Files
catalyst/zipline/finance/blotter.py
T
Thomas Wiecki 40001f3509 STY: Remove warning when ordering zero shares.
Many algorithms that use the new order methods like order_target()
will legitimately try to order 0 shares many times. The printed
warning at every turn is quite annoying and too verbose. We do not
display it on Quantopian either so I'm removing it here as well.
2014-06-02 15:50:21 +02:00

332 lines
10 KiB
Python

#
# Copyright 2014 Quantopian, Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import math
import uuid
from copy import copy
from logbook import Logger
from collections import defaultdict
from six import text_type
import zipline.errors
import zipline.protocol as zp
from zipline.finance.slippage import (
VolumeShareSlippage,
transact_partial,
check_order_triggers
)
from zipline.finance.commission import PerShare
log = Logger('Blotter')
from zipline.utils.protocol_utils import Enum
ORDER_STATUS = Enum(
'OPEN',
'FILLED',
'CANCELLED'
)
class Blotter(object):
def __init__(self):
self.transact = transact_partial(VolumeShareSlippage(), PerShare())
# these orders are aggregated by sid
self.open_orders = defaultdict(list)
# keep a dict of orders by their own id
self.orders = {}
# holding orders that have come in since the last
# event.
self.new_orders = []
self.current_dt = None
self.max_shares = int(1e+11)
def __repr__(self):
return """
{class_name}(
transact_partial={transact_partial},
open_orders={open_orders},
orders={orders},
new_orders={new_orders},
current_dt={current_dt})
""".strip().format(class_name=self.__class__.__name__,
transact_partial=self.transact.args,
open_orders=self.open_orders,
orders=self.orders,
new_orders=self.new_orders,
current_dt=self.current_dt)
def set_date(self, dt):
self.current_dt = dt
def order(self, sid, amount, style, order_id=None):
# something could be done with amount to further divide
# between buy by share count OR buy shares up to a dollar amount
# numeric == share count AND "$dollar.cents" == cost amount
"""
amount > 0 :: Buy/Cover
amount < 0 :: Sell/Short
Market order: order(sid, amount)
Limit order: order(sid, amount, LimitOrder(price))
Stop order: order(sid, amount, StopOrder(price))
StopLimit order: order(sid, amount, StopLimitOrder(price))
"""
# This fixes a bug that if amount is e.g. -27.99999 due to
# floating point madness we actually want to treat it as -28.
def almost_equal_to(a, eps=1e-4):
if abs(a - round(a)) <= eps:
return round(a)
else:
return a
# Fractional shares are not supported.
amount = int(almost_equal_to(amount))
# just validates amount and passes rest on to TransactionSimulator
if amount == 0:
# Don't bother placing orders for 0 shares.
return
elif amount > self.max_shares:
# Arbitrary limit of 100 billion (US) shares will never be
# exceeded except by a buggy algorithm.
raise OverflowError("Can't order more than %d shares" %
self.max_shares)
is_buy = (amount > 0)
order = Order(
dt=self.current_dt,
sid=sid,
amount=amount,
stop=style.get_stop_price(is_buy),
limit=style.get_limit_price(is_buy),
id=order_id
)
self.open_orders[order.sid].append(order)
self.orders[order.id] = order
self.new_orders.append(order)
return order.id
def cancel(self, order_id):
if order_id not in self.orders:
return
cur_order = self.orders[order_id]
if cur_order.open:
order_list = self.open_orders[cur_order.sid]
if cur_order in order_list:
order_list.remove(cur_order)
if cur_order in self.new_orders:
self.new_orders.remove(cur_order)
cur_order.cancel()
cur_order.dt = self.current_dt
# we want this order's new status to be relayed out
# along with newly placed orders.
self.new_orders.append(cur_order)
def process_split(self, split_event):
if split_event.sid not in self.open_orders:
return
orders_to_modify = self.open_orders[split_event.sid]
for order in orders_to_modify:
order.handle_split(split_event)
def process_trade(self, trade_event):
if trade_event.type != zp.DATASOURCE_TYPE.TRADE:
return
if trade_event.sid not in self.open_orders:
return
if trade_event.volume < 1:
