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| <h1>Source code for airflow.providers.google.cloud.transfers.gcs_to_bigquery</h1><div class="highlight"><pre> |
| <span></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">"""This module contains a Google Cloud Storage to BigQuery operator."""</span> |
| <span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span> |
| |
| <span class="kn">import</span> <span class="nn">json</span> |
| <span class="kn">import</span> <span class="nn">warnings</span> |
| <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">TYPE_CHECKING</span><span class="p">,</span> <span class="n">Sequence</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.providers.google.cloud.hooks.bigquery</span> <span class="kn">import</span> <span class="n">BigQueryHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.google.cloud.hooks.gcs</span> <span class="kn">import</span> <span class="n">GCSHook</span> |
| |
| <span class="k">if</span> <span class="n">TYPE_CHECKING</span><span class="p">:</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.context</span> <span class="kn">import</span> <span class="n">Context</span> |
| |
| |
| <div class="viewcode-block" id="GCSToBigQueryOperator"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/transfers/gcs_to_bigquery/index.html#airflow.providers.google.cloud.transfers.gcs_to_bigquery.GCSToBigQueryOperator">[docs]</a><span class="k">class</span> <span class="nc">GCSToBigQueryOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</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:GCSToBigQueryOperator`</span> |
| |
| <span class="sd"> :param bucket: The bucket to load from. (templated)</span> |
| <span class="sd"> :param source_objects: String or List of Google Cloud Storage URIs to load from. (templated)</span> |
| <span class="sd"> If source_format is 'DATASTORE_BACKUP', the list must only contain a single URI.</span> |
| <span class="sd"> :param destination_project_dataset_table: The dotted</span> |
| <span class="sd"> ``(<project>.|<project>:)<dataset>.<table>`` BigQuery table to load data into.</span> |
| <span class="sd"> If ``<project>`` is not included, project will be the project defined in</span> |
| <span class="sd"> the connection json. (templated)</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 'DATASTORE_BACKUP'.</span> |
| <span class="sd"> Parameter must be defined if 'schema_object' is null and autodetect is False.</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 'schema_fields' is null and autodetect is False.</span> |
| <span class="sd"> :param schema_object_bucket: [Optional] If set, the GCS bucket where the schema object</span> |
| <span class="sd"> template is stored. (templated) (Default: the value of ``bucket``)</span> |
| <span class="sd"> :param source_format: File format to export.</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"> :param create_disposition: The create disposition if the table doesn't exist.</span> |
| <span class="sd"> :param skip_leading_rows: Number of rows to skip when loading from a CSV.</span> |
| <span class="sd"> :param write_disposition: The write disposition if the table already exists.</span> |
| <span class="sd"> :param field_delimiter: The delimiter to use when loading from a CSV.</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"> :param quote_character: The value that is used to quote data sections in a CSV file.</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"> :param allow_quoted_newlines: Whether to allow quoted newlines (true) or not (false).</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"> :param encoding: The character encoding of the data. See:</span> |
| <span class="sd"> https://cloud.google.com/bigquery/docs/reference/rest/v2/jobs#configuration.query.tableDefinitions.(key).csvOptions.encoding</span> |
| <span class="sd"> https://cloud.google.com/bigquery/docs/reference/rest/v2/tables#externalDataConfiguration.csvOptions.encoding</span> |
| <span class="sd"> :param max_id_key: If set, the name of a column in the BigQuery table</span> |
| <span class="sd"> that'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"> :param delegate_to: The account to impersonate using domain-wide delegation of authority,</span> |
| <span class="sd"> if any. For this to work, the service account making the request must have</span> |
| <span class="sd"> domain-wide delegation enabled.</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"> :param src_fmt_configs: configure optional fields specific to the source format</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"> :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 'field' is not available in concurrency with</span> |
| <span class="sd"> dataset.table$partition.</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. BigQuery supports clustering for both partitioned and</span> |
| <span class="sd"> non-partitioned tables. The order of columns given determines the sort order.</span> |
| <span class="sd"> Not applicable for external tables.</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 set to True if 'schema_fields' and 'schema_object' are undefined.</span> |
| <span class="sd"> It is suggested to set to True if table are create outside of Airflow.</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"> "kmsKeyName": "projects/testp/locations/us/keyRings/test-kr/cryptoKeys/test-key"</span> |
| <span class="sd"> }</span> |
| <span class="sd"> :param location: [Optional] The geographic location of the job. Required except for US and EU.</span> |
| <span class="sd"> See details at https://cloud.google.com/bigquery/docs/locations#specifying_your_location</span> |
