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| <h1>Source code for airflow.contrib.hooks.spark_submit_hook</h1><div class="highlight"><pre> |
| <span></span><span class="c1"># -*- coding: utf-8 -*-</span> |
| <span class="c1">#</span> |
| <span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span> |
| <span class="c1"># or more contributor license agreements. See the NOTICE file</span> |
| <span class="c1"># distributed with this work for additional information</span> |
| <span class="c1"># regarding copyright ownership. The ASF licenses this file</span> |
| <span class="c1"># to you under the Apache License, Version 2.0 (the</span> |
| <span class="c1"># "License"); you may not use this file except in compliance</span> |
| <span class="c1"># with the License. You may obtain a copy of the License at</span> |
| <span class="c1">#</span> |
| <span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span> |
| <span class="c1">#</span> |
| <span class="c1"># Unless required by applicable law or agreed to in writing,</span> |
| <span class="c1"># software distributed under the License is distributed on an</span> |
| <span class="c1"># "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span> |
| <span class="c1"># KIND, either express or implied. See the License for the</span> |
| <span class="c1"># specific language governing permissions and limitations</span> |
| <span class="c1"># under the License.</span> |
| <span class="c1">#</span> |
| <span class="kn">import</span> <span class="nn">os</span> |
| <span class="kn">import</span> <span class="nn">subprocess</span> |
| <span class="kn">import</span> <span class="nn">re</span> |
| <span class="kn">import</span> <span class="nn">time</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.log.logging_mixin</span> <span class="k">import</span> <span class="n">LoggingMixin</span> |
| |
| <span class="k">try</span><span class="p">:</span> |
| <span class="kn">from</span> <span class="nn">airflow.contrib.kubernetes</span> <span class="k">import</span> <span class="n">kube_client</span> |
| <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span> |
| <span class="k">pass</span> |
| |
| |
| <div class="viewcode-block" id="SparkSubmitHook"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook">[docs]</a><span class="k">class</span> <span class="nc">SparkSubmitHook</span><span class="p">(</span><span class="n">BaseHook</span><span class="p">,</span> <span class="n">LoggingMixin</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> This hook is a wrapper around the spark-submit binary to kick off a spark-submit job.</span> |
| <span class="sd"> It requires that the "spark-submit" binary is in the PATH or the spark_home to be</span> |
| <span class="sd"> supplied.</span> |
| |
| <span class="sd"> :param conf: Arbitrary Spark configuration properties</span> |
| <span class="sd"> :type conf: dict</span> |
| <span class="sd"> :param conn_id: The connection id as configured in Airflow administration. When an</span> |
| <span class="sd"> invalid connection_id is supplied, it will default to yarn.</span> |
| <span class="sd"> :type conn_id: str</span> |
| <span class="sd"> :param files: Upload additional files to the executor running the job, separated by a</span> |
| <span class="sd"> comma. Files will be placed in the working directory of each executor.</span> |
| <span class="sd"> For example, serialized objects.</span> |
| <span class="sd"> :type files: str</span> |
| <span class="sd"> :param py_files: Additional python files used by the job, can be .zip, .egg or .py.</span> |
| <span class="sd"> :type py_files: str</span> |
| <span class="sd"> :param: archives: Archives that spark should unzip (and possibly tag with #ALIAS) into</span> |
| <span class="sd"> the application working directory.</span> |
| <span class="sd"> :param driver_class_path: Additional, driver-specific, classpath settings.</span> |
| <span class="sd"> :type driver_class_path: str</span> |
| <span class="sd"> :param jars: Submit additional jars to upload and place them in executor classpath.</span> |
| <span class="sd"> :type jars: str</span> |
| <span class="sd"> :param java_class: the main class of the Java application</span> |
| <span class="sd"> :type java_class: str</span> |
| <span class="sd"> :param packages: Comma-separated list of maven coordinates of jars to include on the</span> |
| <span class="sd"> driver and executor classpaths</span> |
| <span class="sd"> :type packages: str</span> |
| <span class="sd"> :param exclude_packages: Comma-separated list of maven coordinates of jars to exclude</span> |
| <span class="sd"> while resolving the dependencies provided in 'packages'</span> |
| <span class="sd"> :type exclude_packages: str</span> |
| <span class="sd"> :param repositories: Comma-separated list of additional remote repositories to search</span> |
| <span class="sd"> for the maven coordinates given with 'packages'</span> |
| <span class="sd"> :type repositories: str</span> |
| <span class="sd"> :param total_executor_cores: (Standalone & Mesos only) Total cores for all executors</span> |
| <span class="sd"> (Default: all the available cores on the worker)</span> |
| <span class="sd"> :type total_executor_cores: int</span> |
| <span class="sd"> :param executor_cores: (Standalone, YARN and Kubernetes only) Number of cores per</span> |
| <span class="sd"> executor (Default: 2)</span> |
| <span class="sd"> :type executor_cores: int</span> |
| <span class="sd"> :param executor_memory: Memory per executor (e.g. 1000M, 2G) (Default: 1G)</span> |
| <span class="sd"> :type executor_memory: str</span> |
| <span class="sd"> :param driver_memory: Memory allocated to the driver (e.g. 1000M, 2G) (Default: 1G)</span> |
| <span class="sd"> :type driver_memory: str</span> |
| <span class="sd"> :param keytab: Full path to the file that contains the keytab</span> |
| <span class="sd"> :type keytab: str</span> |
| <span class="sd"> :param principal: The name of the kerberos principal used for keytab</span> |
| <span class="sd"> :type principal: str</span> |
| <span class="sd"> :param proxy_user: User to impersonate when submitting the application</span> |
| <span class="sd"> :type proxy_user: str</span> |
| <span class="sd"> :param name: Name of the job (default airflow-spark)</span> |
| <span class="sd"> :type name: str</span> |
| <span class="sd"> :param num_executors: Number of executors to launch</span> |
| <span class="sd"> :type num_executors: int</span> |
| <span class="sd"> :param status_poll_interval: Seconds to wait between polls of driver status in cluster</span> |
| <span class="sd"> mode (Default: 1)</span> |
| <span class="sd"> :type status_poll_interval: int</span> |
| <span class="sd"> :param application_args: Arguments for the application being submitted</span> |
| <span class="sd"> :type application_args: list</span> |
| <span class="sd"> :param env_vars: Environment variables for spark-submit. It</span> |
| <span class="sd"> supports yarn and k8s mode too.</span> |
| <span class="sd"> :type env_vars: dict</span> |
