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| <h1>Source code for airflow.providers.databricks.operators.databricks_sql</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="c1">#</span> |
| <span class="sd">"""This module contains Databricks operators."""</span> |
| |
| <span class="kn">import</span> <span class="nn">csv</span> |
| <span class="kn">import</span> <span class="nn">json</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">Any</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Union</span><span class="p">,</span> <span class="n">cast</span> |
| |
| <span class="kn">from</span> <span class="nn">databricks.sql.utils</span> <span class="kn">import</span> <span class="n">ParamEscaper</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</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.common.sql.hooks.sql</span> <span class="kn">import</span> <span class="n">fetch_all_handler</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.databricks.hooks.databricks_sql</span> <span class="kn">import</span> <span class="n">DatabricksSqlHook</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="DatabricksSqlOperator"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.DatabricksSqlOperator">[docs]</a><span class="k">class</span> <span class="nc">DatabricksSqlOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Executes SQL code in a Databricks SQL endpoint or a Databricks cluster</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:DatabricksSqlOperator`</span> |
| |
| <span class="sd"> :param databricks_conn_id: Reference to</span> |
| <span class="sd"> :ref:`Databricks connection id<howto/connection:databricks>` (templated)</span> |
| <span class="sd"> :param http_path: Optional string specifying HTTP path of Databricks SQL Endpoint or cluster.</span> |
| <span class="sd"> If not specified, it should be either specified in the Databricks connection's extra parameters,</span> |
| <span class="sd"> or ``sql_endpoint_name`` must be specified.</span> |
| <span class="sd"> :param sql_endpoint_name: Optional name of Databricks SQL Endpoint. If not specified, ``http_path`` must</span> |
| <span class="sd"> be provided as described above.</span> |
| <span class="sd"> :param sql: the SQL code to be executed as a single string, or</span> |
| <span class="sd"> a list of str (sql statements), or a reference to a template file. (templated)</span> |
| <span class="sd"> Template references are recognized by str ending in '.sql'</span> |
| <span class="sd"> :param parameters: (optional) the parameters to render the SQL query with.</span> |
| <span class="sd"> :param session_configuration: An optional dictionary of Spark session parameters. Defaults to None.</span> |
| <span class="sd"> If not specified, it could be specified in the Databricks connection's extra parameters.</span> |
| <span class="sd"> :param client_parameters: Additional parameters internal to Databricks SQL Connector parameters</span> |
| <span class="sd"> :param http_headers: An optional list of (k, v) pairs that will be set as HTTP headers on every request.</span> |
| <span class="sd"> (templated)</span> |
| <span class="sd"> :param catalog: An optional initial catalog to use. Requires DBR version 9.0+ (templated)</span> |
| <span class="sd"> :param schema: An optional initial schema to use. Requires DBR version 9.0+ (templated)</span> |
| <span class="sd"> :param output_path: optional string specifying the file to which write selected data. (templated)</span> |
| <span class="sd"> :param output_format: format of output data if ``output_path` is specified.</span> |
| <span class="sd"> Possible values are ``csv``, ``json``, ``jsonl``. Default is ``csv``.</span> |
| <span class="sd"> :param csv_params: parameters that will be passed to the ``csv.DictWriter`` class used to write CSV data.</span> |
| <span class="sd"> :param do_xcom_push: If True, then the result of SQL executed will be pushed to an XCom.</span> |
| <span class="sd"> """</span> |
| |
| <div class="viewcode-block" id="DatabricksSqlOperator.template_fields"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.DatabricksSqlOperator.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">'sql'</span><span class="p">,</span> |
| <span class="s1">'_output_path'</span><span class="p">,</span> |
| <span class="s1">'schema'</span><span class="p">,</span> |
| <span class="s1">'catalog'</span><span class="p">,</span> |
| <span class="s1">'http_headers'</span><span class="p">,</span> |
| <span class="s1">'databricks_conn_id'</span><span class="p">,</span></div> |
| <span class="p">)</span> |
| <div class="viewcode-block" id="DatabricksSqlOperator.template_ext"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.DatabricksSqlOperator.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="DatabricksSqlOperator.template_fields_renderers"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.DatabricksSqlOperator.template_fields_renderers">[docs]</a> <span class="n">template_fields_renderers</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'sql'</span><span class="p">:</span> <span class="s1">'sql'</span><span class="p">}</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">sql</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">[</span><span class="nb">str</span><span class="p">]],</span> |
| <span class="n">databricks_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">DatabricksSqlHook</span><span class="o">.</span><span class="n">default_conn_name</span><span class="p">,</span> |
| <span class="n">http_path</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">sql_endpoint_name</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">parameters</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">Iterable</span><span class="p">,</span> <span class="n">Mapping</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">session_configuration</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">http_headers</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</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="p">,</span> |
| <span class="n">catalog</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">schema</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">do_xcom_push</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">output_path</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">output_format</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'csv'</span><span class="p">,</span> |
