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<h1>Source code for airflow.contrib.operators.gcs_to_bq</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">import</span> <span class="nn">json</span>
<span class="kn">from</span> <span class="nn">airflow.contrib.hooks.gcs_hook</span> <span class="k">import</span> <span class="n">GoogleCloudStorageHook</span>
<span class="kn">from</span> <span class="nn">airflow.contrib.hooks.bigquery_hook</span> <span class="k">import</span> <span class="n">BigQueryHook</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>
<div class="viewcode-block" id="GoogleCloudStorageToBigQueryOperator"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/gcs_to_bq/index.html#airflow.contrib.operators.gcs_to_bq.GoogleCloudStorageToBigQueryOperator">[docs]</a><span class="k">class</span> <span class="nc">GoogleCloudStorageToBigQueryOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Loads files from Google cloud storage into BigQuery.</span>
<span class="sd"> The schema to be used for the BigQuery table may be specified in one of</span>
<span class="sd"> two ways. You may either directly pass the schema fields in, or you may</span>
<span class="sd"> point the operator to a Google cloud storage object name. The object in</span>
<span class="sd"> Google cloud storage must be a JSON file with the schema fields in it.</span>
<span class="sd"> .. seealso::</span>
<span class="sd"> For more information on how to use this operator, take a look at the guide:</span>
<span class="sd"> :ref:`howto/operator:GoogleCloudStorageToBigQueryOperator`</span>
<span class="sd"> :param bucket: The bucket to load from. (templated)</span>
<span class="sd"> :type bucket: str</span>
<span class="sd"> :param source_objects: List of Google cloud storage URIs to load from. (templated)</span>
<span class="sd"> If source_format is &#39;DATASTORE_BACKUP&#39;, the list must only contain a single URI.</span>
<span class="sd"> :type source_objects: list[str]</span>
<span class="sd"> :param destination_project_dataset_table: The dotted</span>
<span class="sd"> ``(&lt;project&gt;.|&lt;project&gt;:)&lt;dataset&gt;.&lt;table&gt;`` BigQuery table to load data into.</span>
<span class="sd"> If ``&lt;project&gt;`` is not included, project will be the project defined in</span>
<span class="sd"> the connection json. (templated)</span>
<span class="sd"> :type destination_project_dataset_table: str</span>
<span class="sd"> :param schema_fields: If set, the schema field list as defined here:</span>
<span class="sd"> https://cloud.google.com/bigquery/docs/reference/v2/jobs#configuration.load</span>
<span class="sd"> Should not be set when source_format is &#39;DATASTORE_BACKUP&#39;.</span>
<span class="sd"> Parameter must be defined if &#39;schema_object&#39; is null and autodetect is False.</span>
<span class="sd"> :type schema_fields: list</span>
<span class="sd"> :param schema_object: If set, a GCS object path pointing to a .json file that</span>
<span class="sd"> contains the schema for the table. (templated)</span>
<span class="sd"> Parameter must be defined if &#39;schema_fields&#39; is null and autodetect is False.</span>
<span class="sd"> :type schema_object: str</span>
<span class="sd"> :param source_format: File format to export.</span>
<span class="sd"> :type source_format: str</span>
<span class="sd"> :param compression: [Optional] The compression type of the data source.</span>
<span class="sd"> Possible values include GZIP and NONE.</span>
<span class="sd"> The default value is NONE.</span>
<span class="sd"> This setting is ignored for Google Cloud Bigtable,</span>
<span class="sd"> Google Cloud Datastore backups and Avro formats.</span>
<span class="sd"> :type compression: str</span>
<span class="sd"> :param create_disposition: The create disposition if the table doesn&#39;t exist.</span>
<span class="sd"> :type create_disposition: str</span>
<span class="sd"> :param skip_leading_rows: Number of rows to skip when loading from a CSV.</span>
<span class="sd"> :type skip_leading_rows: int</span>
<span class="sd"> :param write_disposition: The write disposition if the table already exists.</span>
<span class="sd"> :type write_disposition: str</span>
<span class="sd"> :param field_delimiter: The delimiter to use when loading from a CSV.</span>
<span class="sd"> :type field_delimiter: str</span>
<span class="sd"> :param max_bad_records: The maximum number of bad records that BigQuery can</span>
<span class="sd"> ignore when running the job.</span>
<span class="sd"> :type max_bad_records: int</span>
<span class="sd"> :param quote_character: The value that is used to quote data sections in a CSV file.</span>
<span class="sd"> :type quote_character: str</span>
<span class="sd"> :param ignore_unknown_values: [Optional] Indicates if BigQuery should allow</span>
<span class="sd"> extra values that are not represented in the table schema.</span>
<span class="sd"> If true, the extra values are ignored. If false, records with extra columns</span>
<span class="sd"> are treated as bad records, and if there are too many bad records, an</span>
<span class="sd"> invalid error is returned in the job result.</span>
<span class="sd"> :type ignore_unknown_values: bool</span>
<span class="sd"> :param allow_quoted_newlines: Whether to allow quoted newlines (true) or not (false).</span>