| <span class="sd"> :param verbose: Whether to pass the verbose flag to spark-submit process for debugging</span> |
| <span class="sd"> :type verbose: bool</span> |
| <span class="sd"> :param spark_binary: The command to use for spark submit.</span> |
| <span class="sd"> Some distros may use spark2-submit.</span> |
| <span class="sd"> :type spark_binary: str</span> |
| <span class="sd"> """</span> |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> |
| <span class="n">conf</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">conn_id</span><span class="o">=</span><span class="s1">'spark_default'</span><span class="p">,</span> |
| <span class="n">files</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">py_files</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">archives</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">driver_class_path</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">jars</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">java_class</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">packages</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">exclude_packages</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">repositories</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">total_executor_cores</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">executor_cores</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">executor_memory</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">driver_memory</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">keytab</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">principal</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">proxy_user</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">name</span><span class="o">=</span><span class="s1">'default-name'</span><span class="p">,</span> |
| <span class="n">num_executors</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">status_poll_interval</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> |
| <span class="n">application_args</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">env_vars</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> |
| <span class="n">spark_binary</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_conf</span> <span class="o">=</span> <span class="n">conf</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_conn_id</span> <span class="o">=</span> <span class="n">conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_files</span> <span class="o">=</span> <span class="n">files</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_py_files</span> <span class="o">=</span> <span class="n">py_files</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_archives</span> <span class="o">=</span> <span class="n">archives</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_driver_class_path</span> <span class="o">=</span> <span class="n">driver_class_path</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_jars</span> <span class="o">=</span> <span class="n">jars</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_java_class</span> <span class="o">=</span> <span class="n">java_class</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_packages</span> <span class="o">=</span> <span class="n">packages</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_exclude_packages</span> <span class="o">=</span> <span class="n">exclude_packages</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_repositories</span> <span class="o">=</span> <span class="n">repositories</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_total_executor_cores</span> <span class="o">=</span> <span class="n">total_executor_cores</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_executor_cores</span> <span class="o">=</span> <span class="n">executor_cores</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_executor_memory</span> <span class="o">=</span> <span class="n">executor_memory</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_driver_memory</span> <span class="o">=</span> <span class="n">driver_memory</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_keytab</span> <span class="o">=</span> <span class="n">keytab</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_principal</span> <span class="o">=</span> <span class="n">principal</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_proxy_user</span> <span class="o">=</span> <span class="n">proxy_user</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_name</span> <span class="o">=</span> <span class="n">name</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_num_executors</span> <span class="o">=</span> <span class="n">num_executors</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_status_poll_interval</span> <span class="o">=</span> <span class="n">status_poll_interval</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_application_args</span> <span class="o">=</span> <span class="n">application_args</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_env_vars</span> <span class="o">=</span> <span class="n">env_vars</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_verbose</span> <span class="o">=</span> <span class="n">verbose</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_submit_sp</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_yarn_application_id</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_kubernetes_driver_pod</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_spark_binary</span> <span class="o">=</span> <span class="n">spark_binary</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_resolve_connection</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_is_yarn</span> <span class="o">=</span> <span class="s1">'yarn'</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_is_kubernetes</span> <span class="o">=</span> <span class="s1">'k8s'</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_kubernetes</span> <span class="ow">and</span> <span class="n">kube_client</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span> |
| <span class="s2">"</span><span class="si">{}</span><span class="s2"> specified by kubernetes dependencies are not installed!"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]))</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_should_track_driver_status</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_resolve_should_track_driver_status</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_driver_status</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_spark_exit_code</span> <span class="o">=</span> <span class="kc">None</span> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._resolve_should_track_driver_status"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._resolve_should_track_driver_status">[docs]</a> <span class="k">def</span> <span class="nf">_resolve_should_track_driver_status</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Determines whether or not this hook should poll the spark driver status through</span> |
| <span class="sd"> subsequent spark-submit status requests after the initial spark-submit request</span> |
