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<h1>Source code for airflow.contrib.operators.qubole_operator</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"># &quot;License&quot;); 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"># &quot;AS IS&quot; 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="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">Iterable</span>
<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span>
<span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="k">import</span> <span class="n">apply_defaults</span>
<span class="kn">from</span> <span class="nn">airflow.contrib.hooks.qubole_hook</span> <span class="k">import</span> <span class="n">QuboleHook</span>
<div class="viewcode-block" id="QuboleOperator"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator">[docs]</a><span class="k">class</span> <span class="nc">QuboleOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Execute tasks (commands) on QDS (https://qubole.com).</span>
<span class="sd"> :param qubole_conn_id: Connection id which consists of qds auth_token</span>
<span class="sd"> :type qubole_conn_id: str</span>
<span class="sd"> kwargs:</span>
<span class="sd"> :command_type: type of command to be executed, e.g. hivecmd, shellcmd, hadoopcmd</span>
<span class="sd"> :tags: array of tags to be assigned with the command</span>
<span class="sd"> :cluster_label: cluster label on which the command will be executed</span>
<span class="sd"> :name: name to be given to command</span>
<span class="sd"> :notify: whether to send email on command completion or not (default is False)</span>
<span class="sd"> **Arguments specific to command types**</span>
<span class="sd"> hivecmd:</span>
<span class="sd"> :query: inline query statement</span>
<span class="sd"> :script_location: s3 location containing query statement</span>
<span class="sd"> :sample_size: size of sample in bytes on which to run query</span>
<span class="sd"> :macros: macro values which were used in query</span>
<span class="sd"> prestocmd:</span>
<span class="sd"> :query: inline query statement</span>
<span class="sd"> :script_location: s3 location containing query statement</span>
<span class="sd"> :macros: macro values which were used in query</span>
<span class="sd"> hadoopcmd:</span>
<span class="sd"> :sub_commnad: must be one these [&quot;jar&quot;, &quot;s3distcp&quot;, &quot;streaming&quot;] followed by</span>
<span class="sd"> 1 or more args</span>
<span class="sd"> shellcmd:</span>
<span class="sd"> :script: inline command with args</span>
<span class="sd"> :script_location: s3 location containing query statement</span>
<span class="sd"> :files: list of files in s3 bucket as file1,file2 format. These files will be</span>
<span class="sd"> copied into the working directory where the qubole command is being</span>
<span class="sd"> executed.</span>
<span class="sd"> :archives: list of archives in s3 bucket as archive1,archive2 format. These</span>
<span class="sd"> will be unarchived into the working directory where the qubole command is</span>
<span class="sd"> being executed</span>
<span class="sd"> :parameters: any extra args which need to be passed to script (only when</span>
<span class="sd"> script_location is supplied)</span>
<span class="sd"> pigcmd:</span>
<span class="sd"> :script: inline query statement (latin_statements)</span>
<span class="sd"> :script_location: s3 location containing pig query</span>
<span class="sd"> :parameters: any extra args which need to be passed to script (only when</span>
<span class="sd"> script_location is supplied</span>
<span class="sd"> sparkcmd:</span>
<span class="sd"> :program: the complete Spark Program in Scala, SQL, Command, R, or Python</span>
<span class="sd"> :cmdline: spark-submit command line, all required information must be specify</span>
<span class="sd"> in cmdline itself.</span>
<span class="sd"> :sql: inline sql query</span>
<span class="sd"> :script_location: s3 location containing query statement</span>
<span class="sd"> :language: language of the program, Scala, SQL, Command, R, or Python</span>
<span class="sd"> :app_id: ID of an Spark job server app</span>
<span class="sd"> :arguments: spark-submit command line arguments</span>
<span class="sd"> :user_program_arguments: arguments that the user program takes in</span>
<span class="sd"> :macros: macro values which were used in query</span>
<span class="sd"> dbtapquerycmd:</span>
<span class="sd"> :db_tap_id: data store ID of the target database, in Qubole.</span>
<span class="sd"> :query: inline query statement</span>
<span class="sd"> :macros: macro values which were used in query</span>
<span class="sd"> dbexportcmd:</span>
<span class="sd"> :mode: 1 (simple), 2 (advance)</span>
<span class="sd"> :hive_table: Name of the hive table</span>
<span class="sd"> :partition_spec: partition specification for Hive table.</span>
<span class="sd"> :dbtap_id: data store ID of the target database, in Qubole.</span>
<span class="sd"> :db_table: name of the db table</span>
<span class="sd"> :db_update_mode: allowinsert or updateonly</span>
<span class="sd"> :db_update_keys: columns used to determine the uniqueness of rows</span>
<span class="sd"> :export_dir: HDFS/S3 location from which data will be exported.</span>
