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onefoursix/Scripting-Origin-REST-API-with-Pagination-and-Offset-Handling.json

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StreamSets Summer 21 Example: Pipeline with a scripting origin that reads a REST API with custom pagination and offset management
Raw
Scripting-Origin-REST-API-with-Pagination-and-Offset-Handling.json
{
"pipelineConfig": {
"schemaVersion" : 6,
"version" : 23,
"pipelineId" : "ScriptingOriginRESTAPIwithPaginationandOffsetHandling9d21bcdc-ba2b-4c9a-b3c9-29f099d6a5cb",
"uuid" : "f808cb09-dbe5-4350-a81b-e88504dc513a",
"title" : "Scripting Origin REST API with Pagination and Offset Handling",
"description" : "",
"configuration" : [ {
"name" : "executionMode",
"value" : "STANDALONE"
}, {
"name" : "edgeHttpUrl",
"value" : "http://localhost:18633"
}, {
"name" : "deliveryGuarantee",
"value" : "AT_LEAST_ONCE"
}, {
"name" : "shouldRetry",
"value" : false
}, {
"name" : "triggerInterval",
"value" : 2000
}, {
"name" : "retryAttempts",
"value" : 0
}, {
"name" : "ludicrousMode",
"value" : false
}, {
"name" : "ludicrousModeInputCount",
"value" : false
}, {
"name" : "advancedErrorHandling",
"value" : false
}, {
"name" : "notifyOnStates",
"value" : [ "RUN_ERROR", "STOPPED", "FINISHED" ]
}, {
"name" : "emailIDs",
"value" : [ ]
}, {
"name" : "constants",
"value" : [ {
"key" : "BASE_REST_API_URL",
"value" : "https://api.instantwebtools.net/v1/passenger?size=200"
}, {
"key" : "INITIAL_OFFSET",
"value" : "0"
}, {
"key" : "SLEEP_SECONDS",
"value" : "1"
}, {
"key" : "OUTPUT_DIR",
"value" : "/tmp/out"
} ]
}, {
"name" : "errorRecordPolicy",
"value" : "ORIGINAL_RECORD"
}, {
"name" : "workerCount",
"value" : 0
}, {
"name" : "clusterSlaveMemory",
"value" : 2048
}, {
"name" : "clusterSlaveJavaOpts",
"value" : "-XX:+UseConcMarkSweepGC -XX:+UseParNewGC -Dlog4j.debug"
}, {
"name" : "clusterLauncherEnv",
"value" : [ ]
}, {
"name" : "mesosDispatcherURL",
"value" : null
}, {
"name" : "logLevel",
"value" : "INFO"
}, {
"name" : "hdfsS3ConfDir",
"value" : null
}, {
"name" : "rateLimit",
"value" : 0
}, {
"name" : "maxRunners",
"value" : 0
}, {
"name" : "runnerIdleTIme",
"value" : 60
}, {
"name" : "shouldCreateFailureSnapshot",
"value" : true
}, {
"name" : "webhookConfigs",
"value" : [ ]
}, {
"name" : "sparkConfigs",
"value" : [ ]
}, {
"name" : "preprocessScript",
"value" : "/*\nThe following script define a method\nthat increments an integer by 1 \nand registers it as a UDF with \nthe SparkSession, which can be accessed\nusing the variable named \"spark\":\ndef inc(i: Integer): Integer = {\n i + 1\n}\nspark.udf.register (\"inc\", inc _)\n\n*/"
}, {
"name" : "clusterConfig.clusterType",
"value" : "LOCAL"
}, {
"name" : "clusterConfig.sparkMasterUrl",
"value" : "local[*]"
}, {
"name" : "clusterConfig.deployMode",
"value" : "CLIENT"
}, {
"name" : "clusterConfig.hadoopUserName",
"value" : null
}, {
"name" : "clusterConfig.sparkAppName",
"value" : "${pipeline:title()}"
}, {
"name" : "clusterConfig.stagingDir",
"value" : "/streamsets"
}, {
"name" : "clusterConfig.useYarnKerberosKeytab",
"value" : false
}, {
"name" : "clusterConfig.yarnKerberosKeytabSource",
"value" : "PROPERTIES_FILE"
}, {
"name" : "clusterConfig.yarnKerberosKeytab",
"value" : null
}, {
"name" : "clusterConfig.yarnKerberosKeytabBase64Bytes",
"value" : ""
}, {
"name" : "clusterConfig.yarnKerberosPrincipal",
"value" : "name@DOMAIN"
}, {
