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| <h1>Source code for airflow.contrib.operators.bigquery_to_mysql_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"># "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="sd">"""</span> |
| <span class="sd">This module contains a Google BigQuery to MySQL operator.</span> |
| <span class="sd">"""</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.bigquery_hook</span> <span class="kn">import</span> <span class="n">BigQueryHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="kn">import</span> <span class="n">apply_defaults</span> |
| <span class="kn">from</span> <span class="nn">airflow.hooks.mysql_hook</span> <span class="kn">import</span> <span class="n">MySqlHook</span> |
| |
| |
| <div class="viewcode-block" id="BigQueryToMySqlOperator"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/bigquery_to_mysql_operator/index.html#airflow.contrib.operators.bigquery_to_mysql_operator.BigQueryToMySqlOperator">[docs]</a><span class="k">class</span> <span class="nc">BigQueryToMySqlOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Fetches the data from a BigQuery table (alternatively fetch data for selected columns)</span> |
| <span class="sd"> and insert that data into a MySQL table.</span> |
| |
| |
| <span class="sd"> .. note::</span> |
| <span class="sd"> If you pass fields to ``selected_fields`` which are in different order than the</span> |
| <span class="sd"> order of columns already in</span> |
| <span class="sd"> BQ table, the data will still be in the order of BQ table.</span> |
| <span class="sd"> For example if the BQ table has 3 columns as</span> |
| <span class="sd"> ``[A,B,C]`` and you pass 'B,A' in the ``selected_fields``</span> |
| <span class="sd"> the data would still be of the form ``'A,B'`` and passed through this form</span> |
| <span class="sd"> to MySQL</span> |
| |
| <span class="sd"> **Example**: ::</span> |
| |
| <span class="sd"> transfer_data = BigQueryToMySqlOperator(</span> |
| <span class="sd"> task_id='task_id',</span> |
| <span class="sd"> dataset_table='origin_bq_table',</span> |
| <span class="sd"> mysql_table='dest_table_name',</span> |
| <span class="sd"> replace=True,</span> |
| <span class="sd"> )</span> |
| |
| <span class="sd"> :param dataset_table: A dotted ``<dataset>.<table>``: the big query table of origin</span> |
| <span class="sd"> :type dataset_table: str</span> |
| <span class="sd"> :param max_results: The maximum number of records (rows) to be fetched</span> |
| <span class="sd"> from the table. (templated)</span> |
| <span class="sd"> :type max_results: str</span> |
| <span class="sd"> :param selected_fields: List of fields to return (comma-separated). If</span> |
| <span class="sd"> unspecified, all fields are returned.</span> |
| <span class="sd"> :type selected_fields: str</span> |
| <span class="sd"> :param gcp_conn_id: reference to a specific GCP hook.</span> |
| <span class="sd"> :type gcp_conn_id: str</span> |
| <span class="sd"> :param delegate_to: The account to impersonate, if any.</span> |
| <span class="sd"> For this to work, the service account making the request must have domain-wide</span> |
| <span class="sd"> delegation enabled.</span> |
| <span class="sd"> :type delegate_to: str</span> |
| <span class="sd"> :param mysql_conn_id: reference to a specific mysql hook</span> |
| <span class="sd"> :type mysql_conn_id: str</span> |
| <span class="sd"> :param database: name of database which overwrite defined one in connection</span> |
| <span class="sd"> :type database: str</span> |
| <span class="sd"> :param replace: Whether to replace instead of insert</span> |
| <span class="sd"> :type replace: bool</span> |
| <span class="sd"> :param batch_size: The number of rows to take in each batch</span> |
| <span class="sd"> :type batch_size: int</span> |
| <span class="sd"> """</span> |
| <div class="viewcode-block" id="BigQueryToMySqlOperator.template_fields"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/bigquery_to_mysql_operator/index.html#airflow.contrib.operators.bigquery_to_mysql_operator.BigQueryToMySqlOperator.template_fields">[docs]</a> <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s1">'dataset_id'</span><span class="p">,</span> <span class="s1">'table_id'</span><span class="p">,</span> <span class="s1">'mysql_table'</span><span class="p">)</span></div> |
| |
| <span class="nd">@apply_defaults</span> |
| <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> |
| <span class="n">dataset_table</span><span class="p">,</span> |
| <span class="n">mysql_table</span><span class="p">,</span> |
| <span class="n">selected_fields</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">gcp_conn_id</span><span class="o">=</span><span class="s1">'google_cloud_default'</span><span class="p">,</span> |
| <span class="n">mysql_conn_id</span><span class="o">=</span><span class="s1">'mysql_default'</span><span class="p">,</span> |
| <span class="n">database</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">delegate_to</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">replace</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> |
| <span class="n">batch_size</span><span class="o">=</span><span class="mi">1000</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="nb">super</span><span class="p">(</span><span class="n">BigQueryToMySqlOperator</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="bp">self</span><span class="o">.</span><span class="n">selected_fields</span> <span class="o">=</span> <span class="n">selected_fields</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">mysql_conn_id</span> <span class="o">=</span> <span class="n">mysql_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="n">database</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">mysql_table</span> <span class="o">=</span> <span class="n">mysql_table</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">replace</span> <span class="o">=</span> <span class="n">replace</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span> <span class="o">=</span> <span class="n">delegate_to</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">batch_size</span> <span class="o">=</span> <span class="n">batch_size</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">dataset_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table_id</span> <span class="o">=</span> <span class="n">dataset_table</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">'.'</span><span class="p">)</span> |