| <span class="sd"> :return: if the driver status should be tracked</span> |
| <span class="sd"> """</span> |
| <span class="k">return</span> <span class="p">(</span><span class="s1">'spark://'</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]</span> <span class="ow">and</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'deploy_mode'</span><span class="p">]</span> <span class="o">==</span> <span class="s1">'cluster'</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._resolve_connection"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._resolve_connection">[docs]</a> <span class="k">def</span> <span class="nf">_resolve_connection</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="c1"># Build from connection master or default to yarn if not available</span> |
| <span class="n">conn_data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'master'</span><span class="p">:</span> <span class="s1">'yarn'</span><span class="p">,</span> |
| <span class="s1">'queue'</span><span class="p">:</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="s1">'deploy_mode'</span><span class="p">:</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="s1">'spark_home'</span><span class="p">:</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="s1">'spark_binary'</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_spark_binary</span> <span class="ow">or</span> <span class="s2">"spark-submit"</span><span class="p">,</span> |
| <span class="s1">'namespace'</span><span class="p">:</span> <span class="kc">None</span><span class="p">}</span> |
| |
| <span class="k">try</span><span class="p">:</span> |
| <span class="c1"># Master can be local, yarn, spark://HOST:PORT, mesos://HOST:PORT and</span> |
| <span class="c1"># k8s://https://<HOST>:<PORT></span> |
| <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_connection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_conn_id</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span><span class="p">:</span> |
| <span class="n">conn_data</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"</span><span class="si">{}</span><span class="s2">:</span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">host</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">conn_data</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">host</span> |
| |
| <span class="c1"># Determine optional yarn queue from the extra field</span> |
| <span class="n">extra</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span> |
| <span class="n">conn_data</span><span class="p">[</span><span class="s1">'queue'</span><span class="p">]</span> <span class="o">=</span> <span class="n">extra</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'queue'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> |
| <span class="n">conn_data</span><span class="p">[</span><span class="s1">'deploy_mode'</span><span class="p">]</span> <span class="o">=</span> <span class="n">extra</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'deploy-mode'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> |
| <span class="n">conn_data</span><span class="p">[</span><span class="s1">'spark_home'</span><span class="p">]</span> <span class="o">=</span> <span class="n">extra</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'spark-home'</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> |
| <span class="n">conn_data</span><span class="p">[</span><span class="s1">'spark_binary'</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_spark_binary</span> <span class="ow">or</span> \ |
| <span class="n">extra</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'spark-binary'</span><span class="p">,</span> <span class="s2">"spark-submit"</span><span class="p">)</span> |
| <span class="n">conn_data</span><span class="p">[</span><span class="s1">'namespace'</span><span class="p">]</span> <span class="o">=</span> <span class="n">extra</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">'namespace'</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">AirflowException</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span> |
| <span class="s2">"Could not load connection string </span><span class="si">%s</span><span class="s2">, defaulting to </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_conn_id</span><span class="p">,</span> <span class="n">conn_data</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]</span> |
| <span class="p">)</span> |
| |
| <span class="k">return</span> <span class="n">conn_data</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook.get_conn"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook.get_conn">[docs]</a> <span class="k">def</span> <span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">pass</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._get_spark_binary_path"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._get_spark_binary_path">[docs]</a> <span class="k">def</span> <span class="nf">_get_spark_binary_path</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="c1"># If the spark_home is passed then build the spark-submit executable path using</span> |
| <span class="c1"># the spark_home; otherwise assume that spark-submit is present in the path to</span> |
| <span class="c1"># the executing user</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_home'</span><span class="p">]:</span> |
| <span class="n">connection_cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_home'</span><span class="p">],</span> <span class="s1">'bin'</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_binary'</span><span class="p">])]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_binary'</span><span class="p">]]</span> |
| |
| <span class="k">return</span> <span class="n">connection_cmd</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._mask_cmd"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._mask_cmd">[docs]</a> <span class="k">def</span> <span class="nf">_mask_cmd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">connection_cmd</span><span class="p">):</span> |
| <span class="c1"># Mask any password related fields in application args with key value pair</span> |
| <span class="c1"># where key contains password (case insensitive), e.g. HivePassword='abc'</span> |
| <span class="n">connection_cmd_masked</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span> |
| <span class="sa">r</span><span class="s2">"(\S*?(?:secret|password)\S*?\s*=\s*')[^']*(?=')"</span><span class="p">,</span> |
| <span class="sa">r</span><span class="s1">'\1******'</span><span class="p">,</span> <span class="s1">' '</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">connection_cmd</span><span class="p">),</span> <span class="n">flags</span><span class="o">=</span><span class="n">re</span><span class="o">.</span><span class="n">I</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="n">connection_cmd_masked</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._build_spark_submit_command"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._build_spark_submit_command">[docs]</a> <span class="k">def</span> <span class="nf">_build_spark_submit_command</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">application</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Construct the spark-submit command to execute.</span> |
