gopidesupavan commented on code in PR #72845:
URL: https://github.com/apache/airflow/pull/72845#discussion_r3993842603


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providers/duckdb/src/airflow/providers/duckdb/hooks/duckdb.py:
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@@ -0,0 +1,345 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+from __future__ import annotations
+
+import re
+from functools import cached_property
+from typing import TYPE_CHECKING, Any
+
+import duckdb
+
+from airflow.providers.common.sql.hooks.sql import DbApiHook
+from airflow.providers.duckdb.version_compat import AirflowNotFoundException
+
+if TYPE_CHECKING:
+    from collections.abc import Sequence
+
+    from duckdb import DuckDBPyConnection
+
+    try:
+        from airflow.sdk import Connection
+    except ImportError:
+        from airflow.models.connection import Connection  # type: 
ignore[assignment]
+
+IN_MEMORY_DATABASE = ":memory:"
+
+# DuckDB has no bind-parameter form for extension names or PRAGMA-style 
identifiers, so anything
+# interpolated into those statements is validated against this instead.
+_IDENTIFIER = re.compile(r"\A[A-Za-z_][A-Za-z0-9_]*\Z")
+
+
+class DuckDBHook(DbApiHook):
+    """
+    Interact with an in-process `DuckDB <https://duckdb.org/>`__ database.
+
+    The hook opens a DuckDB database — in memory, backed by a local file, or 
hosted by MotherDuck —
+    applies resource limits, and loads the requested extensions, so a Dag 
author only supplies SQL.
+
+    The Airflow connection is optional. With no ``duckdb_default`` connection 
configured the hook opens
+    an in-memory database, which is the right default for a stateless, 
task-scoped analytical query.
+    Supplying a connection id other than the default asserts that it exists, a 
missing connection raises
+    rather than quietly falling back to an in-memory database.
+
+    Extensions are loaded with ``LOAD`` first and only installed when that 
fails. DuckDB downloads
+    extensions from its extension repository on first use, so deployments 
without outbound internet
+    access should pre-populate an extension directory, point 
``extension_directory`` at it and set
+    ``autoinstall_extensions=False`` to turn the network access off entirely.
+
+    :param duckdb_conn_id: reference to a :ref:`DuckDB connection 
<howto/connection:duckdb>`. The
+        default connection need not exist; when it is missing an in-memory 
database is used. Any other
+        id must exist, and raises if it does not.
+    :param database: database to open. Overrides the connection. ``:memory:`` 
(the default) opens a
+        transient database that is discarded when the task finishes.
+    :param extensions: extensions to load on connect, for example ``["httpfs", 
"iceberg"]``.
+    :param extension_directory: directory DuckDB loads extensions from and 
installs them into.
+        Point this at a pre-populated directory to avoid downloading 
extensions at task runtime.
+    :param autoinstall_extensions: whether an extension that is not installed 
locally may be
+        downloaded and installed. Set to ``False`` in environments without 
outbound internet access
+        so a missing extension fails loudly instead of hanging on a network 
call.
+    :param allow_community_extensions: whether DuckDB may load community 
(third-party) extensions.
+        Community extensions are native code from outside the DuckDB project, 
so this defaults to
+        ``False``.
+    :param memory_limit: memory DuckDB may use, for example ``"2GB"``. DuckDB 
otherwise sizes itself
+        from the memory it detects on the host, which over-commits inside a 
container that has a
+        smaller limit than the host it runs on.
+    :param threads: number of threads DuckDB may use. Defaults to the cores 
DuckDB detects, which is
+        subject to the same container caveat as ``memory_limit``.
+    :param temp_directory: directory DuckDB spills to when a query exceeds 
``memory_limit``.
+    :param read_only: open the database read-only. Not valid for an in-memory 
database.
+    :param settings: additional DuckDB configuration options, passed through 
verbatim.
+
+    Every parameter above except ``duckdb_conn_id`` may also be set in the 
connection ``extra``, in
+    which case an explicit argument wins. This mirrors what
+    :class:`~airflow.providers.common.sql.operators.sql.BaseSQLOperator` does 
when it merges connection
+    extras into hook keyword arguments — a path the connection-optional 
operator has to bypass.
+    """
+
+    conn_name_attr = "duckdb_conn_id"
+    default_conn_name = "duckdb_default"
+    conn_type = "duckdb"
+    hook_name = "DuckDB"
+    placeholder = "?"
+    supports_autocommit = False
+
+    #: Extensions every connection opened by this hook class loads, regardless 
of configuration.
+    #: Subclasses that integrate a specific backend declare their requirements 
here.
+    required_extensions: tuple[str, ...] = ()
+
+    def __init__(
+        self,
+        *args,
+        duckdb_conn_id: str = default_conn_name,
+        database: str | None = None,
+        extensions: Sequence[str] | None = None,
+        extension_directory: str | None = None,
+        autoinstall_extensions: bool | None = None,
+        allow_community_extensions: bool | None = None,
+        memory_limit: str | None = None,
+        threads: int | None = None,
+        temp_directory: str | None = None,
+        read_only: bool | None = None,
+        settings: dict[str, Any] | None = None,
+        **kwargs,
+    ) -> None:
+        kwargs[self.conn_name_attr] = duckdb_conn_id
+        super().__init__(*args, **kwargs)
+        self.database = database
+        # Stored unresolved: ``None`` means "not set explicitly", so the 
connection extra may supply
+        # it. Reading these through the properties below is what makes the two 
sources consistent.
+        self._extensions = list(extensions) if extensions is not None else None
+        self._extension_directory = extension_directory
+        self._autoinstall_extensions = autoinstall_extensions
+        self._allow_community_extensions = allow_community_extensions
+        self._memory_limit = memory_limit
+        self._threads = threads
+        self._temp_directory = temp_directory
+        self._read_only = read_only
+        self._settings = settings
+
+    def resolve_parameter(self, name: str, explicit: Any, default: Any = None) 
-> Any:
+        """Return the explicit argument if given, else the connection extra, 
else the default."""
+        if explicit is not None:
+            return explicit
+        from_extra = self.connection_extra.get(name)
+        return default if from_extra is None else from_extra
+
+    @property
+    def extension_directory(self) -> str | None:
+        return self.resolve_parameter("extension_directory", 
self._extension_directory)
+
+    @property
+    def autoinstall_extensions(self) -> bool:
+        return bool(self.resolve_parameter("autoinstall_extensions", 
self._autoinstall_extensions, True))

Review Comment:
   i would flip this otherway around setting default to false in secure 
environments installing extensions is not allowed in general at runtime or it 
might not have access to public repos.. so might be good documenting then let 
users choose this option to install at runtime



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