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| <div class="section" id="module-airflow.contrib.operators.databricks_operator"> |
| <span id="airflow-contrib-operators-databricks-operator"></span><h1><a class="reference internal" href="#module-airflow.contrib.operators.databricks_operator" title="airflow.contrib.operators.databricks_operator"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.contrib.operators.databricks_operator</span></code></a><a class="headerlink" href="#module-airflow.contrib.operators.databricks_operator" title="Permalink to this headline">¶</a></h1> |
| <div class="section" id="module-contents"> |
| <h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this headline">¶</a></h2> |
| <dl class="data"> |
| <dt id="airflow.contrib.operators.databricks_operator.XCOM_RUN_ID_KEY"> |
| <code class="sig-prename descclassname">airflow.contrib.operators.databricks_operator.</code><code class="sig-name descname">XCOM_RUN_ID_KEY</code><em class="property"> = run_id</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#XCOM_RUN_ID_KEY"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.XCOM_RUN_ID_KEY" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="data"> |
| <dt id="airflow.contrib.operators.databricks_operator.XCOM_RUN_PAGE_URL_KEY"> |
| <code class="sig-prename descclassname">airflow.contrib.operators.databricks_operator.</code><code class="sig-name descname">XCOM_RUN_PAGE_URL_KEY</code><em class="property"> = run_page_url</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#XCOM_RUN_PAGE_URL_KEY"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.XCOM_RUN_PAGE_URL_KEY" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="function"> |
| <dt id="airflow.contrib.operators.databricks_operator._deep_string_coerce"> |
| <code class="sig-prename descclassname">airflow.contrib.operators.databricks_operator.</code><code class="sig-name descname">_deep_string_coerce</code><span class="sig-paren">(</span><em class="sig-param">content</em>, <em class="sig-param">json_path='json'</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#_deep_string_coerce"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator._deep_string_coerce" title="Permalink to this definition">¶</a></dt> |
| <dt> |
| <code class="sig-name descname">Coerces content or all values of content if it is a dict to a string. The</code></dt> |
| <dt> |
| <code class="sig-name descname">function will throw if content contains non-string or non-numeric types.</code></dt> |
| <dd><p>The reason why we have this function is because the <code class="docutils literal notranslate"><span class="pre">self.json</span></code> field must be a |
| dict with only string values. This is because <code class="docutils literal notranslate"><span class="pre">render_template</span></code> will fail |
| for numerical values.</p> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="airflow.contrib.operators.databricks_operator._handle_databricks_operator_execution"> |
| <code class="sig-prename descclassname">airflow.contrib.operators.databricks_operator.</code><code class="sig-name descname">_handle_databricks_operator_execution</code><span class="sig-paren">(</span><em class="sig-param">operator</em>, <em class="sig-param">hook</em>, <em class="sig-param">log</em>, <em class="sig-param">context</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#_handle_databricks_operator_execution"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator._handle_databricks_operator_execution" title="Permalink to this definition">¶</a></dt> |
| <dt> |
| <code class="sig-name descname">Handles the Airflow + Databricks lifecycle logic for a Databricks operator</code></dt> |
| <dd><dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>operator</strong> – Databricks operator being handled</p></li> |
| <li><p><strong>context</strong> – Airflow context</p></li> |
| </ul> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="class"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.contrib.operators.databricks_operator.</code><code class="sig-name descname">DatabricksSubmitRunOperator</code><span class="sig-paren">(</span><em class="sig-param">json=None</em>, <em class="sig-param">spark_jar_task=None</em>, <em class="sig-param">notebook_task=None</em>, <em class="sig-param">new_cluster=None</em>, <em class="sig-param">existing_cluster_id=None</em>, <em class="sig-param">libraries=None</em>, <em class="sig-param">run_name=None</em>, <em class="sig-param">timeout_seconds=None</em>, <em class="sig-param">databricks_conn_id='databricks_default'</em>, <em class="sig-param">polling_period_seconds=30</em>, <em class="sig-param">databricks_retry_limit=3</em>, <em class="sig-param">databricks_retry_delay=1</em>, <em class="sig-param">do_xcom_push=False</em>, <em class="sig-param">**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksSubmitRunOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference internal" href="../../../models/index.html#airflow.models.BaseOperator" title="airflow.models.BaseOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.BaseOperator</span></code></a></p> |
| <p>Submits a Spark job run to Databricks using the |
| <a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#runs-submit">api/2.0/jobs/runs/submit</a> |
| API endpoint.</p> |
| <p>There are two ways to instantiate this operator.</p> |