| <span class="n">csv_params</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">client_parameters</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</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="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="sd">"""Creates a new ``DatabricksSqlOperator``."""</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="bp">self</span><span class="o">.</span><span class="n">databricks_conn_id</span> <span class="o">=</span> <span class="n">databricks_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">sql</span> <span class="o">=</span> <span class="n">sql</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_http_path</span> <span class="o">=</span> <span class="n">http_path</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_sql_endpoint_name</span> <span class="o">=</span> <span class="n">sql_endpoint_name</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_output_path</span> <span class="o">=</span> <span class="n">output_path</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_output_format</span> <span class="o">=</span> <span class="n">output_format</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_csv_params</span> <span class="o">=</span> <span class="n">csv_params</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">parameters</span> <span class="o">=</span> <span class="n">parameters</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">do_xcom_push</span> <span class="o">=</span> <span class="n">do_xcom_push</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">session_config</span> <span class="o">=</span> <span class="n">session_configuration</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">http_headers</span> <span class="o">=</span> <span class="n">http_headers</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">catalog</span> <span class="o">=</span> <span class="n">catalog</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">schema</span> <span class="o">=</span> <span class="n">schema</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">client_parameters</span> <span class="o">=</span> <span class="n">client_parameters</span> <span class="ow">or</span> <span class="p">{}</span> |
| |
| <span class="k">def</span> <span class="nf">_get_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DatabricksSqlHook</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">DatabricksSqlHook</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_conn_id</span><span class="p">,</span> |
| <span class="n">http_path</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_http_path</span><span class="p">,</span> |
| <span class="n">session_configuration</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">session_config</span><span class="p">,</span> |
| <span class="n">sql_endpoint_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_sql_endpoint_name</span><span class="p">,</span> |
| <span class="n">http_headers</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">http_headers</span><span class="p">,</span> |
| <span class="n">catalog</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">catalog</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">schema</span><span class="p">,</span> |
| <span class="n">caller</span><span class="o">=</span><span class="s2">"DatabricksSqlOperator"</span><span class="p">,</span> |
| <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">client_parameters</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">_format_output</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">schema</span><span class="p">,</span> <span class="n">results</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">_output_path</span><span class="p">:</span> |
| <span class="k">return</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_output_format</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"Output format should be specified!"</span><span class="p">)</span> |
| <span class="n">field_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">field</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">field</span> <span class="ow">in</span> <span class="n">schema</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_output_format</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s2">"csv"</span><span class="p">:</span> |
| <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_output_path</span><span class="p">,</span> <span class="s2">"w"</span><span class="p">,</span> <span class="n">newline</span><span class="o">=</span><span class="s1">''</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_csv_params</span><span class="p">:</span> |
| <span class="n">csv_params</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_csv_params</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">csv_params</span> <span class="o">=</span> <span class="p">{}</span> |
| <span class="n">write_header</span> <span class="o">=</span> <span class="n">csv_params</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"header"</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span> |
| <span class="k">if</span> <span class="s2">"header"</span> <span class="ow">in</span> <span class="n">csv_params</span><span class="p">:</span> |
| <span class="k">del</span> <span class="n">csv_params</span><span class="p">[</span><span class="s2">"header"</span><span class="p">]</span> |
| <span class="n">writer</span> <span class="o">=</span> <span class="n">csv</span><span class="o">.</span><span class="n">DictWriter</span><span class="p">(</span><span class="n">file</span><span class="p">,</span> <span class="n">fieldnames</span><span class="o">=</span><span class="n">field_names</span><span class="p">,</span> <span class="o">**</span><span class="n">csv_params</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">write_header</span><span class="p">:</span> |
| <span class="n">writer</span><span class="o">.</span><span class="n">writeheader</span><span class="p">()</span> |
| <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">results</span><span class="p">:</span> |
| <span class="n">writer</span><span class="o">.</span><span class="n">writerow</span><span class="p">(</span><span class="n">row</span><span class="o">.</span><span class="n">asDict</span><span class="p">())</span> |
| <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_output_format</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s2">"json"</span><span class="p">:</span> |
