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9 changes: 3 additions & 6 deletions Algorithm.CSharp/BasicTemplateCryptoFutureAlgorithm.cs
Original file line number Diff line number Diff line change
Expand Up @@ -119,9 +119,7 @@ public override void OnData(Slice slice)
{
throw new RegressionTestException($"Unexpected holdings cost {btcUsdHoldings.HoldingsCost}");
}
// margin used is based on the maintenance rate
if (Math.Abs(btcUsdHoldings.AbsoluteHoldingsCost * 0.05m - marginUsed) > 1
|| _btcUsd.BuyingPowerModel.GetMaintenanceMargin(_btcUsd) != marginUsed)
if (_btcUsd.BuyingPowerModel.GetMaintenanceMargin(_btcUsd) != marginUsed)
{
throw new RegressionTestException($"Unexpected margin used {marginUsed}");
}
Expand All @@ -142,8 +140,7 @@ public override void OnData(Slice slice)
{
throw new RegressionTestException($"Unexpected holdings cost {adaUsdtHoldings.HoldingsCost}");
}
if (Math.Abs(adaUsdtHoldings.AbsoluteHoldingsCost * 0.05m - marginUsed) > 1
|| _adaUsdt.BuyingPowerModel.GetMaintenanceMargin(_adaUsdt) != marginUsed)
if (_adaUsdt.BuyingPowerModel.GetMaintenanceMargin(_adaUsdt) != marginUsed)
{
throw new RegressionTestException($"Unexpected margin used {marginUsed}");
}
Expand Down Expand Up @@ -273,7 +270,7 @@ public override void OnOrderEvent(OrderEvent orderEvent)
{"Tracking Error", "0"},
{"Treynor Ratio", "0"},
{"Total Fees", "$0.65"},
{"Estimated Strategy Capacity", "$500000000.00"},
{"Estimated Strategy Capacity", "$620000000.00"},
{"Lowest Capacity Asset", "ADAUSDT 18R"},
{"Portfolio Turnover", "0.16%"},
{"Drawdown Recovery", "0"},
Expand Down
7 changes: 3 additions & 4 deletions Algorithm.CSharp/BasicTemplateCryptoFutureHourlyAlgorithm.cs
Original file line number Diff line number Diff line change
Expand Up @@ -93,7 +93,7 @@ public override void OnData(Slice slice)
if (!Portfolio.Invested && Transactions.OrdersCount == 0)
{
var ticket = Buy(_adaUsdt.Symbol, 100000);
if(ticket.Status != OrderStatus.Invalid)
if (ticket.Status != OrderStatus.Invalid)
{
throw new RegressionTestException($"Unexpected valid order {ticket}, should fail due to margin not sufficient");
}
Expand All @@ -114,8 +114,7 @@ public override void OnData(Slice slice)
{
throw new RegressionTestException($"Unexpected holdings cost {adaUsdtHoldings.HoldingsCost}");
}
if (Math.Abs(adaUsdtHoldings.AbsoluteHoldingsCost * 0.05m - marginUsed) > 1
|| _adaUsdt.BuyingPowerModel.GetMaintenanceMargin(_adaUsdt) != marginUsed)
if (_adaUsdt.BuyingPowerModel.GetMaintenanceMargin(_adaUsdt) != marginUsed)
{
throw new RegressionTestException($"Unexpected margin used {marginUsed}");
}
Expand Down Expand Up @@ -236,7 +235,7 @@ public override void OnOrderEvent(OrderEvent orderEvent)
{"Tracking Error", "0"},
{"Treynor Ratio", "0"},
{"Total Fees", "$0.61"},
{"Estimated Strategy Capacity", "$370000000.00"},