<span class="sd"> :fields_terminated_by: hex of the char used as column separator in the dataset</span>
<span class="sd"> dbimportcmd:</span>
<span class="sd"> :mode: 1 (simple), 2 (advance)</span>
<span class="sd"> :hive_table: Name of the hive table</span>
<span class="sd"> :dbtap_id: data store ID of the target database, in Qubole.</span>
<span class="sd"> :db_table: name of the db table</span>
<span class="sd"> :where_clause: where clause, if any</span>
<span class="sd"> :parallelism: number of parallel db connections to use for extracting data</span>
<span class="sd"> :extract_query: SQL query to extract data from db. $CONDITIONS must be part</span>
<span class="sd"> of the where clause.</span>
<span class="sd"> :boundary_query: Query to be used get range of row IDs to be extracted</span>
<span class="sd"> :split_column: Column used as row ID to split data into ranges (mode 2)</span>
<span class="sd"> .. note:</span>
<span class="sd"> Following fields are template-supported : ``query``, ``script_location``,</span>
<span class="sd"> ``sub_command``, ``script``, ``files``, ``archives``, ``program``, ``cmdline``,</span>
<span class="sd"> ``sql``, ``where_clause``, ``extract_query``, ``boundary_query``, ``macros``,</span>
<span class="sd"> ``tags``, ``name``, ``parameters``, ``dbtap_id``, ``hive_table``, ``db_table``,</span>
<span class="sd"> ``split_column``, ``note_id``, ``db_update_keys``, ``export_dir``,</span>
<span class="sd"> ``partition_spec``, ``qubole_conn_id``, ``arguments``, ``user_program_arguments``.</span>
<span class="sd"> You can also use ``.txt`` files for template driven use cases.</span>
<span class="sd"> .. note:</span>
<span class="sd"> In QuboleOperator there is a default handler for task failures and retries,</span>
<span class="sd"> which generally kills the command running at QDS for the corresponding task</span>
<span class="sd"> instance. You can override this behavior by providing your own failure and retry</span>
<span class="sd"> handler in task definition.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="QuboleOperator.template_fields"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.template_fields">[docs]</a> <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;query&#39;</span><span class="p">,</span> <span class="s1">&#39;script_location&#39;</span><span class="p">,</span> <span class="s1">&#39;sub_command&#39;</span><span class="p">,</span> <span class="s1">&#39;script&#39;</span><span class="p">,</span> <span class="s1">&#39;files&#39;</span><span class="p">,</span>
<span class="s1">&#39;archives&#39;</span><span class="p">,</span> <span class="s1">&#39;program&#39;</span><span class="p">,</span> <span class="s1">&#39;cmdline&#39;</span><span class="p">,</span> <span class="s1">&#39;sql&#39;</span><span class="p">,</span> <span class="s1">&#39;where_clause&#39;</span><span class="p">,</span> <span class="s1">&#39;tags&#39;</span><span class="p">,</span>
<span class="s1">&#39;extract_query&#39;</span><span class="p">,</span> <span class="s1">&#39;boundary_query&#39;</span><span class="p">,</span> <span class="s1">&#39;macros&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="s1">&#39;parameters&#39;</span><span class="p">,</span>
<span class="s1">&#39;dbtap_id&#39;</span><span class="p">,</span> <span class="s1">&#39;hive_table&#39;</span><span class="p">,</span> <span class="s1">&#39;db_table&#39;</span><span class="p">,</span> <span class="s1">&#39;split_column&#39;</span><span class="p">,</span> <span class="s1">&#39;note_id&#39;</span><span class="p">,</span>
<span class="s1">&#39;db_update_keys&#39;</span><span class="p">,</span> <span class="s1">&#39;export_dir&#39;</span><span class="p">,</span> <span class="s1">&#39;partition_spec&#39;</span><span class="p">,</span> <span class="s1">&#39;qubole_conn_id&#39;</span><span class="p">,</span>
<span class="s1">&#39;arguments&#39;</span><span class="p">,</span> <span class="s1">&#39;user_program_arguments&#39;</span><span class="p">,</span> <span class="s1">&#39;cluster_label&#39;</span><span class="p">)</span> <span class="c1"># type: Iterable[str]</span></div>
<div class="viewcode-block" id="QuboleOperator.template_ext"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.template_ext">[docs]</a> <span class="n">template_ext</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;.txt&#39;</span><span class="p">,)</span> <span class="c1"># type: Iterable[str]</span></div>
<div class="viewcode-block" id="QuboleOperator.ui_color"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.ui_color">[docs]</a> <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">&#39;#3064A1&#39;</span></div>
<div class="viewcode-block" id="QuboleOperator.ui_fgcolor"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.ui_fgcolor">[docs]</a> <span class="n">ui_fgcolor</span> <span class="o">=</span> <span class="s1">&#39;#fff&#39;</span></div>
<span class="nd">@apply_defaults</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">qubole_conn_id</span><span class="o">=</span><span class="s2">&quot;qubole_default&quot;</span><span class="p">,</span> <span class="o">*</span><span class="n">args</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">args</span> <span class="o">=</span> <span class="n">args</span>
