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https://github.com/wassname/catalyst.git
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split merging code into a new utility class
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+78
-43
@@ -4,7 +4,7 @@ import datetime
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import json
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import config
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import multiprocessing
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from backtest import util
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from backtest.util import *
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class Transform(object):
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"""Parent class for feed transforms. Subclass to create a new derived value from the combined feed."""
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@@ -52,6 +52,9 @@ class Transform(object):
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sync_socket.close()
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self.logger.info("starting {name} event loop".format(name = self.name))
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self.run_loop()
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def run_loop(self):
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while True:
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message = self.feed_socket.recv()
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@@ -73,8 +76,46 @@ class Transform(object):
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def update(self, event):
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return {}
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class Merge(Transform):
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class MovingAverage(Transform):
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def __init__(self, feed_address, result_address, sync_address, props, server=False):
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Transform.__init__(self, feed_address, result_address, sync_address, props)
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self.events = []
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self.window = datetime.timedelta(days = self.config.get_integer('days'),
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seconds = self.config.get_integer('seconds'),
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microseconds = self.config.get_integer('microseconds'),
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milliseconds = self.config.get_integer('milliseconds'),
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minutes = self.config.get_integer('minutes'),
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hours = self.config.get_integer('hours'),
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weeks = self.config.get_integer('weeks'))
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def update(self, event):
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self.events.append(event)
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#filter the event list to the window length.
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self.events = [x for x in self.events if (parse_date(x['dt']) - parse_date(event['dt'])) <= self.window]
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if(len(self.events) == 0):
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return 0.0
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total = 0.0
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for event in self.events:
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total += event['price']
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self.average = total/len(self.events)
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self.state['avg'] = self.average
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return self.state
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class MergedTransformsFeed(Transform):
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""" Merge data feed and array of transform feeds into a single result vector.
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PULL from feed
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PULL from child transforms
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@@ -100,17 +141,46 @@ class Merge(Transform):
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mavg = MovingAverage(self.feed_address, self.transform_address, self.sync_address, props)
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self.transforms[mavg.name] = mavg
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self.data_buffer = ParallelBuffer(self.transforms.keys())
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for name, transform in self.transforms.iteritems():
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self.logger.info("starting {name}".format(name=name))
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proc = multiprocessing.Process(target=transform.run)
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proc.start()
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self.buffers = {}
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for name, transform in self.transforms:
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self.buffers[name] = []
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def get_socket(self):
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if(self.transform_socket == None):
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#create the feed PULL.
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self.transform_socket = self.context.socket(zmq.PULL)
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self.transform_socket.bind(self.transform_address)
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return self.transform_socket
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def run_loop(self):
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while True:
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#get original feed message
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message = self.feed_socket.recv()
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self.received_count += 1
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if(message == "DONE"):
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self.result_socket.send("DONE")
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break;
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event = json.loads(message)
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self.data_buffer.append(event['name'], event)
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merged_event = self.data_buffer.merge_next()
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if(merged_event != None):
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self.result_socket.send(json.dumps(merged_event))
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self.sent_count += 1
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self.logger.info("Transform {name} recieved {r} and sent {s}".format(name=self.name, r=self.received_count, s=self.sent_count))
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self.feed_socket.close()
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self.result_socket.close()
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self.context.term()
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def update(self, event):
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@@ -118,47 +188,12 @@ class Merge(Transform):
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state['feed'] = event
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count = 0
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while count < len(transforms):
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message = get_socket().recv
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while count < len(self.transforms):
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message = self.get_socket().recv()
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if(message == "DONE"):
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return "DONE"
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data = json.loads(message)
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state[data['name']] = data
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return state
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class MovingAverage(Transform):
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def __init__(self, feed_address, result_address, sync_address, props, server=False):
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Transform.__init__(self, feed_address, result_address, sync_address, props)
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self.events = []
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self.window = datetime.timedelta(days = self.config.get_integer('days'),
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seconds = self.config.get_integer('seconds'),
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microseconds = self.config.get_integer('microseconds'),
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milliseconds = self.config.get_integer('milliseconds'),
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minutes = self.config.get_integer('minutes'),
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hours = self.config.get_integer('hours'),
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weeks = self.config.get_integer('weeks'))
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def update(self, event):
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self.events.append(event)
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#filter the event list to the window length.
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self.events = [x for x in self.events if (util.parse_date(x['dt']) - util.parse_date(event['dt'])) <= self.window]
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if(len(self.events) == 0):
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return 0.0
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total = 0.0
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for event in self.events:
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total += event['price']
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self.average = total/len(self.events)
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self.state['avg'] = self.average
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return self.state
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return state
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