{"Estimated Strategy Capacity", "$460000000.00"},
{"Lowest Capacity Asset", "ADAUSDT 18R"},
{"Portfolio Turnover", "0.12%"},
{"Drawdown Recovery", "0"},
Expand Down
9 changes: 3 additions & 6 deletions Algorithm.CSharp/BybitCryptoFuturesRegressionAlgorithm.cs
Original file line number Diff line number Diff line change
Expand Up @@ -112,9 +112,7 @@ public override void OnData(Slice slice)
{
throw new RegressionTestException($"Unexpected holdings cost {btcUsdHoldings.HoldingsCost}");
}
// margin used is based on the maintenance rate
if (Math.Abs(btcUsdHoldings.AbsoluteHoldingsCost * 0.05m - marginUsed) > 1
|| _btcUsd.BuyingPowerModel.GetMaintenanceMargin(_btcUsd) != marginUsed)
if (_btcUsd.BuyingPowerModel.GetMaintenanceMargin(_btcUsd) != marginUsed)
{
throw new RegressionTestException($"Unexpected margin used {marginUsed}");
}
Expand All @@ -135,8 +133,7 @@ public override void OnData(Slice slice)
{
throw new RegressionTestException($"Unexpected holdings cost {btcUsdtHoldings.HoldingsCost}");
}
if (Math.Abs(btcUsdtHoldings.AbsoluteHoldingsCost * 0.05m - marginUsed) > 1
|| _btcUsdt.BuyingPowerModel.GetMaintenanceMargin(_btcUsdt) != marginUsed)
if (_btcUsdt.BuyingPowerModel.GetMaintenanceMargin(_btcUsdt) != marginUsed)
{
throw new RegressionTestException($"Unexpected margin used {marginUsed}");
}
Expand Down Expand Up @@ -261,7 +258,7 @@ public override void OnEndOfAlgorithm()
{"Tracking Error", "0"},
{"Treynor Ratio", "0"},
{"Total Fees", "$0.60"},
{"Estimated Strategy Capacity", "$200000000.00"},
{"Estimated Strategy Capacity", "$100000000.00"},
{"Lowest Capacity Asset", "BTCUSDT 2V3"},
{"Portfolio Turnover", "1.08%"},
{"Drawdown Recovery", "0"},
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -63,7 +63,7 @@ public override void Initialize()
{"Tracking Error", "0"},
{"Treynor Ratio", "0"},
{"Total Fees", "$0.15"},
{"Estimated Strategy Capacity", "$3400000000.00"},
{"Estimated Strategy Capacity", "$4300000000.00"},
{"Lowest Capacity Asset", "ADAUSDT 18R"},
{"Portfolio Turnover", "0.02%"},
{"Drawdown Recovery", "0"},
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -167,7 +167,7 @@ public override void OnOrderEvent(OrderEvent orderEvent)
{"Tracking Error", "0"},
{"Treynor Ratio", "0"},
{"Total Fees", "$0.15"},
{"Estimated Strategy Capacity", "$330000000.00"},
{"Estimated Strategy Capacity", "$410000000.00"},
{"Lowest Capacity Asset", "ADAUSDT 18R"},
{"Portfolio Turnover", "0.02%"},
{"Drawdown Recovery", "0"},
Expand Down
170 changes: 170 additions & 0 deletions Algorithm.CSharp/CryptoFutureLeverageBasedMarginRegressionAlgorithm.cs
Original file line number Diff line number Diff line change
@@ -0,0 +1,170 @@
/*
* 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.Brokerages;
using QuantConnect.Data;
using QuantConnect.Interfaces;
using QuantConnect.Securities.CryptoFuture;
using System.Collections.Generic;

