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| <div class="section" id="module-airflow.providers.google.cloud.operators.dataflow"> |
| <span id="airflow-providers-google-cloud-operators-dataflow"></span><h1><a class="reference internal" href="#module-airflow.providers.google.cloud.operators.dataflow" title="airflow.providers.google.cloud.operators.dataflow"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.providers.google.cloud.operators.dataflow</span></code></a><a class="headerlink" href="#module-airflow.providers.google.cloud.operators.dataflow" title="Permalink to this headline">¶</a></h1> |
| <p><p>This module contains Google Dataflow operators.</p> |
| </p> |
| <div class="section" id="module-contents"> |
| <h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this headline">¶</a></h2> |
| <dl class="py class"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.CheckJobRunning"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.providers.google.cloud.operators.dataflow.</code><code class="sig-name descname">CheckJobRunning</code><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#CheckJobRunning"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/enum.html#enum.Enum" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">enum.Enum</span></code></a></p> |
| <p>Helper enum for choosing what to do if job is already running |
| IgnoreJob - do not check if running |
| FinishIfRunning - finish current dag run with no action |
| WaitForRun - wait for job to finish and then continue with new job</p> |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.IgnoreJob"> |
| <code class="sig-name descname">IgnoreJob</code><em class="property"> = 1</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#CheckJobRunning.IgnoreJob"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.IgnoreJob" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.FinishIfRunning"> |
| <code class="sig-name descname">FinishIfRunning</code><em class="property"> = 2</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#CheckJobRunning.FinishIfRunning"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.FinishIfRunning" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.WaitForRun"> |
| <code class="sig-name descname">WaitForRun</code><em class="property"> = 3</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#CheckJobRunning.WaitForRun"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.WaitForRun" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="py class"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.providers.google.cloud.operators.dataflow.</code><code class="sig-name descname">DataflowCreateJavaJobOperator</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">*</span></em>, <em class="sig-param"><span class="n">jar</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span></em>, <em class="sig-param"><span class="n">job_name</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'{{task.task_id}}'</span></em>, <em class="sig-param"><span class="n">dataflow_default_options</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)">dict</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">options</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)">dict</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">project_id</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">location</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">DEFAULT_DATAFLOW_LOCATION</span></em>, <em class="sig-param"><span class="n">gcp_conn_id</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'google_cloud_default'</span></em>, <em class="sig-param"><span class="n">delegate_to</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">poll_sleep</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)">int</a></span> <span class="o">=</span> <span class="default_value">10</span></em>, <em class="sig-param"><span class="n">job_class</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">check_if_running</span><span class="p">:</span> <span class="n"><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning" title="airflow.providers.google.cloud.operators.dataflow.CheckJobRunning">CheckJobRunning</a></span> <span class="o">=</span> <span class="default_value">CheckJobRunning.WaitForRun</span></em>, <em class="sig-param"><span class="n">multiple_jobs</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">cancel_timeout</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)">int</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">10 * 60</span></em>, <em class="sig-param"><span class="n">wait_until_finished</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreateJavaJobOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference external" href="/docs/apache-airflow/stable/_api/airflow/models/index.html#airflow.models.BaseOperator" title="(in apache-airflow v2.0.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.BaseOperator</span></code></a></p> |
| <p>Start a Java Cloud DataFlow batch job. The parameters of the operation |
| will be passed to the job.</p> |
| <p><strong>Example</strong>:</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">default_args</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s1">'owner'</span><span class="p">:</span> <span class="s1">'airflow'</span><span class="p">,</span> |
| <span class="s1">'depends_on_past'</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="s1">'start_date'</span><span class="p">:</span> |
| <span class="p">(</span><span class="mi">2016</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> |
| <span class="s1">'email'</span><span class="p">:</span> <span class="p">[</span><span class="s1">'alex@vanboxel.be'</span><span class="p">],</span> |
| <span class="s1">'email_on_failure'</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="s1">'email_on_retry'</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="s1">'retries'</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> |
| <span class="s1">'retry_delay'</span><span class="p">:</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">minutes</span><span class="o">=</span><span class="mi">30</span><span class="p">),</span> |
| <span class="s1">'dataflow_default_options'</span><span class="p">:</span> <span class="p">{</span> |
| <span class="s1">'project'</span><span class="p">:</span> <span class="s1">'my-gcp-project'</span><span class="p">,</span> |
| <span class="s1">'zone'</span><span class="p">:</span> <span class="s1">'us-central1-f'</span><span class="p">,</span> |
| <span class="s1">'stagingLocation'</span><span class="p">:</span> <span class="s1">'gs://bucket/tmp/dataflow/staging/'</span><span class="p">,</span> |
| <span class="p">}</span> |
| <span class="p">}</span> |
| |
| <span class="n">dag</span> <span class="o">=</span> <span class="n">DAG</span><span class="p">(</span><span class="s1">'test-dag'</span><span class="p">,</span> <span class="n">default_args</span><span class="o">=</span><span class="n">default_args</span><span class="p">)</span> |
| |
| <span class="n">task</span> <span class="o">=</span> <span class="n">DataFlowJavaOperator</span><span class="p">(</span> |
