def backwards(self, orm):
        
        # Adding field 'Dataset.typed_columns'
        db.add_column('panda_dataset', 'typed_columns', self.gf('panda.fields.JSONField')(default=None, null=True), keep_default=False)

        # Adding field 'Dataset.column_types'
        db.add_column('panda_dataset', 'column_types', self.gf('panda.fields.JSONField')(default=None, null=True), keep_default=False)

        # Adding field 'Dataset.typed_column_names'
        db.add_column('panda_dataset', 'typed_column_names', self.gf('panda.fields.JSONField')(default=None, null=True), keep_default=False)

        # Adding field 'Dataset.columns'
        db.add_column('panda_dataset', 'columns', self.gf('panda.fields.JSONField')(default=None, null=True), keep_default=False)

        db.commit_transaction()     # Commit the first transaction
        db.start_transaction()      # Start the second, committed on completion

        if not db.dry_run:
            for dataset in orm.Dataset.objects.all():
                columns = []
                typed_columns = []
                column_types = []
                typed_column_names = []

                for schema in dataset.column_schema:
                    columns.append(schema['name'])
                    typed_columns.append(schema['indexed'])
                    column_types.append(schema['type'])
                    typed_column_names.append(schema['indexed_name'])

                dataset.columns = columns
                dataset.typed_columns = typed_columns
                dataset.column_types = column_types
                dataset.typed_column_names = typed_column_names
                dataset.save()

 def drop_db_model(self, django_class):
     """ Migrate the DB to remove a single model. """
     # Drop the table. Also force a commit, or we'll have trouble with pending triggers in future operations.
     table_name = django_class._meta.db_table
     db.start_transaction()
     db.delete_table(table_name)
     db.commit_transaction()

    def _class_prepared_handler(sender, **kwargs):
        """ Signal handler for class_prepared. 
            This will be run for every model, looking for the moment when all
            dependent models are prepared for the first time. It will then run
            the given function, only once.
        """

        sender_app=sender._meta.app_label.lower()+'.'+sender._meta.object_name
        already_prepared=set([sender_app])
        for app,models in app_cache.app_models.items():
            for model_name,model in models.items():
                already_prepared.add(app.lower()+'.'+model_name)
                
        if all([x in already_prepared for x in dependencies]):
            db.start_transaction()
            try:
                # We need to disconnect, otherwise each new dynamo model generation
                # will trigger it and cause a "maximim recursion error"
                class_prepared.disconnect(_class_prepared_handler,weak=False)                
                fn()
            except DatabaseError, message:
                # If tables are  missing altogether, not much we can do
                # until syncdb/migrate is run. "The code must go on" in this 
                # case, without running our function completely. At least
                # database operations will be rolled back.
                db.rollback_transaction()
                # Better connect again
                if message<>'no such table: dynamo_metamodel':
                    class_prepared.connect(_class_prepared_handler, weak=False)
                else:
                    raise
            else:
                db.commit_transaction()

    def forwards(self, orm):
        db.start_transaction()
        db.clear_table('lizard_rainapp_rainvalue')
        db.clear_table('lizard_rainapp_completerainvalue')
        db.clear_table('lizard_rainapp_geoobject')
        db.commit_transaction()

        # Adding model 'RainappConfig'
        db.create_table('lizard_rainapp_rainappconfig', (
            ('id', self.gf('django.db.models.fields.AutoField')(primary_key=True)),
            ('name', self.gf('django.db.models.fields.CharField')(max_length=128)),
            ('jdbcsource', self.gf('django.db.models.fields.related.ForeignKey')(to=orm['lizard_fewsjdbc.JdbcSource'])),
            ('filter_id', self.gf('django.db.models.fields.CharField')(max_length=128)),
        ))
        db.send_create_signal('lizard_rainapp', ['RainappConfig'])

        # Adding field 'RainValue.config'
        db.add_column('lizard_rainapp_rainvalue', 'config', self.gf('django.db.models.fields.related.ForeignKey')(default=1, to=orm['lizard_rainapp.RainappConfig']), keep_default=False)

        # Adding field 'CompleteRainValue.config'
        db.add_column('lizard_rainapp_completerainvalue', 'config', self.gf('django.db.models.fields.related.ForeignKey')(default=1, to=orm['lizard_rainapp.RainappConfig']), keep_default=False)

