dataimport/massive_store.py
changeset 11057 0b59724cb3f2
parent 11052 058bb3dc685f
child 11058 23eb30449fe5
--- a/dataimport/massive_store.py	Mon Jan 04 18:40:30 2016 +0100
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,780 +0,0 @@
-# coding: utf-8
-# copyright 2015 LOGILAB S.A. (Paris, FRANCE), all rights reserved.
-# contact http://www.logilab.fr/ -- mailto:contact@logilab.fr
-#
-# This file is part of CubicWeb.
-#
-# CubicWeb is free software: you can redistribute it and/or modify it under the
-# terms of the GNU Lesser General Public License as published by the Free
-# Software Foundation, either version 2.1 of the License, or (at your option)
-# any later version.
-#
-# CubicWeb is distributed in the hope that it will be useful, but WITHOUT ANY
-# WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR
-# A PARTICULAR PURPOSE.  See the GNU Lesser General Public License for more
-# details.
-#
-# You should have received a copy of the GNU Lesser General Public License along
-# with CubicWeb.  If not, see <http://www.gnu.org/licenses/>.
-
-import logging
-from datetime import datetime
-from collections import defaultdict
-from io import StringIO
-
-from six.moves import range
-
-from yams.constraints import SizeConstraint
-
-from psycopg2 import ProgrammingError
-
-from cubicweb.server.schema2sql import rschema_has_table
-from cubicweb.schema import PURE_VIRTUAL_RTYPES
-from cubicweb.dataimport import stores, pgstore
-from cubicweb.utils import make_uid
-from cubicweb.server.sqlutils import SQL_PREFIX
-
-
-class MassiveObjectStore(stores.RQLObjectStore):
-    """
-    Store for massive import of data, with delayed insertion of meta data.
-
-    WARNINGS:
-   - This store may be only used with PostgreSQL for now, as it relies
-     on the COPY FROM method, and on specific PostgreSQL tables to get all
-     the indexes.
-   - This store can only insert relations that are not inlined (i.e.,
-     which do *not* have inlined=True in their definition in the schema).
-
-   It should be used as follows:
-
-       store = MassiveObjectStore(cnx)
-       store.init_rtype_table('Person', 'lives_in', 'Location')
-       ...
-
-       store.prepare_insert_entity('Person', subj_iid_attribute=person_iid, ...)
-       store.prepare_insert_entity('Location', obj_iid_attribute=location_iid, ...)
-       ...
-
-       # subj_iid_attribute and obj_iid_attribute are argument names
-       # chosen by the user (e.g. "cwuri"). These names can be identical.
-       # person_iid and location_iid are unique IDs and depend on the data
-       # (e.g URI).
-       store.flush()
-       store.relate_by_iid(person_iid, 'lives_in', location_iid)
-       # For example:
-       store.prepare_insert_entity('Person',
-                                   cwuri='http://dbpedia.org/toto',
-                                   name='Toto')
-       store.prepare_insert_entity('Location',
-                                   uri='http://geonames.org/11111',
-                                   name='Somewhere')
-       store.flush()
-       store.relate_by_iid('http://dbpedia.org/toto',
-                           'lives_in',
-                           'http://geonames.org/11111')
-       # Finally
-       store.convert_relations('Person', 'lives_in', 'Location',
-                               'subj_iid_attribute', 'obj_iid_attribute')
-       # For the previous example:
-       store.convert_relations('Person', 'lives_in', 'Location', 'cwuri', 'uri')
-       ...
-       store.commit()
-       store.finish()
-    """
-    # max size of the iid, used to create the iid_eid conversion table
-    iid_maxsize = 1024
-
-    def __init__(self, cnx,
-                 on_commit_callback=None, on_rollback_callback=None,
-                 slave_mode=False,
-                 source=None,
-                 eids_seq_range=10000):
-        """ Create a MassiveObject store, with the following attributes:
-
-        - cnx: CubicWeb cnx
-        - eids_seq_range: size of eid range reserved by the store for each batch
-        """
-        super(MassiveObjectStore, self).__init__(cnx)
-        self.logger = logging.getLogger('dataimport.massive_store')
-        self._cnx = cnx
-        self.sql = cnx.system_sql
-        self._data_uri_relations = defaultdict(list)
-        self.eids_seq_range = eids_seq_range
-
-        # etypes for which we have a uri_eid_%(etype)s table
-        self._init_uri_eid = set()
-        # etypes for which we have a uri_eid_%(e)s_idx index
-        self._uri_eid_inserted = set()
-        # set of rtypes for which we have a %(rtype)s_relation_iid_tmp table
-        self._uri_rtypes = set()
-        # set of etypes whose tables are created
-        self._entities = set()
-        # set of rtypes for which we have a %(rtype)s_relation_tmp table
-        self._rtypes = set()
-
-        self.slave_mode = slave_mode
-        self.default_values = get_default_values(cnx.vreg.schema)
-        pg_schema = cnx.repo.config.system_source_config.get('db-namespace') or 'public'
-        self._dbh = PGHelper(self._cnx, pg_schema)
-        self._data_entities = defaultdict(list)
-        self._data_relations = defaultdict(list)
-        self._now = datetime.utcnow()
-        self._default_cwuri = make_uid('_auto_generated')
-        self._count_cwuri = 0
-        self.on_commit_callback = on_commit_callback
-        self.on_rollback_callback = on_rollback_callback
-        # Do our meta tables already exist?
