HiveActivity - AWS Data Pipeline


Runs a Hive query on an EMR cluster. HiveActivity makes it easier to set up an Amazon EMR activity and automatically creates Hive tables based on input data coming in from either Amazon S3 or Amazon RDS. All you need to specify is the HiveQL to run on the source data. AWS Data Pipeline automatically creates Hive tables with ${input1}, ${input2}, and so on, based on the input fields in the HiveActivity object.

For Amazon S3 inputs, the dataFormat field is used to create the Hive column names.

For MySQL (Amazon RDS) inputs, the column names for the SQL query are used to create the Hive column names.


This activity uses the Hive CSV Serde.


The following is an example of this object type. This object references three other objects that you define in the same pipeline definition file. MySchedule is a Schedule object and MyS3Input and MyS3Output are data node objects.

{ "name" : "ProcessLogData", "id" : "MyHiveActivity", "type" : "HiveActivity", "schedule" : { "ref": "MySchedule" }, "hiveScript" : "INSERT OVERWRITE TABLE ${output1} select host,user,time,request,status,size from ${input1};", "input" : { "ref": "MyS3Input" }, "output" : { "ref": "MyS3Output" }, "runsOn" : { "ref": "MyEmrCluster" } }


Object Invocation Fields Description Slot Type
schedule This object is invoked within the execution of a schedule interval. Specify a schedule reference to another object to set the dependency execution order for this object. You can satisfy this requirement by explicitly setting a schedule on the object, for example, by specifying "schedule": {"ref": "DefaultSchedule"}. In most cases, it is better to put the schedule reference on the default pipeline object so that all objects inherit that schedule. Or, if the pipeline has a tree of schedules (schedules within the master schedule), you can create a parent object that has a schedule reference. For more information about example optional schedule configurations, see Reference Object, e.g. "schedule":{"ref":"myScheduleId"}

Required Group (One of the following is required) Description Slot Type
hiveScript The Hive script to run. String
scriptUri The location of the Hive script to run (for example, s3://scriptLocation). String

Required Group Description Slot Type
runsOn The EMR cluster on which this HiveActivity runs. Reference Object, e.g. "runsOn":{"ref":"myEmrClusterId"}
workerGroup The worker group. This is used for routing tasks. If you provide a runsOn value and workerGroup exists, workerGroup is ignored. String
input The input data source. Reference Object, such as "input":{"ref":"myDataNodeId"}
output The output data source. Reference Object, such as "output":{"ref":"myDataNodeId"}

Optional Fields Description Slot Type
attemptStatus Most recently reported status from the remote activity. String
attemptTimeout Timeout for remote work completion. If set, then a remote activity that does not complete within the set time of starting may be retried. Period
dependsOn Specify dependency on another runnable object. Reference Object, such as "dependsOn":{"ref":"myActivityId"}
failureAndRerunMode Describes consumer node behavior when dependencies fail or are rerun. Enumeration
hadoopQueue The Hadoop scheduler queue name on which the job will be submitted. String
lateAfterTimeout The elapsed time after pipeline start within which the object must complete. It is triggered only when the schedule type is not set to ondemand. Period
maxActiveInstances The maximum number of concurrent active instances of a component. Re-runs do not count toward the number of active instances. Integer
maximumRetries The maximum number of attempt retries on failure. Integer
onFail An action to run when current object fails. Reference Object, such as "onFail":{"ref":"myActionId"}
onLateAction Actions that should be triggered if an object has not yet been scheduled or still not completed. Reference Object, such as "onLateAction":{"ref":"myActionId"}
onSuccess An action to run when current object succeeds. Reference Object, such as "onSuccess":{"ref":"myActionId"}
parent Parent of the current object from which slots will be inherited. Reference Object, such as "parent":{"ref":"myBaseObjectId"}
pipelineLogUri The S3 URI (such as 's3://BucketName/Key/') for uploading logs for the pipeline. String
postActivityTaskConfig Post-activity configuration script to be run. This consists of a URI of the shell script in Amazon S3 and a list of arguments. Reference Object, such as "postActivityTaskConfig":{"ref":"myShellScriptConfigId"}
preActivityTaskConfig Pre-activity configuration script to be run. This consists of a URI of the shell script in Amazon S3 and a list of arguments. Reference Object, such as "preActivityTaskConfig":{"ref":"myShellScriptConfigId"}
precondition Optionally define a precondition. A data node is not marked "READY" until all preconditions have been met. Reference Object, such as "precondition":{"ref":"myPreconditionId"}
reportProgressTimeout Timeout for remote work successive calls to reportProgress. If set, then remote activities that do not report progress for the specified period may be considered stalled and so retried. Period
resizeClusterBeforeRunning Resize the cluster before performing this activity to accommodate DynamoDB data nodes specified as inputs or outputs.

