Source code for tests.system.providers.amazon.aws.example_emr

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from __future__ import annotations

import json
from datetime import datetime

import boto3

from airflow import DAG
from airflow.decorators import task
from airflow.models.baseoperator import chain
from airflow.providers.amazon.aws.hooks.ssm import SsmHook
from airflow.providers.amazon.aws.operators.emr import (
    EmrAddStepsOperator,
    EmrCreateJobFlowOperator,
    EmrModifyClusterOperator,
    EmrTerminateJobFlowOperator,
)
from airflow.providers.amazon.aws.operators.s3 import S3CreateBucketOperator, S3DeleteBucketOperator
from airflow.providers.amazon.aws.sensors.emr import EmrJobFlowSensor, EmrStepSensor
from airflow.utils.trigger_rule import TriggerRule
from tests.system.providers.amazon.aws.utils import ENV_ID_KEY, SystemTestContextBuilder


[docs]DAG_ID = "example_emr"


[docs]CONFIG_NAME = "EMR Runtime Role Security Configuration"


[docs]EXECUTION_ROLE_ARN_KEY = "EXECUTION_ROLE_ARN"



[docs]SECURITY_CONFIGURATION = {
    "AuthorizationConfiguration": {
        "IAMConfiguration": {
            "EnableApplicationScopedIAMRole": True,
        },
    },
    # Use IMDSv2 for greater security, see the following doc for more details:
    # https://docs.aws.amazon.com/emr/latest/ManagementGuide/emr-create-security-configuration.html
    "InstanceMetadataServiceConfiguration": {
        "MinimumInstanceMetadataServiceVersion": 2,
        "HttpPutResponseHopLimit": 2,
    },
}


# [START howto_operator_emr_steps_config]

[docs]SPARK_STEPS = [
    {
        "Name": "calculate_pi",
        "ActionOnFailure": "CONTINUE",
        "HadoopJarStep": {
            "Jar": "command-runner.jar",
            "Args": ["/usr/lib/spark/bin/run-example", "SparkPi", "10"],
        },
    }
]



[docs]JOB_FLOW_OVERRIDES = {
    "Name": "PiCalc",
    "ReleaseLabel": "emr-6.7.0",
    "Applications": [{"Name": "Spark"}],
    "Instances": {
        "InstanceGroups": [
            {
                "Name": "Primary node",
                "Market": "ON_DEMAND",
                "InstanceRole": "MASTER",
                "InstanceType": "m5.xlarge",
                "InstanceCount": 1,
            },
        ],
        "KeepJobFlowAliveWhenNoSteps": False,
        "TerminationProtected": False,
    },
    "Steps": SPARK_STEPS,
    "JobFlowRole": "EMR_EC2_DefaultRole",
    "ServiceRole": "EMR_DefaultRole",
}

# [END howto_operator_emr_steps_config]


@task

[docs]def get_ami_id():
    """
    Returns an AL2 AMI compatible with EMR
    """
    return SsmHook(aws_conn_id=None).get_parameter_value(
        "/aws/service/ami-amazon-linux-latest/amzn2-ami-hvm-x86_64-ebs"
    )



@task

[docs]def configure_security_config(config_name: str):
    boto3.client("emr").create_security_configuration(
        Name=config_name,
        SecurityConfiguration=json.dumps(SECURITY_CONFIGURATION),
    )



@task(trigger_rule=TriggerRule.ALL_DONE)

[docs]def delete_security_config(config_name: str):
    boto3.client("emr").delete_security_configuration(
        Name=config_name,
    )



@task

[docs]def get_step_id(step_ids: list):
    return step_ids[0]




[docs]sys_test_context_task = SystemTestContextBuilder().add_variable(EXECUTION_ROLE_ARN_KEY).build()


with DAG(
    dag_id=DAG_ID,
    start_date=datetime(2021, 1, 1),
    schedule="@once",
    catchup=False,
    tags=["example"],
) as dag:

[docs]    test_context = sys_test_context_task()


    env_id = test_context[ENV_ID_KEY]
    config_name = f"{CONFIG_NAME}-{env_id}"
    execution_role_arn = test_context[EXECUTION_ROLE_ARN_KEY]
    s3_bucket = f"{env_id}-emr-bucket"

    JOB_FLOW_OVERRIDES["LogUri"] = f"s3://{s3_bucket}/"
    JOB_FLOW_OVERRIDES["SecurityConfiguration"] = config_name
    JOB_FLOW_OVERRIDES["Instances"]["InstanceGroups"][0]["CustomAmiId"] = get_ami_id()

    create_s3_bucket = S3CreateBucketOperator(task_id="create_s3_bucket", bucket_name=s3_bucket)

    create_security_configuration = configure_security_config(config_name)

    # [START howto_operator_emr_create_job_flow]
    create_job_flow = EmrCreateJobFlowOperator(
        task_id="create_job_flow",
        job_flow_overrides=JOB_FLOW_OVERRIDES,
    )
    # [END howto_operator_emr_create_job_flow]

    # [START howto_operator_emr_modify_cluster]
    modify_cluster = EmrModifyClusterOperator(
        task_id="modify_cluster", cluster_id=create_job_flow.output, step_concurrency_level=1
    )
    # [END howto_operator_emr_modify_cluster]

    # [START howto_operator_emr_add_steps]
    add_steps = EmrAddStepsOperator(
        task_id="add_steps",
        job_flow_id=create_job_flow.output,
        steps=SPARK_STEPS,
        execution_role_arn=execution_role_arn,
    )
    # [END howto_operator_emr_add_steps]
    add_steps.wait_for_completion = True
    # On rare occasion (1 in 50ish?) this system test times out.  Extending the
    # max_attempts from the default 60 to attempt to mitigate the flaky test.
    add_steps.waiter_max_attempts = 90

    # [START howto_sensor_emr_step]
    wait_for_step = EmrStepSensor(
        task_id="wait_for_step",
        job_flow_id=create_job_flow.output,
        step_id=get_step_id(add_steps.output),
    )
    # [END howto_sensor_emr_step]

    # [START howto_operator_emr_terminate_job_flow]
    remove_cluster = EmrTerminateJobFlowOperator(
        task_id="remove_cluster",
        job_flow_id=create_job_flow.output,
    )
    # [END howto_operator_emr_terminate_job_flow]
    remove_cluster.trigger_rule = TriggerRule.ALL_DONE

    # [START howto_sensor_emr_job_flow]
    check_job_flow = EmrJobFlowSensor(task_id="check_job_flow", job_flow_id=create_job_flow.output)
    # [END howto_sensor_emr_job_flow]
    check_job_flow.poke_interval = 10

    delete_security_configuration = delete_security_config(config_name)

    delete_s3_bucket = S3DeleteBucketOperator(
        task_id="delete_s3_bucket",
        bucket_name=s3_bucket,
        force_delete=True,
        trigger_rule=TriggerRule.ALL_DONE,
    )

    chain(
        # TEST SETUP
        test_context,
        create_s3_bucket,
        create_security_configuration,
        # TEST BODY
        create_job_flow,
        modify_cluster,
        add_steps,
        wait_for_step,
        # TEST TEARDOWN
        remove_cluster,
        check_job_flow,
        delete_security_configuration,
        delete_s3_bucket,
    )

    from tests.system.utils.watcher import watcher

    # This test needs watcher in order to properly mark success/failure
    # when "tearDown" task with trigger rule is part of the DAG
    list(dag.tasks) >> watcher()


from tests.system.utils import get_test_run  # noqa: E402

# Needed to run the example DAG with pytest (see: tests/system/README.md#run_via_pytest)

[docs]test_run = get_test_run(dag)

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