Files
catalyst/zipline/sources.py
T

108 lines
2.9 KiB
Python

"""
Provides data handlers that can push messages to a zipline.core.DataFeed
"""
import datetime
import random
import pytz
import zipline.messaging as zm
import zipline.protocol as zp
class TradeDataSource(zm.DataSource):
def send(self, event):
"""
Sends the event iff it matches the internal SID filter.
:param dict event: is a trade event with data as per
:py:func: `zipline.protocol.TRADE_FRAME`
:rtype: None
"""
event.source_id = self.get_id
if event.sid in self.filter['SID']:
message = zp.DATASOURCE_FRAME(event)
else:
blank = zp.namedict({
"type" : zp.DATASOURCE_TYPE.TRADE,
"source_id" : self.get_id
})
message = zp.DATASOURCE_FRAME(blank)
self.data_socket.send(message)
class RandomEquityTrades(TradeDataSource):
"""
Generates a random stream of trades for testing.
"""
def __init__(self, sid, source_id, count):
zm.DataSource.__init__(self, source_id)
self.count = count
self.incr = 0
self.sid = sid
self.trade_start = datetime.datetime.now().replace(tzinfo=pytz.utc)
self.day = datetime.timedelta(days=1)
self.price = random.uniform(5.0, 50.0)
def get_type(self):
zp.COMPONENT_TYPE.SOURCE
def do_work(self):
if not self.incr < self.count:
self.signal_done()
return
self.price = self.price + random.uniform(-0.05, 0.05)
volume = random.randrange(100,10000,100)
event = zp.namedict({
"type" : zp.DATASOURCE_TYPE.TRADE,
"sid" : self.sid,
"price" : self.price,
"volume" : volume,
"dt" : self.trade_start + (self.day * self.incr),
})
self.send(event)
self.incr += 1
class SpecificEquityTrades(TradeDataSource):
"""
Generates a random stream of trades for testing.
"""
def __init__(self, source_id, event_list):
"""
:param event_list: should be a chronologically ordered list of
dictionaries in the following form:
event = {
'sid' : an integer for security id,
'dt' : datetime object,
'price' : float for price,
'volume' : integer for volume
}
"""
zm.DataSource.__init__(self, source_id)
self.event_list = event_list
self.count = 0
def get_type(self):
zp.COMPONENT_TYPE.SOURCE
def do_work(self):
if(len(self.event_list) == 0):
self.signal_done()
return
event = self.event_list.pop(0)
self.send(zp.namedict(event))
self.count +=1