-        self._init_massive_metatables()
-        self.get_next_eid = lambda g=self._get_eid_gen(): next(g)
-        # recreate then when self.finish() is called
-
-        if not self.slave_mode:
-            self._drop_all_constraints()
-            self._drop_metatables_constraints()
-        if source is None:
-            source = cnx.repo.system_source
-        self.source = source
-        self._etype_eid_idx = dict(cnx.execute('Any XN,X WHERE X is CWEType, X name XN'))
-        cnx.read_security = False
-        cnx.write_security = False
-
-    ### INIT FUNCTIONS ########################################################
-
-    def _drop_all_constraints(self):
-        schema = self._cnx.vreg.schema
-        tables = ['cw_%s' % etype.type.lower()
-                  for etype in schema.entities() if not etype.final]
-        for rschema in schema.relations():
-            if rschema.inlined:
-                continue
-            elif rschema_has_table(rschema, skip_relations=PURE_VIRTUAL_RTYPES):
-                tables.append('%s_relation' % rschema.type.lower())
-        tables.append('entities')
-        for tablename in tables:
-            self._store_and_drop_constraints(tablename)
-
-    def _store_and_drop_constraints(self, tablename):
-        if not self._constraint_table_created:
-            # Create a table to save the constraints
-            # Allow reload even after crash
-            sql = "CREATE TABLE cwmassive_constraints (origtable text, query text, type varchar(256))"
-            self.sql(sql)
-            self._constraint_table_created = True
-        constraints = self._dbh.application_constraints(tablename)
-        for name, query in constraints.items():
-            sql = 'INSERT INTO cwmassive_constraints VALUES (%(e)s, %(c)s, %(t)s)'
-            self.sql(sql, {'e': tablename, 'c': query, 't': 'constraint'})
-            sql = 'ALTER TABLE %s DROP CONSTRAINT %s' % (tablename, name)
-            self.sql(sql)
-
-    def reapply_all_constraints(self):
-        if not self._dbh.table_exists('cwmassive_constraints'):
-            self.logger.info('The table cwmassive_constraints does not exist')
-            return
-        sql = 'SELECT query FROM cwmassive_constraints WHERE type = %(t)s'
-        crs = self.sql(sql, {'t': 'constraint'})
-        for query, in crs.fetchall():
-            self.sql(query)
-            self.sql('DELETE FROM cwmassive_constraints WHERE type = %(t)s '
-                     'AND query = %(q)s', {'t': 'constraint', 'q': query})
-
-    def init_rtype_table(self, etype_from, rtype, etype_to):
-        """ Build temporary table for standard rtype """
-        # Create an uri_eid table for each etype for a better
-        # control of which etype is concerned by a particular
-        # possibly multivalued relation.
