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QCAlgorithm.Plotting.cs
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/*
* 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.Concurrent;
using System.Collections.Generic;
using System.Globalization;
using System.Linq;
using QuantConnect.Data;
using QuantConnect.Indicators;
namespace QuantConnect.Algorithm
{
public partial class QCAlgorithm
{
private readonly ConcurrentDictionary<string, Chart> _charts = new ConcurrentDictionary<string, Chart>();
private static readonly Dictionary<string, List<string>> ReservedChartSeriesNames = new Dictionary<string, List<string>>
{
{ "Strategy Equity", new List<string> { "Equity", "Daily Performance" } },
{ "Meta", new List<string>() },
{ "Alpha", new List<string> { "Direction Score", "Magnitude Score" } },
{ "Alpha Count", new List<string> { "Count" } },
{ "Alpha Assets", new List<string>() },
{ "Alpha Asset Breakdown", new List<string>() }
};
/// <summary>
/// Access to the runtime statistics property. User provided statistics.
/// </summary>
/// <remarks> RuntimeStatistics are displayed in the head banner in live trading</remarks>
public ConcurrentDictionary<string, string> RuntimeStatistics { get; } = new ConcurrentDictionary<string, string>();
/// <summary>
/// Add a Chart object to algorithm collection
/// </summary>
/// <param name="chart">Chart object to add to collection.</param>
/// <seealso cref="Plot(string,string,decimal)"/>
public void AddChart(Chart chart)
{
_charts.TryAdd(chart.Name, chart);
}
/// <summary>
/// Plot a chart using string series name, with value.
/// </summary>
/// <param name="series">Name of the plot series</param>
/// <param name="value">Value to plot</param>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Plot(string series, decimal value)
{
//By default plot to the primary chart:
Plot("Strategy Equity", series, value);
}
/// <summary>
/// Plot a chart using string series name, with int value. Alias of Plot();
/// </summary>
/// <remarks> Record(string series, int value)</remarks>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Record(string series, int value)
{
Plot(series, value);
}
/// <summary>
/// Plot a chart using string series name, with double value. Alias of Plot();
/// </summary>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Record(string series, double value)
{
Plot(series, value);
}
/// <summary>
/// Plot a chart using string series name, with decimal value. Alias of Plot();
/// </summary>
/// <param name="series"></param>
/// <param name="value"></param>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Record(string series, decimal value)
{
//By default plot to the primary chart:
Plot(series, value);
}
/// <summary>
/// Plot a chart using string series name, with double value.
/// </summary>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Plot(string series, double value) {
Plot(series, value.SafeDecimalCast());
}
/// <summary>
/// Plot a chart using string series name, with int value.
/// </summary>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Plot(string series, int value)
{
Plot(series, (decimal)value);
}
/// <summary>
///Plot a chart using string series name, with float value.
/// </summary>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Plot(string series, float value)
{
Plot(series, (decimal)value);
}
/// <summary>
/// Plot a chart to string chart name, using string series name, with double value.
/// </summary>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Plot(string chart, string series, double value)
{
Plot(chart, series, value.SafeDecimalCast());
}
/// <summary>
/// Plot a chart to string chart name, using string series name, with int value
/// </summary>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Plot(string chart, string series, int value)
{
Plot(chart, series, (decimal)value);
}
/// <summary>
/// Plot a chart to string chart name, using string series name, with float value
/// </summary>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Plot(string chart, string series, float value)
{
Plot(chart, series, (decimal)value);
}
/// <summary>
/// Plot a value to a chart of string-chart name, with string series name, and decimal value. If chart does not exist, create it.
/// </summary>
/// <param name="chart">Chart name</param>
/// <param name="series">Series name</param>
/// <param name="value">Value of the point</param>
public void Plot(string chart, string series, decimal value)
{
// Check if chart/series names are reserved
List<string> reservedSeriesNames;
if (ReservedChartSeriesNames.TryGetValue(chart, out reservedSeriesNames))
{
if (reservedSeriesNames.Count == 0)
{
throw new Exception($"Algorithm.Plot(): '{chart}' is a reserved chart name.");
}
if (reservedSeriesNames.Contains(series))
{
throw new Exception($"Algorithm.Plot(): '{series}' is a reserved series name for chart '{chart}'.");
}
}
// If we don't have the chart, create it:
_charts.TryAdd(chart, new Chart(chart));
var thisChart = _charts[chart];
if (!thisChart.Series.ContainsKey(series))
{
//Number of series in total, excluding reserved charts
var seriesCount = _charts.Select(x => x.Value)
.Aggregate(0, (i, c) => ReservedChartSeriesNames.TryGetValue(c.Name, out reservedSeriesNames)
? i + c.Series.Values.Count(s => reservedSeriesNames.Count > 0 && !reservedSeriesNames.Contains(s.Name))
: i + c.Series.Count);
if (seriesCount > 10)
{
Error("Exceeded maximum series count: Each backtest can have up to 10 series in total.");
return;
}
//If we don't have the series, create it:
thisChart.AddSeries(new Series(series, SeriesType.Line, 0, "$"));
}
thisChart.Series[series].AddPoint(UtcTime, value);
}
/// <summary>
/// Add a series object for charting. This is useful when initializing charts with
/// series other than type = line. If a series exists in the chart with the same name,
/// then it is replaced.
