# 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>### This algorithm showcases two margin related event handlers.### OnMarginCallWarning: Fired when a portfolio's remaining margin dips below 5% of the total portfolio value### OnMarginCall: Fired immediately before margin call orders are execued, this gives the algorithm a change to regain margin on its own through liquidation### </summary>### <meta name="tag" content="securities and portfolio" />### <meta name="tag" content="margin models" />class MarginCallEventsAlgorithm(QCAlgorithm):"""This algorithm showcases two margin related event handlers.on_margin_call_warning: Fired when a portfolio's remaining margin dips below 5% of the total portfolio valueon_margin_call: Fired immediately before margin call orders are execued, this gives the algorithm a change to regain margin on its own through liquidation"""def initialize(self):self.set_cash(100000)self.set_start_date(2013,10,1)self.set_end_date(2013,12,11)self.add_equity("SPY", Resolution.SECOND)# cranking up the leverage increases the odds of a margin call# when the security falls in valueself.securities["SPY"].set_leverage(100)def on_data(self, data):if not self.portfolio.invested:self.set_holdings("SPY",100)def on_margin_call(self, requests):# Margin call event handler. This method is called right before the margin call orders are placed in the market.# <param name="requests">The orders to be executed to bring this algorithm within margin limits</param># this code gets called BEFORE the orders are placed, so we can try to liquidate some of our positions# before we get the margin call orders executed. We could also modify these orders by changing their quantitiesfor order in requests:# liquidate an extra 10% each time we get a margin call to give us more paddingnew_quantity = int(order.quantity * 1.1)requests.remove(order)requests.append(SubmitOrderRequest(order.order_type, order.security_type, order.symbol, new_quantity, order.stop_price, order.limit_price, self.time, "on_margin_call"))return requestsdef on_margin_call_warning(self):# Margin call warning event handler.# This method is called when portfolio.margin_remaining is under 5% of your portfolio.total_portfolio_value# a chance to prevent a margin call from occurringspy_holdings = self.securities["SPY"].holdings.quantityshares = int(-spy_holdings * 0.005)self.error("{0} - on_margin_call_warning(): Liquidating {1} shares of SPY to avoid margin call.".format(self.time, shares))self.market_order("SPY", shares)
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