# 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 *### <summary>### Regression algorithm illustrating the usage of the <see cref="QCAlgorithm.FuturesChains(IEnumerable{Symbol}, bool)"/>### method to get multiple futures chains.### </summary>class FuturesChainsMultipleFullDataRegressionAlgorithm(QCAlgorithm):def initialize(self):self.set_start_date(2013, 10, 7)self.set_end_date(2013, 10, 7)es_future = self.add_future(Futures.Indices.SP_500_E_MINI).symbolgc_future = self.add_future(Futures.Metals.GOLD).symbolchains = self.futures_chains([es_future, gc_future], flatten=True)self._es_contract = self.get_contract(chains, es_future)self._gc_contract = self.get_contract(chains, gc_future)self.add_future_contract(self._es_contract)self.add_future_contract(self._gc_contract)def get_contract(self, chains: FuturesChains, canonical: Symbol) -> Symbol:df = chains.data_frame# Index by the requested underlying, by getting all data with canonicals which underlying is the requested underlying symbol:canonicals = df.index.get_level_values('canonical')condition = [symbol for symbol in canonicals if symbol == canonical]contracts = df.loc[condition]# Get contracts expiring within 6 months, with the latest expiration date, and lowest pricecontracts = contracts.loc[(df.expiry <= self.time + timedelta(days=180))]contracts = contracts.sort_values(['expiry', 'lastprice'], ascending=[False, True])return contracts.index[0][1]def on_data(self, data):# Do some trading with the selected contract for sample purposesif not self.portfolio.invested:self.set_holdings(self._es_contract, 0.25)self.set_holdings(self._gc_contract, 0.25)else:self.liquidate()
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