namespace QuantConnect.Algorithm.CSharp
{
/// <summary>
/// Regression algorithm asserting that margin used and margin remaining update correctly when
/// changing leverage on a crypto future
/// </summary>
public class CryptoFutureLeverageBasedMarginRegressionAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition
{
private CryptoFuture _cryptoFuture;

public override void Initialize()
{
SetStartDate(2022, 12, 13);
SetEndDate(2022, 12, 13);

SetTimeZone(TimeZones.Utc);

SetAccountCurrency("USDT");
SetCash(200);

SetBrokerageModel(BrokerageName.BinanceFutures, AccountType.Margin);

_cryptoFuture = AddCryptoFuture("ADAUSDT");
_cryptoFuture.SetLeverage(10);
}

public override void OnData(Slice slice)
{
if (_cryptoFuture.Price == 0)
{
return;
}

if (!Portfolio.Invested)
{
SetHoldings(_cryptoFuture.Symbol, 10); // Buy all we can with our margin (leverage is 10)

var marginUsed = Portfolio.TotalMarginUsed;
var marginRemaining = Portfolio.MarginRemaining;

if (marginRemaining > 0)
{
throw new RegressionTestException($"Expected no margin remaining after buying with full leverage. " +
$"Actual margin remaining is {marginRemaining}");
}

_cryptoFuture.SetLeverage(20);

var newMarginUsed = Portfolio.TotalMarginUsed;
var newMarginRemaining = Portfolio.MarginRemaining;

if (newMarginUsed >= marginUsed)
{
throw new RegressionTestException($"Expected margin used to decrease after increasing leverage. " +
$"Previous margin used: {marginUsed}, new margin used: {newMarginUsed}");
}

if (newMarginRemaining <= 0 || newMarginRemaining <= marginRemaining)
{
throw new RegressionTestException($"Expected margin remaining to increase after increasing leverage. " +
$"Previous margin remaining: {marginRemaining}, new margin remaining: {newMarginRemaining}");
}

var holdingsQuantity = _cryptoFuture.Holdings.AbsoluteQuantity;

SetHoldings(_cryptoFuture.Symbol, 20); // Buy all we can with our margin (new leverage is 20)

var newHoldingsQuantity = _cryptoFuture.Holdings.AbsoluteQuantity;

if (newHoldingsQuantity <= holdingsQuantity)
{
throw new RegressionTestException($"Expected holdings quantity to increase after increasing leverage and buying more. " +
$"Previous holdings quantity: {holdingsQuantity}, new holdings quantity: {newHoldingsQuantity}");
}

newMarginRemaining = Portfolio.MarginRemaining;

if (marginRemaining > 0)
{
throw new RegressionTestException($"Expected no margin remaining after buying with full leverage. " +
$"Actual margin remaining is {newMarginRemaining}");
}

// We are done testing, exit the algorithm
Quit();
}
}

/// <summary>
/// This is used by the regression test system to indicate if the open source Lean repository has the required data to run this algorithm.
/// </summary>
public bool CanRunLocally { get; } = true;

/// <summary>
/// This is used by the regression test system to indicate which languages this algorithm is written in.
/// </summary>
public List<Language> Languages { get; } = new() { Language.CSharp };

/// <summary>
/// Data Points count of all timeslices of algorithm
/// </summary>
public long DataPoints => 4;

/// <summary>
/// Data Points count of the algorithm history
/// </summary>
public int AlgorithmHistoryDataPoints => 0;

/// <summary>
/// Final status of the algorithm
/// </summary>
public AlgorithmStatus AlgorithmStatus => AlgorithmStatus.Completed;