| <span class="n">gcp_conn_id</span><span class="o">=</span><span class="s1">'gcp_default'</span><span class="p">,</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'normalize-cal'</span><span class="p">,</span> |
| <span class="n">jar</span><span class="o">=</span><span class="s1">'{{var.value.gcp_dataflow_base}}pipeline-ingress-cal-normalize-1.0.jar'</span><span class="p">,</span> |
| <span class="n">options</span><span class="o">=</span><span class="p">{</span> |
| <span class="s1">'autoscalingAlgorithm'</span><span class="p">:</span> <span class="s1">'BASIC'</span><span class="p">,</span> |
| <span class="s1">'maxNumWorkers'</span><span class="p">:</span> <span class="s1">'50'</span><span class="p">,</span> |
| <span class="s1">'start'</span><span class="p">:</span> <span class="s1">'{{ds}}'</span><span class="p">,</span> |
| <span class="s1">'partitionType'</span><span class="p">:</span> <span class="s1">'DAY'</span> |
| |
| <span class="p">},</span> |
| <span class="n">dag</span><span class="o">=</span><span class="n">dag</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p>For more detail on job submission have a look at the reference: |
| <a class="reference external" href="https://cloud.google.com/dataflow/pipelines/specifying-exec-params">https://cloud.google.com/dataflow/pipelines/specifying-exec-params</a></p> |
| </div> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>jar</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The reference to a self executing DataFlow jar (templated).</p></li> |
| <li><p><strong>job_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The 'jobName' to use when executing the DataFlow job |
| (templated). This ends up being set in the pipeline options, so any entry |
| with key <code class="docutils literal notranslate"><span class="pre">'jobName'</span></code> in <code class="docutils literal notranslate"><span class="pre">options</span></code> will be overwritten.</p></li> |
| <li><p><strong>dataflow_default_options</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)"><em>dict</em></a>) -- Map of default job options.</p></li> |
| <li><p><strong>options</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)"><em>dict</em></a>) -- <p>Map of job specific options.The key must be a dictionary. |
| The value can contain different types:</p> |
| <ul> |
| <li><p>If the value is None, the single option - <code class="docutils literal notranslate"><span class="pre">--key</span></code> (without value) will be added.</p></li> |
| <li><p>If the value is False, this option will be skipped</p></li> |
| <li><p>If the value is True, the single option - <code class="docutils literal notranslate"><span class="pre">--key</span></code> (without value) will be added.</p></li> |
| <li><p>If the value is list, the many options will be added for each key. |
| If the value is <code class="docutils literal notranslate"><span class="pre">['A',</span> <span class="pre">'B']</span></code> and the key is <code class="docutils literal notranslate"><span class="pre">key</span></code> then the <code class="docutils literal notranslate"><span class="pre">--key=A</span> <span class="pre">--key-B</span></code> options |
| will be left</p></li> |
| <li><p>Other value types will be replaced with the Python textual representation.</p></li> |
| </ul> |
| <p>When defining labels (<code class="docutils literal notranslate"><span class="pre">labels</span></code> option), you can also provide a dictionary.</p> |
| </p></li> |
| <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- Optional, the Google Cloud project ID in which to start a job. |
| If set to None or missing, the default project_id from the Google Cloud connection is used.</p></li> |
| <li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- Job location.</p></li> |
| <li><p><strong>gcp_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The connection ID to use connecting to Google Cloud.</p></li> |
| <li><p><strong>delegate_to</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The account to impersonate using domain-wide delegation of authority, |
| if any. For this to work, the service account making the request must have |
| domain-wide delegation enabled.</p></li> |
| <li><p><strong>poll_sleep</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a>) -- The time in seconds to sleep between polling Google |
| Cloud Platform for the dataflow job status while the job is in the |
| JOB_STATE_RUNNING state.</p></li> |
| <li><p><strong>job_class</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The name of the dataflow job class to be executed, it |
| is often not the main class configured in the dataflow jar file.</p></li> |
| <li><p><strong>multiple_jobs</strong> (<em>boolean</em>) -- If pipeline creates multiple jobs then monitor all jobs</p></li> |
| <li><p><strong>check_if_running</strong> (CheckJobRunning(IgnoreJob = do not check if running, FinishIfRunning= |
| if job is running finish with nothing, WaitForRun= wait until job finished and the run job) |
| <code class="docutils literal notranslate"><span class="pre">jar</span></code>, <code class="docutils literal notranslate"><span class="pre">options</span></code>, and <code class="docutils literal notranslate"><span class="pre">job_name</span></code> are templated so you can use variables in them.) -- before running job, validate that a previous run is not in process</p></li> |
| <li><p><strong>cancel_timeout</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a><em>]</em>) -- How long (in seconds) operator should wait for the pipeline to be |
| successfully cancelled when task is being killed.</p></li> |
| <li><p><strong>wait_until_finished</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)"><em>bool</em></a><em>]</em>) -- <p>(Optional) |
| If True, wait for the end of pipeline execution before exiting. |
| If False, only submits job. |
| If None, default behavior.</p> |
| <p>The default behavior depends on the type of pipeline:</p> |
| <ul> |
| <li><p>for the streaming pipeline, wait for jobs to start,</p></li> |
| <li><p>for the batch pipeline, wait for the jobs to complete.</p></li> |
| </ul> |
| <div class="admonition warning"> |
| <p class="admonition-title">Warning</p> |
| <p>You cannot call <code class="docutils literal notranslate"><span class="pre">PipelineResult.wait_until_finish</span></code> method in your pipeline code for the operator |
| to work properly. i. e. you must use asynchronous execution. Otherwise, your pipeline will |
| always wait until finished. For more information, look at: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/guides/specifying-exec-params#python_10">Asynchronous execution</a></p> |
| </div> |
| <p>The process of starting the Dataflow job in Airflow consists of two steps:</p> |
| <ul> |
| <li><p>running a subprocess and reading the stderr/stderr log for the job id.</p></li> |
| <li><p>loop waiting for the end of the job ID from the previous step. |
| This loop checks the status of the job.</p></li> |
| </ul> |
| <p>Step two is started just after step one has finished, so if you have wait_until_finished in your |
| pipeline code, step two will not start until the process stops. When this process stops, |
