClusterSpec@4e07b95f]
2020/08/18 16:11:05.521 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/01/airlineStats_OFFLINE_16071_16071_0.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:09.356 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:09.358 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/01/airlineStats_OFFLINE_16071_16071_0.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16071_16071_0 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:09.359 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/02/airlineStats_OFFLINE_16072_16072_1.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:09.824 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:09.825 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/02/airlineStats_OFFLINE_16072_16072_1.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16072_16072_1 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:09.825 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/03/airlineStats_OFFLINE_16073_16073_2.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:10.500 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:10.501 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/03/airlineStats_OFFLINE_16073_16073_2.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16073_16073_2 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:10.501 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/04/airlineStats_OFFLINE_16074_16074_3.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:10.967 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:10.968 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/04/airlineStats_OFFLINE_16074_16074_3.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16074_16074_3 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:10.969 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/05/airlineStats_OFFLINE_16075_16075_4.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:11.420 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:11.420 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/05/airlineStats_OFFLINE_16075_16075_4.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16075_16075_4 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:11.421 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/06/airlineStats_OFFLINE_16076_16076_5.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:11.872 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:11.873 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/06/airlineStats_OFFLINE_16076_16076_5.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16076_16076_5 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:11.877 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/07/airlineStats_OFFLINE_16077_16077_6.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:12.293 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:12.294 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/07/airlineStats_OFFLINE_16077_16077_6.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16077_16077_6 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:12.295 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/08/airlineStats_OFFLINE_16078_16078_7.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:12.672 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:12.673 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/08/airlineStats_OFFLINE_16078_16078_7.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16078_16078_7 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:12.674 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/09/airlineStats_OFFLINE_16079_16079_8.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:13.048 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:13.050 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/09/airlineStats_OFFLINE_16079_16079_8.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16079_16079_8 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:13.051 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/10/airlineStats_OFFLINE_16080_16080_9.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:13.483 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:13.485 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/10/airlineStats_OFFLINE_16080_16080_9.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16080_16080_9 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:13.486 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/11/airlineStats_OFFLINE_16081_16081_10.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:14.080 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:14.081 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/11/airlineStats_OFFLINE_16081_16081_10.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16081_16081_10 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:14.082 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/12/airlineStats_OFFLINE_16082_16082_11.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:14.477 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:14.477 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/12/airlineStats_OFFLINE_16082_16082_11.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16082_16082_11 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:14.478 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/13/airlineStats_OFFLINE_16083_16083_12.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:14.865 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:14.866 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/13/airlineStats_OFFLINE_16083_16083_12.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16083_16083_12 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:14.867 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/14/airlineStats_OFFLINE_16084_16084_13.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:15.257 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:15.258 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/14/airlineStats_OFFLINE_16084_16084_13.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16084_16084_13 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:15.258 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/15/airlineStats_OFFLINE_16085_16085_14.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:15.917 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:15.919 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/15/airlineStats_OFFLINE_16085_16085_14.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16085_16085_14 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:15.919 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/16/airlineStats_OFFLINE_16086_16086_15.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:16.719 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:16.720 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/16/airlineStats_OFFLINE_16086_16086_15.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16086_16086_15 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:16.720 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/17/airlineStats_OFFLINE_16087_16087_16.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:17.346 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:17.347 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/17/airlineStats_OFFLINE_16087_16087_16.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16087_16087_16 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:17.347 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/18/airlineStats_OFFLINE_16088_16088_17.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:17.815 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:17.816 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/18/airlineStats_OFFLINE_16088_16088_17.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16088_16088_17 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:17.816 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/19/airlineStats_OFFLINE_16089_16089_18.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:18.389 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:18.389 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/19/airlineStats_OFFLINE_16089_16089_18.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16089_16089_18 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:18.390 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/20/airlineStats_OFFLINE_16090_16090_19.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:18.978 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:18.978 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/20/airlineStats_OFFLINE_16090_16090_19.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16090_16090_19 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:18.979 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/21/airlineStats_OFFLINE_16091_16091_20.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:19.586 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:19.587 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/21/airlineStats_OFFLINE_16091_16091_20.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16091_16091_20 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:19.589 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/22/airlineStats_OFFLINE_16092_16092_21.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:20.087 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:20.087 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/22/airlineStats_OFFLINE_16092_16092_21.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16092_16092_21 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:20.088 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/23/airlineStats_OFFLINE_16093_16093_22.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:20.550 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:20.551 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/23/airlineStats_OFFLINE_16093_16093_22.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16093_16093_22 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:20.552 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/24/airlineStats_OFFLINE_16094_16094_23.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:20.978 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:20.979 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/24/airlineStats_OFFLINE_16094_16094_23.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16094_16094_23 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:20.979 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/25/airlineStats_OFFLINE_16095_16095_24.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:21.626 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:21.628 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/25/airlineStats_OFFLINE_16095_16095_24.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16095_16095_24 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:21.628 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/26/airlineStats_OFFLINE_16096_16096_25.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:22.121 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:22.122 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/26/airlineStats_OFFLINE_16096_16096_25.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16096_16096_25 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:22.123 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/27/airlineStats_OFFLINE_16097_16097_26.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:22.679 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:22.679 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/27/airlineStats_OFFLINE_16097_16097_26.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16097_16097_26 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:22.680 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/28/airlineStats_OFFLINE_16098_16098_27.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:23.373 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:23.374 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/28/airlineStats_OFFLINE_16098_16098_27.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16098_16098_27 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:23.375 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/29/airlineStats_OFFLINE_16099_16099_28.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:23.787 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:23.788 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/29/airlineStats_OFFLINE_16099_16099_28.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16099_16099_28 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:23.788 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/30/airlineStats_OFFLINE_16100_16100_29.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:24.298 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:24.299 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/30/airlineStats_OFFLINE_16100_16100_29.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16100_16100_29 of table: airlineStats_OFFLINE"}
2020/08/18 16:11:24.299 INFO [SegmentPushUtils] [main] Sending table airlineStats segment URI: s3://my.bucket/examples/output/airlineStats/segments/2014/01/31/airlineStats_OFFLINE_16101_16101_30.tar.gz to location: http://localhost:9000 for
2020/08/18 16:11:24.987 INFO [FileUploadDownloadClient] [main] Sending request: http://localhost:9000/v2/segments to controller: localhost, version: Unknown
2020/08/18 16:11:24.987 INFO [SegmentPushUtils] [main] Response for pushing table airlineStats segment uri s3://my.bucket/examples/output/airlineStats/segments/2014/01/31/airlineStats_OFFLINE_16101_16101_30.tar.gz to location http://localhost:9000 - 200: {"status":"Successfully uploaded segment: airlineStats_OFFLINE_16101_16101_30 of table: airlineStats_OFFLINE"}

