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<h1>Source code for airflow.providers.postgres.hooks.postgres</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"># &quot;License&quot;); you may not use this file except in compliance</span>
<span class="c1"># with the License. You may obtain a copy of the License at</span>
<span class="c1">#</span>
<span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span>
<span class="c1">#</span>
<span class="c1"># Unless required by applicable law or agreed to in writing,</span>
<span class="c1"># software distributed under the License is distributed on an</span>
<span class="c1"># &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span>
<span class="c1"># KIND, either express or implied. See the License for the</span>
<span class="c1"># specific language governing permissions and limitations</span>
<span class="c1"># under the License.</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">__future__</span><span class="w"> </span><span class="kn">import</span> <span class="n">annotations</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">collections.abc</span><span class="w"> </span><span class="kn">import</span> <span class="n">Mapping</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">contextlib</span><span class="w"> </span><span class="kn">import</span> <span class="n">closing</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">copy</span><span class="w"> </span><span class="kn">import</span> <span class="n">deepcopy</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </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">Literal</span><span class="p">,</span> <span class="n">Protocol</span><span class="p">,</span> <span class="n">TypeAlias</span><span class="p">,</span> <span class="n">cast</span><span class="p">,</span> <span class="n">overload</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">psycopg2</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">psycopg2.extras</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">more_itertools</span><span class="w"> </span><span class="kn">import</span> <span class="n">chunked</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">psycopg2.extras</span><span class="w"> </span><span class="kn">import</span> <span class="n">DictCursor</span><span class="p">,</span> <span class="n">NamedTupleCursor</span><span class="p">,</span> <span class="n">RealDictCursor</span><span class="p">,</span> <span class="n">execute_batch</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">sqlalchemy.engine</span><span class="w"> </span><span class="kn">import</span> <span class="n">URL</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.configuration</span><span class="w"> </span><span class="kn">import</span> <span class="n">conf</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.exceptions</span><span class="w"> </span><span class="kn">import</span> <span class="n">AirflowOptionalProviderFeatureException</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.common.compat.sdk</span><span class="w"> </span><span class="kn">import</span> <span class="n">AirflowException</span><span class="p">,</span> <span class="n">Connection</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.common.sql.hooks.sql</span><span class="w"> </span><span class="kn">import</span> <span class="n">DbApiHook</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.postgres.dialects.postgres</span><span class="w"> </span><span class="kn">import</span> <span class="n">PostgresDialect</span>
<div class="viewcode-block" id="USE_PSYCOPG3">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.USE_PSYCOPG3">[docs]</a>
<span class="n">USE_PSYCOPG3</span><span class="p">:</span> <span class="nb">bool</span></div>
<span class="k">try</span><span class="p">:</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">psycopg</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">psycopg</span> <span class="c1"># needed for patching in unit tests</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">sqlalchemy</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">packaging.version</span><span class="w"> </span><span class="kn">import</span> <span class="n">Version</span>
<div class="viewcode-block" id="sqlalchemy_version">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.sqlalchemy_version">[docs]</a>
<span class="n">sqlalchemy_version</span> <span class="o">=</span> <span class="n">Version</span><span class="p">(</span><span class="n">sqlalchemy</span><span class="o">.</span><span class="n">__version__</span><span class="p">)</span></div>
<span class="n">is_sqla2</span> <span class="o">=</span> <span class="p">(</span><span class="n">sqlalchemy_version</span><span class="o">.</span><span class="n">major</span><span class="p">,</span> <span class="n">sqlalchemy_version</span><span class="o">.</span><span class="n">minor</span><span class="p">,</span> <span class="n">sqlalchemy_version</span><span class="o">.</span><span class="n">micro</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">USE_PSYCOPG3</span> <span class="o">=</span> <span class="n">is_sqla2</span> <span class="c1"># implicitly includes `and bool(psycopg)` since the import above succeeded</span>
<span class="k">except</span> <span class="p">(</span><span class="ne">ImportError</span><span class="p">,</span> <span class="ne">ModuleNotFoundError</span><span class="p">):</span>
<span class="n">USE_PSYCOPG3</span> <span class="o">=</span> <span class="kc">False</span>
<span class="k">if</span> <span class="n">USE_PSYCOPG3</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">psycopg.rows</span><span class="w"> </span><span class="kn">import</span> <span class="n">dict_row</span><span class="p">,</span> <span class="n">namedtuple_row</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">psycopg.types.json</span><span class="w"> </span><span class="kn">import</span> <span class="n">register_default_adapters</span>
<span class="k">if</span> <span class="n">TYPE_CHECKING</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">pandas</span><span class="w"> </span><span class="kn">import</span> <span class="n">DataFrame</span> <span class="k">as</span> <span class="n">PandasDataFrame</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">polars</span><span class="w"> </span><span class="kn">import</span> <span class="n">DataFrame</span> <span class="k">as</span> <span class="n">PolarsDataFrame</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.common.sql.dialects.dialect</span><span class="w"> </span><span class="kn">import</span> <span class="n">Dialect</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.openlineage.sqlparser</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseInfo</span>
<span class="k">if</span> <span class="n">USE_PSYCOPG3</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">psycopg.errors</span><span class="w"> </span><span class="kn">import</span> <span class="n">Diagnostic</span>
<div class="viewcode-block" id="CursorType">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CursorType">[docs]</a>
<span class="n">CursorType</span><span class="p">:</span> <span class="n">TypeAlias</span> <span class="o">=</span> <span class="n">DictCursor</span> <span class="o">|</span> <span class="n">RealDictCursor</span> <span class="o">|</span> <span class="n">NamedTupleCursor</span></div>
<div class="viewcode-block" id="CursorRow">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CursorRow">[docs]</a>
<span class="n">CursorRow</span><span class="p">:</span> <span class="n">TypeAlias</span> <span class="o">=</span> <span class="nb">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="nb">tuple</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span></div>
<div class="viewcode-block" id="CompatConnection">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection">[docs]</a>
<span class="k">class</span><span class="w"> </span><span class="nc">CompatConnection</span><span class="p">(</span><span class="n">Protocol</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Protocol for type hinting psycopg2 and psycopg3 connection objects.&quot;&quot;&quot;</span>
<div class="viewcode-block" id="CompatConnection.cursor">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.cursor">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">cursor</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span> <span class="o">...</span></div>
<div class="viewcode-block" id="CompatConnection.commit">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.commit">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">commit</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="o">...</span></div>
<div class="viewcode-block" id="CompatConnection.close">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.close">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">close</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="o">...</span></div>
<span class="c1"># Context manager support</span>
<div class="viewcode-block" id="CompatConnection.__enter__">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.__enter__">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="fm">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">CompatConnection</span><span class="p">:</span> <span class="o">...</span></div>
<div class="viewcode-block" id="CompatConnection.__exit__">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.__exit__">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="fm">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">exc_type</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span> <span class="n">exc_val</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span> <span class="n">exc_tb</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="o">...</span></div>
<span class="c1"># Common properties</span>
<span class="nd">@property</span>