| steps two will run, but it will only execute one iteration as the job will be in a terminal state.</p> |
| <p>If you in your pipeline do not call the wait_for_pipeline method but pass wait_until_finish=True |
| to the operator, the second loop will wait for the job's terminal state.</p> |
| <p>If you in your pipeline do not call the wait_for_pipeline method, and pass wait_until_finish=False |
| to the operator, the second loop will check once is job not in terminal state and exit the loop.</p> |
| </p></li> |
| </ul> |
| </dd> |
| </dl> |
| <p>Note that both |
| <code class="docutils literal notranslate"><span class="pre">dataflow_default_options</span></code> and <code class="docutils literal notranslate"><span class="pre">options</span></code> will be merged to specify pipeline |
| execution parameter, and <code class="docutils literal notranslate"><span class="pre">dataflow_default_options</span></code> is expected to save |
| high-level options, for instances, project and zone information, which |
| apply to all dataflow operators in the DAG.</p> |
| <p>It's a good practice to define dataflow_* parameters in the default_args of the dag |
| like the project, zone and staging location.</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">default_args</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s1">'dataflow_default_options'</span><span class="p">:</span> <span class="p">{</span> |
| <span class="s1">'zone'</span><span class="p">:</span> <span class="s1">'europe-west1-d'</span><span class="p">,</span> |
| <span class="s1">'stagingLocation'</span><span class="p">:</span> <span class="s1">'gs://my-staging-bucket/staging/'</span> |
| <span class="p">}</span> |
| <span class="p">}</span> |
| </pre></div> |
| </div> |
| <p>You need to pass the path to your dataflow as a file reference with the <code class="docutils literal notranslate"><span class="pre">jar</span></code> |
| parameter, the jar needs to be a self executing jar (see documentation here: |
| <a class="reference external" href="https://beam.apache.org/documentation/runners/dataflow/#self-executing-jar">https://beam.apache.org/documentation/runners/dataflow/#self-executing-jar</a>). |
| Use <code class="docutils literal notranslate"><span class="pre">options</span></code> to pass on options to your job.</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">t1</span> <span class="o">=</span> <span class="n">DataFlowJavaOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'dataflow_example'</span><span class="p">,</span> |
| <span class="n">jar</span><span class="o">=</span><span class="s1">'{{var.value.gcp_dataflow_base}}pipeline/build/libs/pipeline-example-1.0.jar'</span><span class="p">,</span> |
| <span class="n">options</span><span class="o">=</span><span class="p">{</span> |
| <span class="s1">'autoscalingAlgorithm'</span><span class="p">:</span> <span class="s1">'BASIC'</span><span class="p">,</span> |
| <span class="s1">'maxNumWorkers'</span><span class="p">:</span> <span class="s1">'50'</span><span class="p">,</span> |
| <span class="s1">'start'</span><span class="p">:</span> <span class="s1">'{{ds}}'</span><span class="p">,</span> |
| <span class="s1">'partitionType'</span><span class="p">:</span> <span class="s1">'DAY'</span><span class="p">,</span> |
| <span class="s1">'labels'</span><span class="p">:</span> <span class="p">{</span><span class="s1">'foo'</span> <span class="p">:</span> <span class="s1">'bar'</span><span class="p">}</span> |
| <span class="p">},</span> |
| <span class="n">gcp_conn_id</span><span class="o">=</span><span class="s1">'airflow-conn-id'</span><span class="p">,</span> |
| <span class="n">dag</span><span class="o">=</span><span class="n">my</span><span class="o">-</span><span class="n">dag</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><em class="property"> = ['options', 'jar', 'job_name']</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreateJavaJobOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.ui_color"> |
| <code class="sig-name descname">ui_color</code><em class="property"> = #0273d4</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreateJavaJobOperator.ui_color"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.ui_color" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">context</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreateJavaJobOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.on_kill"> |
| <code class="sig-name descname">on_kill</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreateJavaJobOperator.on_kill"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.on_kill" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="py class"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.providers.google.cloud.operators.dataflow.</code><code class="sig-name descname">DataflowTemplatedJobStartOperator</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">*</span></em>, <em class="sig-param"><span class="n">template</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span></em>, <em class="sig-param"><span class="n">job_name</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'{{task.task_id}}'</span></em>, <em class="sig-param"><span class="n">options</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>Dict<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">, </span>Any<span class="p">]</span><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">dataflow_default_options</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>Dict<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">, </span>Any<span class="p">]</span><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">parameters</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>Dict<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">, </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">project_id</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">location</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">DEFAULT_DATAFLOW_LOCATION</span></em>, <em class="sig-param"><span class="n">gcp_conn_id</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'google_cloud_default'</span></em>, <em class="sig-param"><span class="n">delegate_to</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">poll_sleep</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)">int</a></span> <span class="o">=</span> <span class="default_value">10</span></em>, <em class="sig-param"><span class="n">impersonation_chain</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>Union<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">, </span>Sequence<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span><span class="p">]</span><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">environment</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>Dict<span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">cancel_timeout</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)">int</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">10 * 60</span></em>, <em class="sig-param"><span class="n">wait_until_finished</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowTemplatedJobStartOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference external" href="/docs/apache-airflow/stable/_api/airflow/models/index.html#airflow.models.BaseOperator" title="(in apache-airflow v2.0.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.BaseOperator</span></code></a></p> |