Spark Job

Set up Spark Cluster (Skip if you already have one)

Follow this page to setup a local spark cluster.

Submit Spark Job

Below is a sample Spark Ingestion job

# executionFrameworkSpec: Defines ingestion jobs to be running.
executionFrameworkSpec:

  # name: execution framework name
  name: 'spark'

  # segmentGenerationJobRunnerClassName: class name implements org.apache.pinot.spi.batch.ingestion.runner.SegmentGenerationJobRunner interface.
  segmentGenerationJobRunnerClassName: 'org.apache.pinot.plugin.ingestion.batch.spark.SparkSegmentGenerationJobRunner'

  # segmentTarPushJobRunnerClassName: class name implements org.apache.pinot.spi.batch.ingestion.runner.SegmentTarPushJobRunner interface.
  segmentTarPushJobRunnerClassName: 'org.apache.pinot.plugin.ingestion.batch.spark.SparkSegmentTarPushJobRunner'

  # segmentUriPushJobRunnerClassName: class name implements org.apache.pinot.spi.batch.ingestion.runner.SegmentUriPushJobRunner interface.
  segmentUriPushJobRunnerClassName: 'org.apache.pinot.plugin.ingestion.batch.spark.SparkSegmentUriPushJobRunner'

# jobType: Pinot ingestion job type.
# Supported job types are:
#   'SegmentCreation'
#   'SegmentTarPush'
#   'SegmentUriPush'
#   'SegmentCreationAndTarPush'
#   'SegmentCreationAndUriPush'
jobType: SegmentCreationAndUriPush

# inputDirURI: Root directory of input data, expected to have scheme configured in PinotFS.
inputDirURI: 's3://my.bucket/batch/airlineStats/rawdata/'

# includeFileNamePattern: include file name pattern, supported glob pattern.
# Sample usage:
#   'glob:*.avro' will include all avro files just under the inputDirURI, not sub directories;
#   'glob:**/*.avro' will include all the avro files under inputDirURI recursively.
includeFileNamePattern: 'glob:**/*.avro'

# excludeFileNamePattern: exclude file name pattern, supported glob pattern.
# Sample usage:
#   'glob:*.avro' will exclude all avro files just under the inputDirURI, not sub directories;
#   'glob:**/*.avro' will exclude all the avro files under inputDirURI recursively.
# _excludeFileNamePattern: ''

# outputDirURI: Root directory of output segments, expected to have scheme configured in PinotFS.
outputDirURI: 's3://my.bucket/examples/output/airlineStats/segments'