<span class="sd"> :type allow_quoted_newlines: bool</span>
<span class="sd"> :param allow_jagged_rows: Accept rows that are missing trailing optional columns.</span>
<span class="sd"> The missing values are treated as nulls. If false, records with missing trailing</span>
<span class="sd"> columns are treated as bad records, and if there are too many bad records, an</span>
<span class="sd"> invalid error is returned in the job result. Only applicable to CSV, ignored</span>
<span class="sd"> for other formats.</span>
<span class="sd"> :type allow_jagged_rows: bool</span>
<span class="sd"> :param max_id_key: If set, the name of a column in the BigQuery table</span>
<span class="sd"> that&#39;s to be loaded. This will be used to select the MAX value from</span>
<span class="sd"> BigQuery after the load occurs. The results will be returned by the</span>
<span class="sd"> execute() command, which in turn gets stored in XCom for future</span>
<span class="sd"> operators to use. This can be helpful with incremental loads--during</span>
<span class="sd"> future executions, you can pick up from the max ID.</span>
<span class="sd"> :type max_id_key: str</span>
<span class="sd"> :param bigquery_conn_id: Reference to a specific BigQuery hook.</span>
<span class="sd"> :type bigquery_conn_id: str</span>
<span class="sd"> :param google_cloud_storage_conn_id: Reference to a specific Google</span>
<span class="sd"> cloud storage hook.</span>
<span class="sd"> :type google_cloud_storage_conn_id: str</span>
<span class="sd"> :param delegate_to: The account to impersonate, if any. For this to</span>
<span class="sd"> 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 schema_update_options: Allows the schema of the destination</span>
<span class="sd"> table to be updated as a side effect of the load job.</span>
<span class="sd"> :type schema_update_options: list</span>
<span class="sd"> :param src_fmt_configs: configure optional fields specific to the source format</span>
<span class="sd"> :type src_fmt_configs: dict</span>
<span class="sd"> :param external_table: Flag to specify if the destination table should be</span>
<span class="sd"> a BigQuery external table. Default Value is False.</span>
<span class="sd"> :type external_table: bool</span>
<span class="sd"> :param time_partitioning: configure optional time partitioning fields i.e.</span>
<span class="sd"> partition by field, type and expiration as per API specifications.</span>
<span class="sd"> Note that &#39;field&#39; is not available in concurrency with</span>
<span class="sd"> dataset.table$partition.</span>
<span class="sd"> :type time_partitioning: dict</span>
<span class="sd"> :param cluster_fields: Request that the result of this load be stored sorted</span>
<span class="sd"> by one or more columns. This is only available in conjunction with</span>
<span class="sd"> time_partitioning. The order of columns given determines the sort order.</span>
<span class="sd"> Not applicable for external tables.</span>
<span class="sd"> :type cluster_fields: list[str]</span>
<span class="sd"> :param autodetect: [Optional] Indicates if we should automatically infer the</span>
<span class="sd"> options and schema for CSV and JSON sources. (Default: ``True``).</span>
<span class="sd"> Parameter must be setted to True if &#39;schema_fields&#39; and &#39;schema_object&#39; are undefined.</span>
<span class="sd"> It is suggested to set to True if table are create outside of Airflow.</span>
<span class="sd"> :type autodetect: bool</span>
<span class="sd"> :param encryption_configuration: [Optional] Custom encryption configuration (e.g., Cloud KMS keys).</span>
<span class="sd"> **Example**: ::</span>
<span class="sd"> encryption_configuration = {</span>
<span class="sd"> &quot;kmsKeyName&quot;: &quot;projects/testp/locations/us/keyRings/test-kr/cryptoKeys/test-key&quot;</span>
<span class="sd"> }</span>
<span class="sd"> :type encryption_configuration: dict</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="GoogleCloudStorageToBigQueryOperator.template_fields"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/gcs_to_bq/index.html#airflow.contrib.operators.gcs_to_bq.GoogleCloudStorageToBigQueryOperator.template_fields">[docs]</a> <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;bucket&#39;</span><span class="p">,</span> <span class="s1">&#39;source_objects&#39;</span><span class="p">,</span>
<span class="s1">&#39;schema_object&#39;</span><span class="p">,</span> <span class="s1">&#39;destination_project_dataset_table&#39;</span><span class="p">)</span></div>
<div class="viewcode-block" id="GoogleCloudStorageToBigQueryOperator.template_ext"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/gcs_to_bq/index.html#airflow.contrib.operators.gcs_to_bq.GoogleCloudStorageToBigQueryOperator.template_ext">[docs]</a> <span class="n">template_ext</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;.sql&#39;</span><span class="p">,)</span></div>
<div class="viewcode-block" id="GoogleCloudStorageToBigQueryOperator.ui_color"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/gcs_to_bq/index.html#airflow.contrib.operators.gcs_to_bq.GoogleCloudStorageToBigQueryOperator.ui_color">[docs]</a> <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">&#39;#f0eee4&#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">bucket</span><span class="p">,</span>
