/* * 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. */ using System; using System.Collections.Generic; using System.Linq; using QuantConnect.Data; using QuantConnect.Interfaces; using QuantConnect.Orders; using QuantConnect.Orders.Fills; using QuantConnect.Securities; namespace QuantConnect.Algorithm.CSharp { /// /// Basic template algorithm that implements a fill model with combo orders /// public class ComboOrdersFillModelAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition { private Security _spy; private Security _ibm; private Dictionary _orderTypes; public override void Initialize() { SetStartDate(2019, 1, 1); SetEndDate(2019, 1, 20); _orderTypes = new Dictionary(); _spy = AddEquity("SPY", Resolution.Hour); _ibm = AddEquity("IBM", Resolution.Hour); _spy.SetFillModel(new CustomPartialFillModel()); _ibm.SetFillModel(new CustomPartialFillModel()); } public override void OnData(Slice slice) { if (!Portfolio.Invested) { var legs = new List() { Leg.Create(_spy.Symbol, 1), Leg.Create(_ibm.Symbol, -1)}; ComboMarketOrder(legs, 100); ComboLimitOrder(legs, 100, Math.Round(_spy.BidPrice)); legs = new List() { Leg.Create(_spy.Symbol, 1, Math.Round(_spy.BidPrice) + 1), Leg.Create(_ibm.Symbol, -1, Math.Round(_ibm.BidPrice) + 1) }; ComboLegLimitOrder(legs, 100); } } public override void OnOrderEvent(OrderEvent orderEvent) { if(orderEvent.Status == OrderStatus.Filled) { var orderType = Transactions.GetOrderById(orderEvent.OrderId).Type; if (orderType == OrderType.ComboMarket && orderEvent.AbsoluteFillQuantity != 50) { throw new RegressionTestException($"The absolute quantity filled for all combo market orders should be 50, but for order {orderEvent.OrderId} was {orderEvent.AbsoluteFillQuantity}"); } if (orderType == OrderType.ComboLimit && orderEvent.AbsoluteFillQuantity != 20) { throw new RegressionTestException($"The absolute quantity filled for all combo limit orders should be 20, but for order {orderEvent.OrderId} was {orderEvent.AbsoluteFillQuantity}"); } if (orderType == OrderType.ComboLegLimit && orderEvent.AbsoluteFillQuantity != 10) { throw new RegressionTestException($"The absolute quantity filled for all combo leg limit orders should be 20, but for order {orderEvent.OrderId} was {orderEvent.AbsoluteFillQuantity}"); } _orderTypes[orderType] = 1; } } public override void OnEndOfAlgorithm() { if (_orderTypes.Keys.Count != 3) { throw new RegressionTestException($"Just 3 different types of order were submitted in this algorithm, but the amount of order types was {_orderTypes.Count}"); } if (!_orderTypes.Keys.Contains(OrderType.ComboMarket)) { throw new RegressionTestException($"One Combo Market Order should have been submitted but it was not"); } if (!_orderTypes.Keys.Contains(OrderType.ComboLimit)) { throw new RegressionTestException($"One Combo Limit Order should have been submitted but it was not"); } if (!_orderTypes.Keys.Contains(OrderType.ComboLegLimit)) { throw new RegressionTestException($"One Combo Leg Limit Order should have been submitted but it was not"); } } /// /// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm. /// public bool CanRunLocally { get; } = true; /// /// This is used by the regression test system to indicate which languages this algorithm is written in. /// public List Languages { get; } = new() { Language.CSharp, Language.Python }; /// /// Data Points count of all timeslices of algorithm /// public long DataPoints => 281; /// /// Data Points count of the algorithm history /// public int AlgorithmHistoryDataPoints => 0; /// /// Final status of the algorithm /// public AlgorithmStatus AlgorithmStatus => AlgorithmStatus.Completed; /// /// This is used by the regression test system to indicate what the expected statistics are from running the algorithm /// public Dictionary ExpectedStatistics => new Dictionary { {"Total Orders", "6"}, {"Average Win", "0%"}, {"Average Loss", "0%"}, {"Compounding Annual Return", "162.471%"}, {"Drawdown", "1.800%"}, {"Expectancy", "0"}, {"Start Equity", "100000"}, {"End Equity", "104781.43"}, {"Net Profit", "4.781%"}, {"Sharpe Ratio", "8.272"}, {"Sortino Ratio", "6.986"}, {"Probabilistic Sharpe Ratio", "87.028%"}, {"Loss Rate", "0%"}, {"Win Rate", "0%"}, {"Profit-Loss Ratio", "0"}, {"Alpha", "-0.049"}, {"Beta", "0.646"}, {"Annual Standard Deviation", "0.119"}, {"Annual Variance", "0.014"}, {"Information Ratio", "-8.927"}, {"Tracking Error", "0.069"}, {"Treynor Ratio", "1.519"}, {"Total Fees", "$6.00"}, {"Estimated Strategy Capacity", "$250000.00"}, {"Lowest Capacity Asset", "IBM R735QTJ8XC9X"}, {"Portfolio Turnover", "9.81%"}, {"Drawdown Recovery", "2"}, {"OrderListHash", "397d4e81b8c7fa9258e18c4bcf4154e1"} }; } public class CustomPartialFillModel : FillModel { private readonly Dictionary _absoluteRemainingByOrderId; public CustomPartialFillModel() { _absoluteRemainingByOrderId = new Dictionary(); } private List FillOrdersPartially(FillModelParameters parameters, List fills, int quantity) { var partialFills = new List(); if (fills.Count == 0) { return partialFills; } foreach (var kvp in parameters.SecuritiesForOrders.OrderBy(kvp => kvp.Key.Id)) { var order = kvp.Key; var fill = fills.Find(x => x.OrderId == order.Id); decimal absoluteRemaining; if (!_absoluteRemainingByOrderId.TryGetValue(order.Id, out absoluteRemaining)) { absoluteRemaining = order.AbsoluteQuantity; } // Set the fill amount fill.FillQuantity = Math.Sign(order.Quantity) * quantity; if (Math.Min(Math.Abs(fill.FillQuantity), absoluteRemaining) == absoluteRemaining) { fill.FillQuantity = Math.Sign(order.Quantity) * absoluteRemaining; fill.Status = OrderStatus.Filled; _absoluteRemainingByOrderId.Remove(order.Id); } else { fill.Status = OrderStatus.PartiallyFilled; _absoluteRemainingByOrderId[order.Id] = absoluteRemaining - Math.Abs(fill.FillQuantity); var price = fill.FillPrice; //_algorithm.Debug($"{_algorithm.Time} - Partial Fill - Remaining {_absoluteRemainingByOrderId[order.Id]} Price - {price}"); } partialFills.Add(fill); } return partialFills; } public override List ComboMarketFill(Order order, FillModelParameters parameters) { var fills = base.ComboMarketFill(order, parameters); var partialFills = FillOrdersPartially(parameters, fills, 50); return partialFills; } public override List ComboLimitFill(Order order, FillModelParameters parameters) { var fills = base.ComboLimitFill(order, parameters); var partialFills = FillOrdersPartially(parameters, fills, 20); return partialFills; } public override List ComboLegLimitFill(Order order, FillModelParameters parameters) { var fills = base.ComboLegLimitFill(order, parameters); var partialFills = FillOrdersPartially(parameters, fills, 10); return partialFills; } } }