-        for etype in (etype_from, etype_to):
-            if etype and etype not in self._init_uri_eid:
-                self._init_uri_eid_table(etype)
-        if rtype not in self._uri_rtypes:
-            # Create the temporary table
-            if not self._cnx.repo.schema.rschema(rtype).inlined:
-                try:
-                    sql = 'CREATE TABLE %(r)s_relation_iid_tmp (uri_from character ' \
-                          'varying(%(s)s), uri_to character varying(%(s)s))'
-                    self.sql(sql % {'r': rtype, 's': self.iid_maxsize})
-                except ProgrammingError:
-                    # XXX Already exist (probably due to multiple import)
-                    pass
-            else:
-                self.logger.warning("inlined relation %s: cannot insert it", rtype)
-            # Add it to the initialized set
-            self._uri_rtypes.add(rtype)
-
-    def _init_uri_eid_table(self, etype):
-        """ Build a temporary table for id/eid convertion
-        """
-        try:
-            sql = "CREATE TABLE uri_eid_%(e)s (uri character varying(%(size)s), eid integer)"
-            self.sql(sql % {'e': etype.lower(), 'size': self.iid_maxsize,})
-        except ProgrammingError:
-            # XXX Already exist (probably due to multiple import)
-            pass
-        # Add it to the initialized set
-        self._init_uri_eid.add(etype)
-
-    def _init_massive_metatables(self):
-        # Check if our tables are not already created (i.e. a restart)
-        self._initialized_table_created = self._dbh.table_exists('cwmassive_initialized')
-        self._constraint_table_created = self._dbh.table_exists('cwmassive_constraints')
-        self._metadata_table_created = self._dbh.table_exists('cwmassive_metadata')
-
-    ### RELATE FUNCTION #######################################################
-
-    def relate_by_iid(self, iid_from, rtype, iid_to):
-        """Add new relation based on the internal id (iid)
-        of the entities (not the eid)"""
-        # Push data
-        if isinstance(iid_from, unicode):
-            iid_from = iid_from.encode('utf-8')
-        if isinstance(iid_to, unicode):
-            iid_to = iid_to.encode('utf-8')
-        self._data_uri_relations[rtype].append({'uri_from': iid_from, 'uri_to': iid_to})
-
-    ### FLUSH FUNCTIONS #######################################################
-
-    def flush_relations(self):
-        """ Flush the relations data
-        """
-        for rtype, data in self._data_uri_relations.items():
-            if not data:
-                self.logger.info('No data for rtype %s', rtype)
-            buf = StringIO('\n'.join(['%(uri_from)s\t%(uri_to)s' % d for d in data]))
-            if not buf:
-                self.logger.info('Empty Buffer for rtype %s', rtype)
-                continue
-            cursor = self._cnx.cnxset.cu
-            if not self._cnx.repo.schema.rschema(rtype).inlined:
-                cursor.copy_from(buf, '%s_relation_iid_tmp' % rtype.lower(),
-                                 null='NULL', columns=('uri_from', 'uri_to'))
-            else:
-                self.logger.warning("inlined relation %s: cannot insert it", rtype)
-            buf.close()
-            # Clear data cache
-            self._data_uri_relations[rtype] = []
-
-    def fill_uri_eid_table(self, etype, uri_label):
-        """ Fill the uri_eid table
-        """
-        self.logger.info('Fill uri_eid for etype %s', etype)
-        sql = 'INSERT INTO uri_eid_%(e)s SELECT cw_%(l)s, cw_eid FROM cw_%(e)s'
-        self.sql(sql % {'l': uri_label, 'e': etype.lower()})
-        # Add indexes
-        self.sql('CREATE INDEX uri_eid_%(e)s_idx ON uri_eid_%(e)s' '(uri)' % {'e': etype.lower()})
-        # Set the etype as converted
-        self._uri_eid_inserted.add(etype)
-
-    def convert_relations(self, etype_from, rtype, etype_to,
-                          uri_label_from='cwuri', uri_label_to='cwuri'):
-        """ Flush the converted relations
-        """
-        # Always flush relations to be sure
-        self.logger.info('Convert relations %s %s %s', etype_from, rtype, etype_to)
-        self.flush_relations()
-        if uri_label_from and etype_from not in self._uri_eid_inserted:
-            self.fill_uri_eid_table(etype_from, uri_label_from)
-        if uri_label_to and etype_to not in self._uri_eid_inserted:
-            self.fill_uri_eid_table(etype_to, uri_label_to)
-        if self._cnx.repo.schema.rschema(rtype).inlined:
-            self.logger.warning("Can't insert inlined relation %s", rtype)
-            return
-        if uri_label_from and uri_label_to:
-            sql = '''INSERT INTO %(r)s_relation (eid_from, eid_to) SELECT DISTINCT O1.eid, O2.eid