<div class="viewcode-block" id="CompatConnection.notices">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.notices">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">notices</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">list</span><span class="p">[</span><span class="n">Any</span><span class="p">]:</span> <span class="o">...</span></div>
<span class="c1"># psycopg3 specific (optional)</span>
<span class="nd">@property</span>
<div class="viewcode-block" id="CompatConnection.adapters">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.adapters">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">adapters</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span> <span class="o">...</span></div>
<span class="nd">@property</span>
<div class="viewcode-block" id="CompatConnection.row_factory">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.row_factory">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">row_factory</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span> <span class="o">...</span></div>
<span class="c1"># Optional method for psycopg3</span>
<div class="viewcode-block" id="CompatConnection.add_notice_handler">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.CompatConnection.add_notice_handler">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">add_notice_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">handler</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span> <span class="o">...</span></div>
</div>
<div class="viewcode-block" id="PostgresHook">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook">[docs]</a>
<span class="k">class</span><span class="w"> </span><span class="nc">PostgresHook</span><span class="p">(</span><span class="n">DbApiHook</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Interact with Postgres.</span>
<span class="sd"> You can specify ssl parameters in the extra field of your connection</span>
<span class="sd"> as ``{&quot;sslmode&quot;: &quot;require&quot;, &quot;sslcert&quot;: &quot;/path/to/cert.pem&quot;, etc}``.</span>
<span class="sd"> Also, you can choose cursor as ``{&quot;cursor&quot;: &quot;dictcursor&quot;}``. Refer to the</span>
<span class="sd"> psycopg2.extras or psycopg.rows for more details.</span>
<span class="sd"> Note: For Redshift, use keepalives_idle in the extra connection parameters</span>
<span class="sd"> and set it to less than 300 seconds.</span>
<span class="sd"> Note: For AWS IAM authentication, use iam in the extra connection parameters</span>
<span class="sd"> and set it to true. Leave the password field empty. This will use the</span>
<span class="sd"> &quot;aws_default&quot; connection to get the temporary token unless you override</span>
<span class="sd"> in extras.</span>
<span class="sd"> extras example: ``{&quot;iam&quot;:true, &quot;aws_conn_id&quot;:&quot;my_aws_conn&quot;}``</span>
<span class="sd"> For Redshift, also use redshift in the extra connection parameters and</span>
<span class="sd"> set it to true. The cluster-identifier is extracted from the beginning of</span>
<span class="sd"> the host field, so is optional. It can however be overridden in the extra field.</span>
<span class="sd"> extras example: ``{&quot;iam&quot;:true, &quot;redshift&quot;:true, &quot;cluster-identifier&quot;: &quot;my_cluster_id&quot;}``</span>
<span class="sd"> For Redshift Serverless, use redshift-serverless in the extra connection parameters and</span>
<span class="sd"> set it to true. The workgroup-name is extracted from the beginning of</span>
<span class="sd"> the host field, so is optional. It can however be overridden in the extra field.</span>
<span class="sd"> extras example: ``{&quot;iam&quot;:true, &quot;redshift-serverless&quot;:true, &quot;workgroup-name&quot;: &quot;my_serverless_workgroup&quot;}``</span>
<span class="sd"> :param postgres_conn_id: The :ref:`postgres conn id &lt;howto/connection:postgres&gt;`</span>
<span class="sd"> reference to a specific postgres database.</span>
<span class="sd"> :param options: Optional. Specifies command-line options to send to the server</span>
<span class="sd"> at connection start. For example, setting this to ``-c search_path=myschema``</span>
<span class="sd"> sets the session&#39;s value of the ``search_path`` to ``myschema``.</span>
<span class="sd"> :param enable_log_db_messages: Optional. If enabled logs database messages sent to the client</span>
<span class="sd"> during the session. To avoid a memory leak psycopg2 only saves the last 50 messages.</span>
<span class="sd"> For details, see: `PostgreSQL logging configuration parameters</span>
<span class="sd"> &lt;https://www.postgresql.org/docs/current/runtime-config-logging.html&gt;`__</span>
<span class="sd"> &quot;&quot;&quot;</span>
<div class="viewcode-block" id="PostgresHook.conn_name_attr">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.conn_name_attr">[docs]</a>
<span class="n">conn_name_attr</span> <span class="o">=</span> <span class="s2">&quot;postgres_conn_id&quot;</span></div>
<div class="viewcode-block" id="PostgresHook.default_conn_name">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.default_conn_name">[docs]</a>
<span class="n">default_conn_name</span> <span class="o">=</span> <span class="s2">&quot;postgres_default&quot;</span></div>
<div class="viewcode-block" id="PostgresHook.default_client_log_level">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.default_client_log_level">[docs]</a>
<span class="n">default_client_log_level</span> <span class="o">=</span> <span class="s2">&quot;warning&quot;</span></div>
<div class="viewcode-block" id="PostgresHook.default_connector_version">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.default_connector_version">[docs]</a>
<span class="n">default_connector_version</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2</span></div>
<div class="viewcode-block" id="PostgresHook.conn_type">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.conn_type">[docs]</a>
<span class="n">conn_type</span> <span class="o">=</span> <span class="s2">&quot;postgres&quot;</span></div>
<div class="viewcode-block" id="PostgresHook.hook_name">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.hook_name">[docs]</a>
<span class="n">hook_name</span> <span class="o">=</span> <span class="s2">&quot;Postgres&quot;</span></div>
<div class="viewcode-block" id="PostgresHook.supports_autocommit">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.supports_autocommit">[docs]</a>
<span class="n">supports_autocommit</span> <span class="o">=</span> <span class="kc">True</span></div>
<div class="viewcode-block" id="PostgresHook.supports_executemany">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.supports_executemany">[docs]</a>
<span class="n">supports_executemany</span> <span class="o">=</span> <span class="kc">True</span></div>
<div class="viewcode-block" id="PostgresHook.ignored_extra_options">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.ignored_extra_options">[docs]</a>
<span class="n">ignored_extra_options</span> <span class="o">=</span> <span class="p">{</span>
<span class="s2">&quot;iam&quot;</span><span class="p">,</span>
<span class="s2">&quot;redshift&quot;</span><span class="p">,</span>
<span class="s2">&quot;redshift-serverless&quot;</span><span class="p">,</span>
<span class="s2">&quot;cursor&quot;</span><span class="p">,</span>
<span class="s2">&quot;cluster-identifier&quot;</span><span class="p">,</span>
<span class="s2">&quot;workgroup-name&quot;</span><span class="p">,</span>
<span class="s2">&quot;aws_conn_id&quot;</span><span class="p">,</span>
<span class="s2">&quot;sqlalchemy_scheme&quot;</span><span class="p">,</span>
<span class="s2">&quot;sqlalchemy_query&quot;</span><span class="p">,</span>
<span class="s2">&quot;azure_conn_id&quot;</span><span class="p">,</span>
<span class="p">}</span></div>
<div class="viewcode-block" id="PostgresHook.default_azure_oauth_scope">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.default_azure_oauth_scope">[docs]</a>
<span class="n">default_azure_oauth_scope</span> <span class="o">=</span> <span class="s2">&quot;https://ossrdbms-aad.database.windows.net/.default&quot;</span></div>
<span class="k">def</span><span class="w"> </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="n">args</span><span class="p">,</span> <span class="n">options</span><span class="p">:</span> <span class="nb">str</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">enable_log_db_messages</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="o">**</span><span class="n">kwargs</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</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">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
<div class="viewcode-block" id="PostgresHook.conn">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.conn">[docs]</a>
<span class="bp">self</span><span class="o">.</span><span class="n">conn</span><span class="p">:</span> <span class="n">CompatConnection</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span></div>
<div class="viewcode-block" id="PostgresHook.database">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.database">[docs]</a>
<span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;database&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span></div>
<div class="viewcode-block" id="PostgresHook.options">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.options">[docs]</a>
<span class="bp">self</span><span class="o">.</span><span class="n">options</span> <span class="o">=</span> <span class="n">options</span></div>
<div class="viewcode-block" id="PostgresHook.enable_log_db_messages">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.enable_log_db_messages">[docs]</a>
<span class="bp">self</span><span class="o">.</span><span class="n">enable_log_db_messages</span> <span class="o">=</span> <span class="n">enable_log_db_messages</span></div>
<span class="nd">@staticmethod</span>