| <p>In the first way, you can take the JSON payload that you typically use |
| to call the <code class="docutils literal notranslate"><span class="pre">api/2.0/jobs/runs/submit</span></code> endpoint and pass it directly |
| to our <code class="docutils literal notranslate"><span class="pre">DatabricksSubmitRunOperator</span></code> through the <code class="docutils literal notranslate"><span class="pre">json</span></code> parameter. |
| For example</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">json</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s1">'new_cluster'</span><span class="p">:</span> <span class="p">{</span> |
| <span class="s1">'spark_version'</span><span class="p">:</span> <span class="s1">'2.1.0-db3-scala2.11'</span><span class="p">,</span> |
| <span class="s1">'num_workers'</span><span class="p">:</span> <span class="mi">2</span> |
| <span class="p">},</span> |
| <span class="s1">'notebook_task'</span><span class="p">:</span> <span class="p">{</span> |
| <span class="s1">'notebook_path'</span><span class="p">:</span> <span class="s1">'/Users/airflow@example.com/PrepareData'</span><span class="p">,</span> |
| <span class="p">},</span> |
| <span class="p">}</span> |
| <span class="n">notebook_run</span> <span class="o">=</span> <span class="n">DatabricksSubmitRunOperator</span><span class="p">(</span><span class="n">task_id</span><span class="o">=</span><span class="s1">'notebook_run'</span><span class="p">,</span> <span class="n">json</span><span class="o">=</span><span class="n">json</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>Another way to accomplish the same thing is to use the named parameters |
| of the <code class="docutils literal notranslate"><span class="pre">DatabricksSubmitRunOperator</span></code> directly. Note that there is exactly |
| one named parameter for each top level parameter in the <code class="docutils literal notranslate"><span class="pre">runs/submit</span></code> |
| endpoint. In this method, your code would look like this:</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">new_cluster</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s1">'spark_version'</span><span class="p">:</span> <span class="s1">'2.1.0-db3-scala2.11'</span><span class="p">,</span> |
| <span class="s1">'num_workers'</span><span class="p">:</span> <span class="mi">2</span> |
| <span class="p">}</span> |
| <span class="n">notebook_task</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s1">'notebook_path'</span><span class="p">:</span> <span class="s1">'/Users/airflow@example.com/PrepareData'</span><span class="p">,</span> |
| <span class="p">}</span> |
| <span class="n">notebook_run</span> <span class="o">=</span> <span class="n">DatabricksSubmitRunOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s1">'notebook_run'</span><span class="p">,</span> |
| <span class="n">new_cluster</span><span class="o">=</span><span class="n">new_cluster</span><span class="p">,</span> |
| <span class="n">notebook_task</span><span class="o">=</span><span class="n">notebook_task</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>In the case where both the json parameter <strong>AND</strong> the named parameters |
| are provided, they will be merged together. If there are conflicts during the merge, |
| the named parameters will take precedence and override the top level <code class="docutils literal notranslate"><span class="pre">json</span></code> keys.</p> |
| <dl class="simple"> |
| <dt>Currently the named parameters that <code class="docutils literal notranslate"><span class="pre">DatabricksSubmitRunOperator</span></code> supports are</dt><dd><ul class="simple"> |
| <li><p><code class="docutils literal notranslate"><span class="pre">spark_jar_task</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">notebook_task</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">new_cluster</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">existing_cluster_id</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">libraries</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">run_name</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">timeout_seconds</span></code></p></li> |
| </ul> |
| </dd> |
| </dl> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>json</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.8)"><em>dict</em></a>) – <p>A JSON object containing API parameters which will be passed |
| directly to the <code class="docutils literal notranslate"><span class="pre">api/2.0/jobs/runs/submit</span></code> endpoint. The other named parameters |
| (i.e. <code class="docutils literal notranslate"><span class="pre">spark_jar_task</span></code>, <code class="docutils literal notranslate"><span class="pre">notebook_task</span></code>..) to this operator will |
| be merged with this json dictionary if they are provided. |
| If there are conflicts during the merge, the named parameters will |
| take precedence and override the top level json keys. (templated)</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p>For more information about templating see <a class="reference internal" href="../../../../../concepts.html#jinja-templating"><span class="std std-ref">Jinja Templating</span></a>. |
