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* Add support for Combo Orders with Fill Model - Override ComboMarketFill, ComboLimitFill, ComboLegLimitFill in FillModelPythonWrapper.cs - Modify FillModel.Fill() to use Python Fill model if it exists when the order is COMBO - Add regression algorithm ComboOrdersFillModelAlgorithm.py * Add regression algorithm * Add regression algos * Fix bug
119 lines
5.6 KiB
Python
119 lines
5.6 KiB
Python
# QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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# Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from AlgorithmImports import *
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### <summary>
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### Basic template algorithm that implements a fill model with combo orders
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### <meta name="tag" content="trading and orders" />
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### </summary>
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class ComboOrdersFillModelAlgorithm(QCAlgorithm):
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'''Basic template algorithm that implements a fill model with combo orders'''
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def Initialize(self):
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self.SetStartDate(2019, 1, 1)
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self.SetEndDate(2019, 1, 20)
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self.spy = self.AddEquity("SPY", Resolution.Hour)
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self.ibm = self.AddEquity("IBM", Resolution.Hour)
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# Set the fill model
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self.spy.SetFillModel(CustomPartialFillModel())
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self.ibm.SetFillModel(CustomPartialFillModel())
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self.orderTypes = {}
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def OnData(self, data):
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if not self.Portfolio.Invested:
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legs = [Leg.Create(self.spy.Symbol, 1), Leg.Create(self.ibm.Symbol, -1)]
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self.ComboMarketOrder(legs, 100)
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self.ComboLimitOrder(legs, 100, round(self.spy.BidPrice))
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legs = [Leg.Create(self.spy.Symbol, 1, round(self.spy.BidPrice) + 1), Leg.Create(self.ibm.Symbol, -1, round(self.ibm.BidPrice) + 1)]
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self.ComboLegLimitOrder(legs, 100)
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def OnOrderEvent(self, orderEvent):
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if orderEvent.Status == OrderStatus.Filled:
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orderType = self.Transactions.GetOrderById(orderEvent.OrderId).Type
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if orderType == OrderType.ComboMarket and orderEvent.AbsoluteFillQuantity != 50:
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raise Exception(f"The absolute quantity filled for all combo market orders should be 50, but for order {orderEvent.OrderId} was {orderEvent.AbsoluteFillQuantity}")
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elif orderType == OrderType.ComboLimit and orderEvent.AbsoluteFillQuantity != 20:
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raise Exception(f"The absolute quantity filled for all combo limit orders should be 20, but for order {orderEvent.OrderId} was {orderEvent.AbsoluteFillQuantity}")
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elif orderType == OrderType.ComboLegLimit and orderEvent.AbsoluteFillQuantity != 10:
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raise Exception(f"The absolute quantity filled for all combo leg limit orders should be 10, but for order {orderEvent.OrderId} was {orderEvent.AbsoluteFillQuantity}")
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self.orderTypes[orderType] = 1
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def OnEndOfAlgorithm(self):
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if len(self.orderTypes) != 3:
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raise Exception(f"Just 3 different types of order were submitted in this algorithm, but the amount of order types was {len(self.orderTypes)}")
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if OrderType.ComboMarket not in self.orderTypes.keys():
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raise Exception(f"One Combo Market Order should have been submitted but it was not")
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if OrderType.ComboLimit not in self.orderTypes.keys():
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raise Exception(f"One Combo Limit Order should have been submitted but it was not")
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if OrderType.ComboLegLimit not in self.orderTypes.keys():
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raise Exception(f"One Combo Leg Limit Order should have been submitted but it was not")
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class CustomPartialFillModel(FillModel):
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'''Implements a custom fill model that inherit from FillModel. Overrides ComboMarketFill, ComboLimitOrder and ComboLegLimitOrder
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methods to test FillModelPythonWrapper works as expected'''
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def __init__(self):
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self.absoluteRemainingByOrderId = {}
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def FillOrdersPartially(self, parameters, fills, quantity):
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partialFills = []
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if len(fills) == 0:
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return partialFills
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for kvp, fill in zip(sorted(parameters.SecuritiesForOrders, key=lambda x: x.Key.Id), fills):
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order = kvp.Key;
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absoluteRemaining = self.absoluteRemainingByOrderId.get(order.Id, order.AbsoluteQuantity)
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# Set the fill amount
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fill.FillQuantity = np.sign(order.Quantity) * quantity
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if (min(abs(fill.FillQuantity), absoluteRemaining) == absoluteRemaining):
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fill.FillQuantity = np.sign(order.Quantity) * absoluteRemaining
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fill.Status = OrderStatus.Filled
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self.absoluteRemainingByOrderId.pop(order.Id, None)
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else:
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fill.Status = OrderStatus.PartiallyFilled
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self.absoluteRemainingByOrderId[order.Id] = absoluteRemaining - abs(fill.FillQuantity)
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price = fill.FillPrice
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# self.algorithm.Debug(f"{self.algorithm.Time} - Partial Fill - Remaining {self.absoluteRemainingByOrderId[order.Id]} Price - {price}")
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partialFills.append(fill)
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return partialFills
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def ComboMarketFill(self, order, parameters):
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fills = super().ComboMarketFill(order, parameters)
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partialFills = self.FillOrdersPartially(parameters, fills, 50)
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return partialFills
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def ComboLimitFill(self, order, parameters):
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fills = super().ComboLimitFill(order, parameters);
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partialFills = self.FillOrdersPartially(parameters, fills, 20)
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return partialFills
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def ComboLegLimitFill(self, order, parameters):
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fills = super().ComboLegLimitFill(order, parameters);
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partialFills = self.FillOrdersPartially(parameters, fills, 10)
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return partialFills
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