"name" : "clusterConfig.callbackUrl",
"value" : null
}, {
"name" : "databricksConfig.baseUrl",
"value" : null
}, {
"name" : "databricksConfig.credentialType",
"value" : "TOKEN"
}, {
"name" : "databricksConfig.username",
"value" : ""
}, {
"name" : "databricksConfig.password",
"value" : ""
}, {
"name" : "databricksConfig.token",
"value" : ""
}, {
"name" : "databricksConfig.provisionNewCluster",
"value" : true
}, {
"name" : "databricksConfig.clusterId",
"value" : null
}, {
"name" : "databricksConfig.clusterConfig",
"value" : "{\n \"num_workers\": 8,\n \"spark_version\": \"5.3.x-scala2.11\",\n \"node_type_id\": \"i3.xlarge\"\n}"
}, {
"name" : "databricksConfig.terminateCluster",
"value" : false
}, {
"name" : "livyConfig.baseUrl",
"value" : "https://localhost:30443/gateway/default/livy/v1/"
}, {
"name" : "livyConfig.username",
"value" : ""
}, {
"name" : "livyConfig.password",
"value" : ""
}, {
"name" : "sdcEmrConnectionSelection",
"value" : "MANUAL"
}, {
"name" : "sdcEmrConnection.awsConfig.credentialMode",
"value" : "WITH_CREDENTIALS"
}, {
"name" : "sdcEmrConnection.awsConfig.awsAccessKeyId",
"value" : ""
}, {
"name" : "sdcEmrConnection.awsConfig.awsSecretAccessKey",
"value" : ""
}, {
"name" : "sdcEmrConnection.awsConfig.roleARN",
"value" : ""
}, {
"name" : "sdcEmrConnection.awsConfig.roleSessionName",
"value" : null
}, {
"name" : "sdcEmrConnection.awsConfig.sessionDuration",
"value" : 3600
}, {
"name" : "sdcEmrConnection.awsConfig.setSessionTags",
"value" : true
}, {
"name" : "sdcEmrConnection.region",
"value" : "US_WEST_2"
}, {
"name" : "sdcEmrConnection.customRegion",
"value" : null
}, {
"name" : "sdcEmrConnection.s3StagingUri",
"value" : null
}, {
"name" : "sdcEmrConnection.provisionNewCluster",
"value" : false
}, {
"name" : "sdcEmrConnection.clusterId",
"value" : null
}, {
"name" : "sdcEmrConnection.emrVersion",
"value" : null
}, {
"name" : "sdcEmrConnection.clusterPrefix",
"value" : null
}, {
"name" : "sdcEmrConnection.terminateCluster",
"value" : true
}, {
"name" : "sdcEmrConnection.loggingEnabled",
"value" : true
}, {
"name" : "sdcEmrConnection.s3LogUri",
"value" : null
}, {
"name" : "sdcEmrConnection.serviceRole",
"value" : "EMR_DefaultRole"
}, {
"name" : "sdcEmrConnection.jobFlowRole",
"value" : "EMR_EC2_DefaultRole"
}, {
"name" : "sdcEmrConnection.visibleToAllUsers",
"value" : true
}, {
"name" : "sdcEmrConnection.ec2SubnetId",
"value" : null
}, {
"name" : "sdcEmrConnection.masterSecurityGroup",
"value" : null
}, {
"name" : "sdcEmrConnection.slaveSecurityGroup",
"value" : null
}, {
"name" : "sdcEmrConnection.serviceAccessSecurityGroup",
"value" : null
}, {
"name" : "sdcEmrConnection.instanceCount",
"value" : 2
}, {
"name" : "sdcEmrConnection.stepConcurrency",
"value" : 1
}, {
"name" : "sdcEmrConnection.masterInstanceType",
"value" : null
}, {
"name" : "sdcEmrConnection.masterInstanceTypeCustom",
"value" : null
}, {
"name" : "sdcEmrConnection.slaveInstanceType",
"value" : null
}, {
"name" : "sdcEmrConnection.slaveInstanceTypeCustom",
"value" : null
}, {
"name" : "enableEMRDebugging",
"value" : true
}, {
"name" : "transformerEmrConnectionSelection",
"value" : "MANUAL"
}, {
"name" : "transformerEmrConnection.awsConfig.credentialMode",
"value" : "WITH_CREDENTIALS"
}, {
"name" : "transformerEmrConnection.awsConfig.awsAccessKeyId",
"value" : ""
}, {
"name" : "transformerEmrConnection.awsConfig.awsSecretAccessKey",
"value" : ""
}, {
"name" : "transformerEmrConnection.awsConfig.roleARN",