<span class="k">def</span><span class="w"> </span><span class="nf">__cast_nullable</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">dst_type</span><span class="p">:</span> <span class="nb">type</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="k">return</span> <span class="n">dst_type</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="n">value</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="kc">None</span>
<span class="nd">@property</span>
<div class="viewcode-block" id="PostgresHook.sqlalchemy_url">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.sqlalchemy_url">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">sqlalchemy_url</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">URL</span><span class="p">:</span>
<span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">connection</span>
<span class="n">query</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;sqlalchemy_query&quot;</span><span class="p">,</span> <span class="p">{})</span>
<span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;The parameter &#39;sqlalchemy_query&#39; must be of type dict!&quot;</span><span class="p">)</span>
<span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;iam&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
<span class="n">conn</span><span class="o">.</span><span class="n">login</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">password</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_iam_token</span><span class="p">(</span><span class="n">conn</span><span class="p">)</span>
<span class="k">return</span> <span class="n">URL</span><span class="o">.</span><span class="n">create</span><span class="p">(</span>
<span class="n">drivername</span><span class="o">=</span><span class="s2">&quot;postgresql+psycopg&quot;</span> <span class="k">if</span> <span class="n">USE_PSYCOPG3</span> <span class="k">else</span> <span class="s2">&quot;postgresql&quot;</span><span class="p">,</span>
<span class="n">username</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">__cast_nullable</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">login</span><span class="p">,</span> <span class="nb">str</span><span class="p">),</span>
<span class="n">password</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">__cast_nullable</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">password</span><span class="p">,</span> <span class="nb">str</span><span class="p">),</span>
<span class="n">host</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">__cast_nullable</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">host</span><span class="p">,</span> <span class="nb">str</span><span class="p">),</span>
<span class="n">port</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">__cast_nullable</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">port</span><span class="p">,</span> <span class="nb">int</span><span class="p">),</span>
<span class="n">database</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">__cast_nullable</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">__cast_nullable</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">schema</span><span class="p">,</span> <span class="nb">str</span><span class="p">),</span>
<span class="n">query</span><span class="o">=</span><span class="n">query</span><span class="p">,</span>
<span class="p">)</span></div>
<span class="nd">@property</span>
<div class="viewcode-block" id="PostgresHook.dialect_name">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.dialect_name">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">dialect_name</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<span class="k">return</span> <span class="s2">&quot;postgresql&quot;</span></div>
<span class="nd">@property</span>
<div class="viewcode-block" id="PostgresHook.dialect">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.dialect">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">dialect</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dialect</span><span class="p">:</span>
<span class="k">return</span> <span class="n">PostgresDialect</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span></div>
<span class="k">def</span><span class="w"> </span><span class="nf">_notice_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">notice</span><span class="p">:</span> <span class="n">Diagnostic</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Handle notices from the database and log them.&quot;&quot;&quot;</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="nb">str</span><span class="p">(</span><span class="n">notice</span><span class="o">.</span><span class="n">message_primary</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">())</span>
<span class="k">def</span><span class="w"> </span><span class="nf">_get_cursor</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">raw_cursor</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">CursorType</span><span class="p">:</span>
<span class="n">_cursor</span> <span class="o">=</span> <span class="n">raw_cursor</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
<span class="k">if</span> <span class="n">USE_PSYCOPG3</span><span class="p">:</span>
<span class="k">if</span> <span class="n">_cursor</span> <span class="o">==</span> <span class="s2">&quot;dictcursor&quot;</span><span class="p">:</span>
<span class="k">return</span> <span class="n">dict_row</span>
<span class="k">if</span> <span class="n">_cursor</span> <span class="o">==</span> <span class="s2">&quot;namedtuplecursor&quot;</span><span class="p">:</span>
<span class="k">return</span> <span class="n">namedtuple_row</span>
<span class="k">if</span> <span class="n">_cursor</span> <span class="o">==</span> <span class="s2">&quot;realdictcursor&quot;</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
<span class="s2">&quot;realdictcursor is not supported with psycopg3. Use dictcursor instead.&quot;</span>
<span class="p">)</span>
<span class="n">valid_cursors</span> <span class="o">=</span> <span class="s2">&quot;dictcursor, namedtuplecursor&quot;</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid cursor passed </span><span class="si">{</span><span class="n">_cursor</span><span class="si">}</span><span class="s2">. Valid options are: </span><span class="si">{</span><span class="n">valid_cursors</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="n">cursor_types</span> <span class="o">=</span> <span class="p">{</span>
<span class="s2">&quot;dictcursor&quot;</span><span class="p">:</span> <span class="n">psycopg2</span><span class="o">.</span><span class="n">extras</span><span class="o">.</span><span class="n">DictCursor</span><span class="p">,</span>
<span class="s2">&quot;realdictcursor&quot;</span><span class="p">:</span> <span class="n">psycopg2</span><span class="o">.</span><span class="n">extras</span><span class="o">.</span><span class="n">RealDictCursor</span><span class="p">,</span>
<span class="s2">&quot;namedtuplecursor&quot;</span><span class="p">:</span> <span class="n">psycopg2</span><span class="o">.</span><span class="n">extras</span><span class="o">.</span><span class="n">NamedTupleCursor</span><span class="p">,</span>
<span class="p">}</span>
<span class="k">if</span> <span class="n">_cursor</span> <span class="ow">in</span> <span class="n">cursor_types</span><span class="p">:</span>
<span class="k">return</span> <span class="n">cursor_types</span><span class="p">[</span><span class="n">_cursor</span><span class="p">]</span>
<span class="n">valid_cursors</span> <span class="o">=</span> <span class="s2">&quot;, &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">cursor_types</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid cursor passed </span><span class="si">{</span><span class="n">_cursor</span><span class="si">}</span><span class="s2">. Valid options are: </span><span class="si">{</span><span class="n">valid_cursors</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="k">def</span><span class="w"> </span><span class="nf">_generate_cursor_name</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Generate a unique name for server-side cursor.&quot;&quot;&quot;</span>
<span class="kn">import</span><span class="w"> </span><span class="nn">uuid</span>
<span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;airflow_cursor_</span><span class="si">{</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid4</span><span class="p">()</span><span class="o">.</span><span class="n">hex</span><span class="si">}</span><span class="s2">&quot;</span>
<div class="viewcode-block" id="PostgresHook.get_conn">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_conn">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">CompatConnection</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Establish a connection to a postgres database.&quot;&quot;&quot;</span>
<span class="n">conn</span> <span class="o">=</span> <span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">connection</span><span class="p">)</span>
<span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;iam&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
<span class="n">login</span><span class="p">,</span> <span class="n">password</span><span class="p">,</span> <span class="n">port</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_iam_token</span><span class="p">(</span><span class="n">conn</span><span class="p">)</span>
<span class="n">conn</span><span class="o">.</span><span class="n">login</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;Any&quot;</span><span class="p">,</span> <span class="n">login</span><span class="p">)</span>
<span class="n">conn</span><span class="o">.</span><span class="n">password</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;Any&quot;</span><span class="p">,</span> <span class="n">password</span><span class="p">)</span>
