b34cea4458
* Using IV to calculate Greeks, and remove single-step stochastic approximation * Correct calculation for theta, vega, rho * Add calculation from Black Calculator and peer review * Address peer review and added unit test * Update some tests and correct vega/eho * Fix Unit Test and Improve Comments Fixes `IndexOptionCallITMGreeksExpiryRegressionAlgorithm` since `Vega` was really non-zero. * Fix regression test and add IV calculation * refactor and bug fixing on peer review * refactor and bug fixing on peer review * for rerun test * add warning on IV estimation not coveraged and edit speed unit test to not exceed 2s per 1000 iteration * update logging * update logging and description * Add default option pricing models and unit tests * address review * Added Fed interest rate as risk-free rate with unit tests and set as default for option greeks calculation, added regression algorithms, addressed peer review * refactor structure of interest rate * Skip Saturday and Sunday * regression test fix * peer review * Fixes Interest Rate Provider Logic * Minor tweaks * Fix start date * Minor test tweak * Update interest rates * Fix unit tests * Add minor log Co-authored-by: Alexandre Catarino <AlexCatarino@users.noreply.github.com> Co-authored-by: Martin-Molinero <martin@quantconnect.com>
160 lines
6.0 KiB
C#
160 lines
6.0 KiB
C#
/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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using QuantConnect.Configuration;
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using QuantConnect.Interfaces;
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using QuantConnect.Logging;
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using QuantConnect.Util;
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using System;
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using System.Collections.Generic;
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using System.Globalization;
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using System.IO;
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using System.Linq;
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namespace QuantConnect.Data
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{
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/// <summary>
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/// Fed US Primary Credit Rate at given date
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/// </summary>
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public class InterestRateProvider
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{
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private static readonly DateTime FirstInterestRateDate = new DateTime(1998, 1, 1);
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/// <summary>
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/// Default Risk Free Rate of 1%
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/// </summary>
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public static decimal DefaultRiskFreeRate { get; } = 0.01m;
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private DateTime _lastInterestRateDate;
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private Dictionary<DateTime, decimal> _riskFreeRateProvider;
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/// <summary>
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/// Create class instance of interest rate provider
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/// </summary>
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public InterestRateProvider()
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{
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LoadInterestRateProvider();
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}
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/// <summary>
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/// Get interest rate by a given datetime
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/// </summary>
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/// <param name="dateTime"></param>
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/// <returns>interest rate of the given date</returns>
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public decimal GetInterestRate(DateTime dateTime)
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{
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if (!_riskFreeRateProvider.TryGetValue(dateTime, out var interestRate))
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{
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return dateTime < FirstInterestRateDate
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? _riskFreeRateProvider[FirstInterestRateDate]
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: _riskFreeRateProvider[_lastInterestRateDate];
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}
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return interestRate;
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}
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/// <summary>
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/// Generate the daily historical US primary credit rate
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/// </summary>
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protected void LoadInterestRateProvider()
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{
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var directory = Path.Combine(Globals.DataFolder, "alternative", "interest-rate", "usa",
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"interest-rate.csv");
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_riskFreeRateProvider = FromCsvFile(directory, out var previousInterestRate);
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_lastInterestRateDate = DateTime.UtcNow.Date;
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// Sparse the discrete data points into continuous credit rate data for every day
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for (var date = FirstInterestRateDate; date <= _lastInterestRateDate; date = date.AddDays(1))
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{
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if (!_riskFreeRateProvider.TryGetValue(date, out var currentRate))
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{
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_riskFreeRateProvider[date] = previousInterestRate;
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continue;
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}
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previousInterestRate = currentRate;
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}
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}
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/// <summary>
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/// Reads Fed primary credit rate file and returns a dictionary of historical rate changes
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/// </summary>
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/// <param name="file">The csv file to be read</param>
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/// <param name="firstInterestRate">The first interest rate on file</param>
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/// <returns>Dictionary of historical credit rate change events</returns>
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public static Dictionary<DateTime, decimal> FromCsvFile(string file, out decimal firstInterestRate)
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{
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var dataProvider = Composer.Instance.GetExportedValueByTypeName<IDataProvider>(
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Config.Get("data-provider", "DefaultDataProvider"));
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var firstInterestRateSet = false;
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firstInterestRate = DefaultRiskFreeRate;
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// skip the first header line, also skip #'s as these are comment lines
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var interestRateProvider = new Dictionary<DateTime, decimal>();
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foreach (var line in dataProvider.ReadLines(file).Skip(1)
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.Where(x => !string.IsNullOrWhiteSpace(x)))
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{
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if (TryParse(line, out var date, out var interestRate))
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{
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if (!firstInterestRateSet)
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{
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firstInterestRate = interestRate;
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firstInterestRateSet = true;
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}
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interestRateProvider[date] = interestRate;
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}
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}
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if (interestRateProvider.Count == 0)
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{
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Log.Error($"InterestRateProvider.FromCsvFile(): no interest rates were loaded, please make sure the file is present '{file}'");
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}
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return interestRateProvider;
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}
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/// <summary>
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/// Parse the string into the interest rate date and value
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/// </summary>
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/// <param name="csvLine">The csv line to be parsed</param>
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/// <param name="date">Parsed interest rate date</param>
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/// <param name="interestRate">Parsed interest rate value</param>
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public static bool TryParse(string csvLine, out DateTime date, out decimal interestRate)
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{
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var line = csvLine.Split(',');
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if (!DateTime.TryParseExact(line[0], "yyyy-MM-dd", CultureInfo.InvariantCulture, DateTimeStyles.None, out date))
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{
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Log.Error($"Couldn't parse date/time while reading FED primary credit rate file. Line: {csvLine}");
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interestRate = DefaultRiskFreeRate;
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return false;
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}
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if (!decimal.TryParse(line[1], out interestRate))
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{
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Log.Error($"Couldn't parse primary credit rate while reading FED primary credit rate file. Line: {csvLine}");
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return false;
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}
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// Unit conversion from %
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interestRate /= 100;
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return true;
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}
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}
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}
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