public async Task CreateAndGetDetectionConfigurationWithChangeAndSmartConditions()
{
MetricsAdvisorAdministrationClient adminClient = GetMetricsAdvisorAdministrationClient();
string configName = Recording.GenerateAlphaNumericId("config");
var wholeConditions = new MetricWholeSeriesDetectionCondition()
{
CrossConditionsOperator = DetectionConditionsOperator.And,
ChangeThresholdCondition = new (90.0, 5, true, AnomalyDetectorDirection.Both, new (1, 2.0)),
SmartDetectionCondition = new (23.0, AnomalyDetectorDirection.Down, new (3, 4.0))
};
var configToCreate = new AnomalyDetectionConfiguration(MetricId, configName, wholeConditions);
await using var disposableConfig = await DisposableDetectionConfiguration.CreateDetectionConfigurationAsync(adminClient, configToCreate);
AnomalyDetectionConfiguration createdConfig = await adminClient.GetDetectionConfigurationAsync(disposableConfig.Id);
Assert.That(createdConfig.Id, Is.EqualTo(disposableConfig.Id));
Assert.That(createdConfig.MetricId, Is.EqualTo(MetricId));
Assert.That(createdConfig.Name, Is.EqualTo(configName));
Assert.That(createdConfig.Description, Is.Empty);
Assert.That(createdConfig.SeriesGroupDetectionConditions, Is.Not.Null.And.Empty);
Assert.That(createdConfig.SeriesDetectionConditions, Is.Not.Null.And.Empty);
MetricWholeSeriesDetectionCondition createdWholeConditions = createdConfig.WholeSeriesDetectionConditions;
Assert.That(createdWholeConditions, Is.Not.Null);
Assert.That(createdWholeConditions.CrossConditionsOperator, Is.EqualTo(DetectionConditionsOperator.And));
Assert.That(createdWholeConditions.HardThresholdCondition, Is.Null);
ValidateChangeThresholdCondition(createdWholeConditions.ChangeThresholdCondition, 90.0, 5, true, AnomalyDetectorDirection.Both, 1, 2.0);
ValidateSmartDetectionCondition(createdWholeConditions.SmartDetectionCondition, 23.0, AnomalyDetectorDirection.Down, 3, 4.0);
}
public async Task CreateAndGetDetectionConfigurationWithHardCondition(bool useTokenCredential)
{
MetricsAdvisorAdministrationClient adminClient = GetMetricsAdvisorAdministrationClient(useTokenCredential);
await using DisposableDataFeed disposableDataFeed = await CreateTempDataFeedAsync(adminClient);
string configName = Recording.GenerateAlphaNumericId("config");
string metricId = disposableDataFeed.DataFeed.MetricIds[TempDataFeedMetricName];
var description = "This configuration was created to test the .NET client.";
var wholeConditions = new MetricWholeSeriesDetectionCondition()
{
HardThresholdCondition = new(AnomalyDetectorDirection.Up, new(1, 2.0))
{
UpperBound = 10.0
}
};
var configToCreate = new AnomalyDetectionConfiguration()
{
MetricId = metricId,
Name = configName,
WholeSeriesDetectionConditions = wholeConditions,
// This is the only test that validates description during creation. Please don't remove it!
Description = description
};
await using var disposableConfig = await DisposableDetectionConfiguration.CreateDetectionConfigurationAsync(adminClient, configToCreate);
AnomalyDetectionConfiguration createdConfig = disposableConfig.Configuration;
Assert.That(createdConfig.Id, Is.Not.Null.And.Not.Empty);
Assert.That(createdConfig.MetricId, Is.EqualTo(metricId));
Assert.That(createdConfig.Name, Is.EqualTo(configName));
Assert.That(createdConfig.Description, Is.EqualTo(description));
Assert.That(createdConfig.SeriesGroupDetectionConditions, Is.Not.Null.And.Empty);
Assert.That(createdConfig.SeriesDetectionConditions, Is.Not.Null.And.Empty);
MetricWholeSeriesDetectionCondition createdWholeConditions = createdConfig.WholeSeriesDetectionConditions;
Assert.That(createdWholeConditions, Is.Not.Null);
Assert.That(createdWholeConditions.ConditionOperator, Is.Null);
Assert.That(createdWholeConditions.ChangeThresholdCondition, Is.Null);
Assert.That(createdWholeConditions.SmartDetectionCondition, Is.Null);
ValidateHardThresholdCondition(createdWholeConditions.HardThresholdCondition, AnomalyDetectorDirection.Up, 10.0, null, 1, 2.0);
}
private async Task <DisposableDetectionConfiguration> CreateTempDetectionConfigurationAsync(MetricsAdvisorAdministrationClient adminClient, string metricId)
{
var config = new AnomalyDetectionConfiguration()
{
Name = Recording.GenerateAlphaNumericId("dataFeed"),
MetricId = metricId,
WholeSeriesDetectionConditions = new MetricWholeSeriesDetectionCondition()
{
HardThresholdCondition = new HardThresholdCondition(AnomalyDetectorDirection.Up, new SuppressCondition(1, 1.0))
{
UpperBound = 1.0
}
}
};
return(await DisposableDetectionConfiguration.CreateDetectionConfigurationAsync(adminClient, config));
}
public async Task CreateAndGetDetectionConfigurationWithSeriesConditions()
{
// Set required parameters of the configuration to be created.