-            FROM %(r)s_relation_iid_tmp AS T, uri_eid_%(ef)s as O1, uri_eid_%(et)s as O2
-            WHERE O1.uri=T.uri_from AND O2.uri=T.uri_to AND NOT EXISTS (
-            SELECT 1 FROM %(r)s_relation AS TT WHERE TT.eid_from=O1.eid AND TT.eid_to=O2.eid);
-            '''
-        elif uri_label_to:
-            sql = '''INSERT INTO %(r)s_relation (eid_from, eid_to) SELECT DISTINCT
-            CAST(T.uri_from AS INTEGER), O1.eid
-            FROM %(r)s_relation_iid_tmp AS T, uri_eid_%(et)s as O1
-            WHERE O1.uri=T.uri_to AND NOT EXISTS (
-            SELECT 1 FROM %(r)s_relation AS TT WHERE
-            TT.eid_from=CAST(T.uri_from AS INTEGER) AND TT.eid_to=O1.eid);
-            '''
-        elif uri_label_from:
-            sql = '''INSERT INTO %(r)s_relation (eid_from, eid_to) SELECT DISTINCT O1.eid, T.uri_to
-            O1.eid, CAST(T.uri_to AS INTEGER)
-            FROM %(r)s_relation_iid_tmp AS T, uri_eid_%(ef)s as O1
-            WHERE O1.uri=T.uri_from AND NOT EXISTS (
-            SELECT 1 FROM %(r)s_relation AS TT WHERE
-            TT.eid_from=O1.eid AND TT.eid_to=CAST(T.uri_to AS INTEGER));
-            '''
-        try:
-            self.sql(sql % {'r': rtype.lower(),
-                            'et': etype_to.lower() if etype_to else u'',
-                            'ef': etype_from.lower() if etype_from else u''})
-        except Exception as ex:
-            self.logger.error("Can't insert relation %s: %s", rtype, ex)
-
-    ### SQL UTILITIES #########################################################
-
-    def drop_and_store_indexes(self, tablename):
-        # Drop indexes and constraints
-        if not self._constraint_table_created:
-            # Create a table to save the constraints
-            # Allow reload even after crash
-            sql = "CREATE TABLE cwmassive_constraints (origtable text, query text, type varchar(256))"
-            self.sql(sql)
-            self._constraint_table_created = True
-        self._drop_table_indexes(tablename)
-
-    def _drop_table_indexes(self, tablename):
-        """ Drop and store table constraints and indexes """
-        indexes = self._dbh.application_indexes(tablename)
-        for name, query in indexes.items():
-            sql = 'INSERT INTO cwmassive_constraints VALUES (%(e)s, %(c)s, %(t)s)'
-            self.sql(sql, {'e': tablename, 'c': query, 't': 'index'})
-            sql = 'DROP INDEX %s' % name
-            self.sql(sql)
-
-    def reapply_constraint_index(self, tablename):
-        if not self._dbh.table_exists('cwmassive_constraints'):
-            self.logger.info('The table cwmassive_constraints does not exist')
-            return
-        sql = 'SELECT query FROM cwmassive_constraints WHERE origtable = %(e)s'
-        crs = self.sql(sql, {'e': tablename})
-        for query, in crs.fetchall():
-            self.sql(query)
-            self.sql('DELETE FROM cwmassive_constraints WHERE origtable = %(e)s '
-                     'AND query = %(q)s', {'e': tablename, 'q': query})
-
-    def _drop_metatables_constraints(self):
-        """ Drop all the constraints for the meta data"""
-        for tablename in ('created_by_relation', 'owned_by_relation',
-                          'is_instance_of_relation', 'is_relation',
-                          'entities'):
-            self.drop_and_store_indexes(tablename)
-
-    def _create_metatables_constraints(self):
-        """ Create all the constraints for the meta data"""
-        for tablename in ('entities',
-                          'created_by_relation', 'owned_by_relation',
-                          'is_instance_of_relation', 'is_relation'):
-            # Indexes and constraints
-            self.reapply_constraint_index(tablename)
-
-    def init_relation_table(self, rtype):
-        """ Get and remove all indexes for performance sake """
-        # Create temporary table
-        if not self.slave_mode and rtype not in self._rtypes:
-            sql = "CREATE TABLE %s_relation_tmp (eid_from integer, eid_to integer)" % rtype.lower()
-            self.sql(sql)
-            # Drop indexes and constraints
-            tablename = '%s_relation' % rtype.lower()
-            self.drop_and_store_indexes(tablename)
-            # Push the etype in the initialized table for easier restart
-            self.init_create_initialized_table()
-            sql = 'INSERT INTO cwmassive_initialized VALUES (%(e)s, %(t)s)'
-            self.sql(sql, {'e': rtype, 't': 'rtype'})
-            # Mark rtype as "initialized" for faster check
-            self._rtypes.add(rtype)
-
-    def init_create_initialized_table(self):