<span class="n">conn</span><span class="o">.</span><span class="n">port</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;Any&quot;</span><span class="p">,</span> <span class="n">port</span><span class="p">)</span>
<span class="n">conn_args</span><span class="p">:</span> <span class="nb">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="p">{</span>
<span class="s2">&quot;host&quot;</span><span class="p">:</span> <span class="n">conn</span><span class="o">.</span><span class="n">host</span><span class="p">,</span>
<span class="s2">&quot;user&quot;</span><span class="p">:</span> <span class="n">conn</span><span class="o">.</span><span class="n">login</span><span class="p">,</span>
<span class="s2">&quot;password&quot;</span><span class="p">:</span> <span class="n">conn</span><span class="o">.</span><span class="n">password</span><span class="p">,</span>
<span class="s2">&quot;dbname&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="ow">or</span> <span class="n">conn</span><span class="o">.</span><span class="n">schema</span><span class="p">,</span>
<span class="s2">&quot;port&quot;</span><span class="p">:</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</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">options</span><span class="p">:</span>
<span class="n">conn_args</span><span class="p">[</span><span class="s2">&quot;options&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">options</span>
<span class="c1"># Add extra connection arguments</span>
<span class="k">for</span> <span class="n">arg_name</span><span class="p">,</span> <span class="n">arg_val</span> <span class="ow">in</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
<span class="k">if</span> <span class="n">arg_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">ignored_extra_options</span><span class="p">:</span>
<span class="n">conn_args</span><span class="p">[</span><span class="n">arg_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">arg_val</span>
<span class="k">if</span> <span class="n">USE_PSYCOPG3</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">psycopg.connection</span><span class="w"> </span><span class="kn">import</span> <span class="n">Connection</span> <span class="k">as</span> <span class="n">pgConnection</span>
<span class="n">raw_cursor</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;cursor&quot;</span><span class="p">)</span>
<span class="k">if</span> <span class="n">raw_cursor</span><span class="p">:</span>
<span class="n">conn_args</span><span class="p">[</span><span class="s2">&quot;row_factory&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_cursor</span><span class="p">(</span><span class="n">raw_cursor</span><span class="p">)</span>
<span class="c1"># Use Any type for the connection args to avoid type conflicts</span>
<span class="n">connection</span> <span class="o">=</span> <span class="n">pgConnection</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="o">**</span><span class="n">cast</span><span class="p">(</span><span class="s2">&quot;Any&quot;</span><span class="p">,</span> <span class="n">conn_args</span><span class="p">))</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;CompatConnection&quot;</span><span class="p">,</span> <span class="n">connection</span><span class="p">)</span>
<span class="c1"># Register JSON handlers for both json and jsonb types</span>
<span class="c1"># This ensures JSON data is properly decoded from bytes to Python objects</span>
<span class="n">register_default_adapters</span><span class="p">(</span><span class="n">connection</span><span class="p">)</span>
<span class="c1"># Add the notice handler AFTER the connection is established</span>
<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">enable_log_db_messages</span> <span class="ow">and</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">conn</span><span class="p">,</span> <span class="s2">&quot;add_notice_handler&quot;</span><span class="p">):</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conn</span><span class="o">.</span><span class="n">add_notice_handler</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_notice_handler</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span> <span class="c1"># psycopg2</span>
<span class="n">raw_cursor</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;cursor&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
<span class="k">if</span> <span class="n">raw_cursor</span><span class="p">:</span>
<span class="n">conn_args</span><span class="p">[</span><span class="s2">&quot;cursor_factory&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_cursor</span><span class="p">(</span><span class="n">raw_cursor</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="o">=</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;CompatConnection&quot;</span><span class="p">,</span> <span class="n">psycopg2</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="o">**</span><span class="n">conn_args</span><span class="p">))</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span></div>
<span class="nd">@overload</span>
<div class="viewcode-block" id="PostgresHook.get_df">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_df">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_df</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">sql</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span>
<span class="n">parameters</span><span class="p">:</span> <span class="nb">list</span> <span class="o">|</span> <span class="nb">tuple</span> <span class="o">|</span> <span class="n">Mapping</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="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="o">*</span><span class="p">,</span>
<span class="n">df_type</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;pandas&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;pandas&quot;</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">PandasDataFrame</span><span class="p">:</span> <span class="o">...</span></div>
<span class="nd">@overload</span>
<span class="k">def</span><span class="w"> </span><span class="nf">get_df</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">sql</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span>
<span class="n">parameters</span><span class="p">:</span> <span class="nb">list</span> <span class="o">|</span> <span class="nb">tuple</span> <span class="o">|</span> <span class="n">Mapping</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="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="o">*</span><span class="p">,</span>
<span class="n">df_type</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;polars&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="o">...</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">PolarsDataFrame</span><span class="p">:</span> <span class="o">...</span>
<span class="k">def</span><span class="w"> </span><span class="nf">get_df</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">sql</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span>
<span class="n">parameters</span><span class="p">:</span> <span class="nb">list</span> <span class="o">|</span> <span class="nb">tuple</span> <span class="o">|</span> <span class="n">Mapping</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="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="o">*</span><span class="p">,</span>
<span class="n">df_type</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;pandas&quot;</span><span class="p">,</span> <span class="s2">&quot;polars&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;pandas&quot;</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">Any</span><span class="p">,</span>
<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">PandasDataFrame</span> <span class="o">|</span> <span class="n">PolarsDataFrame</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Execute the sql and returns a dataframe.</span>
<span class="sd"> :param sql: the sql statement to be executed (str) or a list of sql statements to execute</span>
<span class="sd"> :param parameters: The parameters to render the SQL query with.</span>
<span class="sd"> :param df_type: Type of dataframe to return, either &quot;pandas&quot; or &quot;polars&quot;</span>
<span class="sd"> :param kwargs: (optional) passed into `pandas.io.sql.read_sql` or `polars.read_database` method</span>
<span class="sd"> :return: A pandas or polars DataFrame containing the query results.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="n">df_type</span> <span class="o">==</span> <span class="s2">&quot;pandas&quot;</span><span class="p">:</span>
<span class="k">try</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">pandas.io</span><span class="w"> </span><span class="kn">import</span> <span class="n">sql</span> <span class="k">as</span> <span class="n">psql</span>
<span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
<span class="k">raise</span> <span class="n">AirflowOptionalProviderFeatureException</span><span class="p">(</span>
<span class="s2">&quot;pandas library not installed, run: pip install &quot;</span>
<span class="s2">&quot;&#39;apache-airflow-providers-common-sql[pandas]&#39;.&quot;</span>
<span class="p">)</span>
<span class="n">engine</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_sqlalchemy_engine</span><span class="p">()</span>
<span class="k">with</span> <span class="n">engine</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
<span class="n">sql</span> <span class="o">=</span> <span class="s2">&quot;; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">sql</span><span class="p">)</span> <span class="c1"># Or handle multiple queries differently</span>
<span class="k">return</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;PandasDataFrame&quot;</span><span class="p">,</span> <span class="n">psql</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">parameters</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span>
