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| <div class="section" id="amazon-emr-operators"> |
| <span id="howto-operator-emroperators"></span><h1>Amazon EMR Operators<a class="headerlink" href="#amazon-emr-operators" title="Permalink to this headline">¶</a></h1> |
| <div class="contents local topic" id="contents"> |
| <ul class="simple"> |
| <li><p><a class="reference internal" href="#prerequisite-tasks" id="id4">Prerequisite Tasks</a></p></li> |
| <li><p><a class="reference internal" href="#overview" id="id5">Overview</a></p></li> |
| <li><p><a class="reference internal" href="#create-emr-job-flow-with-automatic-steps" id="id6">Create EMR Job Flow with automatic steps</a></p></li> |
| <li><p><a class="reference internal" href="#create-emr-job-flow-with-manual-steps" id="id7">Create EMR Job Flow with manual steps</a></p></li> |
| <li><p><a class="reference internal" href="#reference" id="id8">Reference</a></p></li> |
| </ul> |
| </div> |
| <div class="section" id="prerequisite-tasks"> |
| <h2><a class="toc-backref" href="#id4">Prerequisite Tasks</a><a class="headerlink" href="#prerequisite-tasks" title="Permalink to this headline">¶</a></h2> |
| <blockquote> |
| <div></div></blockquote> |
| <p>To use these operators, you must do a few things:</p> |
| <blockquote> |
| <div><ul> |
| <li><p>Create necessary resources using <a class="reference external" href="https://console.aws.amazon.com">AWS Console</a> or <a class="reference external" href="https://aws.amazon.com/cli">AWS CLI</a>.</p></li> |
| <li><p>Install API libraries via <strong>pip</strong>.</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip install <span class="s1">'apache-airflow[amazon]'</span> |
| </pre></div> |
| </div> |
| <p>Detailed information is available <a class="reference external" href="/docs/apache-airflow/stable/installation.html" title="(in apache-airflow v2.1.0.dev0)"><span>Installation</span></a></p> |
| </li> |
| <li><p><a class="reference internal" href="../connections/aws.html"><span class="doc">Setup Connection</span></a>.</p></li> |
| </ul> |
| </div></blockquote> |
| </div> |
| <div class="section" id="overview"> |
| <h2><a class="toc-backref" href="#id5">Overview</a><a class="headerlink" href="#overview" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow to AWS EMR integration provides several operators to create and interact with EMR service.</p> |
| <blockquote> |
| <div><ul class="simple"> |
| <li><p><a class="reference internal" href="../_api/airflow/providers/amazon/aws/sensors/emr_job_flow/index.html#airflow.providers.amazon.aws.sensors.emr_job_flow.EmrJobFlowSensor" title="airflow.providers.amazon.aws.sensors.emr_job_flow.EmrJobFlowSensor"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmrJobFlowSensor</span></code></a></p></li> |
| <li><p><a class="reference internal" href="../_api/airflow/providers/amazon/aws/sensors/emr_step/index.html#airflow.providers.amazon.aws.sensors.emr_step.EmrStepSensor" title="airflow.providers.amazon.aws.sensors.emr_step.EmrStepSensor"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmrStepSensor</span></code></a></p></li> |
| <li><p><a class="reference internal" href="../_api/airflow/providers/amazon/aws/operators/emr_create_job_flow/index.html#airflow.providers.amazon.aws.operators.emr_create_job_flow.EmrCreateJobFlowOperator" title="airflow.providers.amazon.aws.operators.emr_create_job_flow.EmrCreateJobFlowOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmrCreateJobFlowOperator</span></code></a></p></li> |
| <li><p><a class="reference internal" href="../_api/airflow/providers/amazon/aws/operators/emr_add_steps/index.html#airflow.providers.amazon.aws.operators.emr_add_steps.EmrAddStepsOperator" title="airflow.providers.amazon.aws.operators.emr_add_steps.EmrAddStepsOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmrAddStepsOperator</span></code></a></p></li> |
| <li><p><a class="reference internal" href="../_api/airflow/providers/amazon/aws/operators/emr_modify_cluster/index.html#airflow.providers.amazon.aws.operators.emr_modify_cluster.EmrModifyClusterOperator" title="airflow.providers.amazon.aws.operators.emr_modify_cluster.EmrModifyClusterOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmrModifyClusterOperator</span></code></a></p></li> |
| <li><p><a class="reference internal" href="../_api/airflow/providers/amazon/aws/operators/emr_terminate_job_flow/index.html#airflow.providers.amazon.aws.operators.emr_terminate_job_flow.EmrTerminateJobFlowOperator" title="airflow.providers.amazon.aws.operators.emr_terminate_job_flow.EmrTerminateJobFlowOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmrTerminateJobFlowOperator</span></code></a></p></li> |