| <p>Start a Templated Cloud DataFlow job. The parameters of the operation |
| will be passed to the job.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>template</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The reference to the DataFlow template.</p></li> |
| <li><p><strong>job_name</strong> -- The 'jobName' to use when executing the DataFlow template |
| (templated).</p></li> |
| <li><p><strong>options</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)"><em>dict</em></a>) -- <p>Map of job runtime environment options. |
| It will update environment argument if passed.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p>For more information on possible configurations, look at the API documentation |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/reference/rest/v1b3/RuntimeEnvironment">https://cloud.google.com/dataflow/pipelines/specifying-exec-params</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>dataflow_default_options</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)"><em>dict</em></a>) -- Map of default job environment options.</p></li> |
| <li><p><strong>parameters</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)"><em>dict</em></a>) -- Map of job specific parameters for the template.</p></li> |
| <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- Optional, the Google Cloud project ID in which to start a job. |
| If set to None or missing, the default project_id from the Google Cloud connection is used.</p></li> |
| <li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- Job location.</p></li> |
| <li><p><strong>gcp_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The connection ID to use connecting to Google Cloud.</p></li> |
| <li><p><strong>delegate_to</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The account to impersonate using domain-wide delegation of authority, |
| if any. For this to work, the service account making the request must have |
| domain-wide delegation enabled.</p></li> |
| <li><p><strong>poll_sleep</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a>) -- The time in seconds to sleep between polling Google |
| Cloud Platform for the dataflow job status while the job is in the |
| JOB_STATE_RUNNING state.</p></li> |
| <li><p><strong>impersonation_chain</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a><em>, </em><em>Sequence</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a><em>]</em><em>]</em>) -- Optional service account to impersonate using short-term |
| credentials, or chained list of accounts required to get the access_token |
| of the last account in the list, which will be impersonated in the request. |
| If set as a string, the account must grant the originating account |
| the Service Account Token Creator IAM role. |
| If set as a sequence, the identities from the list must grant |
| Service Account Token Creator IAM role to the directly preceding identity, with first |
| account from the list granting this role to the originating account (templated).</p></li> |
| <li><p><strong>cancel_timeout</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a><em>]</em>) -- How long (in seconds) operator should wait for the pipeline to be |
| successfully cancelled when task is being killed.</p></li> |
| <li><p><strong>wait_until_finished</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)"><em>bool</em></a><em>]</em>) -- <p>(Optional) |
| If True, wait for the end of pipeline execution before exiting. |
| If False, only submits job. |
| If None, default behavior.</p> |
| <p>The default behavior depends on the type of pipeline:</p> |
| <ul> |
| <li><p>for the streaming pipeline, wait for jobs to start,</p></li> |
| <li><p>for the batch pipeline, wait for the jobs to complete.</p></li> |
| </ul> |
| <div class="admonition warning"> |
| <p class="admonition-title">Warning</p> |
| <p>You cannot call <code class="docutils literal notranslate"><span class="pre">PipelineResult.wait_until_finish</span></code> method in your pipeline code for the operator |
| to work properly. i. e. you must use asynchronous execution. Otherwise, your pipeline will |
| always wait until finished. For more information, look at: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/guides/specifying-exec-params#python_10">Asynchronous execution</a></p> |
| </div> |
| <p>The process of starting the Dataflow job in Airflow consists of two steps:</p> |
| <ul> |
| <li><p>running a subprocess and reading the stderr/stderr log for the job id.</p></li> |
| <li><p>loop waiting for the end of the job ID from the previous step. |
| This loop checks the status of the job.</p></li> |
| </ul> |
| <p>Step two is started just after step one has finished, so if you have wait_until_finished in your |
| pipeline code, step two will not start until the process stops. When this process stops, |
| steps two will run, but it will only execute one iteration as the job will be in a terminal state.</p> |
| <p>If you in your pipeline do not call the wait_for_pipeline method but pass wait_until_finish=True |
| to the operator, the second loop will wait for the job's terminal state.</p> |
| <p>If you in your pipeline do not call the wait_for_pipeline method, and pass wait_until_finish=False |
| to the operator, the second loop will check once is job not in terminal state and exit the loop.</p> |
| </p></li> |
| </ul> |
| </dd> |
| </dl> |
| <p>It's a good practice to define dataflow_* parameters in the default_args of the dag |
| like the project, zone and staging location.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://cloud.google.com/dataflow/docs/reference/rest/v1b3/LaunchTemplateParameters">https://cloud.google.com/dataflow/docs/reference/rest/v1b3/LaunchTemplateParameters</a> |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/reference/rest/v1b3/RuntimeEnvironment">https://cloud.google.com/dataflow/docs/reference/rest/v1b3/RuntimeEnvironment</a></p> |
| </div> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">default_args</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s1">'dataflow_default_options'</span><span class="p">:</span> <span class="p">{</span> |
| <span class="s1">'zone'</span><span class="p">:</span> <span class="s1">'europe-west1-d'</span><span class="p">,</span> |
| <span class="s1">'tempLocation'</span><span class="p">:</span> <span class="s1">'gs://my-staging-bucket/staging/'</span><span class="p">,</span> |
| <span class="p">}</span> |
| <span class="p">}</span> |
| <span class="p">}</span> |
| </pre></div> |
| </div> |
| <p>You need to pass the path to your dataflow template as a file reference with the |
| <code class="docutils literal notranslate"><span class="pre">template</span></code> parameter. Use <code class="docutils literal notranslate"><span class="pre">parameters</span></code> to pass on parameters to your job. |