MetricsAdvisorAdministrationClient adminClient = GetMetricsAdvisorAdministrationClient();
await using DisposableDataFeed disposableDataFeed = await CreateTempDataFeedAsync(adminClient);
string configName = Recording.GenerateAlphaNumericId("config");
string metricId = disposableDataFeed.DataFeed.MetricIds[TempDataFeedMetricName];
var wholeConditions = new MetricWholeSeriesDetectionCondition()
{
HardThresholdCondition = new(AnomalyDetectorDirection.Both, new(1, 2.0))
{
UpperBound = 20.0,
LowerBound = 10.0
}
};
var configToCreate = new AnomalyDetectionConfiguration()
{
MetricId = metricId,
Name = configName,
WholeSeriesDetectionConditions = wholeConditions
};
// Set the series conditions and create the configuration.
var dimensions = new Dictionary <string, string>()
{
{ TempDataFeedDimensionNameA, "Delhi" }, { TempDataFeedDimensionNameB, "Handmade" }
};
var seriesConditions0 = new MetricSingleSeriesDetectionCondition(new DimensionKey(dimensions))
{
SmartDetectionCondition = new(30.0, AnomalyDetectorDirection.Both, new(3, 4.0))
};
dimensions = new Dictionary <string, string>()
{
{ TempDataFeedDimensionNameA, "Kolkata" }, { TempDataFeedDimensionNameB, "Grocery & Gourmet Food" }
};
var seriesConditions1 = new MetricSingleSeriesDetectionCondition(new DimensionKey(dimensions))
{
ChangeThresholdCondition = new(40.0, 12, false, AnomalyDetectorDirection.Up, new(5, 6.0))
};
configToCreate.SeriesDetectionConditions.Add(seriesConditions0);
configToCreate.SeriesDetectionConditions.Add(seriesConditions1);
await using var disposableConfig = await DisposableDetectionConfiguration.CreateDetectionConfigurationAsync(adminClient, configToCreate);
// Get the created configuration and validate top-level members.
AnomalyDetectionConfiguration createdConfig = disposableConfig.Configuration;
Assert.That(createdConfig.Id, Is.Not.Null.And.Not.Empty);
Assert.That(createdConfig.MetricId, Is.EqualTo(metricId));
Assert.That(createdConfig.Name, Is.EqualTo(configName));
Assert.That(createdConfig.Description, Is.Empty);
Assert.That(createdConfig.SeriesGroupDetectionConditions, Is.Not.Null.And.Empty);
// Validate whole series detection conditions.
MetricWholeSeriesDetectionCondition createdWholeConditions = createdConfig.WholeSeriesDetectionConditions;
Assert.That(createdWholeConditions, Is.Not.Null);
Assert.That(createdWholeConditions.ConditionOperator, Is.Null);
Assert.That(createdWholeConditions.ChangeThresholdCondition, Is.Null);
Assert.That(createdWholeConditions.SmartDetectionCondition, Is.Null);
ValidateHardThresholdCondition(createdWholeConditions.HardThresholdCondition, AnomalyDetectorDirection.Both, 20.0, 10.0, 1, 2.0);
// Start series conditions validation.
Assert.That(createdConfig.SeriesDetectionConditions, Is.Not.Null);
Assert.That(createdConfig.SeriesDetectionConditions.Count, Is.EqualTo(2));
// Validate first series conditions.
var createdSeriesConditions0 = createdConfig.SeriesDetectionConditions[0];
Assert.That(createdSeriesConditions0, Is.Not.Null);
ValidateTempDataFeedDimensionKey(createdSeriesConditions0.SeriesKey, "Delhi", "Handmade");
Assert.That(createdSeriesConditions0.ConditionOperator, Is.Null);
Assert.That(createdSeriesConditions0.HardThresholdCondition, Is.Null);
Assert.That(createdSeriesConditions0.ChangeThresholdCondition, Is.Null);
ValidateSmartDetectionCondition(createdSeriesConditions0.SmartDetectionCondition, 30.0, AnomalyDetectorDirection.Both, 3, 4.0);
// Validate last series conditions.
var createdSeriesConditions1 = createdConfig.SeriesDetectionConditions[1];
Assert.That(createdSeriesConditions1, Is.Not.Null);
ValidateTempDataFeedDimensionKey(createdSeriesConditions1.SeriesKey, "Kolkata", "Grocery & Gourmet Food");
Assert.That(createdSeriesConditions1.ConditionOperator, Is.Null);
Assert.That(createdSeriesConditions1.HardThresholdCondition, Is.Null);
Assert.That(createdSeriesConditions1.SmartDetectionCondition, Is.Null);
ValidateChangeThresholdCondition(createdSeriesConditions1.ChangeThresholdCondition, 40.0, 12, false, AnomalyDetectorDirection.Up, 5, 6.0);
}
public async Task CreateAndGetDetectionConfigurationWithSeriesGroupConditions()
{
// Set required parameters of the configuration to be created.