| <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_output_path</span><span class="p">,</span> <span class="s2">"w"</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span> |
| <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">([</span><span class="n">row</span><span class="o">.</span><span class="n">asDict</span><span class="p">()</span> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">results</span><span class="p">]))</span> |
| <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_output_format</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s2">"jsonl"</span><span class="p">:</span> |
| <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_output_path</span><span class="p">,</span> <span class="s2">"w"</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span> |
| <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">results</span><span class="p">:</span> |
| <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">row</span><span class="o">.</span><span class="n">asDict</span><span class="p">()))</span> |
| <span class="n">file</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s2">"</span><span class="se">\n</span><span class="s2">"</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Unsupported output format: '</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_output_format</span><span class="si">}</span><span class="s2">'"</span><span class="p">)</span> |
| |
| <div class="viewcode-block" id="DatabricksSqlOperator.execute"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.DatabricksSqlOperator.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="s1">'Context'</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">'Executing: </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">sql</span><span class="p">)</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_hook</span><span class="p">()</span> |
| <span class="n">response</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">parameters</span><span class="p">,</span> <span class="n">handler</span><span class="o">=</span><span class="n">fetch_all_handler</span><span class="p">)</span> |
| <span class="n">schema</span><span class="p">,</span> <span class="n">results</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="n">List</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">]],</span> <span class="n">response</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> |
| <span class="c1"># self.log.info('Schema: %s', schema)</span> |
| <span class="c1"># self.log.info('Results: %s', results)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_format_output</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">results</span><span class="p">)</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">do_xcom_push</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">results</span></div></div> |
| |
| |
| <div class="viewcode-block" id="COPY_INTO_APPROVED_FORMATS"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.COPY_INTO_APPROVED_FORMATS">[docs]</a><span class="n">COPY_INTO_APPROVED_FORMATS</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"CSV"</span><span class="p">,</span> <span class="s2">"JSON"</span><span class="p">,</span> <span class="s2">"AVRO"</span><span class="p">,</span> <span class="s2">"ORC"</span><span class="p">,</span> <span class="s2">"PARQUET"</span><span class="p">,</span> <span class="s2">"TEXT"</span><span class="p">,</span> <span class="s2">"BINARYFILE"</span><span class="p">]</span></div> |
| |
| |
| <div class="viewcode-block" id="DatabricksCopyIntoOperator"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.DatabricksCopyIntoOperator">[docs]</a><span class="k">class</span> <span class="nc">DatabricksCopyIntoOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Executes COPY INTO command in a Databricks SQL endpoint or a Databricks cluster.</span> |
| <span class="sd"> COPY INTO command is constructed from individual pieces, that are described in</span> |
| <span class="sd"> `documentation <https://docs.databricks.com/sql/language-manual/delta-copy-into.html>`_.</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:DatabricksSqlCopyIntoOperator`</span> |
| |
| <span class="sd"> :param table_name: Required name of the table. (templated)</span> |
| <span class="sd"> :param file_location: Required location of files to import. (templated)</span> |
| <span class="sd"> :param file_format: Required file format. Supported formats are</span> |
| <span class="sd"> ``CSV``, ``JSON``, ``AVRO``, ``ORC``, ``PARQUET``, ``TEXT``, ``BINARYFILE``.</span> |
| <span class="sd"> :param databricks_conn_id: Reference to</span> |
| <span class="sd"> :ref:`Databricks connection id<howto/connection:databricks>` (templated)</span> |
| <span class="sd"> :param http_path: Optional string specifying HTTP path of Databricks SQL Endpoint or cluster.</span> |
| <span class="sd"> If not specified, it should be either specified in the Databricks connection's extra parameters,</span> |
| <span class="sd"> or ``sql_endpoint_name`` must be specified.</span> |
| <span class="sd"> :param sql_endpoint_name: Optional name of Databricks SQL Endpoint.</span> |
| <span class="sd"> If not specified, ``http_path`` must be provided as described above.</span> |
| <span class="sd"> :param session_configuration: An optional dictionary of Spark session parameters. Defaults to None.</span> |
| <span class="sd"> If not specified, it could be specified in the Databricks connection's extra parameters.</span> |
| <span class="sd"> :param http_headers: An optional list of (k, v) pairs that will be set as HTTP headers on every request</span> |
| <span class="sd"> :param catalog: An optional initial catalog to use. Requires DBR version 9.0+</span> |
| <span class="sd"> :param schema: An optional initial schema to use. Requires DBR version 9.0+</span> |
| <span class="sd"> :param client_parameters: Additional parameters internal to Databricks SQL Connector parameters</span> |
| <span class="sd"> :param files: optional list of files to import. Can't be specified together with ``pattern``. (templated)</span> |
| <span class="sd"> :param pattern: optional regex string to match file names to import.</span> |
| <span class="sd"> Can't be specified together with ``files``.</span> |
| <span class="sd"> :param expression_list: optional string that will be used in the ``SELECT`` expression.</span> |
| <span class="sd"> :param credential: optional credential configuration for authentication against a source location.</span> |