-        """ Create the cwmassive initialized table
-        """
-        if not self._initialized_table_created:
-            sql = "CREATE TABLE cwmassive_initialized (retype text, type varchar(128))"
-            self.sql(sql)
-            self._initialized_table_created = True
-
-    def init_etype_table(self, etype):
-        """ Add eid sequence to a particular etype table and
-        remove all indexes for performance sake """
-        if etype not in self._entities:
-            # Only for non-initialized etype and not slave mode store
-            if not self.slave_mode:
-                # Drop indexes and constraints
-                tablename = 'cw_%s' % etype.lower()
-                self.drop_and_store_indexes(tablename)
-                # Push the etype in the initialized table for easier restart
-                self.init_create_initialized_table()
-                sql = 'INSERT INTO cwmassive_initialized VALUES (%(e)s, %(t)s)'
-                self.sql(sql, {'e': etype, 't': 'etype'})
-            # Mark etype as "initialized" for faster check
-            self._entities.add(etype)
-
-    def restart_eid_sequence(self, start_eid):
-        self._cnx.system_sql(self._cnx.repo.system_source.dbhelper.sql_restart_numrange(
-            'entities_id_seq', initial_value=start_eid))
-        self._cnx.commit()
-
-    ### ENTITIES CREATION #####################################################
-
-    def _get_eid_gen(self):
-        """ Function getting the next eid. This is done by preselecting
-        a given number of eids from the 'entities_id_seq', and then
-        storing them"""
-        while True:
-            last_eid = self._cnx.repo.system_source.create_eid(self._cnx, self.eids_seq_range)
-            for eid in range(last_eid - self.eids_seq_range + 1, last_eid + 1):
-                yield eid
-
-    def _apply_default_values(self, etype, kwargs):
-        """Apply the default values for a given etype, attribute and value."""
-        default_values = self.default_values[etype]
-        missing_keys = set(default_values) - set(kwargs)
-        kwargs.update((key, default_values[key]) for key in missing_keys)
-
-    # store api ################################################################
-
-    def prepare_insert_entity(self, etype, **kwargs):
-        """Given an entity type, attributes and inlined relations, returns the inserted entity's
-        eid.
-        """
-        # Init the table if necessary
-        self.init_etype_table(etype)
-        # Add meta data if not given
-        if 'modification_date' not in kwargs:
-            kwargs['modification_date'] = self._now
-        if 'creation_date' not in kwargs:
-            kwargs['creation_date'] = self._now
-        if 'cwuri' not in kwargs:
-            kwargs['cwuri'] = self._default_cwuri + str(self._count_cwuri)
-            self._count_cwuri += 1
-        if 'eid' not in kwargs:
-            # If eid is not given and the eids sequence is set,
-            # use the value from the sequence
-            kwargs['eid'] = self.get_next_eid()
-        self._apply_default_values(etype, kwargs)
-        self._data_entities[etype].append(kwargs)
-        return kwargs.get('eid')
-
-    def prepare_insert_relation(self, eid_from, rtype, eid_to, **kwargs):
-        """Insert into the database a  relation ``rtype`` between entities with eids ``eid_from``
-        and ``eid_to``.
-        """
-        # Init the table if necessary
-        self.init_relation_table(rtype)
-        self._data_relations[rtype].append({'eid_from': eid_from, 'eid_to': eid_to})
-
-    def flush(self):
-        """Flush the data"""
-        self.flush_entities()
-        self.flush_internal_relations()
-        self.flush_relations()
-
-    def commit(self):
-        """Commit the database transaction."""
-        self.on_commit()
-        super(MassiveObjectStore, self).commit()
-
-    def finish(self):
-        """Remove temporary tables and columns."""
-        self.logger.info("Start cleaning")
-        if self.slave_mode:
-            raise RuntimeError('Store cleanup is not allowed in slave mode')
-        self.logger.info("Start cleaning")
-        # Cleanup relations tables
-        for etype in self._init_uri_eid:
-            self.sql('DROP TABLE uri_eid_%s' % etype.lower())
-        # Remove relations tables
-        for rtype in self._uri_rtypes:
-            if not self._cnx.repo.schema.rschema(rtype).inlined:
-                self.sql('DROP TABLE %(r)s_relation_iid_tmp' % {'r': rtype})
-            else:
-                self.logger.warning("inlined relation %s: no cleanup to be done for it" % rtype)
-        # Create meta constraints (entities, is_instance_of, ...)