<span class="k">elif</span> <span class="n">df_type</span> <span class="o">==</span> <span class="s2">&quot;polars&quot;</span><span class="p">:</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_polars_df</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported df_type: </span><span class="si">{</span><span class="n">df_type</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<div class="viewcode-block" id="PostgresHook.copy_expert">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.copy_expert">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">copy_expert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">filename</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Execute SQL using psycopg&#39;s ``copy_expert`` method.</span>
<span class="sd"> Necessary to execute COPY command without access to a superuser.</span>
<span class="sd"> Note: if this method is called with a &quot;COPY FROM&quot; statement and</span>
<span class="sd"> the specified input file does not exist, it creates an empty</span>
<span class="sd"> file and no data is loaded, but the operation succeeds.</span>
<span class="sd"> So if users want to be aware when the input file does not exist,</span>
<span class="sd"> they have to check its existence by themselves.</span>
<span class="sd"> &quot;&quot;&quot;</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="s2">&quot;Running copy expert: </span><span class="si">%s</span><span class="s2">, filename: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">sql</span><span class="p">,</span> <span class="n">filename</span><span class="p">)</span>
<span class="k">if</span> <span class="n">USE_PSYCOPG3</span><span class="p">:</span>
<span class="k">if</span> <span class="s2">&quot; from stdin&quot;</span> <span class="ow">in</span> <span class="n">sql</span><span class="o">.</span><span class="n">lower</span><span class="p">():</span>
<span class="c1"># Handle COPY FROM STDIN: read from the file and write to the database.</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">filename</span><span class="p">):</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">):</span>
<span class="k">pass</span> <span class="c1"># Create an empty file to prevent errors.</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s2">&quot;rb&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span> <span class="k">as</span> <span class="n">cur</span><span class="p">:</span>
<span class="k">with</span> <span class="n">cur</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">sql</span><span class="p">)</span> <span class="k">as</span> <span class="n">copy</span><span class="p">:</span>
<span class="k">while</span> <span class="n">data</span> <span class="o">:=</span> <span class="n">file</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="mi">8192</span><span class="p">):</span>
<span class="n">copy</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
<span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
<span class="k">else</span><span class="p">:</span>
<span class="c1"># Handle COPY TO STDOUT: read from the database and write to the file.</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s2">&quot;wb&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span> <span class="k">as</span> <span class="n">cur</span><span class="p">:</span>
<span class="k">with</span> <span class="n">cur</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">sql</span><span class="p">)</span> <span class="k">as</span> <span class="n">copy</span><span class="p">:</span>
<span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="n">copy</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">data</span><span class="p">)</span>
<span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
<span class="k">else</span><span class="p">:</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">filename</span><span class="p">):</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">):</span>
<span class="k">pass</span>
<span class="k">with</span> <span class="p">(</span>
<span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s2">&quot;r+&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">,</span>
<span class="n">closing</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">())</span> <span class="k">as</span> <span class="n">conn</span><span class="p">,</span>
<span class="n">closing</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">())</span> <span class="k">as</span> <span class="n">cur</span><span class="p">,</span>
<span class="p">):</span>
<span class="n">cur</span><span class="o">.</span><span class="n">copy_expert</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">file</span><span class="p">)</span>
<span class="n">file</span><span class="o">.</span><span class="n">truncate</span><span class="p">(</span><span class="n">file</span><span class="o">.</span><span class="n">tell</span><span class="p">())</span>
<span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span></div>
<div class="viewcode-block" id="PostgresHook.get_uri">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_uri">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_uri</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Extract the URI from the connection.</span>
<span class="sd"> :return: the extracted URI in Sqlalchemy URI format.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sqlalchemy_url</span><span class="o">.</span><span class="n">render_as_string</span><span class="p">(</span><span class="n">hide_password</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></div>
<div class="viewcode-block" id="PostgresHook.bulk_load">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.bulk_load">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">bulk_load</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">tmp_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Load a tab-delimited file into a database table.&quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">copy_expert</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;COPY </span><span class="si">{</span><span class="n">table</span><span class="si">}</span><span class="s2"> FROM STDIN&quot;</span><span class="p">,</span> <span class="n">tmp_file</span><span class="p">)</span></div>
<div class="viewcode-block" id="PostgresHook.bulk_dump">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.bulk_dump">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">bulk_dump</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">tmp_file</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Dump a database table into a tab-delimited file.&quot;&quot;&quot;</span>
<span class="bp">self</span><span class="o">.</span><span class="n">copy_expert</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;COPY </span><span class="si">{</span><span class="n">table</span><span class="si">}</span><span class="s2"> TO STDOUT&quot;</span><span class="p">,</span> <span class="n">tmp_file</span><span class="p">)</span></div>
<span class="nd">@staticmethod</span>
<span class="k">def</span><span class="w"> </span><span class="nf">_serialize_cell_ppg2</span><span class="p">(</span><span class="n">cell</span><span class="p">:</span> <span class="nb">object</span><span class="p">,</span> <span class="n">conn</span><span class="p">:</span> <span class="n">CompatConnection</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="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Serialize a cell using psycopg2.</span>
<span class="sd"> Psycopg2 adapts all arguments to the ``execute()`` method internally,</span>
<span class="sd"> hence we return the cell without any conversion.</span>
<span class="sd"> See https://www.psycopg.org/docs/extensions.html#sql-adaptation-protocol-objects</span>
<span class="sd"> for more information.</span>
<span class="sd"> To perform custom type adaptation please use register_adapter function</span>
<span class="sd"> https://www.psycopg.org/docs/extensions.html#psycopg2.extensions.register_adapter.</span>
<span class="sd"> :param cell: The cell to insert into the table</span>
<span class="sd"> :param conn: The database connection</span>
<span class="sd"> :return: The cell</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="n">cell</span>
<span class="nd">@staticmethod</span>
<span class="k">def</span><span class="w"> </span><span class="nf">_serialize_cell_ppg3</span><span class="p">(</span><span class="n">cell</span><span class="p">:</span> <span class="nb">object</span><span class="p">,</span> <span class="n">conn</span><span class="p">:</span> <span class="n">CompatConnection</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="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Serialize a cell using psycopg3.&quot;&quot;&quot;</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
<span class="k">try</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">psycopg.types.json</span><span class="w"> </span><span class="kn">import</span> <span class="n">Json</span>
<span class="k">return</span> <span class="n">Json</span><span class="p">(</span><span class="n">cell</span><span class="p">)</span>
<span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
<span class="k">return</span> <span class="n">cell</span>
<span class="k">return</span> <span class="n">cell</span>
<span class="nd">@staticmethod</span>
<span class="k">def</span><span class="w"> </span><span class="nf">_serialize_cell</span><span class="p">(</span><span class="n">cell</span><span class="p">:</span> <span class="nb">object</span><span class="p">,</span> <span class="n">conn</span><span class="p">:</span> <span class="n">Any</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="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<span class="k">if</span> <span class="n">USE_PSYCOPG3</span><span class="p">:</span>
<span class="k">return</span> <span class="n">PostgresHook</span><span class="o">.</span><span class="n">_serialize_cell_ppg3</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span>
