chore: import upstream snapshot with attribution
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/*
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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 System;
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using System.IO;
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using System.Globalization;
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using QuantConnect.Data;
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using QuantConnect.Util;
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using QuantConnect.Indicators;
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namespace QuantConnect.Algorithm.CSharp
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{
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/// <summary>
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/// The algorithm creates new indicator value with the existing indicator method by Indicator Extensions
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/// Demonstration of using local custom datasource CustomData to request the IBM and SPY daily data
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/// </summary>
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/// <meta name="tag" content="using data" />
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/// <meta name="tag" content="using quantconnect" />
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/// <meta name="tag" content="custom data" />
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/// <meta name="tag" content="indicators" />
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/// <meta name="tag" content="indicator classes" />
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/// <meta name="tag" content="plotting indicators" />
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/// <meta name="tag" content="charting" />
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public class CustomDataIndicatorExtensionsAlgorithm : QCAlgorithm
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{
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private const string _ibm = "IBM";
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private const string _spy = "SPY";
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private SimpleMovingAverage _smaIBM;
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private SimpleMovingAverage _smaSPY;
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private IndicatorBase<IndicatorDataPoint> _ratio;
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/// <summary>
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/// Initialize the data and resolution you require for your strategy
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/// </summary>
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public override void Initialize()
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{
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SetStartDate(2014, 1, 1);
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SetEndDate(2018, 1, 1);
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SetCash(25000);
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// Define the symbol and "type" of our generic data
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AddData<CustomData>(_ibm, Resolution.Daily);
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AddData<CustomData>(_spy, Resolution.Daily);
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// Set up default Indicators, these are just 'identities' of the closing price
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_smaIBM = SMA(_ibm, 1);
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_smaSPY = SMA(_spy, 1);
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// This will create a new indicator whose value is smaSPY / smaIBM
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_ratio = _smaSPY.Over(_smaIBM);
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}
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/// <summary>
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/// Custom data event handler:
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/// </summary>
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/// <param name="data">CustomData - dictionary Bars of custom data</param>
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public void OnData(CustomData data)
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{
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// Wait for all indicators to fully initialize
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if (_smaIBM.IsReady && _smaSPY.IsReady && _ratio.IsReady)
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{
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if (!Portfolio.Invested && _ratio > 1)
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{
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MarketOrder(_ibm, 100);
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}
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else if (_ratio < 1)
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{
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Liquidate();
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}
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// plot all indicators
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PlotIndicator("SMA", _smaIBM, _smaSPY);
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PlotIndicator("Ratio", _ratio);
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}
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}
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}
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/// <summary>
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/// Custom data from local LEAN data
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/// </summary>
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public class CustomData : BaseData
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{
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public decimal Open { get; set; }
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public decimal High { get; set; }
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public decimal Low { get; set; }
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public decimal Close { get; set; }
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public override DateTime EndTime
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{
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get { return Time + Period; }
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set { Time = value - Period; }
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}
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public TimeSpan Period
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{
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get { return QuantConnect.Time.OneDay; }
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}
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public override SubscriptionDataSource GetSource(SubscriptionDataConfig config, DateTime date, bool isLiveMode)
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{
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var source = Path.Combine(Globals.DataFolder, "equity", "usa", config.Resolution.ToString().ToLower(), LeanData.GenerateZipFileName(config.Symbol, date, config.Resolution, config.TickType));
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return new SubscriptionDataSource(source);
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}
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public override BaseData Reader(SubscriptionDataConfig config, string line, DateTime date, bool isLiveMode)
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{
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var csv = line.ToCsv(6);
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var _scaleFactor = 1 / 10000m;
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var custom = new CustomData
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{
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Symbol = config.Symbol,
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Time = DateTime.ParseExact(csv[0], DateFormat.TwelveCharacter, CultureInfo.InvariantCulture),
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Open = csv[1].ToDecimal() * _scaleFactor,
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High = csv[2].ToDecimal() * _scaleFactor,
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Low = csv[3].ToDecimal() * _scaleFactor,
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Close = csv[4].ToDecimal() * _scaleFactor,
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Value = csv[4].ToDecimal() * _scaleFactor
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};
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return custom;
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}
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}
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}
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