# overwriteOutput: Overwrite output segments if existed.
overwriteOutput: true

# pinotFSSpecs: defines all related Pinot file systems.
pinotFSSpecs:

  - # scheme: used to identify a PinotFS.
    # E.g. local, hdfs, dbfs, etc
    scheme: file

    # className: Class name used to create the PinotFS instance.
    # E.g.
    #   org.apache.pinot.spi.filesystem.LocalPinotFS is used for local filesystem
    #   org.apache.pinot.plugin.filesystem.AzurePinotFS is used for Azure Data Lake
    #   org.apache.pinot.plugin.filesystem.HadoopPinotFS is used for HDFS
    className: org.apache.pinot.plugin.filesystem.HadoopPinotFS
    configs:
      'hadoop.conf.path': ''

  - scheme: s3
    className: org.apache.pinot.plugin.filesystem.S3PinotFS
    configs:
      region: 'us-west-2'

# recordReaderSpec: defines all record reader
recordReaderSpec:

  # dataFormat: Record data format, e.g. 'avro', 'parquet', 'orc', 'csv', 'json', 'thrift' etc.
  dataFormat: 'avro'

  # className: Corresponding RecordReader class name.
  # E.g.
  #   org.apache.pinot.plugin.inputformat.avro.AvroRecordReader
  #   org.apache.pinot.plugin.inputformat.csv.CSVRecordReader
  #   org.apache.pinot.plugin.inputformat.parquet.ParquetRecordReader
  #   org.apache.pinot.plugin.inputformat.json.JSONRecordReader
  #   org.apache.pinot.plugin.inputformat.orc.ORCRecordReader
  #   org.apache.pinot.plugin.inputformat.thrift.ThriftRecordReader
  className: 'org.apache.pinot.plugin.inputformat.avro.AvroRecordReader'

# tableSpec: defines table name and where to fetch corresponding table config and table schema.
tableSpec:

  # tableName: Table name
  tableName: 'airlineStats'

  # schemaURI: defines where to read the table schema, supports PinotFS or HTTP.
  # E.g.
  #   hdfs://path/to/table_schema.json
  #   http://localhost:9000/tables/myTable/schema
  schemaURI: 'http://localhost:9000/tables/airlineStats/schema'

  # tableConfigURI: defines where to reade the table config.
  # Supports using PinotFS or HTTP.
  # E.g.
  #   hdfs://path/to/table_config.json
  #   http://localhost:9000/tables/myTable
  # Note that the API to read Pinot table config directly from pinot controller contains a JSON wrapper.
  # The real table config is the object under the field 'OFFLINE'.
  tableConfigURI: 'http://localhost:9000/tables/airlineStats'

# segmentNameGeneratorSpec: defines how to init a SegmentNameGenerator.
segmentNameGeneratorSpec:

  # type: Current supported type is 'simple' and 'normalizedDate'.
  type: normalizedDate

  # configs: Configs to init SegmentNameGenerator.
  configs:
    segment.name.prefix: 'airlineStats_batch'
    exclude.sequence.id: true

# pinotClusterSpecs: defines the Pinot Cluster Access Point.
pinotClusterSpecs:
  - # controllerURI: used to fetch table/schema information and data push.
    # E.g. http://localhost:9000
    controllerURI: 'http://localhost:9000'

# pushJobSpec: defines segment push job related configuration.
pushJobSpec:

  # pushParallelism: push job parallelism, default is 1.
  pushParallelism: 2

  # pushAttempts: number of attempts for push job, default is 1, which means no retry.
  pushAttempts: 2

  # pushRetryIntervalMillis: retry wait Ms, default to 1 second.
  pushRetryIntervalMillis: 1000

Submit spark job with the ingestion job:

${SPARK_HOME}/bin/spark-submit \
  --class org.apache.pinot.tools.admin.command.LaunchDataIngestionJobCommand \
  --master "local[2]" \
  --deploy-mode client \
  --conf "spark.driver.extraJavaOptions=-Dplugins.dir=${PINOT_DISTRIBUTION_DIR}/plugins -Dlog4j2.configurationFile=${PINOT_DISTRIBUTION_DIR}/conf/pinot-ingestion-job-log4j2.xml" \
  --conf "spark.driver.extraClassPath=${PINOT_DISTRIBUTION_DIR}/lib/pinot-all-${PINOT_VERSION}-jar-with-dependencies.jar" \
  local://${PINOT_DISTRIBUTION_DIR}/lib/pinot-all-${PINOT_VERSION}-jar-with-dependencies.jar \
  -jobSpecFile ${PINOT_DISTRIBUTION_DIR}/examples/sparkIngestionJobSpec.yaml

Sample Results/Snapshots

Below is the sample snapshot of s3 location for controller:

Below is a sample download URI in PropertyStore. We expect the segment download URI to start with s3://

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