"value" : ""
}, {
"name" : "transformerEmrConnection.awsConfig.roleSessionName",
"value" : null
}, {
"name" : "transformerEmrConnection.awsConfig.sessionDuration",
"value" : 3600
}, {
"name" : "transformerEmrConnection.awsConfig.setSessionTags",
"value" : true
}, {
"name" : "transformerEmrConnection.region",
"value" : "US_WEST_2"
}, {
"name" : "transformerEmrConnection.customRegion",
"value" : null
}, {
"name" : "transformerEmrConnection.s3StagingUri",
"value" : null
}, {
"name" : "transformerEmrConnection.provisionNewCluster",
"value" : false
}, {
"name" : "transformerEmrConnection.clusterId",
"value" : null
}, {
"name" : "transformerEmrConnection.emrVersion",
"value" : null
}, {
"name" : "transformerEmrConnection.clusterPrefix",
"value" : null
}, {
"name" : "transformerEmrConnection.terminateCluster",
"value" : true
}, {
"name" : "transformerEmrConnection.loggingEnabled",
"value" : true
}, {
"name" : "transformerEmrConnection.s3LogUri",
"value" : null
}, {
"name" : "transformerEmrConnection.serviceRole",
"value" : "EMR_DefaultRole"
}, {
"name" : "transformerEmrConnection.jobFlowRole",
"value" : "EMR_EC2_DefaultRole"
}, {
"name" : "transformerEmrConnection.visibleToAllUsers",
"value" : true
}, {
"name" : "transformerEmrConnection.ec2SubnetId",
"value" : null
}, {
"name" : "transformerEmrConnection.masterSecurityGroup",
"value" : null
}, {
"name" : "transformerEmrConnection.slaveSecurityGroup",
"value" : null
}, {
"name" : "transformerEmrConnection.serviceAccessSecurityGroup",
"value" : null
}, {
"name" : "transformerEmrConnection.instanceCount",
"value" : 2
}, {
"name" : "transformerEmrConnection.stepConcurrency",
"value" : 1
}, {
"name" : "transformerEmrConnection.masterInstanceType",
"value" : null
}, {
"name" : "transformerEmrConnection.masterInstanceTypeCustom",
"value" : null
}, {
"name" : "transformerEmrConnection.slaveInstanceType",
"value" : null
}, {
"name" : "transformerEmrConnection.slaveInstanceTypeCustom",
"value" : null
}, {
"name" : "transformerEMRConfig.encryption",
"value" : "NONE"
}, {
"name" : "transformerEMRConfig.kmsKeyId",
"value" : ""
}, {
"name" : "googleCloudCredentialsConfig.projectId",
"value" : null
}, {
"name" : "googleCloudCredentialsConfig.credentialsProvider",
"value" : "DEFAULT_PROVIDER"
}, {
"name" : "googleCloudCredentialsConfig.path",
"value" : null
}, {
"name" : "googleCloudCredentialsConfig.credentialsFileContent",
"value" : ""
}, {
"name" : "googleCloudConfig.region",
"value" : null
}, {
"name" : "googleCloudConfig.customRegion",
"value" : null
}, {
"name" : "googleCloudConfig.gcsStagingUri",
"value" : null
}, {
"name" : "googleCloudConfig.create",
"value" : false
}, {
"name" : "googleCloudConfig.clusterPrefix",
"value" : null
}, {
"name" : "googleCloudConfig.version",
"value" : "1.4-ubuntu18"
}, {
"name" : "googleCloudConfig.masterType",
"value" : null
}, {
"name" : "googleCloudConfig.workerType",
"value" : null
}, {
"name" : "googleCloudConfig.networkType",
"value" : null
}, {
"name" : "googleCloudConfig.network",
"value" : null
}, {
"name" : "googleCloudConfig.subnet",
"value" : null
}, {
"name" : "googleCloudConfig.tags",
"value" : [ ]
}, {
"name" : "googleCloudConfig.workerCount",
"value" : 2
}, {
"name" : "googleCloudConfig.clusterName",
"value" : null
}, {
"name" : "googleCloudConfig.terminate",
"value" : null
}, {
"name" : "sdcEmrConnection.defineBootstrapActions",
"value" : false