| |
| <span class="sd"> :param application: command to append to the spark-submit command</span> |
| <span class="sd"> :type application: str</span> |
| <span class="sd"> :return: full command to be executed</span> |
| <span class="sd"> """</span> |
| <span class="n">connection_cmd</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_spark_binary_path</span><span class="p">()</span> |
| |
| <span class="c1"># The url of the spark master</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--master"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]]</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_conf</span><span class="p">:</span> |
| <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_conf</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--conf"</span><span class="p">,</span> <span class="s2">"</span><span class="si">{}</span><span class="s2">=</span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_conf</span><span class="p">[</span><span class="n">key</span><span class="p">]))]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_env_vars</span> <span class="ow">and</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_is_kubernetes</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_yarn</span><span class="p">):</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_yarn</span><span class="p">:</span> |
| <span class="n">tmpl</span> <span class="o">=</span> <span class="s2">"spark.yarn.appMasterEnv.</span><span class="si">{}</span><span class="s2">=</span><span class="si">{}</span><span class="s2">"</span> |
| <span class="c1"># Allow dynamic setting of hadoop/yarn configuration environments</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_env</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_env_vars</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">tmpl</span> <span class="o">=</span> <span class="s2">"spark.kubernetes.driverEnv.</span><span class="si">{}</span><span class="s2">=</span><span class="si">{}</span><span class="s2">"</span> |
| <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_env_vars</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span> |
| <span class="s2">"--conf"</span><span class="p">,</span> |
| <span class="n">tmpl</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_env_vars</span><span class="p">[</span><span class="n">key</span><span class="p">]))]</span> |
| <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_env_vars</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'deploy_mode'</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">"cluster"</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_env</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_env_vars</span> <span class="c1"># Do it on Popen of the process</span> |
| <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_env_vars</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'deploy_mode'</span><span class="p">]</span> <span class="o">==</span> <span class="s2">"cluster"</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"SparkSubmitHook env_vars is not supported in standalone-cluster mode."</span><span class="p">)</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_kubernetes</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'namespace'</span><span class="p">]:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--conf"</span><span class="p">,</span> <span class="s2">"spark.kubernetes.namespace=</span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'namespace'</span><span class="p">])]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_files</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--files"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_files</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_py_files</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--py-files"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_py_files</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_archives</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--archives"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_archives</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_class_path</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--driver-class-path"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_class_path</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_jars</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--jars"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_jars</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_packages</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--packages"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_packages</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_exclude_packages</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--exclude-packages"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_exclude_packages</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_repositories</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--repositories"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_repositories</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_num_executors</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--num-executors"</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_num_executors</span><span class="p">)]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_total_executor_cores</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--total-executor-cores"</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_total_executor_cores</span><span class="p">)]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_executor_cores</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--executor-cores"</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_executor_cores</span><span class="p">)]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_executor_memory</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--executor-memory"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_executor_memory</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_memory</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--driver-memory"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_memory</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_keytab</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--keytab"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_keytab</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_principal</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--principal"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_principal</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_proxy_user</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--proxy-user"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_proxy_user</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_name</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--name"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_name</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_class</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--class"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_java_class</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_verbose</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--verbose"</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'queue'</span><span class="p">]:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--queue"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'queue'</span><span class="p">]]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'deploy_mode'</span><span class="p">]:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--deploy-mode"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'deploy_mode'</span><span class="p">]]</span> |