        # Deleting field 'GeoObject.filterkey'
        db.delete_column('lizard_rainapp_geoobject', 'filterkey')

        # Adding field 'GeoObject.config'
        db.add_column('lizard_rainapp_geoobject', 'config', self.gf('django.db.models.fields.related.ForeignKey')(default=1, to=orm['lizard_rainapp.RainappConfig']), keep_default=False)

def run_forwards(app, migrations, fake=False, db_dry_run=False, silent=False):
    """
    Runs the specified migrations forwards, in order.
    """
    for migration in migrations:
        app_name = get_app_name(app)
        if not silent:
            print " > %s: %s" % (app_name, migration)
        klass = get_migration(app, migration)

        if fake:
            if not silent:
                print "   (faked)"
        else:
            if db_dry_run:
                db.dry_run = True
                
            db.start_transaction()
            try:
                klass().forwards()
                db.execute_deferred_sql()
            except:
                db.rollback_transaction()
                raise
            else:
                db.commit_transaction()

        if not db_dry_run:
            # Record us as having done this
            record = MigrationHistory.for_migration(app_name, migration)
            record.applied = datetime.datetime.utcnow()
            record.save()

    def forwards(self, orm):
        "Write your forwards methods here."
        db.start_transaction()
        self.set_foreign_key_checks(False)

        # asset
        for model in orm.AssetModel.objects.all():
            new_model = orm.PricingObjectModel.objects.create(
                model_id=model.model_id,
                name=model.name,
                manufacturer=model.manufacturer,
                category=model.category,
                type_id=1,
            )
            model.assetinfo_set.update(model=new_model)

        # tenant
        for model in orm.TenantGroup.objects.all():
            new_model = orm.PricingObjectModel.objects.create(
                name=model.name,
                model_id=model.group_id,
                type_id=3,
            )
            model.tenants.update(model=new_model)

        # move base usages over 100
        self.bumped_auto_increment(101 + orm.BaseUsage.objects.count())
        self.update_usage_id()

        self.set_foreign_key_checks(True)
        db.commit_transaction()

    def forwards(self, orm):
        
        # Removing index on 'CaseActionData', fields ['action_type']
        db.execute("DROP INDEX IF EXISTS sofabed_caseactiondata_action_type_like")
        db.execute("DROP INDEX IF EXISTS sofabed_caseactiondata_case_id_like")
        db.execute("DROP INDEX IF EXISTS sofabed_caseactiondata_user_id_like")

        db.commit_transaction()
        db.start_transaction()

        db.execute("DROP INDEX IF EXISTS sofabed_casedata_case_id_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_closed_by_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_doc_type_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_domain_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_modified_by_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_opened_by_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_owner_id_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_type_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_user_id_like")
        db.execute("DROP INDEX IF EXISTS sofabed_casedata_version_like")

        db.commit_transaction()
        db.start_transaction()

        db.execute("DROP INDEX IF EXISTS sofabed_caseindexdata_case_id_like")
        db.execute("DROP INDEX IF EXISTS sofabed_caseindexdata_identifier_like")
        db.execute("DROP INDEX IF EXISTS sofabed_caseindexdata_referenced_type_like")

def run_backwards(app, migrations, ignore=[], fake=False, db_dry_run=False, silent=False):
    """
    Runs the specified migrations backwards, in order, skipping those
    migrations in 'ignore'.
    """
    for migration in migrations:
        if migration not in ignore:
            app_name = get_app_name(app)
            if not silent:
                print " < %s: %s" % (app_name, migration)
            klass = get_migration(app, migration)
            if fake:
                if not silent:
                    print "   (faked)"
            else:
                if db_dry_run:
                    db.dry_run = True
                
                db.start_transaction()
                try:
                    klass().backwards()
                    db.execute_deferred_sql()
                except:
                    db.rollback_transaction()
                    raise
                else:
                    db.commit_transaction()

            if not db_dry_run:
                # Record us as having not done this
                record = MigrationHistory.for_migration(app_name, migration)
                record.delete()

 def test_dry_rename(self):
     """
     Test column renaming while --dry-run is turned on (should do nothing)
     See ticket #65
     """
     cursor = connection.cursor()
     db.create_table("test_drn", [('spam', models.BooleanField(default=False))])
     # Make sure we can select the column
     cursor.execute("SELECT spam FROM test_drn")
     # Rename it
     db.dry_run = True
     db.rename_column("test_drn", "spam", "eggs")
     db.dry_run = False
     cursor.execute("SELECT spam FROM test_drn")
     db.commit_transaction()
     db.start_transaction()
     try:
         cursor.execute("SELECT eggs FROM test_drn")
     except:
         pass
     else:
         self.fail("Dry-renamed new column could be selected!")
     db.rollback_transaction()
     db.delete_table("test_drn")
     db.start_transaction()

    def forwards(self, orm):