| <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">'Could not parse </span><span class="si">{}</span><span class="s1"> as <dataset>.<table>'</span> |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dataset_table</span><span class="p">))</span> |
| |
| <div class="viewcode-block" id="BigQueryToMySqlOperator._bq_get_data"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/bigquery_to_mysql_operator/index.html#airflow.contrib.operators.bigquery_to_mysql_operator.BigQueryToMySqlOperator._bq_get_data">[docs]</a> <span class="k">def</span> <span class="nf">_bq_get_data</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">info</span><span class="p">(</span><span class="s1">'Fetching Data from:'</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">'Dataset: </span><span class="si">%s</span><span class="s1"> ; Table: </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">dataset_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table_id</span><span class="p">)</span> |
| |
| <span class="n">hook</span> <span class="o">=</span> <span class="n">BigQueryHook</span><span class="p">(</span><span class="n">bigquery_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span><span class="p">,</span> |
| <span class="n">delegate_to</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span><span class="p">)</span> |
| |
| <span class="n">conn</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> |
| <span class="n">cursor</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span> |
| <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span> |
| <span class="k">while</span> <span class="kc">True</span><span class="p">:</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="n">cursor</span><span class="o">.</span><span class="n">get_tabledata</span><span class="p">(</span><span class="n">dataset_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dataset_id</span><span class="p">,</span> |
| <span class="n">table_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">table_id</span><span class="p">,</span> |
| <span class="n">max_results</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">batch_size</span><span class="p">,</span> |
| <span class="n">selected_fields</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">selected_fields</span><span class="p">,</span> |
| <span class="n">start_index</span><span class="o">=</span><span class="n">i</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">batch_size</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="s1">'rows'</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span> |
| <span class="n">rows</span> <span class="o">=</span> <span class="n">response</span><span class="p">[</span><span class="s1">'rows'</span><span class="p">]</span> |
| <span class="k">else</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">'Job Finished'</span><span class="p">)</span> |
| <span class="k">return</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">'Total Extracted rows: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">rows</span><span class="p">)</span> <span class="o">+</span> <span class="n">i</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">batch_size</span><span class="p">)</span> |
| |
| <span class="n">table_data</span> <span class="o">=</span> <span class="p">[]</span> |
| <span class="k">for</span> <span class="n">dict_row</span> <span class="ow">in</span> <span class="n">rows</span><span class="p">:</span> |
| <span class="n">single_row</span> <span class="o">=</span> <span class="p">[]</span> |
| <span class="k">for</span> <span class="n">fields</span> <span class="ow">in</span> <span class="n">dict_row</span><span class="p">[</span><span class="s1">'f'</span><span class="p">]:</span> |
| <span class="n">single_row</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fields</span><span class="p">[</span><span class="s1">'v'</span><span class="p">])</span> |
| <span class="n">table_data</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">single_row</span><span class="p">)</span> |
| |
| <span class="k">yield</span> <span class="n">table_data</span> |
| <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span></div> |
| |
| <div class="viewcode-block" id="BigQueryToMySqlOperator.execute"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/bigquery_to_mysql_operator/index.html#airflow.contrib.operators.bigquery_to_mysql_operator.BigQueryToMySqlOperator.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="n">mysql_hook</span> <span class="o">=</span> <span class="n">MySqlHook</span><span class="p">(</span><span class="n">schema</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">,</span> <span class="n">mysql_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">mysql_conn_id</span><span class="p">)</span> |
| <span class="k">for</span> <span class="n">rows</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_bq_get_data</span><span class="p">():</span> |
| <span class="n">mysql_hook</span><span class="o">.</span><span class="n">insert_rows</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">mysql_table</span><span class="p">,</span> <span class="n">rows</span><span class="p">,</span> <span class="n">replace</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">replace</span><span class="p">)</span></div></div> |
| </pre></div> |
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