| <a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#runs-submit">https://docs.databricks.com/api/latest/jobs.html#runs-submit</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>spark_jar_task</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.8)"><em>dict</em></a>) – <p>The main class and parameters for the JAR task. Note that |
| the actual JAR is specified in the <code class="docutils literal notranslate"><span class="pre">libraries</span></code>. |
| <em>EITHER</em> <code class="docutils literal notranslate"><span class="pre">spark_jar_task</span></code> <em>OR</em> <code class="docutils literal notranslate"><span class="pre">notebook_task</span></code> should be specified. |
| This field will be templated.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#jobssparkjartask">https://docs.databricks.com/api/latest/jobs.html#jobssparkjartask</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>notebook_task</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.8)"><em>dict</em></a>) – <p>The notebook path and parameters for the notebook task. |
| <em>EITHER</em> <code class="docutils literal notranslate"><span class="pre">spark_jar_task</span></code> <em>OR</em> <code class="docutils literal notranslate"><span class="pre">notebook_task</span></code> should be specified. |
| This field will be templated.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#jobsnotebooktask">https://docs.databricks.com/api/latest/jobs.html#jobsnotebooktask</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>new_cluster</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.8)"><em>dict</em></a>) – <p>Specs for a new cluster on which this task will be run. |
| <em>EITHER</em> <code class="docutils literal notranslate"><span class="pre">new_cluster</span></code> <em>OR</em> <code class="docutils literal notranslate"><span class="pre">existing_cluster_id</span></code> should be specified. |
| This field will be templated.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#jobsclusterspecnewcluster">https://docs.databricks.com/api/latest/jobs.html#jobsclusterspecnewcluster</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>existing_cluster_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a>) – ID for existing cluster on which to run this task. |
| <em>EITHER</em> <code class="docutils literal notranslate"><span class="pre">new_cluster</span></code> <em>OR</em> <code class="docutils literal notranslate"><span class="pre">existing_cluster_id</span></code> should be specified. |
| This field will be templated.</p></li> |
| <li><p><strong>libraries</strong> (<em>list of dicts</em>) – <p>Libraries which this run will use. |
| This field will be templated.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://docs.databricks.com/api/latest/libraries.html#managedlibrarieslibrary">https://docs.databricks.com/api/latest/libraries.html#managedlibrarieslibrary</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>run_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a>) – The run name used for this task. |
| By default this will be set to the Airflow <code class="docutils literal notranslate"><span class="pre">task_id</span></code>. This <code class="docutils literal notranslate"><span class="pre">task_id</span></code> is a |
| required parameter of the superclass <code class="docutils literal notranslate"><span class="pre">BaseOperator</span></code>. |
| This field will be templated.</p></li> |
| <li><p><strong>timeout_seconds</strong> (<em>int32</em>) – The timeout for this run. By default a value of 0 is used |
| which means to have no timeout. |
| This field will be templated.</p></li> |
| <li><p><strong>databricks_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a>) – The name of the Airflow connection to use. |
| By default and in the common case this will be <code class="docutils literal notranslate"><span class="pre">databricks_default</span></code>. To use |
| token based authentication, provide the key <code class="docutils literal notranslate"><span class="pre">token</span></code> in the extra field for the |
| connection and create the key <code class="docutils literal notranslate"><span class="pre">host</span></code> and leave the <code class="docutils literal notranslate"><span class="pre">host</span></code> field empty.</p></li> |
| <li><p><strong>polling_period_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.8)"><em>int</em></a>) – Controls the rate which we poll for the result of |
| this run. By default the operator will poll every 30 seconds.</p></li> |
| <li><p><strong>databricks_retry_limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.8)"><em>int</em></a>) – Amount of times retry if the Databricks backend is |
| unreachable. Its value must be greater than or equal to 1.</p></li> |
| <li><p><strong>databricks_retry_delay</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.8)"><em>float</em></a>) – Number of seconds to wait between retries (it |
| might be a floating point number).</p></li> |
| <li><p><strong>do_xcom_push</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.8)"><em>bool</em></a>) – Whether we should push run_id and run_page_url to xcom.</p></li> |
| </ul> |
| </dd> |
| </dl> |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><em class="property"> = ['json']</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksSubmitRunOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.ui_color"> |
