| 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;
}
}
}