Overall Statistics |
Total Trades 9 Average Win 0% Average Loss -5.57% Compounding Annual Return -21.244% Drawdown 26.000% Expectancy -1 Net Profit -21.176% Sharpe Ratio -1.289 Loss Rate 100% Win Rate 0% Profit-Loss Ratio 0 Alpha -0.131 Beta -0.49 Annual Standard Deviation 0.171 Annual Variance 0.029 Information Ratio -1.747 Tracking Error 0.232 Treynor Ratio 0.451 Total Fees $42.76 |
/* * 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; using System.Collections.Generic; using QuantConnect.Securities; using System.Globalization; using QuantConnect.Data.Market; namespace QuantConnect { public class TestFixedSetHoldingAlgorithm : FixedSetHoldingsAlgorithm { int step = 0; public override void Initialize() { SetStartDate(2013, 06, 01); SetEndDate(2014, 05, 30); SetCash(100000); AddSecurity(SecurityType.Equity, "MSFT", Resolution.Minute); AddSecurity(SecurityType.Equity, "SPY", Resolution.Minute); AddSecurity(SecurityType.Equity, "IBM", Resolution.Minute); } private int IntHoldings { get { return (int)Portfolio.TotalHoldingsValue; } } private void AssertHoldings(int expected) { if (IntHoldings != expected) { throw new Exception("Expected holdings value " + expected + " but was " + IntHoldings); } } public void OnData(TradeBars data) { //First Order, Set 50% MSFT: if (!Portfolio.Invested) { FixedSetHoldings("MSFT", 0.5); step++; Debug("thv: " + Portfolio.TotalHoldingsValue.ToString("F5")); AssertHoldings(49971); } if (Time.Date == new DateTime(2013, 7, 1) && step == 1) { FixedSetHoldings("MSFT", 1); step++; Debug("thv: " + Portfolio.TotalHoldingsValue.ToString("F5")); AssertHoldings(99662); } if (Time.Date == new DateTime(2013, 8, 1) && step == 2) { FixedSetHoldings("IBM", 1, true); step++; Debug("thv: " + Portfolio.TotalHoldingsValue.ToString("F5")); AssertHoldings(91728); } if (Time.Date == new DateTime(2013, 9, 3) && step == 3) { FixedSetHoldings("IBM", -0.5, true); step++; Debug("thv: " + Portfolio.TotalHoldingsValue.ToString("F5")); AssertHoldings(43025); } if (Time.Date == new DateTime(2013, 10, 1) && step == 4) { FixedSetHoldings("SPY", -0.5); step++; Debug("thv: " + Portfolio.TotalHoldingsValue.ToString("F5")); AssertHoldings(86197); } if (Time.Date == new DateTime(2013, 11, 1) && step == 5) { FixedSetHoldings("IBM", -0.5, true); //Succeed. Debug("thv: " + Portfolio.TotalHoldingsValue.ToString("F5")); AssertHoldings(42437); FixedSetHoldings("SPY", -0.5); step++; Debug("thv: " + Portfolio.TotalHoldingsValue.ToString("F5")); AssertHoldings(84851); } } } }
using QuantConnect.Algorithm; using QuantConnect.Orders; using QuantConnect.Securities; using System; namespace QuantConnect { public abstract class FixedSetHoldingsAlgorithm : QCAlgorithm { /// <summary> /// Alias for SetHoldings to avoid the M-decimal errors. /// </summary> /// <param name="symbol">string symbol we wish to hold</param> /// <param name="percentage">double percentage of holdings desired</param> /// <param name="liquidateExistingHoldings">liquidate existing holdings if neccessary to hold this stock</param> /// <seealso cref="MarketOrder"/> public void FixedSetHoldings(Symbol symbol, double percentage, bool liquidateExistingHoldings = false) { FixedSetHoldings(symbol, (decimal)percentage, liquidateExistingHoldings); } /// <summary> /// Alias for SetHoldings to avoid the M-decimal errors. /// </summary> /// <param name="symbol">string symbol we wish to hold</param> /// <param name="percentage">float percentage of holdings desired</param> /// <param name="liquidateExistingHoldings">bool liquidate existing holdings if neccessary to hold this stock</param> /// <param name="tag">Tag the order with a short string.</param> /// <seealso cref="MarketOrder"/> public void FixedSetHoldings(Symbol symbol, float percentage, bool liquidateExistingHoldings = false, string tag = "") { FixedSetHoldings(symbol, (decimal)percentage, liquidateExistingHoldings, tag); } /// <summary> /// Alias for SetHoldings to avoid the M-decimal errors. /// </summary> /// <param name="symbol">string symbol we wish to hold</param> /// <param name="percentage">float percentage of holdings desired</param> /// <param name="liquidateExistingHoldings">bool liquidate existing holdings if neccessary to hold this stock</param> /// <param name="tag">Tag the order with a short string.</param> /// <seealso cref="MarketOrder"/> public void FixedSetHoldings(Symbol symbol, int percentage, bool liquidateExistingHoldings = false, string tag = "") { FixedSetHoldings(symbol, (decimal)percentage, liquidateExistingHoldings, tag); } /// <summary> /// Automatically place an order which will set the holdings to between 100% or -100% of *PORTFOLIO VALUE*. /// E.g. SetHoldings("AAPL", 0.1); SetHoldings("IBM", -0.2); -> Sets portfolio as long 10% APPL and short 20% IBM /// E.g. SetHoldings("AAPL", 2); -> Sets apple to 2x leveraged with all our cash. /// </summary> /// <param name="symbol">Symbol indexer</param> /// <param name="percentage">decimal fraction of portfolio to set stock</param> /// <param name="liquidateExistingHoldings">bool flag to clean all existing holdings before setting new faction.