doc/book/devrepo/dataimport.rst
author Laurent Wouters <lwouters@cenotelie.fr>
Fri, 20 Mar 2020 14:34:07 +0100
changeset 12931 6eae252361e5
parent 11239 19cacea03fde
permissions -rw-r--r--
[rql] Store selected variables for RQL select queries in ResultSet (#17218476) By storing the name of the selected variables for RQL select queries in the ResultSet (within the "variables" attribute), the information can be passed down to specific protocols, e.g. rqlio that may wish to pass is down further to clients. In turn, clients can then choose to present the results of RQL select queries as symbolic bindings using the names used in the query's projection, instead of ordinal arrays.

.. -*- coding: utf-8 -*-

.. _dataimport:

Dataimport
==========

*CubicWeb* is designed to easily manipulate large amounts of data, and provides
utilities to make imports simple.

The main entry point is :mod:`cubicweb.dataimport.importer` which defines an
:class:`ExtEntitiesImporter` class responsible for importing data from an external source in the
form :class:`ExtEntity` objects. An :class:`ExtEntity` is a transitional representation of an
entity to be imported in the CubicWeb instance; building this representation is usually
domain-specific -- e.g. dependent of the kind of data source (RDF, CSV, etc.) -- and is thus the
responsibility of the end-user.

Along with the importer, a *store* must be selected, which is responsible for insertion of data into
the database. There exists different kind of stores_, allowing to insert data within different
levels of the *CubicWeb* API and with different speed/security tradeoffs. Those keeping all the
*CubicWeb* hooks and security will be slower but the possible errors in insertion (bad data types,
integrity error, ...) will be handled.


Example
-------

Consider the following schema snippet.

.. code-block:: python

    class Person(EntityType):
        name = String(required=True)

    class knows(RelationDefinition):
        subject = 'Person'
        object = 'Person'

along with some data in a ``people.csv`` file::

    # uri,name,knows
    http://www.example.org/alice,Alice,
    http://www.example.org/bob,Bob,http://www.example.org/alice

The following code (using a shell context) defines a function `extentities_from_csv` to read
`Person` external entities coming from a CSV file and calls the :class:`ExtEntitiesImporter` to
insert corresponding entities and relations into the CubicWeb instance.

.. code-block:: python

    from cubicweb.dataimport import ucsvreader, RQLObjectStore
    from cubicweb.dataimport.importer import ExtEntity, ExtEntitiesImporter

    def extentities_from_csv(fpath):
        """Yield Person ExtEntities read from `fpath` CSV file."""
        with open(fpath) as f:
            for uri, name, knows in ucsvreader(f, skipfirst=True, skip_empty=False):
                yield ExtEntity('Person', uri,
                                {'name': set([name]), 'knows': set([knows])})

    extenties = extentities_from_csv('people.csv')
    store = RQLObjectStore(cnx)
    importer = ExtEntitiesImporter(schema, store)
    importer.import_entities(extenties)
    commit()
    rset = cnx.execute('String N WHERE X name N, X knows Y, Y name "Alice"')
    assert rset[0][0] == u'Bob', rset

Importer API
------------

.. automodule:: cubicweb.dataimport.importer


Stores
~~~~~~

.. automodule:: cubicweb.dataimport.stores


SQLGenObjectStore
-----------------

This store relies on *COPY FROM*/execute many sql commands to directly push data using SQL commands
rather than using the whole *CubicWeb* API. For now, **it only works with PostgresSQL** as it requires
the *COPY FROM* command.