zipline/tests/test_commissions.py
Jean Bredeche 6fb4923cc7 Re-implemented the Calendar API.
Instead of having separate ExchangeCalendar and TradingSchedule objects, we
now just have TradingCalendar.  The TradingCalendar keeps track of each
session (defined as a contiguous set of minutes between an open and a close).
It's also responsible for handling the grouping logic of any given minute
to its containing session, or the next/previous session if it's not a market
minute for the given calendar.
2016-07-12 13:13:50 -04:00

255 lines
8.5 KiB
Python

from datetime import timedelta
from textwrap import dedent
from zipline import TradingAlgorithm
from zipline.finance.commission import PerTrade, PerShare, PerDollar
from zipline.finance.order import Order
from zipline.finance.transaction import Transaction
from zipline.testing import ZiplineTestCase, trades_by_sid_to_dfs
from zipline.testing.fixtures import (
WithAssetFinder,
WithSimParams,
WithDataPortal
)
from zipline.utils import factory
class CommissionUnitTests(WithAssetFinder, ZiplineTestCase):
ASSET_FINDER_EQUITY_SIDS = 1, 2
def generate_order_and_txns(self):
asset1 = self.asset_finder.retrieve_asset(1)
# one order
order = Order(dt=None, sid=asset1, amount=500)
# three fills
txn1 = Transaction(sid=asset1, amount=230, dt=None,
price=100, order_id=order.id)
txn2 = Transaction(sid=asset1, amount=170, dt=None,
price=101, order_id=order.id)
txn3 = Transaction(sid=asset1, amount=100, dt=None,
price=102, order_id=order.id)
return order, [txn1, txn2, txn3]
def test_per_trade(self):
model = PerTrade(cost=10)
order, txns = self.generate_order_and_txns()
self.assertEqual(10, model.calculate(order, txns[0]))
order.commission = 10
self.assertEqual(0, model.calculate(order, txns[1]))
self.assertEqual(0, model.calculate(order, txns[2]))
def test_per_share_no_minimum(self):
model = PerShare(cost=0.0075, min_trade_cost=None)
order, txns = self.generate_order_and_txns()
# make sure each commission is pro-rated
self.assertAlmostEqual(1.725, model.calculate(order, txns[0]))
self.assertAlmostEqual(1.275, model.calculate(order, txns[1]))
self.assertAlmostEqual(0.75, model.calculate(order, txns[2]))
def verify_per_share_commissions(self, model, commission_totals):
order, txns = self.generate_order_and_txns()
for i, commission_total in enumerate(commission_totals):
order.commission += model.calculate(order, txns[i])
self.assertAlmostEqual(commission_total, order.commission)
order.filled += txns[i].amount
def test_per_share_with_minimum(self):
# minimum is met by the first trade
self.verify_per_share_commissions(
PerShare(cost=0.0075, min_trade_cost=1),
[1.725, 3, 3.75]
)
# minimum is met by the second trade
self.verify_per_share_commissions(
PerShare(cost=0.0075, min_trade_cost=2.5),
[2.5, 3, 3.75]
)
# minimum is met by the third trade
self.verify_per_share_commissions(
PerShare(cost=0.0075, min_trade_cost=3.5),
[3.5, 3.5, 3.75]
)
# minimum is not met by any of the trades
self.verify_per_share_commissions(
PerShare(cost=0.0075, min_trade_cost=5.5),
[5.5, 5.5, 5.5]
)
def test_per_dollar(self):
model = PerDollar(cost=0.0015)
order, txns = self.generate_order_and_txns()
# make sure each commission is pro-rated
self.assertAlmostEqual(34.5, model.calculate(order, txns[0]))
self.assertAlmostEqual(25.755, model.calculate(order, txns[1]))
self.assertAlmostEqual(15.3, model.calculate(order, txns[2]))
class CommissionAlgorithmTests(WithDataPortal, WithSimParams, ZiplineTestCase):
# make sure order commissions are properly incremented
sidint, = ASSET_FINDER_EQUITY_SIDS = (133,)
code = dedent(
"""
from zipline.api import (
sid, order, set_slippage, slippage, FixedSlippage,
set_commission, commission
)
def initialize(context):