MetricsAdvisorAdministrationClient adminClient = GetMetricsAdvisorAdministrationClient();
string configName = Recording.GenerateAlphaNumericId("config");
var wholeConditions = new MetricWholeSeriesDetectionCondition()
{
HardThresholdCondition = new(AnomalyDetectorDirection.Down, new(1, 2.0))
{
LowerBound = 10.0
}
};
var configToCreate = new AnomalyDetectionConfiguration()
{
MetricId = MetricId,
Name = configName,
WholeSeriesDetectionConditions = wholeConditions
};
// Set the series group conditions and create the configuration.
var groupConditions0 = new MetricSeriesGroupDetectionCondition()
{
SmartDetectionCondition = new(30.0, AnomalyDetectorDirection.Both, new(3, 4.0))
};
groupConditions0.SeriesGroupKey.AddDimensionColumn("city", "Delhi");
var groupConditions1 = new MetricSeriesGroupDetectionCondition()
{
ChangeThresholdCondition = new(40.0, 12, false, AnomalyDetectorDirection.Up, new(5, 6.0))
};
groupConditions1.SeriesGroupKey.AddDimensionColumn("city", "Koltaka");
configToCreate.SeriesGroupDetectionConditions.Add(groupConditions0);
configToCreate.SeriesGroupDetectionConditions.Add(groupConditions1);
await using var disposableConfig = await DisposableDetectionConfiguration.CreateDetectionConfigurationAsync(adminClient, configToCreate);
// Get the created configuration and validate top-level members.
AnomalyDetectionConfiguration createdConfig = await adminClient.GetDetectionConfigurationAsync(disposableConfig.Id);
Assert.That(createdConfig.Id, Is.EqualTo(disposableConfig.Id));
Assert.That(createdConfig.MetricId, Is.EqualTo(MetricId));
Assert.That(createdConfig.Name, Is.EqualTo(configName));
Assert.That(createdConfig.Description, Is.Empty);
Assert.That(createdConfig.SeriesDetectionConditions, Is.Not.Null.And.Empty);
// Validate whole series detection conditions.
MetricWholeSeriesDetectionCondition createdWholeConditions = createdConfig.WholeSeriesDetectionConditions;
Assert.That(createdWholeConditions, Is.Not.Null);
Assert.That(createdWholeConditions.CrossConditionsOperator, Is.Null);
Assert.That(createdWholeConditions.ChangeThresholdCondition, Is.Null);
Assert.That(createdWholeConditions.SmartDetectionCondition, Is.Null);
ValidateHardThresholdCondition(createdWholeConditions.HardThresholdCondition, AnomalyDetectorDirection.Down, null, 10.0, 1, 2.0);
// Start series group conditions validation.
Assert.That(createdConfig.SeriesGroupDetectionConditions, Is.Not.Null);
Assert.That(createdConfig.SeriesGroupDetectionConditions.Count, Is.EqualTo(2));
// Validate first series group conditions.
var createdGroupConditions0 = createdConfig.SeriesGroupDetectionConditions[0];
Assert.That(createdGroupConditions0, Is.Not.Null);
ValidateGroupKey(createdGroupConditions0.SeriesGroupKey);
Dictionary <string, string> dimensionColumns = createdGroupConditions0.SeriesGroupKey.AsDictionary();
Assert.That(dimensionColumns.Count, Is.EqualTo(1));
Assert.That(dimensionColumns["city"], Is.EqualTo("Delhi"));
Assert.That(createdGroupConditions0.CrossConditionsOperator, Is.Null);
Assert.That(createdGroupConditions0.HardThresholdCondition, Is.Null);
Assert.That(createdGroupConditions0.ChangeThresholdCondition, Is.Null);
ValidateSmartDetectionCondition(createdGroupConditions0.SmartDetectionCondition, 30.0, AnomalyDetectorDirection.Both, 3, 4.0);
// Validate last series group conditions.
var createdGroupConditions1 = createdConfig.SeriesGroupDetectionConditions[1];
Assert.That(createdGroupConditions1, Is.Not.Null);
ValidateGroupKey(createdGroupConditions1.SeriesGroupKey);
dimensionColumns = createdGroupConditions1.SeriesGroupKey.AsDictionary();
Assert.That(dimensionColumns.Count, Is.EqualTo(1));
Assert.That(dimensionColumns["city"], Is.EqualTo("Koltaka"));
Assert.That(createdGroupConditions1.CrossConditionsOperator, Is.Null);
Assert.That(createdGroupConditions1.HardThresholdCondition, Is.Null);
Assert.That(createdGroupConditions1.SmartDetectionCondition, Is.Null);
ValidateChangeThresholdCondition(createdGroupConditions1.ChangeThresholdCondition, 40.0, 12, false, AnomalyDetectorDirection.Up, 5, 6.0);
}