| Use <code class="docutils literal notranslate"><span class="pre">environment</span></code> to pass on runtime environment variables to your job.</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">t1</span> <span class="o">=</span> <span class="n">DataflowTemplateOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'dataflow_example'</span><span class="p">,</span> |
| <span class="n">template</span><span class="o">=</span><span class="s1">'{{var.value.gcp_dataflow_base}}'</span><span class="p">,</span> |
| <span class="n">parameters</span><span class="o">=</span><span class="p">{</span> |
| <span class="s1">'inputFile'</span><span class="p">:</span> <span class="s2">"gs://bucket/input/my_input.txt"</span><span class="p">,</span> |
| <span class="s1">'outputFile'</span><span class="p">:</span> <span class="s2">"gs://bucket/output/my_output.txt"</span> |
| <span class="p">},</span> |
| <span class="n">gcp_conn_id</span><span class="o">=</span><span class="s1">'airflow-conn-id'</span><span class="p">,</span> |
| <span class="n">dag</span><span class="o">=</span><span class="n">my</span><span class="o">-</span><span class="n">dag</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| <p><code class="docutils literal notranslate"><span class="pre">template</span></code>, <code class="docutils literal notranslate"><span class="pre">dataflow_default_options</span></code>, <code class="docutils literal notranslate"><span class="pre">parameters</span></code>, and <code class="docutils literal notranslate"><span class="pre">job_name</span></code> are |
| templated so you can use variables in them.</p> |
| <p>Note that <code class="docutils literal notranslate"><span class="pre">dataflow_default_options</span></code> is expected to save high-level options |
| for project information, which apply to all dataflow operators in the DAG.</p> |
| <blockquote> |
| <div><div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://cloud.google.com/dataflow/docs/reference/rest/v1b3">https://cloud.google.com/dataflow/docs/reference/rest/v1b3</a> |
| /LaunchTemplateParameters |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/reference/rest/v1b3/RuntimeEnvironment">https://cloud.google.com/dataflow/docs/reference/rest/v1b3/RuntimeEnvironment</a> |
| For more detail on job template execution have a look at the reference: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/templates/executing-templates">https://cloud.google.com/dataflow/docs/templates/executing-templates</a></p> |
| </div> |
| </div></blockquote> |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><em class="property"> = ['template', 'job_name', 'options', 'parameters', 'project_id', 'location', 'gcp_conn_id', 'impersonation_chain', 'environment']</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowTemplatedJobStartOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.ui_color"> |
| <code class="sig-name descname">ui_color</code><em class="property"> = #0273d4</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowTemplatedJobStartOperator.ui_color"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.ui_color" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">context</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowTemplatedJobStartOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.on_kill"> |
| <code class="sig-name descname">on_kill</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowTemplatedJobStartOperator.on_kill"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.on_kill" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="py class"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.providers.google.cloud.operators.dataflow.</code><code class="sig-name descname">DataflowStartFlexTemplateOperator</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">body</span><span class="p">:</span> <span class="n">Dict</span></em>, <em class="sig-param"><span class="n">location</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span></em>, <em class="sig-param"><span class="n">project_id</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">gcp_conn_id</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'google_cloud_default'</span></em>, <em class="sig-param"><span class="n">delegate_to</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">drain_pipeline</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a></span> <span class="o">=</span> <span class="default_value">False</span></em>, <em class="sig-param"><span class="n">cancel_timeout</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)">int</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">10 * 60</span></em>, <em class="sig-param"><span class="n">wait_until_finished</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="o">*</span><span class="n">args</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowStartFlexTemplateOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference external" href="/docs/apache-airflow/stable/_api/airflow/models/index.html#airflow.models.BaseOperator" title="(in apache-airflow v2.0.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.BaseOperator</span></code></a></p> |
| <p>Starts flex templates with the Dataflow pipeline.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>body</strong> -- The request body. See: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/reference/rest/v1b3/projects.locations.flexTemplates/launch#request-body">https://cloud.google.com/dataflow/docs/reference/rest/v1b3/projects.locations.flexTemplates/launch#request-body</a></p></li> |
| <li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The location of the Dataflow job (for example europe-west1)</p></li> |
| <li><p><strong>project_id</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a><em>]</em>) -- The ID of the GCP project that owns the job. |
| If set to <code class="docutils literal notranslate"><span class="pre">None</span></code> or missing, the default project_id from the GCP connection is used.</p></li> |
| <li><p><strong>gcp_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The connection ID to use connecting to Google Cloud |
| Platform.</p></li> |
| <li><p><strong>delegate_to</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The account to impersonate, if any. |
| For this to work, the service account making the request must have |
| domain-wide delegation enabled.</p></li> |
| <li><p><strong>drain_pipeline</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)"><em>bool</em></a>) -- Optional, set to True if want to stop streaming job by draining it |
| instead of canceling during during killing task instance. See: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/guides/stopping-a-pipeline">https://cloud.google.com/dataflow/docs/guides/stopping-a-pipeline</a></p></li> |
| <li><p><strong>cancel_timeout</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a><em>]</em>) -- How long (in seconds) operator should wait for the pipeline to be |
| successfully cancelled when task is being killed.</p></li> |
| <li><p><strong>wait_until_finished</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)"><em>bool</em></a><em>]</em>) -- <p>(Optional) |
| If True, wait for the end of pipeline execution before exiting. |
| If False, only submits job. |
| If None, default behavior.</p> |
| <p>The default behavior depends on the type of pipeline:</p> |
| <ul> |