| </ul> |
| </div></blockquote> |
| <p>Two example_dags are provided which showcase these operators in action.</p> |
| <blockquote> |
| <div><ul class="simple"> |
| <li><p>example_emr_job_flow_automatic_steps.py</p></li> |
| <li><p>example_emr_job_flow_manual_steps.py</p></li> |
| </ul> |
| </div></blockquote> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>In order to run the 2 examples successfully, you need to create the IAM Service Roles (<code class="docutils literal notranslate"><span class="pre">EMR_EC2_DefaultRole</span></code> and <code class="docutils literal notranslate"><span class="pre">EMR_DefaultRole</span></code>) for Amazon EMR.</p> |
| <p>You can create these roles using the AWS CLI: <code class="docutils literal notranslate"><span class="pre">aws</span> <span class="pre">emr</span> <span class="pre">create-default-roles</span></code></p> |
| </div> |
| </div> |
| <div class="section" id="create-emr-job-flow-with-automatic-steps"> |
| <h2><a class="toc-backref" href="#id6">Create EMR Job Flow with automatic steps</a><a class="headerlink" href="#create-emr-job-flow-with-automatic-steps" title="Permalink to this headline">¶</a></h2> |
| <div class="section" id="purpose"> |
| <h3>Purpose<a class="headerlink" href="#purpose" title="Permalink to this headline">¶</a></h3> |
| <p>This example dag <code class="docutils literal notranslate"><span class="pre">example_emr_job_flow_automatic_steps.py</span></code> use <code class="docutils literal notranslate"><span class="pre">EmrCreateJobFlowOperator</span></code> to create a new EMR job flow calculating the mathematical constant <code class="docutils literal notranslate"><span class="pre">Pi</span></code>, and monitor the progress |
| with <code class="docutils literal notranslate"><span class="pre">EmrJobFlowSensor</span></code>. The cluster will be terminated automatically after finishing the steps.</p> |
| </div> |
| <div class="section" id="jobflow-configuration"> |
| <h3>JobFlow configuration<a class="headerlink" href="#jobflow-configuration" title="Permalink to this headline">¶</a></h3> |
| <p>To create a job flow at EMR, you need to specify the configuration for the EMR cluster:</p> |
| <div class="example-block-wrapper docutils container"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/amazon/aws/example_dags/example_emr_job_flow_automatic_steps.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/amazon/aws/example_dags/example_emr_job_flow_automatic_steps.html"><span>View Source</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">SPARK_STEPS</span> <span class="o">=</span> <span class="p">[</span> |
| <span class="p">{</span> |
| <span class="s1">'Name'</span><span class="p">:</span> <span class="s1">'calculate_pi'</span><span class="p">,</span> |
| <span class="s1">'ActionOnFailure'</span><span class="p">:</span> <span class="s1">'CONTINUE'</span><span class="p">,</span> |
| <span class="s1">'HadoopJarStep'</span><span class="p">:</span> <span class="p">{</span> |
| <span class="s1">'Jar'</span><span class="p">:</span> <span class="s1">'command-runner.jar'</span><span class="p">,</span> |
| <span class="s1">'Args'</span><span class="p">:</span> <span class="p">[</span><span class="s1">'/usr/lib/spark/bin/run-example'</span><span class="p">,</span> <span class="s1">'SparkPi'</span><span class="p">,</span> <span class="s1">'10'</span><span class="p">],</span> |
| <span class="p">},</span> |
| <span class="p">}</span> |
| <span class="p">]</span> |
| |
| <span class="n">JOB_FLOW_OVERRIDES</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s1">'Name'</span><span class="p">:</span> <span class="s1">'PiCalc'</span><span class="p">,</span> |
| <span class="s1">'ReleaseLabel'</span><span class="p">:</span> <span class="s1">'emr-5.29.0'</span><span class="p">,</span> |
| <span class="s1">'Instances'</span><span class="p">:</span> <span class="p">{</span> |
| <span class="s1">'InstanceGroups'</span><span class="p">:</span> <span class="p">[</span> |
| <span class="p">{</span> |
| <span class="s1">'Name'</span><span class="p">:</span> <span class="s1">'Master node'</span><span class="p">,</span> |
| <span class="s1">'Market'</span><span class="p">:</span> <span class="s1">'SPOT'</span><span class="p">,</span> |
| <span class="s1">'InstanceRole'</span><span class="p">:</span> <span class="s1">'MASTER'</span><span class="p">,</span> |