| |
| <span class="c1"># The actual script to execute</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="n">application</span><span class="p">]</span> |
| |
| <span class="c1"># Append any application arguments</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_application_args</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_application_args</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Spark-Submit cmd: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mask_cmd</span><span class="p">(</span><span class="n">connection_cmd</span><span class="p">))</span> |
| |
| <span class="k">return</span> <span class="n">connection_cmd</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._build_track_driver_status_command"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._build_track_driver_status_command">[docs]</a> <span class="k">def</span> <span class="nf">_build_track_driver_status_command</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Construct the command to poll the driver status.</span> |
| |
| <span class="sd"> :return: full command to be executed</span> |
| <span class="sd"> """</span> |
| <span class="n">curl_max_wait_time</span> <span class="o">=</span> <span class="mi">30</span> |
| <span class="n">spark_host</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]</span> |
| <span class="k">if</span> <span class="n">spark_host</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">':6066'</span><span class="p">):</span> |
| <span class="n">spark_host</span> <span class="o">=</span> <span class="n">spark_host</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"spark://"</span><span class="p">,</span> <span class="s2">"http://"</span><span class="p">)</span> |
| <span class="n">connection_cmd</span> <span class="o">=</span> <span class="p">[</span> |
| <span class="s2">"/usr/bin/curl"</span><span class="p">,</span> |
| <span class="s2">"--max-time"</span><span class="p">,</span> |
| <span class="nb">str</span><span class="p">(</span><span class="n">curl_max_wait_time</span><span class="p">),</span> |
| <span class="s2">"</span><span class="si">{host}</span><span class="s2">/v1/submissions/status/</span><span class="si">{submission_id}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span> |
| <span class="n">host</span><span class="o">=</span><span class="n">spark_host</span><span class="p">,</span> |
| <span class="n">submission_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">)]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">connection_cmd</span><span class="p">)</span> |
| |
| <span class="c1"># The driver id so we can poll for its status</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">:</span> |
| <span class="k">pass</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"Invalid status: attempted to poll driver "</span> <span class="o">+</span> |
| <span class="s2">"status but no driver id is known. Giving up."</span><span class="p">)</span> |
| |
| <span class="k">else</span><span class="p">:</span> |
| |
| <span class="n">connection_cmd</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_spark_binary_path</span><span class="p">()</span> |
| |
| <span class="c1"># The url to the spark master</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--master"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]]</span> |
| |
| <span class="c1"># The driver id so we can poll for its status</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--status"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"Invalid status: attempted to poll driver "</span> <span class="o">+</span> |
| <span class="s2">"status but no driver id is known. Giving up."</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">"Poll driver status cmd: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">connection_cmd</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="n">connection_cmd</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook.submit"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook.submit">[docs]</a> <span class="k">def</span> <span class="nf">submit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">application</span><span class="o">=</span><span class="s2">""</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Remote Popen to execute the spark-submit job</span> |
| |
| <span class="sd"> :param application: Submitted application, jar or py file</span> |
| <span class="sd"> :type application: str</span> |
| <span class="sd"> :param kwargs: extra arguments to Popen (see subprocess.Popen)</span> |
| <span class="sd"> """</span> |
| <span class="n">spark_submit_cmd</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_spark_submit_command</span><span class="p">(</span><span class="n">application</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">'_env'</span><span class="p">):</span> |
| <span class="n">env</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> |
| <span class="n">env</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_env</span><span class="p">)</span> |
| <span class="n">kwargs</span><span class="p">[</span><span class="s2">"env"</span><span class="p">]</span> <span class="o">=</span> <span class="n">env</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_submit_sp</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">Popen</span><span class="p">(</span><span class="n">spark_submit_cmd</span><span class="p">,</span> |
| <span class="n">stdout</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">,</span> |
| <span class="n">stderr</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">STDOUT</span><span class="p">,</span> |
| <span class="n">bufsize</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> |
| <span class="n">universal_newlines</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_process_spark_submit_log</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_submit_sp</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">readline</span><span class="p">,</span> <span class="s1">''</span><span class="p">))</span> |
| <span class="n">returncode</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_submit_sp</span><span class="o">.</span><span class="n">wait</span><span class="p">()</span> |
| |