-        self._create_metatables_constraints()
-        # Get all the initialized etypes/rtypes
-        if self._dbh.table_exists('cwmassive_initialized'):
-            crs = self.sql('SELECT retype, type FROM cwmassive_initialized')
-            for retype, _type in crs.fetchall():
-                self.logger.info('Cleanup for %s' % retype)
-                if _type == 'etype':
-                    # Cleanup entities tables - Recreate indexes
-                    self._cleanup_entities(retype)
-                elif _type == 'rtype':
-                    # Cleanup relations tables
-                    self._cleanup_relations(retype)
-                self.sql('DELETE FROM cwmassive_initialized WHERE retype = %(e)s',
-                         {'e': retype})
-        self.reapply_all_constraints()
-        # Delete the meta data table
-        for table_name in ('cwmassive_initialized', 'cwmassive_constraints', 'cwmassive_metadata'):
-            if self._dbh.table_exists(table_name):
-                self.sql('DROP TABLE %s' % table_name)
-        self.commit()
-
-    ### FLUSH #################################################################
-
-    def on_commit(self):
-        if self.on_commit_callback:
-            self.on_commit_callback()
-
-    def on_rollback(self, exc, etype, data):
-        if self.on_rollback_callback:
-            self.on_rollback_callback(exc, etype, data)
-            self._cnx.rollback()
-        else:
-            raise exc
-
-    def flush_internal_relations(self):
-        """ Flush the relations data
-        """
-        for rtype, data in self._data_relations.items():
-            if not data:
-                # There is no data for these etype for this flush round.
-                continue
-            buf = pgstore._create_copyfrom_buffer(data, ('eid_from', 'eid_to'))
-            if not buf:
-                # The buffer is empty. This is probably due to error in _create_copyfrom_buffer
-                raise ValueError
-            cursor = self._cnx.cnxset.cu
-            # Push into the tmp table
-            cursor.copy_from(buf, '%s_relation_tmp' % rtype.lower(),
-                             null='NULL', columns=('eid_from', 'eid_to'))
-            # Clear data cache
-            self._data_relations[rtype] = []
-
-    def flush_entities(self):
-        """ Flush the entities data
-        """
-        for etype, data in self._data_entities.items():
-            if not data:
-                # There is no data for these etype for this flush round.
-                continue
-            # XXX It may be interresting to directly infer the columns'
-            # names from the schema instead of using .keys()
-            columns = data[0].keys()
-            # XXX For now, the _create_copyfrom_buffer does a "row[column]"
-            # which can lead to a key error.
-            # Thus we should create dictionary with all the keys.
-            columns = set()
-            for d in data:
-                columns.update(d.keys())
-            _data = []
-            _base_data = dict.fromkeys(columns)
-            for d in data:
-                _d = _base_data.copy()
-                _d.update(d)
-                _data.append(_d)
-            buf = pgstore._create_copyfrom_buffer(_data, columns)
-            if not buf:
-                # The buffer is empty. This is probably due to error in _create_copyfrom_buffer
-                raise ValueError('Error in buffer creation for etype %s' % etype)
-            columns = ['cw_%s' % attr for attr in columns]
-            cursor = self._cnx.cnxset.cu
-            try:
-                cursor.copy_from(buf, 'cw_%s' % etype.lower(), null='NULL', columns=columns)
-            except Exception as exc:
-                self.on_rollback(exc, etype, data)
-            # Clear data cache
-            self._data_entities[etype] = []
-        if not self.slave_mode:
-            self.flush_meta_data()
-
-    def flush_meta_data(self):
-        """ Flush the meta data (entities table, is_instance table, ...)
-        """
-        if self.slave_mode:
-            raise RuntimeError('Flushing meta data is not allow in slave mode')
-        if not self._dbh.table_exists('cwmassive_initialized'):
-            self.logger.info('No information available for initialized etypes/rtypes')
-            return
-        if not self._metadata_table_created:
-            # Keep the correctly flush meta data in database
-            sql = "CREATE TABLE cwmassive_metadata (etype text)"
-            self.sql(sql)
-            self._metadata_table_created = True
-        crs = self.sql('SELECT etype FROM cwmassive_metadata')
-        already_flushed = set(e for e, in crs.fetchall())
-        crs = self.sql('SELECT retype FROM cwmassive_initialized WHERE type = %(t)s',
-                       {'t': 'etype'})
-        all_etypes = set(e for e, in crs.fetchall())
-        for etype in all_etypes:
-            if etype not in already_flushed:
-                # Deals with meta data
-                self.logger.info('Flushing meta data for %s' % etype)
-                self.insert_massive_meta_data(etype)
-                sql = 'INSERT INTO cwmassive_metadata VALUES (%(e)s)'
-                self.sql(sql, {'e': etype})
-
-    def _cleanup_entities(self, etype):
-        """ Cleanup etype table """
-        # Create indexes and constraints
-        tablename = SQL_PREFIX + etype.lower()
-        self.reapply_constraint_index(tablename)
-
-    def _cleanup_relations(self, rtype):
-        """ Cleanup rtype table """
-        # Push into relation table while removing duplicate
-        sql = '''INSERT INTO %(r)s_relation (eid_from, eid_to) SELECT DISTINCT
-                 T.eid_from, T.eid_to FROM %(r)s_relation_tmp AS T
-                 WHERE NOT EXISTS (SELECT 1 FROM %(r)s_relation AS TT WHERE
-                 TT.eid_from=T.eid_from AND TT.eid_to=T.eid_to);''' % {'r': rtype}
-        self.sql(sql)
-        # Drop temporary relation table
-        sql = ('DROP TABLE %(r)s_relation_tmp' % {'r': rtype.lower()})
-        self.sql(sql)
-        # Create indexes and constraints
-        tablename = '%s_relation' % rtype.lower()
-        self.reapply_constraint_index(tablename)
-
-    def insert_massive_meta_data(self, etype):
-        """ Massive insertion of meta data for a given etype, based on SQL statements.