<span class="k">return</span> <span class="n">PostgresHook</span><span class="o">.</span><span class="n">_serialize_cell_ppg2</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span>
<div class="viewcode-block" id="PostgresHook.get_iam_token">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_iam_token">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_iam_token</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conn</span><span class="p">:</span> <span class="n">Connection</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">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="nb">int</span><span class="p">]:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Get the IAM token from different identity providers.&quot;&quot;&quot;</span>
<span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;azure_conn_id&quot;</span><span class="p">):</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_azure_iam_token</span><span class="p">(</span><span class="n">conn</span><span class="p">)</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_aws_iam_token</span><span class="p">(</span><span class="n">conn</span><span class="p">)</span></div>
<div class="viewcode-block" id="PostgresHook.get_aws_iam_token">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_aws_iam_token">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_aws_iam_token</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conn</span><span class="p">:</span> <span class="n">Connection</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">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="nb">int</span><span class="p">]:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Get the AWS IAM token.</span>
<span class="sd"> This uses AWSHook to retrieve a temporary password to connect to</span>
<span class="sd"> Postgres or Redshift. Port is required. If none is provided, the default</span>
<span class="sd"> 5432 is used.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">try</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.amazon.aws.hooks.base_aws</span><span class="w"> </span><span class="kn">import</span> <span class="n">AwsBaseHook</span>
<span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.exceptions</span><span class="w"> </span><span class="kn">import</span> <span class="n">AirflowOptionalProviderFeatureException</span>
<span class="k">raise</span> <span class="n">AirflowOptionalProviderFeatureException</span><span class="p">(</span>
<span class="s2">&quot;apache-airflow-providers-amazon not installed, run: &quot;</span>
<span class="s2">&quot;pip install &#39;apache-airflow-providers-postgres[amazon]&#39;.&quot;</span>
<span class="p">)</span>
<span class="n">aws_conn_id</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;aws_conn_id&quot;</span><span class="p">,</span> <span class="s2">&quot;aws_default&quot;</span><span class="p">)</span>
<span class="n">login</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">login</span>
<span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;redshift&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
<span class="n">port</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span> <span class="ow">or</span> <span class="mi">5439</span>
<span class="c1"># Pull the custer-identifier from the beginning of the Redshift URL</span>
<span class="c1"># ex. my-cluster.ccdre4hpd39h.us-east-1.redshift.amazonaws.com returns my-cluster</span>
<span class="n">cluster_identifier</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span>
<span class="s2">&quot;cluster-identifier&quot;</span><span class="p">,</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;str&quot;</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">host</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="p">)</span>
<span class="n">redshift_client</span> <span class="o">=</span> <span class="n">AwsBaseHook</span><span class="p">(</span><span class="n">aws_conn_id</span><span class="o">=</span><span class="n">aws_conn_id</span><span class="p">,</span> <span class="n">client_type</span><span class="o">=</span><span class="s2">&quot;redshift&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">conn</span>
<span class="c1"># https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/redshift/client/get_cluster_credentials.html#Redshift.Client.get_cluster_credentials</span>
<span class="n">cluster_creds</span> <span class="o">=</span> <span class="n">redshift_client</span><span class="o">.</span><span class="n">get_cluster_credentials</span><span class="p">(</span>
<span class="n">DbUser</span><span class="o">=</span><span class="n">login</span><span class="p">,</span>
<span class="n">DbName</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="ow">or</span> <span class="n">conn</span><span class="o">.</span><span class="n">schema</span><span class="p">,</span>
<span class="n">ClusterIdentifier</span><span class="o">=</span><span class="n">cluster_identifier</span><span class="p">,</span>
<span class="n">AutoCreate</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">token</span> <span class="o">=</span> <span class="n">cluster_creds</span><span class="p">[</span><span class="s2">&quot;DbPassword&quot;</span><span class="p">]</span>
<span class="n">login</span> <span class="o">=</span> <span class="n">cluster_creds</span><span class="p">[</span><span class="s2">&quot;DbUser&quot;</span><span class="p">]</span>
<span class="k">elif</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;redshift-serverless&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
<span class="n">port</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span> <span class="ow">or</span> <span class="mi">5439</span>
<span class="c1"># Pull the workgroup-name from the query params/extras, if not there then pull it from the</span>
<span class="c1"># beginning of the Redshift URL</span>
<span class="c1"># ex. workgroup-name.ccdre4hpd39h.us-east-1.redshift.amazonaws.com returns workgroup-name</span>
<span class="n">workgroup_name</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;workgroup-name&quot;</span><span class="p">,</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;str&quot;</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">host</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">redshift_serverless_client</span> <span class="o">=</span> <span class="n">AwsBaseHook</span><span class="p">(</span>
<span class="n">aws_conn_id</span><span class="o">=</span><span class="n">aws_conn_id</span><span class="p">,</span> <span class="n">client_type</span><span class="o">=</span><span class="s2">&quot;redshift-serverless&quot;</span>
<span class="p">)</span><span class="o">.</span><span class="n">conn</span>
<span class="c1"># https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/redshift-serverless/client/get_credentials.html#RedshiftServerless.Client.get_credentials</span>
<span class="n">cluster_creds</span> <span class="o">=</span> <span class="n">redshift_serverless_client</span><span class="o">.</span><span class="n">get_credentials</span><span class="p">(</span>
<span class="n">dbName</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="ow">or</span> <span class="n">conn</span><span class="o">.</span><span class="n">schema</span><span class="p">,</span>
<span class="n">workgroupName</span><span class="o">=</span><span class="n">workgroup_name</span><span class="p">,</span>
<span class="p">)</span>
<span class="n">token</span> <span class="o">=</span> <span class="n">cluster_creds</span><span class="p">[</span><span class="s2">&quot;dbPassword&quot;</span><span class="p">]</span>
<span class="n">login</span> <span class="o">=</span> <span class="n">cluster_creds</span><span class="p">[</span><span class="s2">&quot;dbUser&quot;</span><span class="p">]</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">port</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span> <span class="ow">or</span> <span class="mi">5432</span>
<span class="n">rds_client</span> <span class="o">=</span> <span class="n">AwsBaseHook</span><span class="p">(</span><span class="n">aws_conn_id</span><span class="o">=</span><span class="n">aws_conn_id</span><span class="p">,</span> <span class="n">client_type</span><span class="o">=</span><span class="s2">&quot;rds&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">conn</span>
<span class="c1"># https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/rds/client/generate_db_auth_token.html#RDS.Client.generate_db_auth_token</span>
<span class="n">token</span> <span class="o">=</span> <span class="n">rds_client</span><span class="o">.</span><span class="n">generate_db_auth_token</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">host</span><span class="p">,</span> <span class="n">port</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">login</span><span class="p">)</span>
<span class="k">return</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;str&quot;</span><span class="p">,</span> <span class="n">login</span><span class="p">),</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;str&quot;</span><span class="p">,</span> <span class="n">token</span><span class="p">),</span> <span class="n">port</span></div>
<div class="viewcode-block" id="PostgresHook.get_azure_iam_token">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_azure_iam_token">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_azure_iam_token</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conn</span><span class="p">:</span> <span class="n">Connection</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">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="nb">int</span><span class="p">]:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Get the Azure IAM token.</span>
<span class="sd"> This uses AzureBaseHook to retrieve an OAUTH token to connect to Postgres.</span>