| <span class="c1"># Check spark-submit return code. In Kubernetes mode, also check the value</span> |
| <span class="c1"># of exit code in the log, as it may differ.</span> |
| <span class="k">if</span> <span class="n">returncode</span> <span class="ow">or</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_is_kubernetes</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_spark_exit_code</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">):</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"Cannot execute: </span><span class="si">{}</span><span class="s2">. Error code is: </span><span class="si">{}</span><span class="s2">."</span><span class="o">.</span><span class="n">format</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_mask_cmd</span><span class="p">(</span><span class="n">spark_submit_cmd</span><span class="p">),</span> <span class="n">returncode</span> |
| <span class="p">)</span> |
| <span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">"Should track driver: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_should_track_driver_status</span><span class="p">))</span> |
| |
| <span class="c1"># We want the Airflow job to wait until the Spark driver is finished</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_should_track_driver_status</span><span class="p">:</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"No driver id is known: something went wrong when executing "</span> <span class="o">+</span> |
| <span class="s2">"the spark submit command"</span> |
| <span class="p">)</span> |
| |
| <span class="c1"># We start with the SUBMITTED status as initial status</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_driver_status</span> <span class="o">=</span> <span class="s2">"SUBMITTED"</span> |
| |
| <span class="c1"># Start tracking the driver status (blocking function)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_start_driver_status_tracking</span><span class="p">()</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_status</span> <span class="o">!=</span> <span class="s2">"FINISHED"</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"ERROR : Driver </span><span class="si">{}</span><span class="s2"> badly exited with status </span><span class="si">{}</span><span class="s2">"</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_status</span><span class="p">)</span></div> |
| <span class="p">)</span> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._process_spark_submit_log"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._process_spark_submit_log">[docs]</a> <span class="k">def</span> <span class="nf">_process_spark_submit_log</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itr</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Processes the log files and extracts useful information out of it.</span> |
| |
| <span class="sd"> If the deploy-mode is 'client', log the output of the submit command as those</span> |
| <span class="sd"> are the output logs of the Spark worker directly.</span> |
| |
| <span class="sd"> Remark: If the driver needs to be tracked for its status, the log-level of the</span> |
| <span class="sd"> spark deploy needs to be at least INFO (log4j.logger.org.apache.spark.deploy=INFO)</span> |
| |
| <span class="sd"> :param itr: An iterator which iterates over the input of the subprocess</span> |
| <span class="sd"> """</span> |
| <span class="c1"># Consume the iterator</span> |
| <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">itr</span><span class="p">:</span> |
| <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> |
| <span class="c1"># If we run yarn cluster mode, we want to extract the application id from</span> |
| <span class="c1"># the logs so we can kill the application when we stop it unexpectedly</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_yarn</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'deploy_mode'</span><span class="p">]</span> <span class="o">==</span> <span class="s1">'cluster'</span><span class="p">:</span> |
| <span class="n">match</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="s1">'(application[0-9_]+)'</span><span class="p">,</span> <span class="n">line</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">match</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_yarn_application_id</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">groups</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Identified spark driver id: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_yarn_application_id</span><span class="p">)</span> |
| |
| <span class="c1"># If we run Kubernetes cluster mode, we want to extract the driver pod id</span> |
| <span class="c1"># from the logs so we can kill the application when we stop it unexpectedly</span> |
| <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_kubernetes</span><span class="p">:</span> |
| <span class="n">match</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="sa">r</span><span class="s1">'\s*pod name: ((.+?)-([a-z0-9]+)-driver)'</span><span class="p">,</span> <span class="n">line</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">match</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_kubernetes_driver_pod</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">groups</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Identified spark driver pod: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_kubernetes_driver_pod</span><span class="p">)</span> |
| |
| <span class="c1"># Store the Spark Exit code</span> |
| <span class="n">match_exit_code</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="sa">r</span><span class="s1">'\s*Exit code: (\d+)'</span><span class="p">,</span> <span class="n">line</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">match_exit_code</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_spark_exit_code</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">match_exit_code</span><span class="o">.</span><span class="n">groups</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span> |
| |
| <span class="c1"># if we run in standalone cluster mode and we want to track the driver status</span> |
| <span class="c1"># we need to extract the driver id from the logs. This allows us to poll for</span> |
| <span class="c1"># the status using the driver id. Also, we can kill the driver when needed.</span> |
| <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_should_track_driver_status</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">:</span> |
| <span class="n">match_driver_id</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="sa">r</span><span class="s1">'(driver-[0-9\-]+)'</span><span class="p">,</span> <span class="n">line</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">match_driver_id</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span> <span class="o">=</span> <span class="n">match_driver_id</span><span class="o">.</span><span class="n">groups</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"identified spark driver id: </span><span class="si">{}</span><span class="s2">"</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">))</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">line</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._process_spark_status_log"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._process_spark_status_log">[docs]</a> <span class="k">def</span> <span class="nf">_process_spark_status_log</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">itr</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> parses the logs of the spark driver status query process</span> |