</param> /// <param name="tag">Tag the order with a short string.</param> /// <seealso cref="MarketOrder"/> public void FixedSetHoldings(Symbol symbol, decimal percentage, bool liquidateExistingHoldings = false, string tag = "") { //Initialize Requirements: Security security; if (!Securities.TryGetValue(symbol, out security)) { Error(symbol.ToString() + " not found in portfolio. Request this data when initializing the algorithm."); return; } //If they triggered a liquidate if (liquidateExistingHoldings) { foreach (var kvp in Portfolio) { var holdingSymbol = kvp.Key; var holdings = kvp.Value; if (holdingSymbol != symbol && holdings.AbsoluteQuantity > 0) { //Go through all existing holdings [synchronously], market order the inverse quantity: Order(holdingSymbol, -holdings.Quantity, false, tag); } } } //Only place trade if we've got > 1 share to order. var quantity = FixedCalculateOrderQuantity(symbol, percentage); if (Math.Abs(quantity) > 0) { MarketOrder(symbol, quantity, false, tag); } } private bool TryOrderQuantity(int orderQuantity, Security security, decimal marginRemaining, decimal targetOrderValue) { //note that margin requirements and order value + fees are assumed to be monotonic w.r.t. orderQuantity, //otherwise binary search would not work and an exhaustive search would be necessary var order = new MarketOrder(security.Symbol, orderQuantity, UtcTime); var orderValue = order.GetValue(security); var orderFees = security.FeeModel.GetOrderFee(security, order); // calculate the margin required for the order var marginRequired = security.MarginModel.GetInitialMarginRequiredForOrder(security, order); return marginRequired <= marginRemaining && orderValue + orderFees <= targetOrderValue; } /// <summary> /// Calculate the order quantity to achieve target-percent holdings. /// </summary> /// <param name="symbol">Security object we're asking for</param> /// <param name="target">Target percentag holdings, this is an unlevered value, so /// if you have 2x leverage and request 100% holdings, it will utilize half of the /// available margin</param> /// <returns>Order quantity to achieve this percentage</returns> public int FixedCalculateOrderQuantity(Symbol symbol, decimal target) { var security = Securities[symbol]; var price = security.Price; // can't order it if we don't have data if (price == 0) return 0; // if targeting zero, simply return the negative of the quantity if (target == 0) return -security.Holdings.Quantity; // this is the value in dollars that we want our holdings to have var targetPortfolioValue = target * Portfolio.TotalPortfolioValue; var quantity = security.Holdings.Quantity; var currentHoldingsValue = price * quantity; // remove directionality, we'll work in the land of absolutes var targetOrderValue = Math.Abs(targetPortfolioValue - currentHoldingsValue); var direction = targetPortfolioValue > currentHoldingsValue ? OrderDirection.Buy : OrderDirection.Sell; // determine the unit price in terms of the account currency var unitPrice = new MarketOrder(symbol, 1, UtcTime).GetValue(security); // calculate the total margin available var marginRemaining = Portfolio.GetMarginRemaining(symbol, direction); if (marginRemaining <= 0) return 0; // compute the initial order quantity int orderQuantity; int maxOrderQuantity = (int)(targetOrderValue / unitPrice); //upper bound int minOrderQuantity = 1; //lower bound if (TryOrderQuantity(maxOrderQuantity, security, marginRemaining, targetOrderValue)) { orderQuantity = maxOrderQuantity; } else if (!TryOrderQuantity(minOrderQuantity, security, marginRemaining, targetOrderValue)) { orderQuantity = 0; } else { //binary search for (;;) { orderQuantity = (maxOrderQuantity + minOrderQuantity) / 2; if (orderQuantity == minOrderQuantity) { orderQuantity = minOrderQuantity; break; } if (TryOrderQuantity(orderQuantity, security, marginRemaining, targetOrderValue)) { minOrderQuantity = orderQuantity; } else { maxOrderQuantity = orderQuantity; } } } //Rounding off Order Quantity to the nearest multiple of Lot Size if (orderQuantity % Convert.ToInt32(security.SymbolProperties.LotSize) != 0) { orderQuantity = orderQuantity - (orderQuantity % Convert.ToInt32(security.SymbolProperties.LotSize)); } // add directionality back in return (direction == OrderDirection.Sell ? -1 : 1) * orderQuantity; } } }