}, {
"name" : "sdcEmrConnection.bootstrapActionSource",
"value" : "IN_S3"
}, {
"name" : "sdcEmrConnection.bootstrapActions",
"value" : [ ]
}, {
"name" : "sdcEmrConnection.bootstrapActionScripts",
"value" : [ ]
}, {
"name" : "transformerEmrConnection.defineBootstrapActions",
"value" : false
}, {
"name" : "transformerEmrConnection.bootstrapActionSource",
"value" : "IN_S3"
}, {
"name" : "transformerEmrConnection.bootstrapActions",
"value" : [ ]
}, {
"name" : "transformerEmrConnection.bootstrapActionScripts",
"value" : [ ]
}, {
"name" : "badRecordsHandling",
"value" : "streamsets-datacollector-basic-lib::com_streamsets_pipeline_stage_destination_recordstolocalfilesystem_ToErrorLocalFSDTarget::1"
}, {
"name" : "statsAggregatorStage",
"value" : "streamsets-datacollector-basic-lib::com_streamsets_pipeline_stage_destination_devnull_StatsDpmDirectlyDTarget::1"
}, {
"name" : "startEventStage",
"value" : "streamsets-datacollector-basic-lib::com_streamsets_pipeline_stage_destination_devnull_ToErrorNullDTarget::1"
}, {
"name" : "stopEventStage",
"value" : "streamsets-datacollector-basic-lib::com_streamsets_pipeline_stage_destination_devnull_ToErrorNullDTarget::1"
}, {
"name" : "testOriginStage",
"value" : "streamsets-datacollector-dev-lib::com_streamsets_pipeline_stage_devtest_rawdata_RawDataDSource::3"
} ],
"uiInfo" : {
"displayMode" : "ADVANCED",
"previewConfig" : {
"previewSource" : "CONFIGURED_SOURCE",
"batchSize" : 1,
"timeout" : 120000,
"writeToDestinations" : false,
"executeLifecycleEvents" : false,
"showHeader" : true,
"showFieldType" : true,
"rememberMe" : true,
"timeZone" : "Browser",
"clusterManagerType" : "CONFIGURED_CLUSTER",
"endStage" : ""
}
},
"stages" : [ {
"instanceName" : "JythonScripting_01",
"library" : "streamsets-datacollector-jython_2_7-lib",
"stageName" : "com_streamsets_pipeline_stage_origin_jython_JythonDSource",
"stageVersion" : "1",
"configuration" : [ {
"name" : "script",
"value" : "## Example Scripting Origin to call a REST API with pagination and offset handling\n\n# Imports\ntry:\n sdc.importLock()\n import sys\n \n ## Set this path to where we can load the Requests module\n sys.path.append('/usr/local/lib/python3.9/site-packages')\n \n import datetime\n import json\n import requests\n from requests.auth import HTTPBasicAuth \n import time\n \nfinally:\n sdc.importUnlock()\n\n# Set DEBUG to True to enable logging \n# Use '$ tail -f sdc.log | grep SCRIPTING_ORIGIN' to filter the log messages\nDEBUG = True \n \n# Request headers\nheaders = {'Content-Type':'application/json'}\n\n# Create a session\nsession = requests.session()\nsession.headers = headers\n\n# The List field in the response that contains records.\n# Set response_list_field = '' if the entire response is the list of records\nresponse_list_field = 'data'\n \n# The entity_name is the key for the offset\nentity_name = 'page'\n\n# Get previously committed offset or use the pipeline parameter \"INITIAL_OFFSET\"\n# if there is no saved offset or if Reset Origin is used\nif sdc.lastOffsets.containsKey(entity_name):\n offset = int(sdc.lastOffsets.get(entity_name))\n \n # Bump the saved offset by 1 to start reading from the next value\n offset += 1\n\nelse:\n offset = ${INITIAL_OFFSET}\n \n# This example uses 'page=[value]' but could easily be changed to something \n# like 'my_custom_field=[value]' with the value read from the last record in the response\ninitial_url_args = 'page={}'.format(offset)\n\n# set to True for the initial REST API call\ninitial_call = True\n\n# Create a batch\ncur_batch = sdc.createBatch()\n\n# We'll set \"done\" to True when we reach the last page of the response or if we get an error\ndone = False\n\n# index each record\nrecord_index = 0\n\nwhile not done:\n \n try:\n \n # Construct the URL to be called\n if initial_call:\n current_url = '{}&{}'.format('${BASE_REST_API_URL}', initial_url_args)\n initial_call = False\n else:\n current_url = next_page_url\n \n # Call the REST API\n if DEBUG:\n sdc.log.info(\"SCRIPTING_ORIGIN URL: {}\".format(current_url))\n response = session.get(current_url)\n \n # Sleep between calls to the API so we don't get rate-limited \n time.sleep(${SLEEP_SECONDS})\n \n # Get the response data\n if response_list_field == '':\n response_data = response.json()\n else:\n response_data = response.json()[response_list_field]\n \n # Exit if there is no data\n if response_data is None or len(response_data) == 0:\n done = True\n \n else:\n # Get the number of records in the response so\n # we can tell when we're processing the last message\n num_records_in_response = len(response_data)\n \n response_record_index = 0\n \n # Handle each record in the response\n for response_record in response_data:\n \n # Bump the index\n response_record_index += 1\n \n # Create a record for each result record\n record = sdc.createRecord('record created ' + str(datetime.datetime.now()) + str(record_index))\n record_index += 1\n \n # Assign the item to the record\n record.value = {}\n record.value['data'] = response_record\n \n # See if we are on the last record of the response\n # Use this section to capture a last read value of a field\n # for example, in order to construct the next_page_url below\n # rather than using a page number. \n # For example, if we are on the last record:\n if response_record_index == len(response_data):\n last_id_in_response = response_record['_id'] \n \n # Add the record to the batch\n cur_batch.add(record)\n \n # if the batch is full, process it and start a new one\n if cur_batch.size() >= sdc.batchSize:\n # blocks until all records are written to all destinations \n # and updates offset in accordance with delivery guarantee\n cur_batch.process(entity_name, str(offset))\n cur_batch = sdc.createBatch()\n \n # Bump the offset.\n # As this example uses page numbers we just add 1, but you\n # could instead assign a value captured from the last record\n # of the batch above\n offset += 1\n \n # Create the next page URL\n # This example uses 'page=value' but you could use\n # 'my_custom_field=[value]' with the value read from the last record in the response\n next_page_url = '{}&page={}'.format('${BASE_REST_API_URL}', offset)\n\n # Gracefully end the script if the pipeline has been stopped.\n if sdc.isStopped():\n done = True\n\n except Exception as e:\n cur_batch.addError(record, str(e))\n cur_batch.process(entity_name, str(offset))\n done = True\n\nif cur_batch.size() + cur_batch.errorCount() + cur_batch.eventCount() > 0:\n cur_batch.process(entity_name, str(offset))"
}, {
"name" : "scriptConf.batchSize",
"value" : 200
}, {
"name" : "scriptConf.numThreads",
"value" : 1
}, {
"name" : "scriptConf.scriptRecordType",
"value" : "NATIVE_OBJECTS"
}, {
"name" : "scriptConf.params",
"value" : [ ]
}, {
"name" : "stageOnRecordError",
"value" : "TO_ERROR"
} ],
"services" : [ ],