-        """
-        # Push data - Use coalesce to avoid NULL (and get 0), if there is no
-        # entities of this type in the entities table.
-        # Meta data relations
-        self.metagen_push_relation(etype, self._cnx.user.eid, 'created_by_relation')
-        self.metagen_push_relation(etype, self._cnx.user.eid, 'owned_by_relation')
-        self.metagen_push_relation(etype, self.source.eid, 'cw_source_relation')
-        self.metagen_push_relation(etype, self._etype_eid_idx[etype], 'is_relation')
-        self.metagen_push_relation(etype, self._etype_eid_idx[etype], 'is_instance_of_relation')
-        sql = ("INSERT INTO entities (eid, type, asource, extid) "
-               "SELECT cw_eid, '%s', 'system', NULL FROM cw_%s "
-               "WHERE NOT EXISTS (SELECT 1 FROM entities WHERE eid=cw_eid)"
-               % (etype, etype.lower()))
-        self.sql(sql)
-
-    def metagen_push_relation(self, etype, eid_to, rtype):
-        sql = ("INSERT INTO %s (eid_from, eid_to) SELECT cw_eid, %s FROM cw_%s "
-               "WHERE NOT EXISTS (SELECT 1 FROM entities WHERE eid=cw_eid)"
-               % (rtype, eid_to, etype.lower()))
-        self.sql(sql)
-
-
-### CONSTRAINTS MANAGEMENT FUNCTIONS  ##########################################
-
-def get_size_constraints(schema):
-    """analyzes yams ``schema`` and returns the list of size constraints.
-
-    The returned value is a dictionary mapping entity types to a
-    sub-dictionnaries mapping attribute names -> max size.
-    """
-    size_constraints = {}
-    # iterates on all entity types
-    for eschema in schema.entities():
-        # for each entity type, iterates on attribute definitions
-        size_constraints[eschema.type] = eschema_constraints = {}
-        for rschema, aschema in eschema.attribute_definitions():
-            # for each attribute, if a size constraint is found,
-            # append it to the size constraint list
-            maxsize = None
-            rdef = rschema.rdef(eschema, aschema)
-            for constraint in rdef.constraints:
-                if isinstance(constraint, SizeConstraint):
-                    maxsize = constraint.max
-                    eschema_constraints[rschema.type] = maxsize
-    return size_constraints
-
-def get_default_values(schema):
-    """analyzes yams ``schema`` and returns the list of default values.
-
-    The returned value is a dictionary mapping entity types to a
-    sub-dictionnaries mapping attribute names -> default values.