| <code class="sig-name descname">ui_color</code><em class="property"> = #1CB1C2</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksSubmitRunOperator.ui_color"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.ui_color" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.ui_fgcolor"> |
| <code class="sig-name descname">ui_fgcolor</code><em class="property"> = #fff</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksSubmitRunOperator.ui_fgcolor"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.ui_fgcolor" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.get_hook"> |
| <code class="sig-name descname">get_hook</code><span class="sig-paren">(</span><em class="sig-param">self</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksSubmitRunOperator.get_hook"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.get_hook" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">context</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksSubmitRunOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.on_kill"> |
| <code class="sig-name descname">on_kill</code><span class="sig-paren">(</span><em class="sig-param">self</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksSubmitRunOperator.on_kill"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.on_kill" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="class"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.contrib.operators.databricks_operator.</code><code class="sig-name descname">DatabricksRunNowOperator</code><span class="sig-paren">(</span><em class="sig-param">job_id</em>, <em class="sig-param">json=None</em>, <em class="sig-param">notebook_params=None</em>, <em class="sig-param">python_params=None</em>, <em class="sig-param">spark_submit_params=None</em>, <em class="sig-param">databricks_conn_id='databricks_default'</em>, <em class="sig-param">polling_period_seconds=30</em>, <em class="sig-param">databricks_retry_limit=3</em>, <em class="sig-param">databricks_retry_delay=1</em>, <em class="sig-param">do_xcom_push=False</em>, <em class="sig-param">**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksRunNowOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference internal" href="../../../models/index.html#airflow.models.BaseOperator" title="airflow.models.BaseOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.BaseOperator</span></code></a></p> |
| <p>Runs an existing Spark job run to Databricks using the |
| <a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#run-now">api/2.0/jobs/run-now</a> |
| API endpoint.</p> |
| <p>There are two ways to instantiate this operator.</p> |
| <p>In the first way, you can take the JSON payload that you typically use |
| to call the <code class="docutils literal notranslate"><span class="pre">api/2.0/jobs/run-now</span></code> endpoint and pass it directly |
| to our <code class="docutils literal notranslate"><span class="pre">DatabricksRunNowOperator</span></code> through the <code class="docutils literal notranslate"><span class="pre">json</span></code> parameter. |
| For example</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">json</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s2">"job_id"</span><span class="p">:</span> <span class="mi">42</span><span class="p">,</span> |
| <span class="s2">"notebook_params"</span><span class="p">:</span> <span class="p">{</span> |
| <span class="s2">"dry-run"</span><span class="p">:</span> <span class="s2">"true"</span><span class="p">,</span> |
| <span class="s2">"oldest-time-to-consider"</span><span class="p">:</span> <span class="s2">"1457570074236"</span> |
| <span class="p">}</span> |
| <span class="p">}</span> |
| |
| <span class="n">notebook_run</span> <span class="o">=</span> <span class="n">DatabricksRunNowOperator</span><span class="p">(</span><span class="n">task_id</span><span class="o">=</span><span class="s1">'notebook_run'</span><span class="p">,</span> <span class="n">json</span><span class="o">=</span><span class="n">json</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>Another way to accomplish the same thing is to use the named parameters |
| of the <code class="docutils literal notranslate"><span class="pre">DatabricksRunNowOperator</span></code> directly. Note that there is exactly |
| one named parameter for each top level parameter in the <code class="docutils literal notranslate"><span class="pre">run-now</span></code> |
| endpoint. In this method, your code would look like this:</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">job_id</span><span class="o">=</span><span class="mi">42</span> |
| |
| <span class="n">notebook_params</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s2">"dry-run"</span><span class="p">:</span> <span class="s2">"true"</span><span class="p">,</span> |
| <span class="s2">"oldest-time-to-consider"</span><span class="p">:</span> <span class="s2">"1457570074236"</span> |
| <span class="p">}</span> |
| |
| <span class="n">python_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"douglas adams"</span><span class="p">,</span> <span class="s2">"42"</span><span class="p">]</span> |
| |
| <span class="n">spark_submit_params</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"--class"</span><span class="p">,</span> <span class="s2">"org.apache.spark.examples.SparkPi"</span><span class="p">]</span> |