| <span class="sd"> :param storage_credential: optional Unity Catalog storage credential for destination.</span> |
| <span class="sd"> :param encryption: optional encryption configuration for a specified location.</span> |
| <span class="sd"> :param format_options: optional dictionary with options specific for a given file format.</span> |
| <span class="sd"> :param force_copy: optional bool to control forcing of data import</span> |
| <span class="sd"> (could be also specified in ``copy_options``).</span> |
| <span class="sd"> :param validate: optional configuration for schema & data validation. ``True`` forces validation</span> |
| <span class="sd"> of all rows, integer number - validate only N first rows</span> |
| <span class="sd"> :param copy_options: optional dictionary of copy options. Right now only ``force`` option is supported.</span> |
| <span class="sd"> """</span> |
| |
| <div class="viewcode-block" id="DatabricksCopyIntoOperator.template_fields"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.DatabricksCopyIntoOperator.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">'_file_location'</span><span class="p">,</span> |
| <span class="s1">'_files'</span><span class="p">,</span> |
| <span class="s1">'_table_name'</span><span class="p">,</span> |
| <span class="s1">'databricks_conn_id'</span><span class="p">,</span></div> |
| <span class="p">)</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="o">*</span><span class="p">,</span> |
| <span class="n">table_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">file_location</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">file_format</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">databricks_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">DatabricksSqlHook</span><span class="o">.</span><span class="n">default_conn_name</span><span class="p">,</span> |
| <span class="n">http_path</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">sql_endpoint_name</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">session_configuration</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">http_headers</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</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="p">,</span> |
| <span class="n">client_parameters</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">catalog</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">schema</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">files</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</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="p">,</span> |
| <span class="n">pattern</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">expression_list</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">credential</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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="p">,</span> |
| <span class="n">storage_credential</span><span class="p">:</span> <span class="n">Optional</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="p">,</span> |
| <span class="n">encryption</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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="p">,</span> |
| <span class="n">format_options</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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="p">,</span> |
| <span class="n">force_copy</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">copy_options</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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="p">,</span> |
| <span class="n">validate</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">]]</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="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="sd">"""Creates a new ``DatabricksSqlOperator``."""</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="k">if</span> <span class="n">files</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">pattern</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"Only one of 'pattern' or 'files' should be specified"</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">table_name</span> <span class="o">==</span> <span class="s2">""</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"table_name shouldn't be empty"</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">file_location</span> <span class="o">==</span> <span class="s2">""</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"file_location shouldn't be empty"</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">file_format</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">COPY_INTO_APPROVED_FORMATS</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="sa">f</span><span class="s2">"file_format '</span><span class="si">{</span><span class="n">file_format</span><span class="si">}</span><span class="s2">' isn't supported"</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_files</span> <span class="o">=</span> <span class="n">files</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_pattern</span> <span class="o">=</span> <span class="n">pattern</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_file_format</span> <span class="o">=</span> <span class="n">file_format</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_conn_id</span> <span class="o">=</span> <span class="n">databricks_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_http_path</span> <span class="o">=</span> <span class="n">http_path</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_sql_endpoint_name</span> <span class="o">=</span> <span class="n">sql_endpoint_name</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">session_config</span> <span class="o">=</span> <span class="n">session_configuration</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_table_name</span> <span class="o">=</span> <span class="n">table_name</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_catalog</span> <span class="o">=</span> <span class="n">catalog</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_schema</span> <span class="o">=</span> <span class="n">schema</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_file_location</span> <span class="o">=</span> <span class="n">file_location</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_expression_list</span> <span class="o">=</span> <span class="n">expression_list</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_credential</span> <span class="o">=</span> <span class="n">credential</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_storage_credential</span> <span