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How to implement SQL level expression for this hybrid property in SQLAlchemy?


I have a ledger table and a corresponding python class. I defined the model using SQLAlchemy, as follows,

class Ledger(Base):
    __tablename__ = 'ledger'

    currency_exchange_rate_lookup = {('CNY', 'CAD'): 0.2}

    amount = Column(Numeric(10, 2), nullable=False)
    currency = Column(String, nullable=False)
    payment_method = Column(String)
    notes = Column(UnicodeText)

    @hybrid_property
    def amountInCAD(self):
        if self.currency == 'CAD':
            return self.amount
        exchange_rate = self.currency_exchange_rate_lookup[(self.currency, 'CAD')]
        CAD_value = self.amount * Decimal(exchange_rate)
        CAD_value = round(CAD_value, 2)
        return CAD_value

    @amountInCAD.expression
    def amountInCAD(cls):
        amount = cls.__table__.c.amount
        currency_name = cls.__table__.c.currency
        exchange_rate = cls.currency_exchange_rate_lookup[(currency_name, 'CAD')]
        return case([
            (cls.currency == 'CAD', amount),
        ], else_ = round((amount * Decimal(exchange_rate)),2))

Now as you can see, I want to create a hybrid property called "amountInCAD". The Python level getter seems to be working fine. However the SQL expression doesn't work.

Now if I run a query like this:

>>>db_session.query(Ledger).filter(Ledger.amountInCAD > 1000)

SQLAlchemy gives me this error:

  File "ledger_db.py", line 43, in amountInCAD
    exchange_rate = cls.currency_exchange_rate_lookup[(currency_name, 'CAD')]
KeyError: (Column('currency', String(), table=<ledger>, nullable=False), 'CAD')

I've researched SQLAlchemy's online documentation regarding hybrid property. http://docs.sqlalchemy.org/en/latest/orm/mapped_sql_expr.html#using-a-hybrid Comparing my code to the example code, I don't understand why mine doesn't work. If in the official example, cls.firstname can refer to a column of value, why in my code the cls.__table__.c.currency only returns a Column not its value?


Solution

  • cls.firstname does not "refer to value", but the Column. cls.firstname + " " + cls.lastname in the example produces a string concatenation SQL expression along the lines of:

    firstname || ' ' || lastname
    

    That is part of the magic of hybrid properties: they make it relatively easy to write simple expressions that can work in both domains, but you still have to understand when you're handling a python instance and when building an SQL expression.

    You could rethink your own hybrid a bit and actually pass the conversion options to the DB in your case expression:

    from sqlalchemy import func
    
    ...
    
    @amountInCAD.expression
    def amountInCAD(cls):
        # This builds a list of (predicate, expression) tuples for case. The
        # predicates compare each row's `currency` column against the bound
        # `from_` currencies in SQL.
        exchange_rates = [(cls.currency == from_,
                           # Note that this does not call python's round, but
                           # creates an SQL function expression. It also does not
                           # perform a multiplication, but produces an SQL expression
                           # `amount * :rate`. Not quite sure
                           # why you had the Decimal conversion, so kept it.
                           func.round(cls.amount * Decimal(rate), 2))
                          for (from_, to_), rate in
                          cls.currency_exchange_rate_lookup.items()
                          # Include only conversions to 'CAD'
                          if to_ == 'CAD']
        return case(exchange_rates +  [
            # The default for 'CAD'
            (cls.currency == 'CAD', cls.amount),
        ])
    

    This way you effectively pass your exchange rate lookup as a CASE expression to SQL.