使用 sqlalchemy 的声明性 ORM 扩展时的多列索引

Question

According to the documentation and the comments in the sqlalchemy.Column class, we should use the class sqlalchemy.schema.Index to specify an index that contains multiple columns.

However, the example shows how to do it by directly using the Table object like this:

meta = MetaData()
mytable = Table('mytable', meta,
    # an indexed column, with index "ix_mytable_col1"
    Column('col1', Integer, index=True),

    # a uniquely indexed column with index "ix_mytable_col2"
    Column('col2', Integer, index=True, unique=True),

    Column('col3', Integer),
    Column('col4', Integer),

    Column('col5', Integer),
    Column('col6', Integer),
    )

# place an index on col3, col4
Index('idx_col34', mytable.c.col3, mytable.c.col4)

How should we do it if we use the declarative ORM extension?

class A(Base):
    __tablename__ = 'table_A'
    id = Column(Integer, , primary_key=True)
    a = Column(String(32))
    b = Column(String(32))

I would like an index on column "a" and "b".

Answer 1

those are just Column objects, index=True flag works normally:

class A(Base):
    __tablename__ = 'table_A'
    id = Column(Integer, primary_key=True)
    a = Column(String(32), index=True)
    b = Column(String(32), index=True)

if you'd like a composite index, again Table is present here as usual you just don't have to declare it, everything works the same (make sure you're on recent 0.6 or 0.7 for the declarative Aa wrapper to be interpreted as a Column after the class declaration is complete):

class A(Base):
    __tablename__ = 'table_A'
    id = Column(Integer, primary_key=True)
    a = Column(String(32))
    b = Column(String(32))

Index('my_index', A.a, A.b)

In 0.7 the Index can be in the Table arguments too, which with declarative is via __table_args__ :

class A(Base):
    __tablename__ = 'table_A'
    id = Column(Integer, primary_key=True)
    a = Column(String(32))
    b = Column(String(32))
    __table_args__ = (Index('my_index', "a", "b"), )

Answer 2

To complete @zzzeek's answer .

If you like to add a composite index with DESC and use the ORM declarative method you can do as follows.

Furthermore, I was struggling with the Functional Indexes documentation of SQSAlchemy, trying to figure out a how to substitute mytable.c.somecol .

 from sqlalchemy import Index Index('someindex', mytable.c.somecol.desc())

We can just use the model property and call .desc() on it:

from flask_sqlalchemy import SQLAlchemy

db = SQLAlchemy()

class GpsReport(db.Model):
    __tablename__ = 'gps_report'

    id = db.Column(db.Integer, db.Sequence('gps_report_id_seq'), nullable=False, autoincrement=True, server_default=db.text("nextval('gps_report_id_seq'::regclass)"))

    timestamp = db.Column(db.DateTime, nullable=False, primary_key=True)

    device_id = db.Column(db.Integer, db.ForeignKey('device.id'), primary_key=True, autoincrement=False)
    device = db.relationship("Device", back_populates="gps_reports")


    # Indexes

    __table_args__ = (
        db.Index('gps_report_timestamp_device_id_idx', timestamp.desc(), device_id),
    )

If you use Alembic, I'm using Flask-Migrate, it generates something like:

from alembic import op  
import sqlalchemy as sa
# Added manually this import
from sqlalchemy.schema import Sequence, CreateSequence


def upgrade():
    # ### commands auto generated by Alembic - please adjust! ###
    # Manually added the Sequence creation
    op.execute(CreateSequence(Sequence('gps_report_id_seq')))

    op.create_table('gps_report',
    sa.Column('id', sa.Integer(), server_default=sa.text("nextval('gps_report_id_seq'::regclass)"), nullable=False),
    sa.Column('timestamp', sa.DateTime(), nullable=False))
    sa.Column('device_id', sa.Integer(), autoincrement=False, nullable=False),
    op.create_index('gps_report_timestamp_device_id_idx', 'gps_report', [sa.text('timestamp DESC'), 'device_id'], unique=False)


def downgrade():
    # ### commands auto generated by Alembic - please adjust! ###
    op.drop_index('gps_report_timestamp_device_id_idx', table_name='gps_report')
    op.drop_table('gps_report')

    # Manually added the Sequence removal
    op.execute(sa.schema.DropSequence(sa.Sequence('gps_report_id_seq'))) 
    # ### end Alembic commands ###

Finally you should have the following table and indexes in your PostgreSQL database:

psql> \d gps_report;
                                           Table "public.gps_report"
     Column      |            Type             | Collation | Nullable |                Default                 
-----------------+-----------------------------+-----------+----------+----------------------------------------
 id              | integer                     |           | not null | nextval('gps_report_id_seq'::regclass)
 timestamp       | timestamp without time zone |           | not null | 
 device_id       | integer                     |           | not null | 
Indexes:
    "gps_report_pkey" PRIMARY KEY, btree ("timestamp", device_id)
    "gps_report_timestamp_device_id_idx" btree ("timestamp" DESC, device_id)
Foreign-key constraints:
    "gps_report_device_id_fkey" FOREIGN KEY (device_id) REFERENCES device(id)