class="o">=</span> <span class="n">storage_credential</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_encryption</span> <span class="o">=</span> <span class="n">encryption</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_format_options</span> <span class="o">=</span> <span class="n">format_options</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_copy_options</span> <span class="o">=</span> <span class="n">copy_options</span> <span class="ow">or</span> <span class="p">{}</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_validate</span> <span class="o">=</span> <span class="n">validate</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_http_headers</span> <span class="o">=</span> <span class="n">http_headers</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_client_parameters</span> <span class="o">=</span> <span class="n">client_parameters</span> <span class="ow">or</span> <span class="p">{}</span> |
| <span class="k">if</span> <span class="n">force_copy</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_copy_options</span><span class="p">[</span><span class="s2">"force"</span><span class="p">]</span> <span class="o">=</span> <span class="s1">'true'</span> <span class="k">if</span> <span class="n">force_copy</span> <span class="k">else</span> <span class="s1">'false'</span> |
| |
| <span class="k">def</span> <span class="nf">_get_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DatabricksSqlHook</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">DatabricksSqlHook</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_conn_id</span><span class="p">,</span> |
| <span class="n">http_path</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_http_path</span><span class="p">,</span> |
| <span class="n">session_configuration</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">session_config</span><span class="p">,</span> |
| <span class="n">sql_endpoint_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_sql_endpoint_name</span><span class="p">,</span> |
| <span class="n">http_headers</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_http_headers</span><span class="p">,</span> |
| <span class="n">catalog</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_catalog</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">_schema</span><span class="p">,</span> |
| <span class="n">caller</span><span class="o">=</span><span class="s2">"DatabricksCopyIntoOperator"</span><span class="p">,</span> |
| <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">_client_parameters</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="nd">@staticmethod</span> |
| <span class="k">def</span> <span class="nf">_generate_options</span><span class="p">(</span> |
| <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">escaper</span><span class="p">:</span> <span class="n">ParamEscaper</span><span class="p">,</span> |
| <span class="n">opts</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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="p">,</span> |
| <span class="n">escape_key</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="n">formatted_opts</span> <span class="o">=</span> <span class="s2">""</span> |
| <span class="k">if</span> <span class="n">opts</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">opts</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span><span class="p">:</span> |
| <span class="n">pairs</span> <span class="o">=</span> <span class="p">[</span> |
| <span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">escaper</span><span class="o">.</span><span class="n">escape_item</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">if</span> <span class="n">escape_key</span> <span class="k">else</span> <span class="n">k</span><span class="si">}</span><span class="s2"> = </span><span class="si">{</span><span class="n">escaper</span><span class="o">.</span><span class="n">escape_item</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span> |
| <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">opts</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> |
| <span class="p">]</span> |
| <span class="n">formatted_opts</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2"> (</span><span class="si">{</span><span class="s1">', '</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">pairs</span><span class="p">)</span><span class="si">}</span><span class="s2">)"</span> |
| |
| <span class="k">return</span> <span class="n">formatted_opts</span> |
| |
| <span class="k">def</span> <span class="nf">_create_sql_query</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="n">escaper</span> <span class="o">=</span> <span class="n">ParamEscaper</span><span class="p">()</span> |
| <span class="n">maybe_with</span> <span class="o">=</span> <span class="s2">""</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_encryption</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">_credential</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">maybe_encryption</span> <span class="o">=</span> <span class="s2">""</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_encryption</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">maybe_encryption</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generate_options</span><span class="p">(</span><span class="s2">"ENCRYPTION"</span><span class="p">,</span> <span class="n">escaper</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_encryption</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> |
| <span class="n">maybe_credential</span> <span class="o">=</span> <span class="s2">""</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_credential</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">maybe_credential</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generate_options</span><span class="p">(</span><span class="s2">"CREDENTIAL"</span><span class="p">,</span> <span class="n">escaper</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_credential</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> |
| <span class="n">maybe_with</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">" WITH (</span><span class="si">{</span><span class="n">maybe_credential</span><span class="si">}</span><span class="s2"> </span><span class="si">{</span><span class="n">maybe_encryption</span><span class="si">}</span><span class="s2">)"</span> |