<span class="sd"> Scope for the OAuth token can be set in the config option ``azure_oauth_scope`` under the section ``[postgres]``.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">if</span> <span class="n">TYPE_CHECKING</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.microsoft.azure.hooks.base_azure</span><span class="w"> </span><span class="kn">import</span> <span class="n">AzureBaseHook</span>
<span class="n">azure_conn_id</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;azure_conn_id&quot;</span><span class="p">,</span> <span class="s2">&quot;azure_default&quot;</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">azure_conn</span> <span class="o">=</span> <span class="n">Connection</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">azure_conn_id</span><span class="p">)</span>
<span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
<span class="n">azure_conn</span> <span class="o">=</span> <span class="n">Connection</span><span class="o">.</span><span class="n">get_connection_from_secrets</span><span class="p">(</span><span class="n">azure_conn_id</span><span class="p">)</span> <span class="c1"># type: ignore[attr-defined]</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">azure_base_hook</span><span class="p">:</span> <span class="n">AzureBaseHook</span> <span class="o">=</span> <span class="n">azure_conn</span><span class="o">.</span><span class="n">get_hook</span><span class="p">()</span>
<span class="k">except</span> <span class="ne">TypeError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
<span class="k">if</span> <span class="s2">&quot;required positional argument: &#39;sdk_client&#39;&quot;</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">):</span>
<span class="k">raise</span> <span class="n">AirflowOptionalProviderFeatureException</span><span class="p">(</span>
<span class="s2">&quot;Getting azure token is not supported by current version of &#39;AzureBaseHook&#39;. &quot;</span>
<span class="s2">&quot;Please upgrade apache-airflow-providers-microsoft-azure&gt;=12.8.0&quot;</span>
<span class="p">)</span> <span class="kn">from</span><span class="w"> </span><span class="nn">e</span>
<span class="k">raise</span>
<span class="n">scope</span> <span class="o">=</span> <span class="n">conf</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;postgres&quot;</span><span class="p">,</span> <span class="s2">&quot;azure_oauth_scope&quot;</span><span class="p">,</span> <span class="n">fallback</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">default_azure_oauth_scope</span><span class="p">)</span>
<span class="n">token</span> <span class="o">=</span> <span class="n">azure_base_hook</span><span class="o">.</span><span class="n">get_token</span><span class="p">(</span><span class="n">scope</span><span class="p">)</span><span class="o">.</span><span class="n">token</span>
<span class="k">return</span> <span class="n">cast</span><span class="p">(</span><span class="s2">&quot;str&quot;</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">login</span> <span class="ow">or</span> <span class="n">azure_conn</span><span class="o">.</span><span class="n">login</span><span class="p">),</span> <span class="n">token</span><span class="p">,</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span> <span class="ow">or</span> <span class="mi">5432</span></div>
<div class="viewcode-block" id="PostgresHook.get_table_primary_key">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_table_primary_key">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_table_primary_key</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">schema</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="s2">&quot;public&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">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="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Get the table&#39;s primary key.</span>
<span class="sd"> :param table: Name of the target table</span>
<span class="sd"> :param schema: Name of the target schema, public by default</span>
<span class="sd"> :return: Primary key columns list</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span><span class="o">.</span><span class="n">get_primary_keys</span><span class="p">(</span><span class="n">table</span><span class="o">=</span><span class="n">table</span><span class="p">,</span> <span class="n">schema</span><span class="o">=</span><span class="n">schema</span><span class="p">)</span></div>
<div class="viewcode-block" id="PostgresHook.get_openlineage_database_info">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_openlineage_database_info">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_openlineage_database_info</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">connection</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">DatabaseInfo</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Return Postgres/Redshift specific information for OpenLineage.&quot;&quot;&quot;</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.openlineage.sqlparser</span><span class="w"> </span><span class="kn">import</span> <span class="n">DatabaseInfo</span>
<span class="n">is_redshift</span> <span class="o">=</span> <span class="n">connection</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;redshift&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
<span class="k">if</span> <span class="n">is_redshift</span><span class="p">:</span>
<span class="n">authority</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_openlineage_redshift_authority_part</span><span class="p">(</span><span class="n">connection</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">authority</span> <span class="o">=</span> <span class="n">DbApiHook</span><span class="o">.</span><span class="n">get_openlineage_authority_part</span><span class="p">(</span><span class="n">connection</span><span class="p">,</span> <span class="n">default_port</span><span class="o">=</span><span class="mi">5432</span><span class="p">)</span>
<span class="k">return</span> <span class="n">DatabaseInfo</span><span class="p">(</span>
<span class="n">scheme</span><span class="o">=</span><span class="s2">&quot;postgres&quot;</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">is_redshift</span> <span class="k">else</span> <span class="s2">&quot;redshift&quot;</span><span class="p">,</span>
<span class="n">authority</span><span class="o">=</span><span class="n">authority</span><span class="p">,</span>
<span class="n">database</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="ow">or</span> <span class="n">connection</span><span class="o">.</span><span class="n">schema</span><span class="p">,</span>
<span class="p">)</span></div>
<span class="k">def</span><span class="w"> </span><span class="nf">_get_openlineage_redshift_authority_part</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">connection</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<span class="k">try</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.providers.amazon.aws.hooks.base_aws</span><span class="w"> </span><span class="kn">import</span> <span class="n">AwsBaseHook</span>
<span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
<span class="kn">from</span><span class="w"> </span><span class="nn">airflow.exceptions</span><span class="w"> </span><span class="kn">import</span> <span class="n">AirflowOptionalProviderFeatureException</span>
<span class="k">raise</span> <span class="n">AirflowOptionalProviderFeatureException</span><span class="p">(</span>
<span class="s2">&quot;apache-airflow-providers-amazon not installed, run: &quot;</span>
<span class="s2">&quot;pip install &#39;apache-airflow-providers-postgres[amazon]&#39;.&quot;</span>
<span class="p">)</span>
<span class="n">aws_conn_id</span> <span class="o">=</span> <span class="n">connection</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;aws_conn_id&quot;</span><span class="p">,</span> <span class="s2">&quot;aws_default&quot;</span><span class="p">)</span>
<span class="n">port</span> <span class="o">=</span> <span class="n">connection</span><span class="o">.</span><span class="n">port</span> <span class="ow">or</span> <span class="mi">5439</span>
<span class="n">cluster_identifier</span> <span class="o">=</span> <span class="n">connection</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;cluster-identifier&quot;</span><span class="p">,</span> <span class="n">connection</span><span class="o">.</span><span class="n">host</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;.&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">region_name</span> <span class="o">=</span> <span class="n">AwsBaseHook</span><span class="p">(</span><span class="n">aws_conn_id</span><span class="o">=</span><span class="n">aws_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n">region_name</span>
<span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">cluster_identifier</span><span class="si">}</span><span class="s2">.</span><span class="si">{</span><span class="n">region_name</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">port</span><span class="si">}</span><span class="s2">&quot;</span>
<div class="viewcode-block" id="PostgresHook.get_openlineage_database_dialect">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_openlineage_database_dialect">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_openlineage_database_dialect</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">connection</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Return postgres/redshift dialect.&quot;&quot;&quot;</span>
<span class="k">return</span> <span class="s2">&quot;redshift&quot;</span> <span class="k">if</span> <span class="n">connection</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;redshift&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> <span class="k">else</span> <span class="s2">&quot;postgres&quot;</span></div>