-    """
-    default_values = {}
-    # iterates on all entity types
-    for eschema in schema.entities():
-        # for each entity type, iterates on attribute definitions
-        default_values[eschema.type] = eschema_constraints = {}
-        for rschema, _ in eschema.attribute_definitions():
-            # for each attribute, if a size constraint is found,
-            # append it to the size constraint list
-            if eschema.default(rschema.type) is not None:
-                eschema_constraints[rschema.type] = eschema.default(rschema.type)
-    return default_values
-
-
-class PGHelper(object):
-    def __init__(self, cnx, pg_schema='public'):
-        self.cnx = cnx
-        # Deals with pg schema, see #3216686
-        self.pg_schema = pg_schema
-
-    def application_indexes_constraints(self, tablename):
-        """ Get all the indexes/constraints for a given tablename """
-        indexes = self.application_indexes(tablename)
-        constraints = self.application_constraints(tablename)
-        _indexes = {}
-        for name, query in indexes.items():
-            # Remove pkey indexes (automatically created by constraints)
-            # Specific cases of primary key, see #3224079
-            if name not in constraints:
-                _indexes[name] = query
-        return _indexes, constraints
-
-    def table_exists(self, table_name):
-        sql = "SELECT * from information_schema.tables WHERE table_name=%(t)s AND table_schema=%(s)s"
-        crs = self.cnx.system_sql(sql, {'t': table_name, 's': self.pg_schema})
-        res = crs.fetchall()
-        if res:
-            return True
-        return False
-
-    # def check_if_primary_key_exists_for_table(self, table_name):
-    #     sql = ("SELECT constraint_name FROM information_schema.table_constraints "
-    #            "WHERE constraint_type = 'PRIMARY KEY' AND table_name=%(t)s AND table_schema=%(s)s")
-    #     crs = self.cnx.system_sql(sql, {'t': table_name, 's': self.pg_schema})
-    #     res = crs.fetchall()
-    #     if res:
-    #         return True
-    #     return False
-
-    def index_query(self, name):
-        """Get the request to be used to recreate the index"""
-        return self.cnx.system_sql("SELECT pg_get_indexdef(c.oid) "
-                                   "from pg_catalog.pg_class c "
-                                   "LEFT JOIN pg_catalog.pg_namespace n "
-                                   "ON n.oid = c.relnamespace "
-                                   "WHERE c.relname = %(r)s AND n.nspname=%(n)s",
-                                   {'r': name, 'n': self.pg_schema}).fetchone()[0]
-
-    def constraint_query(self, name):
-        """Get the request to be used to recreate the constraint"""
-        return self.cnx.system_sql("SELECT pg_get_constraintdef(c.oid) "
-                                   "from pg_catalog.pg_constraint c "
-                                   "LEFT JOIN pg_catalog.pg_namespace n "
-                                   "ON n.oid = c.connamespace "
-                                   "WHERE c.conname = %(r)s AND n.nspname=%(n)s",
-                                   {'r': name, 'n': self.pg_schema}).fetchone()[0]
-
-    def index_list(self, tablename):
-        # This SQL query (cf http://www.postgresql.org/message-id/432F450F.4080700@squiz.net)
-        # aims at getting all the indexes for each table.
-        sql = '''SELECT c.relname as "Name"
-        FROM pg_catalog.pg_class c
-        JOIN pg_catalog.pg_index i ON i.indexrelid = c.oid
-        JOIN pg_catalog.pg_class c2 ON i.indrelid = c2.oid
-        LEFT JOIN pg_catalog.pg_user u ON u.usesysid = c.relowner
-        LEFT JOIN pg_catalog.pg_namespace n ON n.oid = c.relnamespace
-        WHERE c.relkind IN ('i','')
-        AND c2.relname = '%s'
-        AND i.indisprimary = FALSE
-        AND n.nspname NOT IN ('pg_catalog', 'pg_toast')
-        AND pg_catalog.pg_table_is_visible(c.oid);''' % tablename
-        return self.cnx.system_sql(sql).fetchall()
-
-    def application_indexes(self, tablename):
-        """ Iterate over all the indexes """
-        indexes_list = self.index_list(tablename)
-        indexes = {}
-        for name, in indexes_list:
-            indexes[name] = self.index_query(name)
-        return indexes
-
-    def constraint_list(self, tablename):
-        sql = '''SELECT i.conname as "Name"
-                 FROM pg_catalog.pg_class c
-                 JOIN pg_catalog.pg_constraint i ON i.conrelid = c.oid
-                 JOIN pg_catalog.pg_class c2 ON i.conrelid=c2.oid
-                 LEFT JOIN pg_catalog.pg_user u ON u.usesysid = c.relowner
-                 LEFT JOIN pg_catalog.pg_namespace n ON n.oid = c.relnamespace
-                 WHERE
-                   c2.relname = '%s'
-                   AND n.nspname NOT IN ('pg_catalog', 'pg_toast')
-                   AND pg_catalog.pg_table_is_visible(c.oid)
-                 ''' % tablename
-        return self.cnx.system_sql(sql).fetchall()
-
-    def application_constraints(self, tablename):
-        """ Iterate over all the constraints """
-        constraint_list = self.constraint_list(tablename)
-        constraints = {}
-        for name, in constraint_list:
-            query = self.constraint_query(name)
-            constraints[name] = 'ALTER TABLE %s ADD CONSTRAINT %s %s' % (tablename, name, query)
-        return constraints