| <span class="sd"> :param impersonation_chain: Optional service account to impersonate using short-term</span> |
| <span class="sd"> credentials, or chained list of accounts required to get the access_token</span> |
| <span class="sd"> of the last account in the list, which will be impersonated in the request.</span> |
| <span class="sd"> If set as a string, the account must grant the originating account</span> |
| <span class="sd"> the Service Account Token Creator IAM role.</span> |
| <span class="sd"> If set as a sequence, the identities from the list must grant</span> |
| <span class="sd"> Service Account Token Creator IAM role to the directly preceding identity, with first</span> |
| <span class="sd"> account from the list granting this role to the originating account (templated).</span> |
| <span class="sd"> :param labels: [Optional] Labels for the BiqQuery table.</span> |
| <span class="sd"> :param description: [Optional] Description for the BigQuery table.</span> |
| <span class="sd"> """</span> |
| |
| <div class="viewcode-block" id="GCSToBigQueryOperator.template_fields"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/transfers/gcs_to_bigquery/index.html#airflow.providers.google.cloud.transfers.gcs_to_bigquery.GCSToBigQueryOperator.template_fields">[docs]</a> <span class="n">template_fields</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="s1">'bucket'</span><span class="p">,</span> |
| <span class="s1">'source_objects'</span><span class="p">,</span> |
| <span class="s1">'schema_object'</span><span class="p">,</span> |
| <span class="s1">'schema_object_bucket'</span><span class="p">,</span> |
| <span class="s1">'destination_project_dataset_table'</span><span class="p">,</span> |
| <span class="s1">'impersonation_chain'</span><span class="p">,</span></div> |
| <span class="p">)</span> |
| <div class="viewcode-block" id="GCSToBigQueryOperator.template_ext"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/transfers/gcs_to_bigquery/index.html#airflow.providers.google.cloud.transfers.gcs_to_bigquery.GCSToBigQueryOperator.template_ext">[docs]</a> <span class="n">template_ext</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="s1">'.sql'</span><span class="p">,)</span></div> |
| <div class="viewcode-block" id="GCSToBigQueryOperator.ui_color"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/transfers/gcs_to_bigquery/index.html#airflow.providers.google.cloud.transfers.gcs_to_bigquery.GCSToBigQueryOperator.ui_color">[docs]</a> <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">'#f0eee4'</span></div> |
| |
| <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="o">*</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">schema_object_bucket</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">'CSV'</span><span class="p">,</span> |
| <span class="n">compression</span><span class="o">=</span><span class="s1">'NONE'</span><span class="p">,</span> |
| <span class="n">create_disposition</span><span class="o">=</span><span class="s1">'CREATE_IF_NEEDED'</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">'WRITE_EMPTY'</span><span class="p">,</span> |
| <span class="n">field_delimiter</span><span class="o">=</span><span class="s1">','</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">encoding</span><span class="o">=</span><span class="s2">"UTF-8"</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">gcp_conn_id</span><span class="o">=</span><span class="s1">'google_cloud_default'</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="n">location</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">description</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> |
| <span class="p">):</span> |
| |
| <span class="nb">super</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">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="k">if</span> <span class="n">schema_object_bucket</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">schema_object_bucket</span> <span class="o">=</span> <span class="n">bucket</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">schema_object_bucket</span> <span class="o">=</span> <span class="n">schema_object_bucket</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">encoding</span> <span class="o">=</span> <span class="n">encoding</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">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">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> |
| <span class="bp">self</span><span class="o">.</span><span class="n">location</span> <span class="o">=</span> <span class="n">location</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span> <span class="o">=</span> <span class="n">impersonation_chain</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">labels</span> <span class="o">=</span> <span class="n">labels</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">description</span> <span class="o">=</span> <span class="n">description</span> |
| |
| <div class="viewcode-block" id="GCSToBigQueryOperator.execute"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/transfers/gcs_to_bigquery/index.html#airflow.providers.google.cloud.transfers.gcs_to_bigquery.GCSToBigQueryOperator.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">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">gcp_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">location</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">location</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</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">'DATASTORE_BACKUP'</span><span class="p">:</span> |
| <span class="n">gcs_hook</span> <span class="o">=</span> <span class="n">GCSHook</span><span class="p">(</span> |
