chore: import upstream snapshot with attribution
This commit is contained in:
@@ -0,0 +1,121 @@
|
||||
/*
|
||||
* 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 QuantConnect.Algorithm.Framework.Alphas;
|
||||
using QuantConnect.Algorithm.Framework.Execution;
|
||||
using QuantConnect.Algorithm.Framework.Portfolio;
|
||||
using QuantConnect.Algorithm.Framework.Risk;
|
||||
using QuantConnect.Algorithm.Framework.Selection;
|
||||
using QuantConnect.Data;
|
||||
using QuantConnect.Orders.Fees;
|
||||
using System;
|
||||
using System.Collections.Generic;
|
||||
using System.Linq;
|
||||
|
||||
namespace QuantConnect.Algorithm.CSharp.Alphas
|
||||
{
|
||||
/// <summary>
|
||||
/// In a perfect market, you could buy 100 EUR worth of USD, sell 100 EUR worth of GBP,
|
||||
/// and then use the GBP to buy USD and wind up with the same amount in USD as you received when
|
||||
/// you bought them with EUR. This relationship is expressed by the Triangle Exchange Rate, which is
|
||||
///
|
||||
/// Triangle Exchange Rate = (A/B) * (B/C) * (C/A)
|
||||
///
|
||||
/// where (A/B) is the exchange rate of A-to-B. In a perfect market, TER = 1, and so when
|
||||
/// there is a mispricing in the market, then TER will not be 1 and there exists an arbitrage opportunity.
|
||||
///
|
||||
/// This alpha is part of the Benchmark Alpha Series created by QuantConnect which are open sourced so the community and client funds can see an example of an alpha.
|
||||
/// </summary>
|
||||
public class TriangleExchangeRateArbitrageAlpha : QCAlgorithm
|
||||
{
|
||||
public override void Initialize()
|
||||
{
|
||||
SetStartDate(2019, 2, 1);
|
||||
SetCash(100000);
|
||||
|
||||
// Set zero transaction fees
|
||||
SetSecurityInitializer(security => security.FeeModel = new ConstantFeeModel(0));
|
||||
|
||||
// Select trio of currencies to trade where
|
||||
// Currency A = USD
|
||||
// Currency B = EUR
|
||||
// Currency C = GBP
|
||||
var symbols = new[] { "EURUSD", "EURGBP", "GBPUSD" }
|
||||
.Select(x => QuantConnect.Symbol.Create(x, SecurityType.Forex, Market.Oanda));
|
||||
|
||||
// Set requested data resolution
|
||||
UniverseSettings.Resolution = Resolution.Minute;
|
||||
SetUniverseSelection(new ManualUniverseSelectionModel(symbols));
|
||||
|
||||
// Use ForexTriangleArbitrageAlphaModel to establish insights
|
||||
SetAlpha(new ForexTriangleArbitrageAlphaModel(symbols, Resolution.Minute));
|
||||
|
||||
// Equally weigh securities in portfolio, based on insights
|
||||
SetPortfolioConstruction(new EqualWeightingPortfolioConstructionModel());
|
||||
|
||||
// Set Immediate Execution Model
|
||||
SetExecution(new ImmediateExecutionModel());
|
||||
|
||||
// Set Null Risk Management Model
|
||||
SetRiskManagement(new NullRiskManagementModel());
|
||||
}
|
||||
|
||||
private class ForexTriangleArbitrageAlphaModel : AlphaModel
|
||||
{
|
||||
private readonly Symbol[] _symbols;
|
||||
private readonly TimeSpan _insightPeriod;
|
||||
|
||||
public ForexTriangleArbitrageAlphaModel(
|
||||
IEnumerable<Symbol> symbols,
|
||||
Resolution resolution = Resolution.Minute)
|
||||
{
|
||||
_symbols = symbols.ToArray();
|
||||
_insightPeriod = resolution.ToTimeSpan().Multiply(5);
|
||||
}
|
||||
|
||||
public override IEnumerable<Insight> Update(QCAlgorithm algorithm, Slice data)
|
||||
{
|
||||
// Check to make sure all currency symbols are present
|
||||
if (data.QuoteBars.Count < 3)
|
||||
{
|
||||
return Enumerable.Empty<Insight>();
|
||||
}
|
||||
|
||||
// Extract QuoteBars for all three Forex securities
|
||||
var barA = data[_symbols[0]];
|
||||
var barB = data[_symbols[1]];
|
||||
var barC = data[_symbols[2]];
|
||||
|
||||
// Calculate the triangle exchange rate
|
||||
// Bid(Currency A -> Currency B) * Bid(Currency B -> Currency C) * Bid(Currency C -> Currency A)
|
||||
// If exchange rates are priced perfectly, then this yield 1.If it is different than 1, then an arbitrage opportunity exists
|
||||
var triangleRate = barA.Ask.Close / barB.Bid.Close / barC.Ask.Close;
|
||||
|
||||
// If the triangle rate is significantly different than 1, then emit insights
|
||||
if (triangleRate > 1.0005m)
|
||||
{
|
||||
return Insight.Group(new[]
|
||||
{
|
||||
Insight.Price(_symbols[0], _insightPeriod, InsightDirection.Up, 0.0001),
|
||||
Insight.Price(_symbols[1], _insightPeriod, InsightDirection.Down, 0.0001),
|
||||
Insight.Price(_symbols[2], _insightPeriod, InsightDirection.Up, 0.0001)
|
||||
});
|
||||
}
|
||||
|
||||
return Enumerable.Empty<Insight>();
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user