        # Removing unique constraint on 'BadgeData', fields ['type', 'name']
        db.delete_unique('askbot_badgedata', ['type', 'name'])

        # Deleting field 'BadgeData.multiple'
        db.delete_column('askbot_badgedata', 'multiple')

        # Deleting field 'BadgeData.description'
        db.delete_column('askbot_badgedata', 'description')


        # Deleting field 'BadgeData.type'
        db.delete_column('askbot_badgedata', 'type')

        # Deleting field 'BadgeData.name'
        db.delete_column('askbot_badgedata', 'name')

        # Changing field 'BadgeData.slug'
        db.alter_column('askbot_badgedata', 'slug', self.gf('django.db.models.fields.SlugField')(unique=True, max_length=50))
        # Adding unique constraint on 'BadgeData', fields ['slug']
        return
        try:#work around the South 0.7.3 bug
            db.start_transaction()
            db.create_unique('askbot_badgedata', ['slug'])
            db.commit_transaction()
        except:
            db.rollback_transaction()

    def forwards(self, orm):
        
        try:
            # Deleting model 'Log'
            db.delete_table('eff_log')
        
            db.add_column('eff_client', 'external_source', self.gf('django.db.models.fields.related.ForeignKey')(to=orm['eff.ExternalSource'], null=True), keep_default=False)

            db.add_column('eff_client', 'external_id', self.gf('django.db.models.fields.CharField')(max_length=255, null=True, blank=True), keep_default=False)

            db.start_transaction()
            for cli in Client.objects.all():
                cli.external_id = cli.name
                cli_proj = Project.objects.filter(client=cli)
                if cli_proj:
                    ext_src_id = db.execute("select external_source_id from eff_project where id=%s" % cli_proj[0].id)[0][0]
                    cli.external_source = ExternalSource.objects.get(id=ext_src_id)
                else:
                    cli.external_source = ExternalSource.objects.get(name="DotprojectMachinalis")
                cli.save()
            db.commit_transaction()

            # Deleting field 'Project.external_source'
            db.delete_column('eff_project', 'external_source_id')

            # Deleting field 'Project.log'
            db.delete_column('eff_project', 'log_id')
        except:
            pass

def create_auto_m2m_tables(model_class):
    " Create tables for ManyToMany fields "
    for f in model_class._meta.many_to_many:
        if f.rel.through:
            try:
                # Django 1.2+
                through = f.rel.through
            except AttributeError:
                # Django 1.1 and below
                through = f.rel.through_model

        if (not f.rel.through) or getattr(through._meta, "auto_created", None):

            # Create the standard implied M2M table
            m2m_table_name = f.m2m_db_table()
            if (connection.introspection.table_name_converter(m2m_table_name) 
                        not in connection.introspection.table_names()):

                db.start_transaction()
                m2m_column_name = f.m2m_column_name()[:-3] # without "_id"
                m2m_reverse_name = f.m2m_reverse_name()[:-3] # without "_id"
                db.create_table(f.m2m_db_table(), (
                    ('id', models.AutoField(verbose_name='ID', primary_key=True, auto_created=True)),
                    (m2m_column_name, models.ForeignKey(model_class, null=False)),
                    (m2m_reverse_name, models.ForeignKey(f.rel.to, null=False))
                ))
                db.create_unique(f.m2m_db_table(), [f.m2m_column_name(), f.m2m_reverse_name()])
                #db.execute_deferred_sql()
                db.commit_transaction()
                logger.debug("Created table '%s'" % m2m_table_name)

    def forwards(self, orm):