| <span class="n">gcp_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">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="n">blob</span> <span class="o">=</span> <span class="n">gcs_hook</span><span class="o">.</span><span class="n">download</span><span class="p">(</span> |
| <span class="n">bucket_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">schema_object_bucket</span><span class="p">,</span> |
| <span class="n">object_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">schema_object</span><span class="p">,</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">blob</span><span class="o">.</span><span class="n">decode</span><span class="p">(</span><span class="s2">"utf-8"</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="bp">self</span><span class="o">.</span><span class="n">source_objects</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">source_objects</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">source_objects</span><span class="p">,</span> <span class="nb">list</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">source_objects</span><span class="p">]</span> |
| <span class="p">)</span> |
| <span class="n">source_uris</span> <span class="o">=</span> <span class="p">[</span><span class="sa">f</span><span class="s1">'gs://</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">bucket</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="n">source_object</span><span class="si">}</span><span class="s1">'</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="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">external_table</span><span class="p">:</span> |
| <span class="k">with</span> <span class="n">warnings</span><span class="o">.</span><span class="n">catch_warnings</span><span class="p">():</span> |
| <span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s2">"ignore"</span><span class="p">,</span> <span class="ne">DeprecationWarning</span><span class="p">)</span> |
| <span class="n">bq_hook</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">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">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">encoding</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">encoding</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="n">labels</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">labels</span><span class="p">,</span> |
| <span class="n">description</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">description</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">with</span> <span class="n">warnings</span><span class="o">.</span><span class="n">catch_warnings</span><span class="p">():</span> |
| <span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s2">"ignore"</span><span class="p">,</span> <span class="ne">DeprecationWarning</span><span class="p">)</span> |
| <span class="n">bq_hook</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">encoding</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">encoding</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="n">labels</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">labels</span><span class="p">,</span> |
| <span class="n">description</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">description</span><span class="p">,</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">select_command</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'SELECT MAX(</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">max_id_key</span><span class="si">}</span><span class="s1">) FROM `</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">destination_project_dataset_table</span><span class="si">}</span><span class="s1">`'</span> |
| <span class="k">with</span> <span class="n">warnings</span><span class="o">.</span><span class="n">catch_warnings</span><span class="p">():</span> |
| <span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s2">"ignore"</span><span class="p">,</span> <span class="ne">DeprecationWarning</span><span class="p">)</span> |
| <span class="n">job_id</span> <span class="o">=</span> <span class="n">bq_hook</span><span class="o">.</span><span class="n">run_query</span><span class="p">(</span> |
| <span class="n">sql</span><span class="o">=</span><span class="n">select_command</span><span class="p">,</span> |
| <span class="n">location</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">location</span><span class="p">,</span> |
| <span class="n">use_legacy_sql</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="n">result</span> <span class="o">=</span> <span class="n">bq_hook</span><span class="o">.</span><span class="n">get_job</span><span class="p">(</span><span class="n">job_id</span><span class="o">=</span><span class="n">job_id</span><span class="p">,</span> <span class="n">location</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">location</span><span class="p">)</span><span class="o">.</span><span class="n">result</span><span class="p">()</span> |
| <span class="n">row</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">result</span><span class="p">),</span> <span class="kc">None</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">row</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="sa">f</span><span class="s2">"The </span><span class="si">{</span><span class="n">select_command</span><span class="si">}</span><span class="s2"> returned no rows!"</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="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">'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">'</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="p">)</span> |
| <span class="k">return</span> <span class="n">max_id</span></div></div> |
| </pre></div> |
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