{
    "info": {
        "author": "Konstantin Lebedev",
        "author_email": "kostyan.lebedev@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Environment :: Console",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Programming Language :: Python :: 3.8",
            "Programming Language :: Python :: 3.9",
            "Programming Language :: SQL",
            "Topic :: Database",
            "Topic :: Scientific/Engineering :: Information Analysis",
            "Topic :: Software Development",
            "Topic :: Software Development :: Libraries",
            "Topic :: Software Development :: Libraries :: Application Frameworks",
            "Topic :: Software Development :: Libraries :: Python Modules"
        ],
        "description": "ClickHouse SQLAlchemy\n=====================\n\nClickHouse dialect for SQLAlchemy to `ClickHouse database <https://clickhouse.yandex/>`_.\n\n\n.. image:: https://img.shields.io/pypi/v/clickhouse-sqlalchemy.svg\n    :target: https://pypi.org/project/clickhouse-sqlalchemy\n\n.. image:: https://coveralls.io/repos/github/xzkostyan/clickhouse-sqlalchemy/badge.svg?branch=master\n    :target: https://coveralls.io/github/xzkostyan/clickhouse-sqlalchemy?branch=master\n\n.. image:: https://img.shields.io/pypi/l/clickhouse-sqlalchemy.svg\n    :target: https://pypi.org/project/clickhouse-sqlalchemy\n\n.. image:: https://img.shields.io/pypi/pyversions/clickhouse-sqlalchemy.svg\n    :target: https://pypi.org/project/clickhouse-sqlalchemy\n\n.. image:: https://img.shields.io/pypi/dm/clickhouse-sqlalchemy.svg\n    :target: https://pypi.org/project/clickhouse-sqlalchemy\n\n.. image:: https://github.com/xzkostyan/clickhouse-sqlalchemy/actions/workflows/actions.yml/badge.svg\n   :target: https://github.com/xzkostyan/clickhouse-sqlalchemy/actions/workflows/actions.yml\n\nInstallation\n============\n\nThe package can be installed using ``pip``:\n\n    .. code-block:: bash\n\n       pip install clickhouse-sqlalchemy\n\nInterfaces support\n------------------\n\n- **native** [recommended] (TCP) via `clickhouse-driver <https://github.com/mymarilyn/clickhouse-driver>`_\n- **http** via requests\n\n\nConnection Parameters\n=====================\n\nClickHouse SQLAlchemy uses the following syntax for the connection string:\n\n    .. code-block:: python\n\n     'clickhouse+<driver>://<user>:<password>@<host>:<port>/<database>[?key=value..]'\n\nWhere:\n\n- *driver* is driver to use. Possible choices: ``http``, ``native``. ``http`` is default.\n- *database* is database connect to. Default is ``default``.\n\n\nDrivers options\n===============\n\nThere are several options can be specified in query string.\n\nHTTP\n----\n\n- *port* is port ClickHouse server is bound to. Default is ``8123``.\n- *timeout* in seconds. There is no timeout by default.\n- *protocol* to use. Possible choices: ``http``, ``https``. ``http`` is default.\n\nConnection string to database `test` in default ClickHouse installation:\n\n    .. code-block:: python\n\n         'clickhouse://default:@localhost/test'\n\n\nWhen you are using `nginx` as proxy server for ClickHouse server connection string might look like:\n\n    .. code-block:: python\n\n         'clickhouse://user:password@example.com:8124/test?protocol=https'\n\nWhere ``8124`` is proxy port.\n\nIf you need control over the underlying HTTP connection, pass a `requests.Session\n<https://requests.readthedocs.io/en/master/user/advanced/#session-objects>`_ instance\nto ``create_engine()``, like so:\n\n    .. code-block:: python\n\n        from sqlalchemy import create_engine\n        from requests import Session\n\n        uri = 'clickhouse://default:@localhost/test'\n\n        engine = create_engine(uri, connect_args={'http_session': Session()})\n\n\nNative\n------\n\nPlease note that native connection **is not encrypted**. All data including\nuser/password is transferred in plain text. You should use this connection over\nSSH or VPN (for example) while communicating over untrusted network.\n\nConnection string to database `test` in default ClickHouse installation:\n\n    .. code-block:: python\n\n         'clickhouse+native://default:@localhost/test'\n\nAll connection string parameters are proxied to `clickhouse-driver`.\nSee it's `parameters <https://clickhouse-driver.readthedocs.io/en/latest/api.html#clickhouse_driver.connection.Connection>`_.\n\n\nFeatures\n========\n\nSQLAlchemy declarative support\n------------------------------\n\nBoth declarative and constructor-style tables support:\n\n    .. code-block:: python\n\n        from sqlalchemy import create_engine, Column, MetaData, literal\n\n        from clickhouse_sqlalchemy import Table, make_session, get_declarative_base, types, engines\n\n        uri = 'clickhouse://default:@localhost/test'\n\n        engine = create_engine(uri)\n        session = make_session(engine)\n        metadata = MetaData(bind=engine)\n\n        Base = get_declarative_base(metadata=metadata)\n\n        class Rate(Base):\n            day = Column(types.Date, primary_key=True)\n            value = Column(types.Int32)\n            other_value = Column(\n                types.DateTime,\n                clickhouse_codec=('DoubleDelta', 'ZSTD'),\n            )\n\n            __table_args__ = (\n                engines.Memory(),\n            )\n\n        another_table = Table('another_rate', metadata,\n            Column('day', types.Date, primary_key=True),\n            Column('value', types.Int32, server_default=literal(1)),\n            engines.Memory()\n        )\n\nTables created in declarative way have lowercase with words separated by underscores naming convention.