        # move some models from maps to layers app
        
        # 0. add some missing fields (not for wfp)
        db.start_transaction()
        try:
            # Adding field 'Layer.bbox_top'
            db.add_column('maps_layer', 'bbox_top', self.gf('django.db.models.fields.FloatField')(null=True, blank=True), keep_default=False)
            # Adding field 'Layer.bbox_bottom'
            db.add_column('maps_layer', 'bbox_bottom', self.gf('django.db.models.fields.FloatField')(null=True, blank=True), keep_default=False)
            # Adding field 'Layer.bbox_left'
            db.add_column('maps_layer', 'bbox_left', self.gf('django.db.models.fields.FloatField')(null=True, blank=True), keep_default=False)
            # Adding field 'Layer.bbox_right'
            db.add_column('maps_layer', 'bbox_right', self.gf('django.db.models.fields.FloatField')(null=True, blank=True), keep_default=False)
            db.commit_transaction()
        except:
            print 'No need to create the fields, they are already there'
            db.rollback_transaction()
            
        # 1. layers_layer moved from maps_layer
        db.rename_table('maps_layer', 'layers_layer') 
        if not db.dry_run:
            orm['contenttypes.contenttype'].objects.filter(app_label='maps', model='layer').update(app_label='layers')
            
        # 2. layers_contactrole moved from maps_contactrole
        db.rename_table('maps_contactrole', 'layers_contactrole') 
        if not db.dry_run:
            orm['contenttypes.contenttype'].objects.filter(app_label='maps', model='contactrole').update(app_label='layers')

    def forwards(self, orm):
        # If there are duplicated documents, we'll have an error when we try to
        # create this index. So to protect against that, we should delete those
        # documents before we create the index.

        # We need to wrap the data migration and alter operation in separate transactions for PostgreSQL
        # See: http://south.readthedocs.org/en/latest/migrationstructure.html#transactions
        try:
            db.start_transaction()
            duplicated_records = Document.objects \
                .values('content_type_id', 'object_id') \
                .annotate(id_count=models.Count('id')) \
                .filter(id_count__gt=1)

            # Delete all but the first document.
            for record in duplicated_records:
                docs = Document.objects \
                    .values_list('id', flat=True) \
                    .filter(
                        content_type_id=record['content_type_id'],
                        object_id=record['object_id'],
                    )[1:]

                docs = list(docs)

                logging.warn('Deleting documents %s' % docs)

                Document.objects.filter(id__in=docs).delete()
            db.commit_transaction()
        except Exception, e:
            db.rollback_transaction()
            raise e

def add_necessary_db_columns(model_class):
    '''
    Takes a Django model class and creates relevant columns as necessary based
    on the model_class. No columns or data are renamed or removed.
    This is available in case a database exception occurs.
    '''

    db.start_transaction()

    # Add field columns if missing
    table_name = model_class._meta.db_table
    fields = _get_fields(model_class)
    db_column_names = [row[0] for row in connection.introspection.get_table_description(connection.cursor(), table_name)]
    for field_name, field in fields:
        if field.column not in db_column_names:
            try:
                db.add_column(table_name, field_name, field)
            except ValueError:
                field.null=True
                db.add_column(table_name, field_name, field)


    # Some columns require deferred SQL to be run. This was collected 
    # when running db.add_column().
    db.execute_deferred_sql()

    db.commit_transaction()

    def forwards(self, orm):
        
        # Adding field 'Dataset.column_types'
        db.add_column('panda_dataset', 'column_types', self.gf('panda.fields.JSONField')(default=None, null=True), keep_default=False)

        # Adding field 'Dataset.typed_column_names'
        db.add_column('panda_dataset', 'typed_column_names', self.gf('panda.fields.JSONField')(default=None, null=True), keep_default=False)

        db.commit_transaction()     # Commit the first transaction
        db.start_transaction()      # Start the second, committed on completion

        if not db.dry_run:
            for dataset in orm.Dataset.objects.all():
                if dataset.initial_upload:
                    dataset.column_types = dataset.initial_upload.guessed_types