| |
| <span class="sd"> :param itr: An iterator which iterates over the input of the subprocess</span> |
| <span class="sd"> """</span> |
| <span class="n">driver_found</span> <span class="o">=</span> <span class="kc">False</span> |
| <span class="c1"># Consume the iterator</span> |
| <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">itr</span><span class="p">:</span> |
| <span class="n">line</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> |
| |
| <span class="c1"># Check if the log line is about the driver status and extract the status.</span> |
| <span class="k">if</span> <span class="s2">"driverState"</span> <span class="ow">in</span> <span class="n">line</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_driver_status</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">' : '</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span> \ |
| <span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">','</span><span class="p">,</span> <span class="s1">''</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">'</span><span class="se">\"</span><span class="s1">'</span><span class="p">,</span> <span class="s1">''</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> |
| <span class="n">driver_found</span> <span class="o">=</span> <span class="kc">True</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">"spark driver status log: </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">line</span><span class="p">))</span> |
| |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">driver_found</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_driver_status</span> <span class="o">=</span> <span class="s2">"UNKNOWN"</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._start_driver_status_tracking"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._start_driver_status_tracking">[docs]</a> <span class="k">def</span> <span class="nf">_start_driver_status_tracking</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Polls the driver based on self._driver_id to get the status.</span> |
| <span class="sd"> Finish successfully when the status is FINISHED.</span> |
| <span class="sd"> Finish failed when the status is ERROR/UNKNOWN/KILLED/FAILED.</span> |
| |
| <span class="sd"> Possible status:</span> |
| |
| <span class="sd"> SUBMITTED</span> |
| <span class="sd"> Submitted but not yet scheduled on a worker</span> |
| <span class="sd"> RUNNING</span> |
| <span class="sd"> Has been allocated to a worker to run</span> |
| <span class="sd"> FINISHED</span> |
| <span class="sd"> Previously ran and exited cleanly</span> |
| <span class="sd"> RELAUNCHING</span> |
| <span class="sd"> Exited non-zero or due to worker failure, but has not yet</span> |
| <span class="sd"> started running again</span> |
| <span class="sd"> UNKNOWN</span> |
| <span class="sd"> The status of the driver is temporarily not known due to</span> |
| <span class="sd"> master failure recovery</span> |
| <span class="sd"> KILLED</span> |
| <span class="sd"> A user manually killed this driver</span> |
| <span class="sd"> FAILED</span> |
| <span class="sd"> The driver exited non-zero and was not supervised</span> |
| <span class="sd"> ERROR</span> |
| <span class="sd"> Unable to run or restart due to an unrecoverable error</span> |
| <span class="sd"> (e.g. missing jar file)</span> |
| <span class="sd"> """</span> |
| |
| <span class="c1"># When your Spark Standalone cluster is not performing well</span> |
| <span class="c1"># due to misconfiguration or heavy loads.</span> |
| <span class="c1"># it is possible that the polling request will timeout.</span> |
| <span class="c1"># Therefore we use a simple retry mechanism.</span> |
| <span class="n">missed_job_status_reports</span> <span class="o">=</span> <span class="mi">0</span> |
| <span class="n">max_missed_job_status_reports</span> <span class="o">=</span> <span class="mi">10</span> |
| |
| <span class="c1"># Keep polling as long as the driver is processing</span> |
| <span class="k">while</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_status</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">"FINISHED"</span><span class="p">,</span> <span class="s2">"UNKNOWN"</span><span class="p">,</span> |
| <span class="s2">"KILLED"</span><span class="p">,</span> <span class="s2">"FAILED"</span><span class="p">,</span> <span class="s2">"ERROR"</span><span class="p">]:</span> |
| |
| <span class="c1"># Sleep for n seconds as we do not want to spam the cluster</span> |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_status_poll_interval</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">"polling status of spark driver with id </span><span class="si">{}</span><span class="s2">"</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">))</span> |
| |
| <span class="n">poll_drive_status_cmd</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_track_driver_status_command</span><span class="p">()</span> |
| <span class="n">status_process</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">Popen</span><span class="p">(</span><span class="n">poll_drive_status_cmd</span><span class="p">,</span> |
| <span class="n">stdout</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">,</span> |
| <span class="n">stderr</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">STDOUT</span><span class="p">,</span> |
| <span class="n">bufsize</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> |
| <span class="n">universal_newlines</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_process_spark_status_log</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">status_process</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">readline</span><span class="p">,</span> <span class="s1">''</span><span class="p">))</span> |
| <span class="n">returncode</span> <span class="o">=</span> <span class="n">status_process</span><span class="o">.</span><span class="n">wait</span><span class="p">()</span> |
| |
| <span class="k">if</span> <span class="n">returncode</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">missed_job_status_reports</span> <span class="o"><</span> <span class="n">max_missed_job_status_reports</span><span class="p">:</span> |
| <span class="n">missed_job_status_reports</span> <span class="o">=</span> <span class="n">missed_job_status_reports</span> <span class="o">+</span> <span class="mi">1</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"Failed to poll for the driver status </span><span class="si">{}</span><span class="s2"> times: returncode = </span><span class="si">{}</span><span class="s2">"</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">max_missed_job_status_reports</span><span class="p">,</span> <span class="n">returncode</span><span class="p">)</span></div> |