| <li><p>for the streaming pipeline, wait for jobs to start,</p></li> |
| <li><p>for the batch pipeline, wait for the jobs to complete.</p></li> |
| </ul> |
| <div class="admonition warning"> |
| <p class="admonition-title">Warning</p> |
| <p>You cannot call <code class="docutils literal notranslate"><span class="pre">PipelineResult.wait_until_finish</span></code> method in your pipeline code for the operator |
| to work properly. i. e. you must use asynchronous execution. Otherwise, your pipeline will |
| always wait until finished. For more information, look at: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/guides/specifying-exec-params#python_10">Asynchronous execution</a></p> |
| </div> |
| <p>The process of starting the Dataflow job in Airflow consists of two steps:</p> |
| <ul> |
| <li><p>running a subprocess and reading the stderr/stderr log for the job id.</p></li> |
| <li><p>loop waiting for the end of the job ID from the previous step. |
| This loop checks the status of the job.</p></li> |
| </ul> |
| <p>Step two is started just after step one has finished, so if you have wait_until_finished in your |
| pipeline code, step two will not start until the process stops. When this process stops, |
| steps two will run, but it will only execute one iteration as the job will be in a terminal state.</p> |
| <p>If you in your pipeline do not call the wait_for_pipeline method but pass wait_until_finish=True |
| to the operator, the second loop will wait for the job's terminal state.</p> |
| <p>If you in your pipeline do not call the wait_for_pipeline method, and pass wait_until_finish=False |
| to the operator, the second loop will check once is job not in terminal state and exit the loop.</p> |
| </p></li> |
| </ul> |
| </dd> |
| </dl> |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><em class="property"> = ['body', 'location', 'project_id', 'gcp_conn_id']</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowStartFlexTemplateOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">context</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowStartFlexTemplateOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.on_kill"> |
| <code class="sig-name descname">on_kill</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowStartFlexTemplateOperator.on_kill"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.on_kill" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="py class"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.providers.google.cloud.operators.dataflow.</code><code class="sig-name descname">DataflowStartSqlJobOperator</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">job_name</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span></em>, <em class="sig-param"><span class="n">query</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span></em>, <em class="sig-param"><span class="n">options</span><span class="p">:</span> <span class="n">Dict<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">, </span>Any<span class="p">]</span></span></em>, <em class="sig-param"><span class="n">location</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">DEFAULT_DATAFLOW_LOCATION</span></em>, <em class="sig-param"><span class="n">project_id</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">gcp_conn_id</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'google_cloud_default'</span></em>, <em class="sig-param"><span class="n">delegate_to</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">drain_pipeline</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a></span> <span class="o">=</span> <span class="default_value">False</span></em>, <em class="sig-param"><span class="o">*</span><span class="n">args</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowStartSqlJobOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference external" href="/docs/apache-airflow/stable/_api/airflow/models/index.html#airflow.models.BaseOperator" title="(in apache-airflow v2.0.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.BaseOperator</span></code></a></p> |
| <p>Starts Dataflow SQL query.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>job_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The unique name to assign to the Cloud Dataflow job.</p></li> |
| <li><p><strong>query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The SQL query to execute.</p></li> |
| <li><p><strong>options</strong> -- <p>Job parameters to be executed. It can be a dictionary with the following keys.</p> |
| <p>For more information, look at: |
| <a class="reference external" href="gcloudbetadataflowsqlquery">https://cloud.google.com/sdk/gcloud/reference/beta/dataflow/sql/query</a> |
| command reference</p> |
| </p></li> |
| <li><p><strong>options</strong> -- dict</p></li> |
| <li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The location of the Dataflow job (for example europe-west1)</p></li> |
| <li><p><strong>project_id</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a><em>]</em>) -- The ID of the GCP project that owns the job. |
| If set to <code class="docutils literal notranslate"><span class="pre">None</span></code> or missing, the default project_id from the GCP connection is used.</p></li> |
| <li><p><strong>gcp_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The connection ID to use connecting to Google Cloud |
| Platform.</p></li> |
| <li><p><strong>delegate_to</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The account to impersonate, if any. |
| For this to work, the service account making the request must have |
| domain-wide delegation enabled.</p></li> |
| <li><p><strong>drain_pipeline</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)"><em>bool</em></a>) -- Optional, set to True if want to stop streaming job by draining it |
| instead of canceling during during killing task instance. See: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/guides/stopping-a-pipeline">https://cloud.google.com/dataflow/docs/guides/stopping-a-pipeline</a></p></li> |
| </ul> |
| </dd> |
| </dl> |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><em class="property"> = ['job_name', 'query', 'options', 'location', 'project_id', 'gcp_conn_id']</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowStartSqlJobOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">context</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowStartSqlJobOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.on_kill"> |