| |
| <span class="n">notebook_run</span> <span class="o">=</span> <span class="n">DatabricksRunNowOperator</span><span class="p">(</span> |
| <span class="n">job_id</span><span class="o">=</span><span class="n">job_id</span><span class="p">,</span> |
| <span class="n">notebook_params</span><span class="o">=</span><span class="n">notebook_params</span><span class="p">,</span> |
| <span class="n">python_params</span><span class="o">=</span><span class="n">python_params</span><span class="p">,</span> |
| <span class="n">spark_submit_params</span><span class="o">=</span><span class="n">spark_submit_params</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>In the case where both the json parameter <strong>AND</strong> the named parameters |
| are provided, they will be merged together. If there are conflicts during the merge, |
| the named parameters will take precedence and override the top level <code class="docutils literal notranslate"><span class="pre">json</span></code> keys.</p> |
| <dl class="simple"> |
| <dt>Currently the named parameters that <code class="docutils literal notranslate"><span class="pre">DatabricksRunNowOperator</span></code> supports are</dt><dd><ul class="simple"> |
| <li><p><code class="docutils literal notranslate"><span class="pre">job_id</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">json</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">notebook_params</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">python_params</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">spark_submit_params</span></code></p></li> |
| </ul> |
| </dd> |
| </dl> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>job_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a>) – <p>the job_id of the existing Databricks job. |
| This field will be templated.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#run-now">https://docs.databricks.com/api/latest/jobs.html#run-now</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>json</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.8)"><em>dict</em></a>) – <p>A JSON object containing API parameters which will be passed |
| directly to the <code class="docutils literal notranslate"><span class="pre">api/2.0/jobs/run-now</span></code> endpoint. The other named parameters |
| (i.e. <code class="docutils literal notranslate"><span class="pre">notebook_params</span></code>, <code class="docutils literal notranslate"><span class="pre">spark_submit_params</span></code>..) to this operator will |
| be merged with this json dictionary if they are provided. |
| If there are conflicts during the merge, the named parameters will |
| take precedence and override the top level json keys. (templated)</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p>For more information about templating see <a class="reference internal" href="../../../../../concepts.html#jinja-templating"><span class="std std-ref">Jinja Templating</span></a>. |
| <a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#run-now">https://docs.databricks.com/api/latest/jobs.html#run-now</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>notebook_params</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.8)"><em>dict</em></a>) – <p>A dict from keys to values for jobs with notebook task, |
| e.g. “notebook_params”: {“name”: “john doe”, “age”: “35”}. |
| The map is passed to the notebook and will be accessible through the |
| dbutils.widgets.get function. See Widgets for more information. |
| If not specified upon run-now, the triggered run will use the |
| job’s base parameters. notebook_params cannot be |
| specified in conjunction with jar_params. The json representation |
| of this field (i.e. {“notebook_params”:{“name”:”john doe”,”age”:”35”}}) |
| cannot exceed 10,000 bytes. |
| This field will be templated.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://docs.databricks.com/user-guide/notebooks/widgets.html">https://docs.databricks.com/user-guide/notebooks/widgets.html</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>python_params</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.8)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a><em>]</em>) – <p>A list of parameters for jobs with python tasks, |
| e.g. “python_params”: [“john doe”, “35”]. |
| The parameters will be passed to python file as command line parameters. |
| If specified upon run-now, it would overwrite the parameters specified in |
| job setting. |
| The json representation of this field (i.e. {“python_params”:[“john doe”,”35”]}) |
| cannot exceed 10,000 bytes. |
| This field will be templated.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#run-now">https://docs.databricks.com/api/latest/jobs.html#run-now</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>spark_submit_params</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.8)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a><em>]</em>) – <p>A list of parameters for jobs with spark submit task, |
| e.g. “spark_submit_params”: [“–class”, “org.apache.spark.examples.SparkPi”]. |
| The parameters will be passed to spark-submit script as command line parameters. |
| If specified upon run-now, it would overwrite the parameters specified |
| in job setting. |
| The json representation of this field cannot exceed 10,000 bytes. |
