Files
catalyst/qsim/transforms/technical.py
T

53 lines
1.8 KiB
Python

"""
Transformations for common technical indicators.
TODO: add MACD transform
TODO: add trailing stop
"""
import datetime
import qsim.util as qutil
from core import BaseTransform
class MovingAverage(BaseTransform):
"""
Calculate a unweighted moving average for props['sid'] security
TODO: add sid filter.
"""
def __init__(self, feed, props, result_address):
BaseTransform.__init__(self, feed, props, result_address)
self.events = []
self.window = datetime.timedelta(days = self.config.get_integer('days'),
seconds = self.config.get_integer('seconds'),
microseconds = self.config.get_integer('microseconds'),
milliseconds = self.config.get_integer('milliseconds'),
minutes = self.config.get_integer('minutes'),
hours = self.config.get_integer('hours'),
weeks = self.config.get_integer('weeks'))
def transform(self, event):
"""Update the moving average with the latest data point."""
self.events.append(event)
#filter the event list to the window length.
self.events = [x for x in self.events if (qutil.parse_date(x['dt']) - qutil.parse_date(event['dt'])) <= self.window]
if(len(self.events) == 0):
return 0.0
total = 0.0
for event in self.events:
total += event['price']
self.average = total/len(self.events)
self.state['value'] = self.average
return self.state