# QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals. # Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation. # # 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. from AlgorithmImports import * ### ### Regression algorithm for fractional forex pair ### ### ### ### class FractionalQuantityRegressionAlgorithm(QCAlgorithm): def initialize(self): self.set_start_date(2015, 11, 12) self.set_end_date(2016, 4, 1) self.set_cash(100000) self.set_brokerage_model(BrokerageName.GDAX, AccountType.CASH) self.set_time_zone(TimeZones.UTC) security = self.add_security(SecurityType.CRYPTO, "BTCUSD", Resolution.DAILY, Market.GDAX, False, 1, True) ### The default buying power model for the Crypto security type is now CashBuyingPowerModel. ### Since this test algorithm uses leverage we need to set a buying power model with margin. security.set_buying_power_model(SecurityMarginModel(3.3)) con = TradeBarConsolidator(1) self.subscription_manager.add_consolidator("BTCUSD", con) con.data_consolidated += self.data_consolidated self.set_benchmark(security.symbol) def data_consolidated(self, sender, bar): quantity = math.floor((self.portfolio.cash + self.portfolio.total_fees) / abs(bar.value + 1)) btc_qnty = float(self.portfolio["BTCUSD"].quantity) if not self.portfolio.invested: self.order("BTCUSD", quantity) elif btc_qnty == quantity: self.order("BTCUSD", 0.1) elif btc_qnty == quantity + 0.1: self.order("BTCUSD", 0.01) elif btc_qnty == quantity + 0.11: self.order("BTCUSD", -0.02) elif btc_qnty == quantity + 0.09: # should fail (below minimum order quantity) self.order("BTCUSD", 0.00001) self.set_holdings("BTCUSD", -2.0) self.set_holdings("BTCUSD", 2.0) self.quit()