| <span class="n">location</span> <span class="o">=</span> <span class="n">escaper</span><span class="o">.</span><span class="n">escape_item</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_file_location</span><span class="p">)</span> <span class="o">+</span> <span class="n">maybe_with</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_expression_list</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">location</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"(SELECT </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_expression_list</span><span class="si">}</span><span class="s2"> FROM </span><span class="si">{</span><span class="n">location</span><span class="si">}</span><span class="s2">)"</span> |
| <span class="n">files_or_pattern</span> <span class="o">=</span> <span class="s2">""</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_pattern</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">files_or_pattern</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"PATTERN = </span><span class="si">{</span><span class="n">escaper</span><span class="o">.</span><span class="n">escape_item</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_pattern</span><span class="p">)</span><span class="si">}</span><span class="se">\n</span><span class="s2">"</span> |
| <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">_files</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">files_or_pattern</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"FILES = </span><span class="si">{</span><span class="n">escaper</span><span class="o">.</span><span class="n">escape_item</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_files</span><span class="p">)</span><span class="si">}</span><span class="se">\n</span><span class="s2">"</span> |
| <span class="n">format_options</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generate_options</span><span class="p">(</span><span class="s2">"FORMAT_OPTIONS"</span><span class="p">,</span> <span class="n">escaper</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_format_options</span><span class="p">)</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span> |
| <span class="n">copy_options</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generate_options</span><span class="p">(</span><span class="s2">"COPY_OPTIONS"</span><span class="p">,</span> <span class="n">escaper</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_copy_options</span><span class="p">)</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n</span><span class="s2">"</span> |
| <span class="n">storage_cred</span> <span class="o">=</span> <span class="s2">""</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_storage_credential</span><span class="p">:</span> |
| <span class="n">storage_cred</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">" WITH (CREDENTIAL </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_storage_credential</span><span class="si">}</span><span class="s2">)"</span> |
| <span class="n">validation</span> <span class="o">=</span> <span class="s2">""</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validate</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</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">_validate</span><span class="p">,</span> <span class="nb">bool</span><span class="p">):</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validate</span><span class="p">:</span> |
| <span class="n">validation</span> <span class="o">=</span> <span class="s2">"VALIDATE ALL</span><span class="se">\n</span><span class="s2">"</span> |
| <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_validate</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_validate</span> <span class="o"><</span> <span class="mi">0</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"Number of rows for validation should be positive, got: "</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_validate</span><span class="p">)</span> |
| <span class="p">)</span> |
| <span class="n">validation</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"VALIDATE </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_validate</span><span class="si">}</span><span class="s2"> ROWS</span><span class="se">\n</span><span class="s2">"</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"Incorrect data type for validate parameter: "</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_validate</span><span class="p">))</span> |
| <span class="p">)</span> |
| <span class="c1"># TODO: think on how to make sure that table_name and expression_list aren't used for SQL injection</span> |
| <span class="n">sql</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"""COPY INTO </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_table_name</span><span class="si">}{</span><span class="n">storage_cred</span><span class="si">}</span><span class="s2"></span> |
| <span class="s2">FROM </span><span class="si">{</span><span class="n">location</span><span class="si">}</span><span class="s2"></span> |
| <span class="s2">FILEFORMAT = </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_file_format</span><span class="si">}</span><span class="s2"></span> |
| <span class="si">{</span><span class="n">validation</span><span class="si">}{</span><span class="n">files_or_pattern</span><span class="si">}{</span><span class="n">format_options</span><span class="si">}{</span><span class="n">copy_options</span><span class="si">}</span><span class="s2"></span> |
| <span class="s2">"""</span> |
| <span class="k">return</span> <span class="n">sql</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> |
| |
| <div class="viewcode-block" id="DatabricksCopyIntoOperator.execute"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks_sql/index.html#airflow.providers.databricks.operators.databricks_sql.DatabricksCopyIntoOperator.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="s1">'Context'</span><span class="p">)</span> <span class="o">-></span> <span class="n">Any</span><span class="p">:</span> |
| <span class="n">sql</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_create_sql_query</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">'Executing: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">sql</span><span class="p">)</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_hook</span><span class="p">()</span> |
| <span class="n">hook</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">sql</span><span class="p">)</span></div></div> |
| </pre></div> |
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