# for these tests, let us take out the entire bar with no price
# impact
set_slippage(slippage.VolumeShareSlippage(1.0, 0))
{0}
context.ordered = False
def handle_data(context, data):
if not context.ordered:
order(sid(133), {1})
context.ordered = True
""",
)
@classmethod
def make_equity_daily_bar_data(cls):
num_days = len(cls.sim_params.sessions)
return trades_by_sid_to_dfs(
{
cls.sidint: factory.create_trade_history(
cls.sidint,
[10.0] * num_days,
[100.0] * num_days,
timedelta(days=1),
cls.sim_params,
trading_calendar=cls.trading_calendar,
),
},
index=cls.sim_params.sessions,
)
def get_results(self, algo_code):
algo = TradingAlgorithm(
script=algo_code,
env=self.env,
sim_params=self.sim_params
)
return algo.run(self.data_portal)
def test_per_trade(self):
results = self.get_results(
self.code.format("set_commission(commission.PerTrade(1))", 300)
)
# should be 3 fills at 100 shares apiece
# one order split among 3 days, each copy of the order should have a
# commission of one dollar
for orders in results.orders[1:4]:
self.assertEqual(1, orders[0]["commission"])
self.verify_capital_used(results, [-1001, -1000, -1000])
def test_per_share_no_minimum(self):
results = self.get_results(
self.code.format("set_commission(commission.PerShare(0.05, None))",
300)
)
# should be 3 fills at 100 shares apiece
# one order split among 3 days, each fill generates an additional
# 100 * 0.05 = $5 in commission
for i, orders in enumerate(results.orders[1:4]):
self.assertEqual((i + 1) * 5, orders[0]["commission"])
self.verify_capital_used(results, [-1005, -1005, -1005])
def test_per_share_with_minimum(self):
# minimum hit by first trade
results = self.get_results(
self.code.format("set_commission(commission.PerShare(0.05, 3))",
300)
)
# commissions should be 5, 10, 15
for i, orders in enumerate(results.orders[1:4]):
self.assertEqual((i + 1) * 5, orders[0]["commission"])
self.verify_capital_used(results, [-1005, -1005, -1005])
# minimum hit by second trade
results = self.get_results(
self.code.format("set_commission(commission.PerShare(0.05, 8))",
300)
)
# commissions should be 8, 10, 15
self.assertEqual(8, results.orders[1][0]["commission"])
self.assertEqual(10, results.orders[2][0]["commission"])
self.assertEqual(15, results.orders[3][0]["commission"])
self.verify_capital_used(results, [-1008, -1002, -1005])
# minimum hit by third trade
results = self.get_results(
self.code.format("set_commission(commission.PerShare(0.05, 12))",
300)
)
# commissions should be 12, 12, 15
self.assertEqual(12, results.orders[1][0]["commission"])
self.assertEqual(12, results.orders[2][0]["commission"])
self.assertEqual(15, results.orders[3][0]["commission"])
self.verify_capital_used(results, [-1012, -1000, -1003])
# minimum never hit
results = self.get_results(
self.code.format("set_commission(commission.PerShare(0.05, 18))",
300)
)
# commissions should be 18, 18, 18
self.assertEqual(18, results.orders[1][0]["commission"])
self.assertEqual(18, results.orders[2][0]["commission"])
self.assertEqual(18, results.orders[3][0]["commission"])
self.verify_capital_used(results, [-1018, -1000, -1000])
def test_per_dollar(self):
results = self.get_results(
self.code.format("set_commission(commission.PerDollar(0.01))", 300)
)
# should be 3 fills at 100 shares apiece, each fill is worth $1k, so
# incremental commission of $1000 * 0.01 = $10
# commissions should be $10, $20, $30
for i, orders in enumerate(results.orders[1:4]):
self.assertEqual((i + 1) * 10, orders[0]["commission"])
self.verify_capital_used(results, [-1010, -1010, -1010])
def verify_capital_used(self, results, values):
self.assertEqual(values[0], results.capital_used[1])
self.assertEqual(values[1], results.capital_used[2])
self.assertEqual(values[2], results.capital_used[3])