| This field will be templated.</p> |
| <div class="admonition seealso"> |
| <p class="admonition-title">See also</p> |
| <p><a class="reference external" href="https://docs.databricks.com/api/latest/jobs.html#run-now">https://docs.databricks.com/api/latest/jobs.html#run-now</a></p> |
| </div> |
| </p></li> |
| <li><p><strong>timeout_seconds</strong> (<em>int32</em>) – The timeout for this run. By default a value of 0 is used |
| which means to have no timeout. |
| This field will be templated.</p></li> |
| <li><p><strong>databricks_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a>) – The name of the Airflow connection to use. |
| By default and in the common case this will be <code class="docutils literal notranslate"><span class="pre">databricks_default</span></code>. To use |
| token based authentication, provide the key <code class="docutils literal notranslate"><span class="pre">token</span></code> in the extra field for the |
| connection and create the key <code class="docutils literal notranslate"><span class="pre">host</span></code> and leave the <code class="docutils literal notranslate"><span class="pre">host</span></code> field empty.</p></li> |
| <li><p><strong>polling_period_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.8)"><em>int</em></a>) – Controls the rate which we poll for the result of |
| this run. By default the operator will poll every 30 seconds.</p></li> |
| <li><p><strong>databricks_retry_limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.8)"><em>int</em></a>) – Amount of times retry if the Databricks backend is |
| unreachable. Its value must be greater than or equal to 1.</p></li> |
| <li><p><strong>do_xcom_push</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.8)"><em>bool</em></a>) – Whether we should push run_id and run_page_url to xcom.</p></li> |
| </ul> |
| </dd> |
| </dl> |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><em class="property"> = ['json']</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksRunNowOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.ui_color"> |
| <code class="sig-name descname">ui_color</code><em class="property"> = #1CB1C2</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksRunNowOperator.ui_color"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.ui_color" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.ui_fgcolor"> |
| <code class="sig-name descname">ui_fgcolor</code><em class="property"> = #fff</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksRunNowOperator.ui_fgcolor"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.ui_fgcolor" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.get_hook"> |
| <code class="sig-name descname">get_hook</code><span class="sig-paren">(</span><em class="sig-param">self</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksRunNowOperator.get_hook"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.get_hook" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">context</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksRunNowOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.on_kill"> |
| <code class="sig-name descname">on_kill</code><span class="sig-paren">(</span><em class="sig-param">self</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/databricks_operator.html#DatabricksRunNowOperator.on_kill"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.on_kill" title="Permalink to this definition">¶</a></dt> |
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| <li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.contrib.operators.databricks_operator</span></code></a><ul> |
| <li><a class="reference internal" href="#module-contents">Module Contents</a><ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.XCOM_RUN_ID_KEY">XCOM_RUN_ID_KEY</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.XCOM_RUN_PAGE_URL_KEY">XCOM_RUN_PAGE_URL_KEY</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator._deep_string_coerce">_deep_string_coerce</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator._handle_databricks_operator_execution">_handle_databricks_operator_execution</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator">DatabricksSubmitRunOperator</a><ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.template_fields">template_fields</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.ui_color">ui_color</a></li> |
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| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.ui_fgcolor">ui_fgcolor</a></li> |
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| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.get_hook">get_hook</a></li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.execute">execute</a></li> |
| </ul> |
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| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator.on_kill">on_kill</a></li> |
| </ul> |
| </li> |
| </ul> |
| <ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator">DatabricksRunNowOperator</a><ul> |
| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.template_fields">template_fields</a></li> |
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| <li><a class="reference internal" href="#airflow.contrib.operators.databricks_operator.DatabricksRunNowOperator.execute">execute</a></li> |
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