doc/book/devrepo/dataimport.rst
author Julien Cristau <julien.cristau@logilab.fr>
Wed, 09 Dec 2015 14:06:43 +0100
changeset 10962 625b951b4a1a
parent 10513 7bec01a59f92
child 11238 bb5fdf1eb8fb
permissions -rw-r--r--
[hooks] fix timestamp confusion in DataImportsCleanupStartupHook CWDataImport.start_timestamp is inserted as datetime.utcnow(), in server/sources/datafeed.py:DataFeedSourceinit_import_log. Don't compare it to datetime.now().
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.. -*- coding: utf-8 -*-
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.. _dataimport:
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Dataimport
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==========
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*CubicWeb* is designed to manipulate huge of amount of data, and provides utilities to do so.
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The main entry point is :mod:`cubicweb.dataimport.importer` which defines an
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:class:`ExtEntitiesImporter` class responsible for importing data from an external source in the
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form :class:`ExtEntity` objects. An :class:`ExtEntity` is a transitional representation of an
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entity to be imported in the CubicWeb instance; building this representation is usually
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domain-specific -- e.g. dependent of the kind of data source (RDF, CSV, etc.) -- and is thus the
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responsibility of the end-user.
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Along with the importer, a *store* must be selected, which is responsible for insertion of data into
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the database. There exists different kind of stores_, allowing to insert data within different
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levels of the *CubicWeb* API and with different speed/security tradeoffs. Those keeping all the
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*CubicWeb* hooks and security will be slower but the possible errors in insertion (bad data types,
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integrity error, ...) will be handled.
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Example
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-------
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Consider the following schema snippet.
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.. code-block:: python
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    class Person(EntityType):
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        name = String(required=True)
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    class knows(RelationDefinition):
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        subject = 'Person'
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        object = 'Person'
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along with some data in a ``people.csv`` file::
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    # uri,name,knows
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    http://www.example.org/alice,Alice,
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    http://www.example.org/bob,Bob,http://www.example.org/alice
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The following code (using a shell context) defines a function `extentities_from_csv` to read
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`Person` external entities coming from a CSV file and calls the :class:`ExtEntitiesImporter` to
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insert corresponding entities and relations into the CubicWeb instance.
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.. code-block:: python
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    from cubicweb.dataimport import ucsvreader, RQLObjectStore
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    from cubicweb.dataimport.importer import ExtEntity, ExtEntitiesImporter
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    def extentities_from_csv(fpath):
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        """Yield Person ExtEntities read from `fpath` CSV file."""
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        with open(fpath) as f:
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            for uri, name, knows in ucsvreader(f, skipfirst=True, skip_empty=False):
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                yield ExtEntity('Personne', uri,
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                                {'nom': set([name]), 'connait': set([knows])})
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    extenties = extentities_from_csv('people.csv')
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    store = RQLObjectStore(cnx)
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    importer = ExtEntitiesImporter(schema, store)
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    importer.import_entities(extenties)
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    commit()
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    rset = cnx.execute('String N WHERE X nom N, X connait Y, Y nom "Alice"')
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    assert rset[0][0] == u'Bob', rset
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Importer API
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------------
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.. automodule:: cubicweb.dataimport.importer
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Stores
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~~~~~~
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.. automodule:: cubicweb.dataimport.stores
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SQLGenObjectStore
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-----------------
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This store relies on *COPY FROM*/execute many sql commands to directly push data using SQL commands
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rather than using the whole *CubicWeb* API. For now, **it only works with PostgresSQL** as it requires
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the *COPY FROM* command.