/* * 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 QuantConnect.Data; using QuantConnect.Brokerages; using QuantConnect.Indicators; using QuantConnect.Orders; using QuantConnect.Interfaces; namespace QuantConnect.Algorithm.CSharp { /// /// Algorithm demonstrating and ensuring that Bybit crypto brokerage model works as expected /// public class BybitCryptoRegressionAlgorithm : QCAlgorithm, IRegressionAlgorithmDefinition { private Symbol _btcUsdt; private ExponentialMovingAverage _fast; private ExponentialMovingAverage _slow; private bool _liquidated; public override void Initialize() { SetStartDate(2022, 12, 13); SetEndDate(2022, 12, 13); // Set account currency (USDT) SetAccountCurrency("USDT"); // Set strategy cash (USD) SetCash(100000); // Add some coin as initial holdings // When connected to a real brokerage, the amount specified in SetCash // will be replaced with the amount in your actual account. SetCash("BTC", 1m); SetBrokerageModel(BrokerageName.Bybit, AccountType.Cash); _btcUsdt = AddCrypto("BTCUSDT").Symbol; // create two moving averages _fast = EMA(_btcUsdt, 30, Resolution.Minute); _slow = EMA(_btcUsdt, 60, Resolution.Minute); } public override void OnData(Slice slice) { if (Portfolio.CashBook["USDT"].ConversionRate == 0 || Portfolio.CashBook["BTC"].ConversionRate == 0) { Log($"USDT conversion rate: {Portfolio.CashBook["USDT"].ConversionRate}"); Log($"BTC conversion rate: {Portfolio.CashBook["BTC"].ConversionRate}"); throw new RegressionTestException("Conversion rate is 0"); } if (!_slow.IsReady) { return; } var btcAmount = Portfolio.CashBook["BTC"].Amount; if (_fast > _slow) { if (btcAmount == 1m && !_liquidated) { Buy(_btcUsdt, 1); } } else { if (btcAmount > 1m) { Liquidate(_btcUsdt); _liquidated = true; } else if (btcAmount > 0 && _liquidated && Transactions.GetOpenOrders().Count == 0) { // Place a limit order to sell our initial BTC holdings at 1% above the current price var limitPrice = Math.Round(Securities[_btcUsdt].Price * 1.01m, 2); LimitOrder(_btcUsdt, -btcAmount, limitPrice); } } } public override void OnOrderEvent(OrderEvent orderEvent) { Debug(Time + " " + orderEvent); } public override void OnEndOfAlgorithm() { Log($"{Time} - TotalPortfolioValue: {Portfolio.TotalPortfolioValue}"); Log($"{Time} - CashBook: {Portfolio.CashBook}"); var btcAmount = Portfolio.CashBook["BTC"].Amount; if (btcAmount > 0) { throw new RegressionTestException($"BTC holdings should be zero at the end of the algorithm, but was {btcAmount}"); } } /// /// 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 => 2883; /// /// Data Points count of the algorithm history /// public int AlgorithmHistoryDataPoints => 60; /// /// 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", "3"}, {"Average Win", "0%"}, {"Average Loss", "0%"}, {"Compounding Annual Return", "0%"}, {"Drawdown", "0%"}, {"Expectancy", "0"}, {"Start Equity", "117171.12"}, {"End Equity", "117244.52"}, {"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", "₮51.65"}, {"Estimated Strategy Capacity", "₮560000.00"}, {"Lowest Capacity Asset", "BTCUSDT 2UZ"}, {"Portfolio Turnover", "44.04%"}, {"Drawdown Recovery", "0"}, {"OrderListHash", "47580e88a8cc54b04f3b2bcb5d501150"} }; } }