<span class="n">source_objects</span><span class="p">,</span>
<span class="n">destination_project_dataset_table</span><span class="p">,</span>
<span class="n">schema_fields</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">schema_object</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">source_format</span><span class="o">=</span><span class="s1">&#39;CSV&#39;</span><span class="p">,</span>
<span class="n">compression</span><span class="o">=</span><span class="s1">&#39;NONE&#39;</span><span class="p">,</span>
<span class="n">create_disposition</span><span class="o">=</span><span class="s1">&#39;CREATE_IF_NEEDED&#39;</span><span class="p">,</span>
<span class="n">skip_leading_rows</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
<span class="n">write_disposition</span><span class="o">=</span><span class="s1">&#39;WRITE_EMPTY&#39;</span><span class="p">,</span>
<span class="n">field_delimiter</span><span class="o">=</span><span class="s1">&#39;,&#39;</span><span class="p">,</span>
<span class="n">max_bad_records</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
<span class="n">quote_character</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">ignore_unknown_values</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="n">allow_quoted_newlines</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="n">allow_jagged_rows</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="n">max_id_key</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">bigquery_conn_id</span><span class="o">=</span><span class="s1">&#39;bigquery_default&#39;</span><span class="p">,</span>
<span class="n">google_cloud_storage_conn_id</span><span class="o">=</span><span class="s1">&#39;google_cloud_default&#39;</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">schema_update_options</span><span class="o">=</span><span class="p">(),</span>
<span class="n">src_fmt_configs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">external_table</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="n">time_partitioning</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">cluster_fields</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">autodetect</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
<span class="n">encryption_configuration</span><span class="o">=</span><span class="kc">None</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">GoogleCloudStorageToBigQueryOperator</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="c1"># GCS config</span>
<span class="k">if</span> <span class="n">src_fmt_configs</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">src_fmt_configs</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">if</span> <span class="n">time_partitioning</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="n">time_partitioning</span> <span class="o">=</span> <span class="p">{}</span>
<span class="bp">self</span><span class="o">.</span><span class="n">bucket</span> <span class="o">=</span> <span class="n">bucket</span>
<span class="bp">self</span><span class="o">.</span><span class="n">source_objects</span> <span class="o">=</span> <span class="n">source_objects</span>
<span class="bp">self</span><span class="o">.</span><span class="n">schema_object</span> <span class="o">=</span> <span class="n">schema_object</span>
<span class="c1"># BQ config</span>
<span class="bp">self</span><span class="o">.</span><span class="n">destination_project_dataset_table</span> <span class="o">=</span> <span class="n">destination_project_dataset_table</span>
<span class="bp">self</span><span class="o">.</span><span class="n">schema_fields</span> <span class="o">=</span> <span class="n">schema_fields</span>
<span class="bp">self</span><span class="o">.</span><span class="n">source_format</span> <span class="o">=</span> <span class="n">source_format</span>
<span class="bp">self</span><span class="o">.</span><span class="n">compression</span> <span class="o">=</span> <span class="n">compression</span>
<span class="bp">self</span><span class="o">.</span><span class="n">create_disposition</span> <span class="o">=</span> <span class="n">create_disposition</span>
<span class="bp">self</span><span class="o">.</span><span class="n">skip_leading_rows</span> <span class="o">=</span> <span class="n">skip_leading_rows</span>
<span class="bp">self</span><span class="o">.</span><span class="n">write_disposition</span> <span class="o">=</span> <span class="n">write_disposition</span>
<span class="bp">self</span><span class="o">.</span><span class="n">field_delimiter</span> <span class="o">=</span> <span class="n">field_delimiter</span>
<span class="bp">self</span><span class="o">.</span><span class="n">max_bad_records</span> <span class="o">=</span> <span class="n">max_bad_records</span>
<span class="bp">self</span><span class="o">.</span><span class="n">quote_character</span> <span class="o">=</span> <span class="n">quote_character</span>
<span class="bp">self</span><span class="o">.</span><span class="n">ignore_unknown_values</span> <span class="o">=</span> <span class="n">ignore_unknown_values</span>
<span class="bp">self</span><span class="o">.</span><span class="n">allow_quoted_newlines</span> <span class="o">=</span> <span class="n">allow_quoted_newlines</span>
<span class="bp">self</span><span class="o">.</span><span class="n">allow_jagged_rows</span> <span class="o">=</span> <span class="n">allow_jagged_rows</span>