/// </summary>
/// <param name="chart">The chart name</param>
/// <param name="series">The series name</param>
/// <param name="seriesType">The type of series, i.e, Scatter</param>
/// <param name="unit">The unit of the y axis, usually $</param>
public void AddSeries(string chart, string series, SeriesType seriesType, string unit = "$")
{
Chart c;
if (!_charts.TryGetValue(chart, out c))
{
_charts[chart] = c = new Chart(chart);
}
c.Series[series] = new Series(series, seriesType, unit);
}
/// <summary>
/// Plots the value of each indicator on the chart
/// </summary>
/// <param name="chart">The chart's name</param>
/// <param name="indicators">The indicatorsto plot</param>
/// <seealso cref="Plot(string,string,decimal)"/>
public void Plot<T>(string chart, params IndicatorBase<T>[] indicators)
where T : IBaseData
{
foreach (var indicator in indicators)
{
Plot(chart, indicator.Name, indicator);
}
}
/// <summary>
/// Automatically plots each indicator when a new value is available
/// </summary>
public void PlotIndicator<T>(string chart, params IndicatorBase<T>[] indicators)
where T : IBaseData
{
foreach (var i in indicators)
{
if (i == null) continue;
// copy loop variable for usage in closure
var ilocal = i;
i.Updated += (sender, args) =>
{
Plot(chart, ilocal);
};
}
}
/// <summary>
/// Automatically plots each indicator when a new value is available, optionally waiting for indicator.IsReady to return true
/// </summary>
public void PlotIndicator<T>(string chart, bool waitForReady, params IndicatorBase<T>[] indicators)
where T : IBaseData
{
foreach (var i in indicators)
{
if (i == null) continue;
// copy loop variable for usage in closure
var ilocal = i;
i.Updated += (sender, args) =>
{
if (!waitForReady || ilocal.IsReady)
{
Plot(chart, ilocal);
}
};
}
}
/// <summary>
/// Set a runtime statistic for the algorithm. Runtime statistics are shown in the top banner of a live algorithm GUI.
/// </summary>
/// <param name="name">Name of your runtime statistic</param>
/// <param name="value">String value of your runtime statistic</param>
/// <seealso cref="LiveMode"/>
public void SetRuntimeStatistic(string name, string value)
{
RuntimeStatistics.AddOrUpdate(name, value);
}
/// <summary>
/// Set a runtime statistic for the algorithm. Runtime statistics are shown in the top banner of a live algorithm GUI.
/// </summary>
/// <param name="name">Name of your runtime statistic</param>
/// <param name="value">Decimal value of your runtime statistic</param>
public void SetRuntimeStatistic(string name, decimal value)
{
SetRuntimeStatistic(name, value.ToString(CultureInfo.InvariantCulture));
}
/// <summary>
/// Set a runtime statistic for the algorithm. Runtime statistics are shown in the top banner of a live algorithm GUI.
/// </summary>
/// <param name="name">Name of your runtime statistic</param>
/// <param name="value">Int value of your runtime statistic</param>
public void SetRuntimeStatistic(string name, int value)
{
SetRuntimeStatistic(name, value.ToStringInvariant());
}
/// <summary>
/// Set a runtime statistic for the algorithm. Runtime statistics are shown in the top banner of a live algorithm GUI.
/// </summary>
/// <param name="name">Name of your runtime statistic</param>
/// <param name="value">Double value of your runtime statistic</param>
public void SetRuntimeStatistic(string name, double value)
{
SetRuntimeStatistic(name, value.ToString(CultureInfo.InvariantCulture));
}
/// <summary>
/// Get the chart updates by fetch the recent points added and return for dynamic plotting.
/// </summary>
/// <param name="clearChartData"></param>
/// <returns>List of chart updates since the last request</returns>
/// <remarks>GetChartUpdates returns the latest updates since previous request.</remarks>
public List<Chart> GetChartUpdates(bool clearChartData = false)
{
var updates = _charts.Select(x => x.Value).Select(chart => chart.GetUpdates()).ToList();
if (clearChartData)
{
// we can clear this data out after getting updates to prevent unnecessary memory usage
foreach (var chart in _charts)
{
foreach (var series in chart.Value.Series)
{
series.Value.Purge();
}
}
}
return updates;
}
}
}