\nBut you can easy set you own via SQLAlchemy ``__tablename__`` attribute.\n\nBasic DDL support\n-----------------\n\nYou can emit simple DDL. Example ``CREATE/DROP`` table:\n\n    .. code-block:: python\n\n        table = Rate.__table__\n        table.create()\n        another_table.create()\n\n\n        another_table.drop()\n        table.drop()\n\n\nBasic INSERT clause support\n---------------------------\n\nSimple batch INSERT:\n\n    .. code-block:: python\n\n        from datetime import date, timedelta\n        from sqlalchemy import func\n\n        today = date.today()\n        rates = [{'day': today - timedelta(i), 'value': 200 - i} for i in range(100)]\n\n        # Emits single INSERT statement.\n        session.execute(table.insert(), rates)\n\n\nCommon SQLAlchemy query method chaining\n---------------------------------------\n\n``order_by``, ``filter``, ``limit``, ``offset``, etc. are supported:\n\n    .. code-block:: python\n\n        session.query(func.count(Rate.day)) \\\n            .filter(Rate.day > today - timedelta(20)) \\\n            .scalar()\n\n        session.query(Rate.value) \\\n            .order_by(Rate.day.desc()) \\\n            .first()\n\n        session.query(Rate.value) \\\n            .order_by(Rate.day) \\\n            .limit(10) \\\n            .all()\n\n        session.query(func.sum(Rate.value)) \\\n            .scalar()\n\n\nAdvanced INSERT clause support\n------------------------------\nINSERT FROM SELECT statement:\n\n    .. code-block:: python\n\n        from sqlalchemy import cast\n\n        # Labels must be present.\n        select_query = session.query(\n            Rate.day.label('day'),\n            cast(Rate.value * 1.5, types.Int32).label('value')\n        ).subquery()\n\n        # Emits single INSERT FROM SELECT statement\n        session.execute(\n            another_table.insert()\n            .from_select(['day', 'value'], select_query)\n        )\n\n\nMany but not all of SQLAlchemy features are supported out of the box.\n\nUNION ALL example:\n\n    .. code-block:: python\n\n        from sqlalchemy import union_all\n\n        select_rate = session.query(\n            Rate.day.label('date'),\n            Rate.value.label('x')\n        )\n        select_another_rate = session.query(\n            another_table.c.day.label('date'),\n            another_table.c.value.label('x')\n        )\n\n        union_all(select_rate, select_another_rate).execute().fetchone()\n\n\nExternal data for query processing\n----------------------------------\n\nCurrently can be used with native interface.\n\n    .. code-block:: python\n\n        ext = Table(\n            'ext', metadata, Column('x', types.Int32),\n            clickhouse_data=[(101, ), (103, ), (105, )], extend_existing=True\n        )\n\n        rv = session.query(Rate) \\\n            .filter(Rate.value.in_(session.query(ext.c.x))) \\\n            .execution_options(external_tables=[ext]) \\\n            .all()\n\n        print(rv)\n\nSupported ClickHouse-specific SQL\n---------------------------------\n\n- ``SELECT`` query:\n    - ``WITH TOTALS``\n    - ``SAMPLE``\n    - lambda functions: ``x -> expr``\n    - ``JOIN``\n\nSee `tests <https://github.com/xzkostyan/clickhouse-sqlalchemy/tree/master/tests>`_ for examples.\n\n\nOverriding default query settings\n---------------------------------\n\nSet lower priority to query and limit max number threads to execute the request.\n\n    .. code-block:: python\n\n        rv = session.query(func.sum(Rate.value)) \\\n            .execution_options(settings={'max_threads': 2, 'priority': 10}) \\\n            .scalar()\n\n        print(rv)\n\n\nRunning tests\n=============\n\n    .. code-block:: bash\n\n        mkvirtualenv testenv && python setup.py test\n\n``pip`` will automatically install all required modules for testing.\n\n\nLicense\n=======\n\nClickHouse SQLAlchemy is distributed under the `MIT license\n<http://www.opensource.org/licenses/mit-license.php>`_.\n\nHow to Contribute\n=================\n\n#. Check for open issues or open a fresh issue to start a discussion around a feature idea or a bug.\n#. Fork `the repository <https://github.com/xzkostyan/clickhouse-sqlalchemy>`_ on GitHub to start making your changes to the **master** branch (or branch off of it).\n#. Write a test which shows that the bug was fixed or that the feature works as expected.\n#. Send a pull request and bug the maintainer until it gets merged and published.",
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