| <code class="sig-name descname">on_kill</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowStartSqlJobOperator.on_kill"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.on_kill" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="py class"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.providers.google.cloud.operators.dataflow.</code><code class="sig-name descname">DataflowCreatePythonJobOperator</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">*</span></em>, <em class="sig-param"><span class="n">py_file</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span></em>, <em class="sig-param"><span class="n">job_name</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'{{task.task_id}}'</span></em>, <em class="sig-param"><span class="n">dataflow_default_options</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)">dict</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">options</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)">dict</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">py_interpreter</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'python3'</span></em>, <em class="sig-param"><span class="n">py_options</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>List<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">py_requirements</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>List<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">py_system_site_packages</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a></span> <span class="o">=</span> <span class="default_value">False</span></em>, <em class="sig-param"><span class="n">project_id</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">location</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">DEFAULT_DATAFLOW_LOCATION</span></em>, <em class="sig-param"><span class="n">gcp_conn_id</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a></span> <span class="o">=</span> <span class="default_value">'google_cloud_default'</span></em>, <em class="sig-param"><span class="n">delegate_to</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)">str</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">poll_sleep</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)">int</a></span> <span class="o">=</span> <span class="default_value">10</span></em>, <em class="sig-param"><span class="n">drain_pipeline</span><span class="p">:</span> <span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a></span> <span class="o">=</span> <span class="default_value">False</span></em>, <em class="sig-param"><span class="n">cancel_timeout</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)">int</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">10 * 60</span></em>, <em class="sig-param"><span class="n">wait_until_finished</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)">bool</a><span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreatePythonJobOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference external" href="/docs/apache-airflow/stable/_api/airflow/models/index.html#airflow.models.BaseOperator" title="(in apache-airflow v2.0.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.BaseOperator</span></code></a></p> |
| <p>Launching Cloud Dataflow jobs written in python. Note that both |
| dataflow_default_options and options will be merged to specify pipeline |
| execution parameter, and dataflow_default_options is expected to save |
| high-level options, for instances, project and zone information, which |
| apply to all dataflow operators in the DAG.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p>For more detail on job submission have a look at the reference: |
| <a class="reference external" href="https://cloud.google.com/dataflow/pipelines/specifying-exec-params">https://cloud.google.com/dataflow/pipelines/specifying-exec-params</a></p> |
| </div> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>py_file</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- Reference to the python dataflow pipeline file.py, e.g., |
| /some/local/file/path/to/your/python/pipeline/file. (templated)</p></li> |
| <li><p><strong>job_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The 'job_name' to use when executing the DataFlow job |
| (templated). This ends up being set in the pipeline options, so any entry |
| with key <code class="docutils literal notranslate"><span class="pre">'jobName'</span></code> or <code class="docutils literal notranslate"><span class="pre">'job_name'</span></code> in <code class="docutils literal notranslate"><span class="pre">options</span></code> will be overwritten.</p></li> |
| <li><p><strong>py_options</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.9)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a><em>]</em>) -- Additional python options, e.g., ["-m", "-v"].</p></li> |
| <li><p><strong>dataflow_default_options</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)"><em>dict</em></a>) -- Map of default job options.</p></li> |
| <li><p><strong>options</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.9)"><em>dict</em></a>) -- <p>Map of job specific options.The key must be a dictionary. |
| The value can contain different types:</p> |
| <ul> |
| <li><p>If the value is None, the single option - <code class="docutils literal notranslate"><span class="pre">--key</span></code> (without value) will be added.</p></li> |
| <li><p>If the value is False, this option will be skipped</p></li> |
| <li><p>If the value is True, the single option - <code class="docutils literal notranslate"><span class="pre">--key</span></code> (without value) will be added.</p></li> |
| <li><p>If the value is list, the many options will be added for each key. |
| If the value is <code class="docutils literal notranslate"><span class="pre">['A',</span> <span class="pre">'B']</span></code> and the key is <code class="docutils literal notranslate"><span class="pre">key</span></code> then the <code class="docutils literal notranslate"><span class="pre">--key=A</span> <span class="pre">--key-B</span></code> options |
| will be left</p></li> |
| <li><p>Other value types will be replaced with the Python textual representation.</p></li> |
| </ul> |
| <p>When defining labels (<code class="docutils literal notranslate"><span class="pre">labels</span></code> option), you can also provide a dictionary.</p> |
| </p></li> |
| <li><p><strong>py_interpreter</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- Python version of the beam pipeline. |
| If None, this defaults to the python3. |
| To track python versions supported by beam and related |
| issues check: <a class="reference external" href="https://issues.apache.org/jira/browse/BEAM-1251">https://issues.apache.org/jira/browse/BEAM-1251</a></p></li> |
| <li><p><strong>py_requirements</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a><em>]</em>) -- <p>Additional python package(s) to install. |
| If a value is passed to this parameter, a new virtual environment has been created with |
| additional packages installed.</p> |
| <p>You could also install the apache_beam package if it is not installed on your system or you want |
| to use a different version.</p> |
| </p></li> |
| <li><p><strong>py_system_site_packages</strong> -- <p>Whether to include system_site_packages in your virtualenv. |
| See virtualenv documentation for more information.</p> |
| <p>This option is only relevant if the <code class="docutils literal notranslate"><span class="pre">py_requirements</span></code> parameter is not None.</p> |
| </p></li> |
| <li><p><strong>gcp_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The connection ID to use connecting to Google Cloud.</p></li> |
| <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- Optional, the Google Cloud project ID in which to start a job. |
| If set to None or missing, the default project_id from the Google Cloud connection is used.</p></li> |