# there are zero volume trade_events bc some stocks trade
# less frequently than once per minute.
return
orders = self.open_orders[trade_event.sid]
orders = sorted(orders, key=lambda o: o.dt)
# Only use orders for the current day or before
current_orders = filter(
lambda o: o.dt <= trade_event.dt,
orders)
for txn, order in self.process_transactions(trade_event,
current_orders):
yield txn, order
# update the open orders for the trade_event's sid
self.open_orders[trade_event.sid] = \
[order for order
in self.open_orders[trade_event.sid]
if order.open]
def process_transactions(self, trade_event, current_orders):
for order, txn in self.transact(trade_event, current_orders):
if txn.type == zp.DATASOURCE_TYPE.COMMISSION:
order.commission = (order.commission or 0.0) + txn.cost
else:
if txn.amount == 0:
raise zipline.errors.TransactionWithNoAmount(txn=txn)
if math.copysign(1, txn.amount) != order.direction:
raise zipline.errors.TransactionWithWrongDirection(
txn=txn, order=order)
if abs(txn.amount) > abs(self.orders[txn.order_id].amount):
raise zipline.errors.TransactionVolumeExceedsOrder(
txn=txn, order=order)
order.filled += txn.amount
if txn.commission is not None:
order.commission = ((order.commission or 0.0)
+ txn.commission)
# mark the date of the order to match the transaction
# that is filling it.
order.dt = txn.dt
yield txn, order
class Order(object):
def __init__(self, dt, sid, amount, stop=None, limit=None, filled=0,
commission=None, id=None):
"""
@dt - datetime.datetime that the order was placed
@sid - stock sid of the order
@amount - the number of shares to buy/sell
a positive sign indicates a buy
a negative sign indicates a sell
@filled - how many shares of the order have been filled so far
"""
# get a string representation of the uuid.
self.id = id or self.make_id()
self.dt = dt
self.created = dt
self.sid = sid
self.amount = amount
self.filled = filled
self.commission = commission
self._cancelled = False
self.stop = stop
self.limit = limit
self.stop_reached = False
self.limit_reached = False
self.direction = math.copysign(1, self.amount)
self.type = zp.DATASOURCE_TYPE.ORDER
def make_id(self):
return uuid.uuid4().hex
def to_dict(self):
py = copy(self.__dict__)
for field in ['type', 'direction', '_cancelled']:
del py[field]
py['status'] = self.status
return py
def to_api_obj(self):
pydict = self.to_dict()
obj = zp.Order(initial_values=pydict)
return obj
def check_triggers(self, event):
"""
Update internal state based on price triggers and the
trade event's price.
"""
stop_reached, limit_reached, sl_stop_reached = \
check_order_triggers(self, event)
if (stop_reached, limit_reached) \
!= (self.stop_reached, self.limit_reached):
self.dt = event.dt
self.stop_reached = stop_reached
self.limit_reached = limit_reached
if sl_stop_reached:
# Change the STOP LIMIT order into a LIMIT order
self.stop = None
def handle_split(self, split_event):
ratio = split_event.ratio
# update the amount, limit_price, and stop_price
# by the split's ratio
# info here: http://finra.complinet.com/en/display/display_plain.html?
# rbid=2403&element_id=8950&record_id=12208&print=1
# new_share_amount = old_share_amount / ratio
# new_price = old_price * ratio
self.amount = int(self.amount / ratio)
if self.limit is not None:
self.limit = round(self.limit * ratio, 2)
if self.stop is not None:
self.stop = round(self.stop * ratio, 2)
@property
def status(self):
if self._cancelled:
return ORDER_STATUS.CANCELLED
return ORDER_STATUS.FILLED \
if not self.open_amount else ORDER_STATUS.OPEN
def cancel(self):
self._cancelled = True
@property
def open(self):
return self.status == ORDER_STATUS.OPEN
@property
def triggered(self):
"""
For a market order, True.
For a stop order, True IFF stop_reached.
For a limit order, True IFF limit_reached.
"""
if self.stop is not None and not self.stop_reached:
return False
if self.limit is not None and not self.limit_reached:
return False
return True
@property
def open_amount(self):
return self.amount - self.filled
def __repr__(self):
"""
String representation for this object.
"""
return "Order(%s)" % self.to_dict().__repr__()
def __unicode__(self):
"""
Unicode representation for this object.
"""
return text_type(repr(self))