| <span class="p">)</span> |
| |
| <div class="viewcode-block" id="SparkSubmitHook._build_spark_driver_kill_command"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook._build_spark_driver_kill_command">[docs]</a> <span class="k">def</span> <span class="nf">_build_spark_driver_kill_command</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Construct the spark-submit command to kill a driver.</span> |
| <span class="sd"> :return: full command to kill a driver</span> |
| <span class="sd"> """</span> |
| |
| <span class="c1"># If the spark_home is passed then build the spark-submit executable path using</span> |
| <span class="c1"># the spark_home; otherwise assume that spark-submit is present in the path to</span> |
| <span class="c1"># the executing user</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_home'</span><span class="p">]:</span> |
| <span class="n">connection_cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_home'</span><span class="p">],</span> |
| <span class="s1">'bin'</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_binary'</span><span class="p">])]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">connection_cmd</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_binary'</span><span class="p">]]</span> |
| |
| <span class="c1"># The url to the spark master</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--master"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'master'</span><span class="p">]]</span> |
| |
| <span class="c1"># The actual kill command</span> |
| <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">"--kill"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">]</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">"Spark-Kill cmd: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">connection_cmd</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="n">connection_cmd</span></div> |
| |
| <div class="viewcode-block" id="SparkSubmitHook.on_kill"><a class="viewcode-back" href="../../../../_api/airflow/contrib/hooks/spark_submit_hook/index.html#airflow.contrib.hooks.spark_submit_hook.SparkSubmitHook.on_kill">[docs]</a> <span class="k">def</span> <span class="nf">on_kill</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">"Kill Command is being called"</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_should_track_driver_status</span><span class="p">:</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Killing driver </span><span class="si">{}</span><span class="s1"> on cluster'</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">))</span> |
| |
| <span class="n">kill_cmd</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_spark_driver_kill_command</span><span class="p">()</span> |
| <span class="n">driver_kill</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">Popen</span><span class="p">(</span><span class="n">kill_cmd</span><span class="p">,</span> |
| <span class="n">stdout</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">,</span> |
| <span class="n">stderr</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Spark driver </span><span class="si">{}</span><span class="s2"> killed with return code: </span><span class="si">{}</span><span class="s2">"</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_driver_id</span><span class="p">,</span> <span class="n">driver_kill</span><span class="o">.</span><span class="n">wait</span><span class="p">()))</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_submit_sp</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_submit_sp</span><span class="o">.</span><span class="n">poll</span><span class="p">()</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Sending kill signal to </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'spark_binary'</span><span class="p">])</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_submit_sp</span><span class="o">.</span><span class="n">kill</span><span class="p">()</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_yarn_application_id</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Killing application </span><span class="si">{}</span><span class="s1"> on YARN'</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_yarn_application_id</span><span class="p">))</span> |
| |
| <span class="n">kill_cmd</span> <span class="o">=</span> <span class="s2">"yarn application -kill </span><span class="si">{}</span><span class="s2">"</span> \ |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_yarn_application_id</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">()</span> |
| <span class="n">yarn_kill</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">Popen</span><span class="p">(</span><span class="n">kill_cmd</span><span class="p">,</span> |
| <span class="n">stdout</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">,</span> |
| <span class="n">stderr</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"YARN killed with return code: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">yarn_kill</span><span class="o">.</span><span class="n">wait</span><span class="p">())</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_kubernetes_driver_pod</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Killing pod </span><span class="si">%s</span><span class="s1"> on Kubernetes'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_kubernetes_driver_pod</span><span class="p">)</span> |
| |
| <span class="c1"># Currently only instantiate Kubernetes client for killing a spark pod.</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="kn">import</span> <span class="nn">kubernetes</span> |
| <span class="n">client</span> <span class="o">=</span> <span class="n">kube_client</span><span class="o">.</span><span class="n">get_kube_client</span><span class="p">()</span> |
| <span class="n">api_response</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">delete_namespaced_pod</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_kubernetes_driver_pod</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_connection</span><span class="p">[</span><span class="s1">'namespace'</span><span class="p">],</span> |
| <span class="n">body</span><span class="o">=</span><span class="n">kubernetes</span><span class="o">.</span><span class="n">client</span><span class="o">.</span><span class="n">V1DeleteOptions</span><span class="p">(),</span> |
| <span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Spark on K8s killed with response: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">api_response</span><span class="p">)</span> |
| |
| <span class="k">except</span> <span class="n">kube_client</span><span class="o">.</span><span class="n">ApiException</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">"Exception when attempting to kill Spark on K8s:"</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">exception</span><span class="p">(</span><span class="n">e</span><span class="p">)</span></div></div> |
| </pre></div> |
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