doc/book/devrepo/dataimport.rst
author Sylvain Thénault <sylvain.thenault@logilab.fr>
Thu, 28 Jan 2016 18:17:30 +0100
changeset 11090 b4b854c25de5
parent 10513 7bec01a59f92
child 11238 bb5fdf1eb8fb
permissions -rw-r--r--
[repository] set .eid on eschema when schema is loaded from the filesystem enforcing the contract that a repository's schema should have .eid attribute of entity schema set to the eid of the entity used to serialize them in the db. Before this cset, this was not true during tests or for some c-c commands where 'quick_start' is set (eg db-restore, i18ncube...). The change in server __init__ makes this assumption true during instance creation: the serializing code was actually setting eid on schema object, but a reference to a previously built schema was given instead of the one for the latest created repository. Closes #10450092
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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.