| <li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- Job location.</p></li> |
| <li><p><strong>delegate_to</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.9)"><em>str</em></a>) -- The account to impersonate using domain-wide delegation of authority, |
| if any. For this to work, the service account making the request must have |
| domain-wide delegation enabled.</p></li> |
| <li><p><strong>poll_sleep</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a>) -- The time in seconds to sleep between polling Google |
| Cloud Platform for the dataflow job status while the job is in the |
| JOB_STATE_RUNNING state.</p></li> |
| <li><p><strong>drain_pipeline</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)"><em>bool</em></a>) -- Optional, set to True if want to stop streaming job by draining it |
| instead of canceling during during killing task instance. See: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/guides/stopping-a-pipeline">https://cloud.google.com/dataflow/docs/guides/stopping-a-pipeline</a></p></li> |
| <li><p><strong>cancel_timeout</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a><em>]</em>) -- How long (in seconds) operator should wait for the pipeline to be |
| successfully cancelled when task is being killed.</p></li> |
| <li><p><strong>wait_until_finished</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)"><em>bool</em></a><em>]</em>) -- <p>(Optional) |
| If True, wait for the end of pipeline execution before exiting. |
| If False, only submits job. |
| If None, default behavior.</p> |
| <p>The default behavior depends on the type of pipeline:</p> |
| <ul> |
| <li><p>for the streaming pipeline, wait for jobs to start,</p></li> |
| <li><p>for the batch pipeline, wait for the jobs to complete.</p></li> |
| </ul> |
| <div class="admonition warning"> |
| <p class="admonition-title">Warning</p> |
| <p>You cannot call <code class="docutils literal notranslate"><span class="pre">PipelineResult.wait_until_finish</span></code> method in your pipeline code for the operator |
| to work properly. i. e. you must use asynchronous execution. Otherwise, your pipeline will |
| always wait until finished. For more information, look at: |
| <a class="reference external" href="https://cloud.google.com/dataflow/docs/guides/specifying-exec-params#python_10">Asynchronous execution</a></p> |
| </div> |
| <p>The process of starting the Dataflow job in Airflow consists of two steps:</p> |
| <ul> |
| <li><p>running a subprocess and reading the stderr/stderr log for the job id.</p></li> |
| <li><p>loop waiting for the end of the job ID from the previous step. |
| This loop checks the status of the job.</p></li> |
| </ul> |
| <p>Step two is started just after step one has finished, so if you have wait_until_finished in your |
| pipeline code, step two will not start until the process stops. When this process stops, |
| steps two will run, but it will only execute one iteration as the job will be in a terminal state.</p> |
| <p>If you in your pipeline do not call the wait_for_pipeline method but pass wait_until_finish=True |
| to the operator, the second loop will wait for the job's terminal state.</p> |
| <p>If you in your pipeline do not call the wait_for_pipeline method, and pass wait_until_finish=False |
| to the operator, the second loop will check once is job not in terminal state and exit the loop.</p> |
| </p></li> |
| </ul> |
| </dd> |
| </dl> |
| <dl class="py attribute"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><em class="property"> = ['options', 'dataflow_default_options', 'job_name', 'py_file']</em><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreatePythonJobOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">context</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreatePythonJobOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Execute the python dataflow job.</p> |
| </dd></dl> |
| |
| <dl class="py method"> |
| <dt id="airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator.on_kill"> |
| <code class="sig-name descname">on_kill</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../../_modules/airflow/providers/google/cloud/operators/dataflow.html#DataflowCreatePythonJobOperator.on_kill"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator.on_kill" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| </div> |
| </div> |
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| <li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.providers.google.cloud.operators.dataflow</span></code></a><ul> |
| <li><a class="reference internal" href="#module-contents">Module Contents</a><ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning">CheckJobRunning</a><ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.IgnoreJob">IgnoreJob</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.FinishIfRunning">FinishIfRunning</a></li> |
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| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.CheckJobRunning.WaitForRun">WaitForRun</a></li> |
| </ul> |
| </li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator">DataflowCreateJavaJobOperator</a><ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.template_fields">template_fields</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.ui_color">ui_color</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.execute">execute</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreateJavaJobOperator.on_kill">on_kill</a></li> |
| </ul> |
| </li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator">DataflowTemplatedJobStartOperator</a><ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.template_fields">template_fields</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.ui_color">ui_color</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.execute">execute</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowTemplatedJobStartOperator.on_kill">on_kill</a></li> |
| </ul> |
| </li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator">DataflowStartFlexTemplateOperator</a><ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.template_fields">template_fields</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.execute">execute</a></li> |
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| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartFlexTemplateOperator.on_kill">on_kill</a></li> |
| </ul> |
| </li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator">DataflowStartSqlJobOperator</a><ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.template_fields">template_fields</a></li> |
| </ul> |
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| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.execute">execute</a></li> |
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| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowStartSqlJobOperator.on_kill">on_kill</a></li> |
| </ul> |
| </li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator">DataflowCreatePythonJobOperator</a><ul> |
| <li><a class="reference internal" href="#airflow.providers.google.cloud.operators.dataflow.DataflowCreatePythonJobOperator.template_fields">template_fields</a></li> |
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