"uiInfo" : {
"colorIcon" : "Origin_Jython_Scripting.png",
"outputStreamLabels" : null,
"yPos" : 50,
"stageType" : "SOURCE",
"rawSource" : null,
"icon" : "jython.png",
"description" : "",
"inputStreamLabels" : null,
"label" : "REST API ",
"xPos" : 60,
"displayMode" : "ADVANCED"
},
"inputLanes" : [ ],
"outputLanes" : [ "JythonScripting_01OutputLane16159248192550" ],
"eventLanes" : [ ]
}, {
"instanceName" : "LocalFS_01",
"library" : "streamsets-datacollector-basic-lib",
"stageName" : "com_streamsets_pipeline_stage_destination_localfilesystem_LocalFileSystemDTarget",
"stageVersion" : "4",
"configuration" : [ {
"name" : "configs.uniquePrefix",
"value" : ""
}, {
"name" : "configs.fileNameSuffix",
"value" : "json"
}, {
"name" : "configs.dirPathTemplateInHeader",
"value" : false
}, {
"name" : "configs.dirPathTemplate",
"value" : "${OUTPUT_DIR}"
}, {
"name" : "configs.timeZoneID",
"value" : "UTC"
}, {
"name" : "configs.timeDriver",
"value" : "${time:now()}"
}, {
"name" : "configs.maxRecordsPerFile",
"value" : 0
}, {
"name" : "configs.maxFileSize",
"value" : 0
}, {
"name" : "configs.idleTimeout",
"value" : "${1 * HOURS}"
}, {
"name" : "configs.compression",
"value" : "NONE"
}, {
"name" : "configs.otherCompression",
"value" : null
}, {
"name" : "configs.fileType",
"value" : "TEXT"
}, {
"name" : "configs.keyEl",
"value" : "${uuid()}"
}, {
"name" : "configs.lateRecordsLimit",
"value" : "${1 * HOURS}"
}, {
"name" : "configs.rollIfHeader",
"value" : false
}, {
"name" : "configs.rollHeaderName",
"value" : "roll"
}, {
"name" : "configs.lateRecordsAction",
"value" : "SEND_TO_ERROR"
}, {
"name" : "configs.lateRecordsDirPathTemplate",
"value" : "/tmp/late/${YYYY()}-${MM()}-${DD()}"
}, {
"name" : "configs.dataFormat",
"value" : "JSON"
}, {
"name" : "configs.hdfsPermissionCheck",
"value" : true
}, {
"name" : "configs.permissionEL",
"value" : null
}, {
"name" : "configs.skipOldTempFileRecovery",
"value" : false
}, {
"name" : "configs.dataGeneratorFormatConfig.charset",
"value" : "UTF-8"
}, {
"name" : "configs.dataGeneratorFormatConfig.csvFileFormat",
"value" : "CSV"
}, {
"name" : "configs.dataGeneratorFormatConfig.csvHeader",
"value" : "NO_HEADER"
}, {
"name" : "configs.dataGeneratorFormatConfig.csvReplaceNewLines",
"value" : true
}, {
"name" : "configs.dataGeneratorFormatConfig.csvReplaceNewLinesString",
"value" : " "
}, {
"name" : "configs.dataGeneratorFormatConfig.csvCustomDelimiter",
"value" : "|"
}, {
"name" : "configs.dataGeneratorFormatConfig.csvCustomEscape",
"value" : "\\"
}, {
"name" : "configs.dataGeneratorFormatConfig.csvCustomQuote",
"value" : "\""
}, {
"name" : "configs.dataGeneratorFormatConfig.csvQuoteMode",
"value" : "MINIMAL"
}, {
"name" : "configs.dataGeneratorFormatConfig.jsonMode",
"value" : "MULTIPLE_OBJECTS"
}, {
"name" : "configs.dataGeneratorFormatConfig.textFieldPath",
"value" : "/text"
}, {
"name" : "configs.dataGeneratorFormatConfig.textRecordSeparator",
"value" : "\\n"
}, {
"name" : "configs.dataGeneratorFormatConfig.textFieldMissingAction",
"value" : "ERROR"
}, {
"name" : "configs.dataGeneratorFormatConfig.textEmptyLineIfNull",
"value" : false
}, {
"name" : "configs.dataGeneratorFormatConfig.avroSchemaSource",
"value" : null
}, {
"name" : "configs.dataGeneratorFormatConfig.avroSchema",
"value" : null
}, {
"name" : "configs.dataGeneratorFormatConfig.registerSchema",
"value" : false
}, {
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