/// <summary>
/// This is used by the regression test system to indicate what the expected statistics are from running the algorithm
/// </summary>
public Dictionary<string, string> ExpectedStatistics => new Dictionary<string, string>
{
{"Total Orders", "2"},
{"Average Win", "0%"},
{"Average Loss", "0%"},
{"Compounding Annual Return", "0%"},
{"Drawdown", "0%"},
{"Expectancy", "0"},
{"Start Equity", "200"},
{"End Equity", "195.58"},
{"Net Profit", "0%"},
{"Sharpe Ratio", "0"},
{"Sortino Ratio", "0"},
{"Probabilistic Sharpe Ratio", "0%"},
{"Loss Rate", "0%"},
{"Win Rate", "0%"},
{"Profit-Loss Ratio", "0"},
{"Alpha", "0"},
{"Beta", "0"},
{"Annual Standard Deviation", "0"},
{"Annual Variance", "0"},
{"Information Ratio", "0"},
{"Tracking Error", "0"},
{"Treynor Ratio", "0"},
{"Total Fees", "₮1.57"},
{"Estimated Strategy Capacity", "₮0"},
{"Lowest Capacity Asset", "ADAUSDT 18R"},
{"Portfolio Turnover", "2009.51%"},
{"Drawdown Recovery", "0"},
{"OrderListHash", "f92ad762f77fbf4ee13b1e89a78cb1eb"}
};
}
}
4 changes: 2 additions & 2 deletions Algorithm.Python/BasicTemplateCryptoFutureAlgorithm.py
Original file line number Diff line number Diff line change
Expand Up @@ -82,7 +82,7 @@ def on_data(self, slice):
raise AssertionError(f"Unexpected holdings cost {self.btc_usd_holdings.holdings_cost}")

# margin used is based on the maintenance rate
if (abs(self.btc_usd_holdings.absolute_holdings_cost * 0.05 - self.margin_used) > 1) or (BuyingPowerModelExtensions.get_maintenance_margin(self.btc_usd.buying_power_model, self.btc_usd) != self.margin_used):
if BuyingPowerModelExtensions.get_maintenance_margin(self.btc_usd.buying_power_model, self.btc_usd) != self.margin_used:
raise AssertionError(f"Unexpected margin used {self.margin_used}")

self.buy(self.ada_usdt.symbol, 1000)
Expand All @@ -99,7 +99,7 @@ def on_data(self, slice):
if abs(self.ada_usdt_holdings.absolute_holdings_cost - self.holdings_value_usdt) > 1:
raise AssertionError(f"Unexpected holdings cost {self.ada_usdt_holdings.holdings_cost}")

if (abs(self.ada_usdt_holdings.absolute_holdings_cost * 0.05 - self.margin_used) > 1) or (BuyingPowerModelExtensions.get_maintenance_margin(self.ada_usdt.buying_power_model, self.ada_usdt) != self.margin_used):
if BuyingPowerModelExtensions.get_maintenance_margin(self.ada_usdt.buying_power_model, self.ada_usdt) != self.margin_used:
raise AssertionError(f"Unexpected margin used {self.margin_used}")

# position just opened should be just spread here
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -81,7 +81,7 @@ def on_data(self, slice):
if abs(self.ada_usdt_holdings.absolute_holdings_cost - self.holdings_value_usdt) > 1:
raise AssertionError(f"Unexpected holdings cost {self.ada_usdt_holdings.holdings_cost}")

if (abs(self.ada_usdt_holdings.absolute_holdings_cost * 0.05 - self.margin_used) > 1) or (BuyingPowerModelExtensions.get_maintenance_margin(self.ada_usdt.buying_power_model, self.ada_usdt) != self.margin_used):
if BuyingPowerModelExtensions.get_maintenance_margin(self.ada_usdt.buying_power_model, self.ada_usdt) != self.margin_used:
raise AssertionError(f"Unexpected margin used {self.margin_used}")

# position just opened should be just spread here
Expand Down
7 changes: 2 additions & 5 deletions Algorithm.Python/BybitCryptoFuturesRegressionAlgorithm.py
Original file line number Diff line number Diff line change
Expand Up @@ -79,9 +79,7 @@ def on_data(self, data):
raise AssertionError(f"Unexpected TotalSaleVolume {btc_usd_holdings.total_sale_volume}")
if abs(btc_usd_holdings.absolute_holdings_cost - holdings_value_btc_usd) > 1:
raise AssertionError(f"Unexpected holdings cost {btc_usd_holdings.holdings_cost}")
# margin used is based on the maintenance rate
if (abs(btc_usd_holdings.absolute_holdings_cost * 0.05 - margin_used) > 1 or
not isclose(self.btc_usd.buying_power_model.get_maintenance_margin(MaintenanceMarginParameters.for_current_holdings(self.btc_usd)).value, margin_used)):
if not isclose(self.btc_usd.buying_power_model.get_maintenance_margin(MaintenanceMarginParameters.for_current_holdings(self.btc_usd)).value, margin_used):
raise AssertionError(f"Unexpected margin used {margin_used}")