| <span class="s1">'InstanceType'</span><span class="p">:</span> <span class="s1">'m1.medium'</span><span class="p">,</span> |
| <span class="s1">'InstanceCount'</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> |
| <span class="p">}</span> |
| <span class="p">],</span> |
| <span class="s1">'KeepJobFlowAliveWhenNoSteps'</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="s1">'TerminationProtected'</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="p">},</span> |
| <span class="s1">'Steps'</span><span class="p">:</span> <span class="n">SPARK_STEPS</span><span class="p">,</span> |
| <span class="s1">'JobFlowRole'</span><span class="p">:</span> <span class="s1">'EMR_EC2_DefaultRole'</span><span class="p">,</span> |
| <span class="s1">'ServiceRole'</span><span class="p">:</span> <span class="s1">'EMR_DefaultRole'</span><span class="p">,</span> |
| <span class="p">}</span> |
| </pre></div> |
| </div> |
| </div> |
| <p>Here we create a EMR single-node Cluster <em>PiCalc</em>. It only has a single step <em>calculate_pi</em> which calculates the value of <code class="docutils literal notranslate"><span class="pre">Pi</span></code> using Spark. |
| The config <code class="docutils literal notranslate"><span class="pre">'KeepJobFlowAliveWhenNoSteps':</span> <span class="pre">False</span></code> tells the cluster to shut down after the step is finished. |
| For more config information, please refer to <a class="reference external" href="https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/emr.html#EMR.Client.run_job_flow">Boto3 EMR client</a>.</p> |
| </div> |
| <div class="section" id="defining-tasks"> |
| <h3>Defining tasks<a class="headerlink" href="#defining-tasks" title="Permalink to this headline">¶</a></h3> |
| <p>In the following code we are creating a new job flow, add a step, monitor the step, and then terminate the cluster.</p> |
| <div class="example-block-wrapper docutils container"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/amazon/aws/example_dags/example_emr_job_flow_automatic_steps.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/amazon/aws/example_dags/example_emr_job_flow_automatic_steps.html"><span>View Source</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span> <span class="n">job_flow_creator</span> <span class="o">=</span> <span class="n">EmrCreateJobFlowOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'create_job_flow'</span><span class="p">,</span> |
| <span class="n">job_flow_overrides</span><span class="o">=</span><span class="n">JOB_FLOW_OVERRIDES</span><span class="p">,</span> |
| <span class="n">aws_conn_id</span><span class="o">=</span><span class="s1">'aws_default'</span><span class="p">,</span> |
| <span class="n">emr_conn_id</span><span class="o">=</span><span class="s1">'emr_default'</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="n">job_sensor</span> <span class="o">=</span> <span class="n">EmrJobFlowSensor</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'check_job_flow'</span><span class="p">,</span> |
| <span class="n">job_flow_id</span><span class="o">=</span><span class="s2">"{{ task_instance.xcom_pull(task_ids='create_job_flow', key='return_value') }}"</span><span class="p">,</span> |
| <span class="n">aws_conn_id</span><span class="o">=</span><span class="s1">'aws_default'</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="n">job_flow_creator</span> <span class="o">>></span> <span class="n">job_sensor</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="create-emr-job-flow-with-manual-steps"> |
| <h2><a class="toc-backref" href="#id7">Create EMR Job Flow with manual steps</a><a class="headerlink" href="#create-emr-job-flow-with-manual-steps" title="Permalink to this headline">¶</a></h2> |
| <div class="section" id="id1"> |
| <h3>Purpose<a class="headerlink" href="#id1" title="Permalink to this headline">¶</a></h3> |
| <p>This example dag <code class="docutils literal notranslate"><span class="pre">example_emr_job_flow_manual_steps.py</span></code> is similar to the previous one except that instead of adding job flow step during cluster creation, |
| we add the step after the cluster is created. And the cluster is manually terminated at the end. |
| This allows for further customization on how you want to run your jobs.</p> |
| </div> |
| <div class="section" id="id2"> |
| <h3>JobFlow configuration<a class="headerlink" href="#id2" title="Permalink to this headline">¶</a></h3> |
