Files
quantconnect--lean/Tests/Indicators/ExponentialMovingAverageTests.cs
2026-07-13 13:02:50 +08:00

81 lines
2.9 KiB
C#

/*
* 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.Linq;
using NUnit.Framework;
using QuantConnect.Indicators;
namespace QuantConnect.Tests.Indicators
{
[TestFixture, Parallelizable(ParallelScope.Fixtures)]
public class ExponentialMovingAverageTests : CommonIndicatorTests<IndicatorDataPoint>
{
protected override IndicatorBase<IndicatorDataPoint> CreateIndicator()
{
return new ExponentialMovingAverage(14);
}
protected override string TestFileName => "spy_ema.csv";
protected override string TestColumnName => "EMA14";
[Test]
public void EmaComputesCorrectly()
{
const int period = 4;
decimal[] values = { 1m, 10m, 100m, 1000m, 2000m, 3000m, 4000m, 5000m, 6000m, 7000m, 8000m, 9000m, 10000m };
const decimal expFactor = 2m/(1m + period);
var ema4 = new ExponentialMovingAverage(period);
decimal expectedCurrent = 0m;
for (int i = 0; i < values.Length; i++)
{
ema4.Update(new IndicatorDataPoint(DateTime.UtcNow.AddSeconds(i), values[i]));
if (i == period - 1)
{
// The indicator is ready after the first full period, the first value should be a SMA of the first period
expectedCurrent = values.Take(period).Sum() / period;
}
if (i >= period)
{
expectedCurrent = values[i] * expFactor + (1 - expFactor) * expectedCurrent;
}
Assert.AreEqual(expectedCurrent, ema4.Current.Value, $"Index: {i}");
}
}
[Test]
public override void ResetsProperly()
{
// ema reset is just setting the value and samples back to 0
var ema = new ExponentialMovingAverage(3);
foreach (var data in TestHelper.GetDataStream(5))
{
ema.Update(data);
}
Assert.IsTrue(ema.IsReady);
Assert.AreNotEqual(0m, ema.Current.Value);
Assert.AreNotEqual(0, ema.Samples);
ema.Reset();
TestHelper.AssertIndicatorIsInDefaultState(ema);
}
}
}