<span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span> <span class="o">=</span> <span class="n">kwargs</span>
<span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">[</span><span class="s1">&#39;qubole_conn_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">qubole_conn_id</span>
<span class="nb">super</span><span class="p">(</span><span class="n">QuboleOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">on_failure_callback</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">on_failure_callback</span> <span class="o">=</span> <span class="n">QuboleHook</span><span class="o">.</span><span class="n">handle_failure_retry</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">on_retry_callback</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">on_retry_callback</span> <span class="o">=</span> <span class="n">QuboleHook</span><span class="o">.</span><span class="n">handle_failure_retry</span>
<div class="viewcode-block" id="QuboleOperator.execute"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">()</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="p">)</span></div>
<div class="viewcode-block" id="QuboleOperator.on_kill"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.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="n">ti</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">get_hook</span><span class="p">()</span><span class="o">.</span><span class="n">kill</span><span class="p">(</span><span class="n">ti</span><span class="p">)</span></div>
<div class="viewcode-block" id="QuboleOperator.get_results"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.get_results">[docs]</a> <span class="k">def</span> <span class="nf">get_results</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ti</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">fp</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">inline</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">delim</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">fetch</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">()</span><span class="o">.</span><span class="n">get_results</span><span class="p">(</span><span class="n">ti</span><span class="p">,</span> <span class="n">fp</span><span class="p">,</span> <span class="n">inline</span><span class="p">,</span> <span class="n">delim</span><span class="p">,</span> <span class="n">fetch</span><span class="p">)</span></div>
<div class="viewcode-block" id="QuboleOperator.get_log"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.get_log">[docs]</a> <span class="k">def</span> <span class="nf">get_log</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ti</span><span class="p">):</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">()</span><span class="o">.</span><span class="n">get_log</span><span class="p">(</span><span class="n">ti</span><span class="p">)</span></div>
<div class="viewcode-block" id="QuboleOperator.get_jobs_id"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.get_jobs_id">[docs]</a> <span class="k">def</span> <span class="nf">get_jobs_id</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ti</span><span class="p">):</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">()</span><span class="o">.</span><span class="n">get_jobs_id</span><span class="p">(</span><span class="n">ti</span><span class="p">)</span></div>
<div class="viewcode-block" id="QuboleOperator.get_hook"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.get_hook">[docs]</a> <span class="k">def</span> <span class="nf">get_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="c1"># Reinitiating the hook, as some template fields might have changed</span>
<span class="k">return</span> <span class="n">QuboleHook</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">)</span></div>
<div class="viewcode-block" id="QuboleOperator.__getattribute__"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.__getattribute__">[docs]</a> <span class="k">def</span> <span class="nf">__getattribute__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span>
<span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">QuboleOperator</span><span class="o">.</span><span class="n">template_fields</span><span class="p">:</span>
<span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="s1">&#39;&#39;</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">return</span> <span class="nb">object</span><span class="o">.</span><span class="fm">__getattribute__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span></div>
<div class="viewcode-block" id="QuboleOperator.__setattr__"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator.__setattr__">[docs]</a> <span class="k">def</span> <span class="nf">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
<span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">QuboleOperator</span><span class="o">.</span><span class="n">template_fields</span><span class="p">:</span>
<span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span>
<span class="k">else</span><span class="p">:</span>
<span class="nb">object</span><span class="o">.</span><span class="fm">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span></div></div>
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