| <p>The configuration is similar to the previous example, except that we set <code class="docutils literal notranslate"><span class="pre">'KeepJobFlowAliveWhenNoSteps':</span> <span class="pre">True</span></code> because we will terminate the cluster manually. |
| Also, we would not specify <code class="docutils literal notranslate"><span class="pre">Steps</span></code> in the config when creating the cluster.</p> |
| </div> |
| <div class="section" id="id3"> |
| <h3>Defining tasks<a class="headerlink" href="#id3" title="Permalink to this headline">¶</a></h3> |
| <p>Here is the task definitions for our DAG.</p> |
| <div class="example-block-wrapper docutils container"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/amazon/aws/example_dags/example_emr_job_flow_manual_steps.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/amazon/aws/example_dags/example_emr_job_flow_manual_steps.html"><span>View Source</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span> <span class="n">cluster_creator</span> <span class="o">=</span> <span class="n">EmrCreateJobFlowOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'create_job_flow'</span><span class="p">,</span> |
| <span class="n">job_flow_overrides</span><span class="o">=</span><span class="n">JOB_FLOW_OVERRIDES</span><span class="p">,</span> |
| <span class="n">aws_conn_id</span><span class="o">=</span><span class="s1">'aws_default'</span><span class="p">,</span> |
| <span class="n">emr_conn_id</span><span class="o">=</span><span class="s1">'emr_default'</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="n">step_adder</span> <span class="o">=</span> <span class="n">EmrAddStepsOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'add_steps'</span><span class="p">,</span> |
| <span class="n">job_flow_id</span><span class="o">=</span><span class="s2">"{{ task_instance.xcom_pull(task_ids='create_job_flow', key='return_value') }}"</span><span class="p">,</span> |
| <span class="n">aws_conn_id</span><span class="o">=</span><span class="s1">'aws_default'</span><span class="p">,</span> |
| <span class="n">steps</span><span class="o">=</span><span class="n">SPARK_STEPS</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="n">step_checker</span> <span class="o">=</span> <span class="n">EmrStepSensor</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'watch_step'</span><span class="p">,</span> |
| <span class="n">job_flow_id</span><span class="o">=</span><span class="s2">"{{ task_instance.xcom_pull('create_job_flow', key='return_value') }}"</span><span class="p">,</span> |
| <span class="n">step_id</span><span class="o">=</span><span class="s2">"{{ task_instance.xcom_pull(task_ids='add_steps', key='return_value')[0] }}"</span><span class="p">,</span> |
| <span class="n">aws_conn_id</span><span class="o">=</span><span class="s1">'aws_default'</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="n">cluster_remover</span> <span class="o">=</span> <span class="n">EmrTerminateJobFlowOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'remove_cluster'</span><span class="p">,</span> |
| <span class="n">job_flow_id</span><span class="o">=</span><span class="s2">"{{ task_instance.xcom_pull(task_ids='create_job_flow', key='return_value') }}"</span><span class="p">,</span> |
| <span class="n">aws_conn_id</span><span class="o">=</span><span class="s1">'aws_default'</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="n">cluster_creator</span> <span class="o">>></span> <span class="n">step_adder</span> <span class="o">>></span> <span class="n">step_checker</span> <span class="o">>></span> <span class="n">cluster_remover</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="reference"> |
| <h2><a class="toc-backref" href="#id8">Reference</a><a class="headerlink" href="#reference" title="Permalink to this headline">¶</a></h2> |
| <p>For further information, look at:</p> |
| <ul class="simple"> |
| <li><p><a class="reference external" href="https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/emr.html">Boto3 Library Documentation for EMR</a></p></li> |
| <li><p><a class="reference external" href="https://docs.aws.amazon.com/cli/latest/reference/emr/create-default-roles.html">AWS CLI - create-default-roles</a></p></li> |
| <li><p><a class="reference external" href="https://docs.aws.amazon.com/emr/latest/ManagementGuide/emr-iam-roles.html">Configure IAM Service Roles for Amazon EMR Permissions</a></p></li> |
| </ul> |
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