I am a novice in Python. Based on this SO post, I created a SQL query using PYODBC to search a MSSQL table of historic option prices and select the option symbol with a strike value closest to the desired value I specified. However, I am now trying to teach myself OOP by re-factoring this program, and to that end I am trying to implement the ORM in SQLAlchemy.
I cannot figure out how to implement a calculated Order_By statement. I don't think a calculated column would work because desired_strike is an argument that that is specified by the user(me) at each method call.
Here is the (simplified) original code:
import pyodbc
def get_option_symbol(stock, entry_date, exp_date, desired_strike):
entry_date = entry_date.strftime('%Y-%m-%d %H:%M:%S')
exp_date = exp_date.strftime('%Y-%m-%d %H:%M:%S')
cursor.execute("""select top(1) optionsymbol
from dbo.options_pricestore
where underlying=?
and quotedate=?
and expiration=?
and exchange='*'
and option_type=?
order by abs(strike - ?)""",
stock,
entry_date,
exp_date,
desired_strike,
)
row = cursor.fetchone()
return row
Maybe not the most Pythonic, but it worked. I am now encapsulating my formerly procedural code into classes, and to use SQLAlchemy's ORM, except that in this one case I cannot figure out how to represent abs(strike - desired_strike) in the Order_By clause. I have not used lambda functions much in the past, but here is what I came up with:
import sqlalchemy
class Option(Base):
__tablename__= 'options_pricestore'
<column definitions go here>
def get_option_symbol(stock, entry_date, exp_date, desired_strike):
entry_date = entry_date.strftime('%Y-%m-%d %H:%M:%S')
exp_date = exp_date.strftime('%Y-%m-%d %H:%M:%S')
qry = session.query(Option.optionsymbol).filter(and_
(Option.underlying == stock,
Option.quotedate == entry_date,
Option.expiration == exp_date,
Option.option_type== "put",
Option.exchange == "*")
).order_by(lambda:abs(Option.strike - desired_strike))
return qry
I get "ArgumentError: SQL expression object or string expected" - Any help would be greatly appreciated.
order_by
wants a string - give it to it:
qry = session.query(Option.optionsymbol).filter(and_
(Option.underlying == stock,
Option.quotedate == entry_date,
Option.expiration == exp_date,
Option.option_type== "put",
Option.exchange == "*")
).order_by('abs(strike - %d)' % desired_strike)
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