If your activity uses a DynamoDBDataNode as either an input or output data node, and if you set the resizeClusterBeforeRunning to TRUE, AWS Data Pipeline starts using m3.xlarge instance types. This overwrites your instance type choices with m3.xlarge, which could increase your monthly costs.

resizeClusterMaxInstances A limit on the maximum number of instances that can be requested by the resize algorithm. Integer
retryDelay The timeout duration between two retry attempts. Period
scheduleType Schedule type allows you to specify whether the objects in your pipeline definition should be scheduled at the beginning of interval or end of the interval. Time Series Style Scheduling means instances are scheduled at the end of each interval and Cron Style Scheduling means instances are scheduled at the beginning of each interval. An on-demand schedule allows you to run a pipeline one time per activation. This means you do not have to clone or re-create the pipeline to run it again. If you use an on-demand schedule it must be specified in the default object and must be the only scheduleType specified for objects in the pipeline. To use on-demand pipelines, you simply call the ActivatePipeline operation for each subsequent run. Values are: cron, ondemand, and timeseries. Enumeration
scriptVariable Specifies script variables for Amazon EMR to pass to Hive while running a script. For example, the following example script variables would pass a SAMPLE and FILTER_DATE variable to Hive: SAMPLE=s3://elasticmapreduce/samples/hive-ads and FILTER_DATE=#{format(@scheduledStartTime,'YYYY-MM-dd')}%. This field accepts multiple values and works with both script and scriptUri fields. In addition, scriptVariable functions regardless of whether stage is set to true or false. This field is especially useful to send dynamic values to Hive using AWS Data Pipeline expressions and functions. String
stage Determines whether staging is enabled before or after running the script. Not permitted with Hive 11, so use an Amazon EMR AMI version 3.2.0 or greater. Boolean

Runtime Fields Description Slot Type
@activeInstances List of the currently scheduled active instance objects. Reference Object, such as "activeInstances":{"ref":"myRunnableObjectId"}
@actualEndTime Time when the execution of this object finished. DateTime
@actualStartTime Time when the execution of this object started. DateTime
cancellationReason The cancellationReason if this object was cancelled. String
@cascadeFailedOn Description of the dependency chain the object failed on. Reference Object, such as "cascadeFailedOn":{"ref":"myRunnableObjectId"}
emrStepLog Amazon EMR step logs available only on EMR activity attempts. String
errorId The errorId if this object failed. String
errorMessage The errorMessage if this object failed. String
errorStackTrace The error stack trace if this object failed. String
@finishedTime The time at which this object finished its execution. DateTime
hadoopJobLog Hadoop job logs available on attempts for EMR-based activities. String
@healthStatus The health status of the object which reflects success or failure of the last object instance that reached a terminated state. String
@healthStatusFromInstanceId Id of the last instance object that reached a terminated state. String
@healthStatusUpdatedTime Time at which the health status was updated last time. DateTime
hostname The host name of client that picked up the task attempt. String
@lastDeactivatedTime The time at which this object was last deactivated. DateTime
@latestCompletedRunTime Time the latest run for which the execution completed. DateTime
@latestRunTime Time the latest run for which the execution was scheduled. DateTime
@nextRunTime Time of run to be scheduled next. DateTime
reportProgressTime Most recent time that remote activity reported progress. DateTime
@scheduledEndTime Schedule end time for an object. DateTime
@scheduledStartTime Schedule start time for an object. DateTime
@status The status of this object. String
@version Pipeline version the object was created with. String
@waitingOn Description of list of dependencies this object is waiting on. Reference Object, such as "waitingOn":{"ref":"myRunnableObjectId"}

System Fields Description Slot Type
@error Error describing the ill-formed object. String
@pipelineId Id of the pipeline to which this object belongs. String
@sphere The sphere of an object denotes its place in the lifecycle: Component Objects give rise to Instance Objects which execute Attempt Objects. String

See Also