self.buy(self.btc_usdt.symbol, 0.01)
Expand All @@ -96,8 +94,7 @@ def on_data(self, data):
raise AssertionError(f"Unexpected TotalSaleVolume {btc_usdt_holdings.total_sale_volume}")
if abs(btc_usdt_holdings.absolute_holdings_cost - holdings_value_usdt) > 1:
raise AssertionError(f"Unexpected holdings cost {btc_usdt_holdings.holdings_cost}")
if (abs(btc_usdt_holdings.absolute_holdings_cost * 0.05 - margin_used) > 1 or
not isclose(self.btc_usdt.buying_power_model.get_maintenance_margin(MaintenanceMarginParameters.for_current_holdings(self.btc_usdt)).value, margin_used)):
if not isclose(self.btc_usdt.buying_power_model.get_maintenance_margin(MaintenanceMarginParameters.for_current_holdings(self.btc_usdt)).value, margin_used):
raise AssertionError(f"Unexpected margin used {margin_used}")

# position just opened should be just spread here
Expand Down
29 changes: 12 additions & 17 deletions Common/Securities/CryptoFuture/CryptoFutureMarginModel.cs
Original file line number Diff line number Diff line change
Expand Up @@ -24,20 +24,25 @@ namespace QuantConnect.Securities.CryptoFuture
/// </summary>
public class CryptoFutureMarginModel : SecurityMarginModel
{
private readonly decimal _maintenanceMarginRate;
private readonly decimal _maintenanceAmount;

/// <summary>
/// Creates a new instance
/// </summary>
/// <param name="leverage">The leverage to use, used on initial margin requirements, default 25x</param>
/// <param name="maintenanceMarginRate">The maintenance margin rate, default 5%</param>
/// <param name="maintenanceAmount">The maintenance amount which will reduce maintenance margin requirements, default 0</param>
public CryptoFutureMarginModel(decimal leverage = 25, decimal maintenanceMarginRate = 0.05m, decimal maintenanceAmount = 0)
[Obsolete("This constructor is deprecated, please use the overload without maintenanceMarginRate and maintenanceAmount parameters.")]
public CryptoFutureMarginModel(decimal leverage, decimal maintenanceMarginRate = 0.05m, decimal maintenanceAmount = 0)
: base(leverage, 0)
{
}

/// <summary>
/// Creates a new instance
/// </summary>
/// <param name="leverage">The leverage to use, used on initial margin requirements, default 25x</param>
public CryptoFutureMarginModel(decimal leverage = 25)
: base(leverage, 0)
{
_maintenanceAmount = maintenanceAmount;
_maintenanceMarginRate = maintenanceMarginRate;
}

/// <summary>
Expand All @@ -47,17 +52,7 @@ public CryptoFutureMarginModel(decimal leverage = 25, decimal maintenanceMarginR
/// <returns>The maintenance margin required for the option</returns>
public override MaintenanceMargin GetMaintenanceMargin(MaintenanceMarginParameters parameters)
{
var security = parameters.Security;
var quantity = parameters.Quantity;
if (security?.GetLastData() == null || quantity == 0m)
{
return MaintenanceMargin.Zero;
}

var positionValue = security.Holdings.GetQuantityValue(quantity, security.Price);
var marginRequirementInCollateral = Math.Abs(positionValue.Amount) * _maintenanceMarginRate - _maintenanceAmount;

return new MaintenanceMargin(marginRequirementInCollateral * positionValue.Cash.ConversionRate);
return new MaintenanceMargin(GetInitialMarginRequirement(new InitialMarginParameters(parameters.Security, parameters.Quantity)));
}

/// <summary>
Expand Down
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