                    # Account for bug where columns sometimes were not copied across
                    if not dataset.columns:
                        dataset.columns = dataset.initial_upload.columns
                else:
                    dataset.column_types = ['unicode' for c in dataset.columns]

                dataset.typed_column_names = [None for c in dataset.columns]

                dataset.save()

def drop_field(app_name, model_name, field_name):
    """
    Drop the given field from the app's model
    """
    # Table is typically appname_modelname, but it could be different
    #   always best to be sure.
    from .fields import CategoryM2MField, CategoryFKField
    from .settings import FIELD_REGISTRY
    try:
        from south.db import db
    except ImportError:
        raise ImproperlyConfigured(_('%(dependency) must be installed for this command to work') %
                                   {'dependency' : 'South'})
    mdl = models.get_model(app_name, model_name)

    fld = '%s.%s.%s' % (app_name, model_name, field_name)

    if isinstance(FIELD_REGISTRY[fld], CategoryFKField):
        print (_('Dropping ForeignKey %(field_name) from %(model_name)') %
               {'field_name' : field_name, 'model_name' : model_name})
        try:
            db.start_transaction()
            table_name = mdl._meta.db_table
            db.delete_column(table_name, field_name)
            db.commit_transaction()
        except DatabaseError, e:
            db.rollback_transaction()
            raise e

    def forwards(self, orm):
        db.start_transaction()
        # geom becomes geom_3d
        db.rename_column('l_t_troncon', 'geom', 'geom_3d')
        db.execute("ALTER TABLE l_t_troncon ALTER COLUMN geom_3d SET DEFAULT NULL;")
        # Create 2D topology
        db.add_column('l_t_troncon', 'geom',
                      self.gf('django.contrib.gis.db.models.fields.LineStringField')(srid=settings.SRID, default=GEOSGeometry('LINESTRING EMPTY'), spatial_index=False),
                      keep_default=False)
        # geom becomes geom_3d
        db.rename_column('e_t_evenement', 'geom', 'geom_3d')
        db.execute("ALTER TABLE e_t_evenement ALTER COLUMN geom_3d SET DEFAULT NULL;")
        # Create 2D topology
        db.add_column('e_t_evenement', 'geom',
                      self.gf('django.contrib.gis.db.models.fields.GeometryField')(srid=settings.SRID, null=True, default=None, spatial_index=False))
        # Switch cadastre to 2D
        db.alter_column('l_t_troncon', 'geom_cadastre', self.gf('django.contrib.gis.db.models.fields.LineStringField')(srid=settings.SRID, null=True, spatial_index=False))
        db.commit_transaction()

        #
        # Data migration
        #
        db.start_transaction()
        db.execute("UPDATE l_t_troncon SET geom = ST_force_2D(geom_3d);")
        db.execute("UPDATE e_t_evenement SET geom = ST_force_2D(geom_3d);")
        db.commit_transaction()

def rename_db_column(model_class, old_name, new_name):
    """ Renomear uma coluna de banco de dados do sensor. """
    table_name = model_class._meta.db_table
    db.start_transaction()
    db.rename_column(table_name, old_name, new_name) 
    logger.debug("Renamed column '%s' to '%s' on %s" % (old_name, new_name, table_name))
    db.commit_transaction()

    def test_change_foreign_key_target(self):
        # Tables for FK to target
        User = db.mock_model(model_name='User', db_table='auth_user', db_tablespace='', pk_field_name='id', pk_field_type=models.AutoField, pk_field_args=[], pk_field_kwargs={})
        db.create_table("test_fk_changed_target", [
            ('eggs', models.IntegerField(primary_key=True)),
        ])
        Egg = db.mock_model(model_name='Egg', db_table='test_fk_changed_target', db_tablespace='', pk_field_name='eggs', pk_field_type=models.AutoField, pk_field_args=[], pk_field_kwargs={})
        # Table with a foreign key to the wrong table
        db.create_table("test_fk_changing", [
            ('egg', models.ForeignKey(User, null=True)),
        ])
        db.execute_deferred_sql()

        # Change foreign key pointing
        db.alter_column("test_fk_changing", "egg_id", models.ForeignKey(Egg, null=True))
        db.execute_deferred_sql()

        # Test that it is pointing at the right table now
        try:
            non_user_id = db.execute("SELECT MAX(id) FROM auth_user")[0][0] + 1
        except (TypeError, IndexError):
            # Got a "None" or no records, treat as 0
            non_user_id = 17
        db.execute("INSERT INTO test_fk_changed_target (eggs) VALUES (%s)", [non_user_id])
        db.execute("INSERT INTO test_fk_changing (egg_id) VALUES (%s)", [non_user_id])
        db.commit_transaction()
        db.start_transaction()  # The test framework expects tests to end in transaction