<span class="bp">self</span><span class="o">.</span><span class="n">external_table</span> <span class="o">=</span> <span class="n">external_table</span>
<span class="bp">self</span><span class="o">.</span><span class="n">max_id_key</span> <span class="o">=</span> <span class="n">max_id_key</span>
<span class="bp">self</span><span class="o">.</span><span class="n">bigquery_conn_id</span> <span class="o">=</span> <span class="n">bigquery_conn_id</span>
<span class="bp">self</span><span class="o">.</span><span class="n">google_cloud_storage_conn_id</span> <span class="o">=</span> <span class="n">google_cloud_storage_conn_id</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">schema_update_options</span> <span class="o">=</span> <span class="n">schema_update_options</span>
<span class="bp">self</span><span class="o">.</span><span class="n">src_fmt_configs</span> <span class="o">=</span> <span class="n">src_fmt_configs</span>
<span class="bp">self</span><span class="o">.</span><span class="n">time_partitioning</span> <span class="o">=</span> <span class="n">time_partitioning</span>
<span class="bp">self</span><span class="o">.</span><span class="n">cluster_fields</span> <span class="o">=</span> <span class="n">cluster_fields</span>
<span class="bp">self</span><span class="o">.</span><span class="n">autodetect</span> <span class="o">=</span> <span class="n">autodetect</span>
<span class="bp">self</span><span class="o">.</span><span class="n">encryption_configuration</span> <span class="o">=</span> <span class="n">encryption_configuration</span>
<div class="viewcode-block" id="GoogleCloudStorageToBigQueryOperator.execute"><a class="viewcode-back" href="../../../../_api/airflow/contrib/operators/gcs_to_bq/index.html#airflow.contrib.operators.gcs_to_bq.GoogleCloudStorageToBigQueryOperator.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">bq_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">bigquery_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="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">schema_fields</span><span class="p">:</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">schema_object</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">source_format</span> <span class="o">!=</span> <span class="s1">&#39;DATASTORE_BACKUP&#39;</span><span class="p">:</span>
<span class="n">gcs_hook</span> <span class="o">=</span> <span class="n">GoogleCloudStorageHook</span><span class="p">(</span>
<span class="n">google_cloud_storage_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">google_cloud_storage_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">schema_fields</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">gcs_hook</span><span class="o">.</span><span class="n">download</span><span class="p">(</span>
<span class="bp">self</span><span class="o">.</span><span class="n">bucket</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">schema_object</span><span class="p">)</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">&quot;utf-8&quot;</span><span class="p">))</span>
<span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">schema_object</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">autodetect</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;At least one of `schema_fields`, `schema_object`, &#39;</span>
<span class="s1">&#39;or `autodetect` must be passed.&#39;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">schema_fields</span> <span class="o">=</span> <span class="kc">None</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">schema_fields</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">schema_fields</span>
<span class="n">source_uris</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;gs://</span><span class="si">{}</span><span class="s1">/</span><span class="si">{}</span><span class="s1">&#39;</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">bucket</span><span class="p">,</span> <span class="n">source_object</span><span class="p">)</span>
<span class="k">for</span> <span class="n">source_object</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">source_objects</span><span class="p">]</span>
<span class="n">conn</span> <span class="o">=</span> <span class="n">bq_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="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">external_table</span><span class="p">:</span>
<span class="n">cursor</span><span class="o">.</span><span class="n">create_external_table</span><span class="p">(</span>
<span class="n">external_project_dataset_table</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">destination_project_dataset_table</span><span class="p">,</span>
<span class="n">schema_fields</span><span class="o">=</span><span class="n">schema_fields</span><span class="p">,</span>
<span class="n">source_uris</span><span class="o">=</span><span class="n">source_uris</span><span class="p">,</span>
<span class="n">source_format</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">source_format</span><span class="p">,</span>
<span class="n">compression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">compression</span><span class="p">,</span>
<span class="n">skip_leading_rows</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">skip_leading_rows</span><span class="p">,</span>