<div class="viewcode-block" id="PostgresHook.get_openlineage_default_schema">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_openlineage_default_schema">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_openlineage_default_schema</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Return current schema. This is usually changed with ``SEARCH_PATH`` parameter.&quot;&quot;&quot;</span>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_first</span><span class="p">(</span><span class="s2">&quot;SELECT CURRENT_SCHEMA;&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span></div>
<span class="nd">@classmethod</span>
<div class="viewcode-block" id="PostgresHook.get_ui_field_behaviour">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_ui_field_behaviour">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_ui_field_behaviour</span><span class="p">(</span><span class="bp">cls</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">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="k">return</span> <span class="p">{</span>
<span class="s2">&quot;hidden_fields&quot;</span><span class="p">:</span> <span class="p">[],</span>
<span class="s2">&quot;relabeling&quot;</span><span class="p">:</span> <span class="p">{</span>
<span class="s2">&quot;schema&quot;</span><span class="p">:</span> <span class="s2">&quot;Database&quot;</span><span class="p">,</span>
<span class="p">},</span>
<span class="p">}</span></div>
<div class="viewcode-block" id="PostgresHook.get_db_log_messages">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.get_db_log_messages">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">get_db_log_messages</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">conn</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;Log database messages.&quot;&quot;&quot;</span>
<span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">enable_log_db_messages</span><span class="p">:</span>
<span class="k">return</span>
<span class="k">if</span> <span class="n">USE_PSYCOPG3</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">debug</span><span class="p">(</span>
<span class="s2">&quot;With psycopg3, database notices are logged upon creation (via self._notice_handler).&quot;</span>
<span class="p">)</span>
<span class="k">return</span>
<span class="k">for</span> <span class="n">output</span> <span class="ow">in</span> <span class="n">conn</span><span class="o">.</span><span class="n">notices</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="n">output</span><span class="p">)</span></div>
<div class="viewcode-block" id="PostgresHook.insert_rows">
<a class="viewcode-back" href="../../../../../_api/airflow/providers/postgres/hooks/postgres/index.html#airflow.providers.postgres.hooks.postgres.PostgresHook.insert_rows">[docs]</a>
<span class="k">def</span><span class="w"> </span><span class="nf">insert_rows</span><span class="p">(</span>
<span class="bp">self</span><span class="p">,</span>
<span class="n">table</span><span class="p">,</span>
<span class="n">rows</span><span class="p">,</span>
<span class="n">target_fields</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="n">commit_every</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span>
<span class="n">replace</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="o">*</span><span class="p">,</span>
<span class="n">executemany</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="n">fast_executemany</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="n">autocommit</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
<span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Insert a collection of tuples into a table.</span>
<span class="sd"> Rows are inserted in chunks, each chunk (of size ``commit_every``) is</span>
<span class="sd"> done in a new transaction.</span>
<span class="sd"> :param table: Name of the target table</span>
<span class="sd"> :param rows: The rows to insert into the table</span>
<span class="sd"> :param target_fields: The names of the columns to fill in the table</span>
<span class="sd"> :param commit_every: The maximum number of rows to insert in one</span>
<span class="sd"> transaction. Set to 0 to insert all rows in one transaction.</span>
<span class="sd"> :param replace: Whether to replace instead of insert</span>
<span class="sd"> :param executemany: If True, all rows are inserted at once in</span>
<span class="sd"> chunks defined by the commit_every parameter. This only works if all rows</span>
<span class="sd"> have same number of column names, but leads to better performance.</span>
<span class="sd"> :param fast_executemany: If True, rows will be inserted using an optimized</span>
<span class="sd"> bulk execution strategy (``psycopg2.extras.execute_batch``). This can</span>
<span class="sd"> significantly improve performance for large inserts. If set to False,</span>
<span class="sd"> the method falls back to the default implementation from</span>
<span class="sd"> ``DbApiHook.insert_rows``.</span>
<span class="sd"> :param autocommit: What to set the connection&#39;s autocommit setting to</span>
<span class="sd"> before executing the query.</span>
<span class="sd"> &quot;&quot;&quot;</span>
<span class="c1"># if fast_executemany is disabled, defer to default implementation of insert_rows in DbApiHook</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">fast_executemany</span><span class="p">:</span>
<span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">insert_rows</span><span class="p">(</span>
<span class="n">table</span><span class="p">,</span>
<span class="n">rows</span><span class="p">,</span>
<span class="n">target_fields</span><span class="o">=</span><span class="n">target_fields</span><span class="p">,</span>
<span class="n">commit_every</span><span class="o">=</span><span class="n">commit_every</span><span class="p">,</span>
<span class="n">replace</span><span class="o">=</span><span class="n">replace</span><span class="p">,</span>
<span class="n">executemany</span><span class="o">=</span><span class="n">executemany</span><span class="p">,</span>
<span class="n">autocommit</span><span class="o">=</span><span class="n">autocommit</span><span class="p">,</span>
<span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
<span class="p">)</span>
<span class="c1"># if fast_executemany is enabled, use optimized execute_batch from psycopg</span>
<span class="n">nb_rows</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">with</span> <span class="bp">self</span><span class="o">.</span><span class="n">_create_autocommit_connection</span><span class="p">(</span><span class="n">autocommit</span><span class="p">)</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span>
<span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
<span class="k">with</span> <span class="n">closing</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">())</span> <span class="k">as</span> <span class="n">cur</span><span class="p">:</span>
<span class="k">for</span> <span class="n">chunked_rows</span> <span class="ow">in</span> <span class="n">chunked</span><span class="p">(</span><span class="n">rows</span><span class="p">,</span> <span class="n">commit_every</span><span class="p">):</span>
<span class="n">values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span>
<span class="nb">map</span><span class="p">(</span>
<span class="k">lambda</span> <span class="n">row</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_serialize_cells</span><span class="p">(</span><span class="n">row</span><span class="p">,</span> <span class="n">conn</span><span class="p">),</span>
<span class="n">chunked_rows</span><span class="p">,</span>
<span class="p">)</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">_generate_insert_sql</span><span class="p">(</span><span class="n">table</span><span class="p">,</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">target_fields</span><span class="p">,</span> <span class="n">replace</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">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Generated sql: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">sql</span><span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
<span class="n">execute_batch</span><span class="p">(</span><span class="n">cur</span><span class="p">,</span> <span class="n">sql</span><span class="p">,</span> <span class="n">values</span><span class="p">,</span> <span class="n">page_size</span><span class="o">=</span><span class="n">commit_every</span><span class="p">)</span>
<span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</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">error</span><span class="p">(</span><span class="s2">&quot;Generated sql: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">sql</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">error</span><span class="p">(</span><span class="s2">&quot;Parameters: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">values</span><span class="p">)</span>
<span class="k">raise</span> <span class="n">e</span>
<span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
<span class="n">nb_rows</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">chunked_rows</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="s2">&quot;Loaded </span><span class="si">%s</span><span class="s2"> rows into </span><span class="si">%s</span><span class="s2"> so far&quot;</span><span class="p">,</span> <span class="n">nb_rows</span><span class="p">,</span> <span class="n">table</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="s2">&quot;Done loading. Loaded a total of </span><span class="si">%s</span><span class="s2"> rows into </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">nb_rows</span><span class="p">,</span> <span class="n">table</span><span class="p">)</span></div>
</div>
</pre></div>
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