<span class="n">field_delimiter</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">field_delimiter</span><span class="p">,</span>
<span class="n">max_bad_records</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">max_bad_records</span><span class="p">,</span>
<span class="n">quote_character</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">quote_character</span><span class="p">,</span>
<span class="n">ignore_unknown_values</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ignore_unknown_values</span><span class="p">,</span>
<span class="n">allow_quoted_newlines</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">allow_quoted_newlines</span><span class="p">,</span>
<span class="n">allow_jagged_rows</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">allow_jagged_rows</span><span class="p">,</span>
<span class="n">src_fmt_configs</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">src_fmt_configs</span><span class="p">,</span>
<span class="n">encryption_configuration</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">encryption_configuration</span>
<span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">cursor</span><span class="o">.</span><span class="n">run_load</span><span class="p">(</span>
<span class="n">destination_project_dataset_table</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">destination_project_dataset_table</span><span class="p">,</span>
<span class="n">schema_fields</span><span class="o">=</span><span class="n">schema_fields</span><span class="p">,</span>
<span class="n">source_uris</span><span class="o">=</span><span class="n">source_uris</span><span class="p">,</span>
<span class="n">source_format</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">source_format</span><span class="p">,</span>
<span class="n">autodetect</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">autodetect</span><span class="p">,</span>
<span class="n">create_disposition</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">create_disposition</span><span class="p">,</span>
<span class="n">skip_leading_rows</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">skip_leading_rows</span><span class="p">,</span>
<span class="n">write_disposition</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">write_disposition</span><span class="p">,</span>
<span class="n">field_delimiter</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">field_delimiter</span><span class="p">,</span>
<span class="n">max_bad_records</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">max_bad_records</span><span class="p">,</span>
<span class="n">quote_character</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">quote_character</span><span class="p">,</span>
<span class="n">ignore_unknown_values</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">ignore_unknown_values</span><span class="p">,</span>
<span class="n">allow_quoted_newlines</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">allow_quoted_newlines</span><span class="p">,</span>
<span class="n">allow_jagged_rows</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">allow_jagged_rows</span><span class="p">,</span>
<span class="n">schema_update_options</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">schema_update_options</span><span class="p">,</span>
<span class="n">src_fmt_configs</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">src_fmt_configs</span><span class="p">,</span>
<span class="n">time_partitioning</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">time_partitioning</span><span class="p">,</span>
<span class="n">cluster_fields</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cluster_fields</span><span class="p">,</span>
<span class="n">encryption_configuration</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">encryption_configuration</span><span class="p">)</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_id_key</span><span class="p">:</span>
<span class="n">cursor</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s1">&#39;SELECT MAX(</span><span class="si">{}</span><span class="s1">) FROM </span><span class="si">{}</span><span class="s1">&#39;</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">max_id_key</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">destination_project_dataset_table</span><span class="p">))</span>
<span class="n">row</span> <span class="o">=</span> <span class="n">cursor</span><span class="o">.</span><span class="n">fetchone</span><span class="p">()</span>
<span class="n">max_id</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">if</span> <span class="n">row</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">else</span> <span class="mi">0</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">&#39;Loaded BQ data with max </span><span class="si">%s</span><span class="s1">.</span><span class="si">%s</span><span class="s1">=</span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span>
<span class="bp">self</span><span class="o">.</span><span class="n">destination_project_dataset_table</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_id_key</span><span class="p">,</span> <span class="n">max_id</span>
<span class="p">)</span>
<span class="k">return</span> <span class="n">max_id</span></div></div>
</pre></div>
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