internal static AutoMLVertical DeserializeAutoMLVertical(JsonElement element)
{
if (element.TryGetProperty("taskType", out JsonElement discriminator))
{
switch (discriminator.GetString())
{
case "Classification": return(Classification.DeserializeClassification(element));
case "Forecasting": return(Forecasting.DeserializeForecasting(element));
case "ImageClassification": return(ImageClassification.DeserializeImageClassification(element));
case "ImageClassificationMultilabel": return(ImageClassificationMultilabel.DeserializeImageClassificationMultilabel(element));
case "ImageInstanceSegmentation": return(ImageInstanceSegmentation.DeserializeImageInstanceSegmentation(element));
case "ImageObjectDetection": return(ImageObjectDetection.DeserializeImageObjectDetection(element));
case "Regression": return(Regression.DeserializeRegression(element));
case "TextClassification": return(TextClassification.DeserializeTextClassification(element));
case "TextClassificationMultilabel": return(TextClassificationMultilabel.DeserializeTextClassificationMultilabel(element));
case "TextNER": return(TextNer.DeserializeTextNer(element));
}
}
Optional <LogVerbosity> logVerbosity = default;
TaskType taskType = default;
foreach (var property in element.EnumerateObject())
{
if (property.NameEquals("logVerbosity"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
property.ThrowNonNullablePropertyIsNull();
continue;
}
logVerbosity = new LogVerbosity(property.Value.GetString());
continue;
}
if (property.NameEquals("taskType"))
{
taskType = new TaskType(property.Value.GetString());
continue;
}
}
return(new AutoMLVertical(Optional.ToNullable(logVerbosity), taskType));
}
internal static ImageObjectDetection DeserializeImageObjectDetection(JsonElement element)
{
Optional <ObjectDetectionPrimaryMetrics> primaryMetric = default;
Optional <ImageModelSettingsObjectDetection> modelSettings = default;
Optional <IList <ImageModelDistributionSettingsObjectDetection> > searchSpace = default;
ImageVerticalDataSettings dataSettings = default;
ImageLimitSettings limitSettings = default;
Optional <ImageSweepSettings> sweepSettings = default;
Optional <LogVerbosity> logVerbosity = default;
TaskType taskType = default;
foreach (var property in element.EnumerateObject())
{
if (property.NameEquals("primaryMetric"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
property.ThrowNonNullablePropertyIsNull();
continue;
}
primaryMetric = new ObjectDetectionPrimaryMetrics(property.Value.GetString());
continue;
}
if (property.NameEquals("modelSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
modelSettings = null;
continue;
}
modelSettings = ImageModelSettingsObjectDetection.DeserializeImageModelSettingsObjectDetection(property.Value);
continue;
}
if (property.NameEquals("searchSpace"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
searchSpace = null;
continue;
}
List <ImageModelDistributionSettingsObjectDetection> array = new List <ImageModelDistributionSettingsObjectDetection>();
foreach (var item in property.Value.EnumerateArray())
{
array.Add(ImageModelDistributionSettingsObjectDetection.DeserializeImageModelDistributionSettingsObjectDetection(item));
}
searchSpace = array;
continue;
}
if (property.NameEquals("dataSettings"))
{
dataSettings = ImageVerticalDataSettings.DeserializeImageVerticalDataSettings(property.Value);
continue;
}
if (property.NameEquals("limitSettings"))
{
limitSettings = ImageLimitSettings.DeserializeImageLimitSettings(property.Value);
continue;
}
if (property.NameEquals("sweepSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
sweepSettings = null;
continue;
}
sweepSettings = ImageSweepSettings.DeserializeImageSweepSettings(property.Value);
continue;
}
if (property.NameEquals("logVerbosity"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
property.ThrowNonNullablePropertyIsNull();
continue;
}
logVerbosity = new LogVerbosity(property.Value.GetString());
continue;
}
if (property.NameEquals("taskType"))
{
taskType = new TaskType(property.Value.GetString());
continue;
}
}
return(new ImageObjectDetection(Optional.ToNullable(logVerbosity), taskType, Optional.ToNullable(primaryMetric), modelSettings.Value, Optional.ToList(searchSpace), dataSettings, limitSettings, sweepSettings.Value));
}
internal static Classification DeserializeClassification(JsonElement element)
{
Optional <IList <ClassificationModels> > allowedModels = default;
Optional <IList <ClassificationModels> > blockedModels = default;
Optional <ClassificationPrimaryMetrics> primaryMetric = default;
Optional <TableVerticalDataSettings> dataSettings = default;
Optional <TableVerticalFeaturizationSettings> featurizationSettings = default;
Optional <TableVerticalLimitSettings> limitSettings = default;
Optional <TrainingSettings> trainingSettings = default;
Optional <LogVerbosity> logVerbosity = default;
TaskType taskType = default;
foreach (var property in element.EnumerateObject())
{
if (property.NameEquals("allowedModels"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
allowedModels = null;
continue;
}
List <ClassificationModels> array = new List <ClassificationModels>();
foreach (var item in property.Value.EnumerateArray())
{
array.Add(new ClassificationModels(item.GetString()));
}
allowedModels = array;
continue;
}
if (property.NameEquals("blockedModels"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
blockedModels = null;
continue;
}
List <ClassificationModels> array = new List <ClassificationModels>();
foreach (var item in property.Value.EnumerateArray())
{
array.Add(new ClassificationModels(item.GetString()));
}
blockedModels = array;
continue;
}
if (property.NameEquals("primaryMetric"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
property.ThrowNonNullablePropertyIsNull();
continue;
}
primaryMetric = new ClassificationPrimaryMetrics(property.Value.GetString());
continue;
}
if (property.NameEquals("dataSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
dataSettings = null;
continue;
}
dataSettings = TableVerticalDataSettings.DeserializeTableVerticalDataSettings(property.Value);
continue;
}
if (property.NameEquals("featurizationSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
featurizationSettings = null;
continue;
}
featurizationSettings = TableVerticalFeaturizationSettings.DeserializeTableVerticalFeaturizationSettings(property.Value);
continue;
}
if (property.NameEquals("limitSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
limitSettings = null;
continue;
}
limitSettings = TableVerticalLimitSettings.DeserializeTableVerticalLimitSettings(property.Value);
continue;
}
if (property.NameEquals("trainingSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
trainingSettings = null;
continue;
}
trainingSettings = TrainingSettings.DeserializeTrainingSettings(property.Value);
continue;
}
if (property.NameEquals("logVerbosity"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
property.ThrowNonNullablePropertyIsNull();
continue;
}
logVerbosity = new LogVerbosity(property.Value.GetString());
continue;
}
if (property.NameEquals("taskType"))
{
taskType = new TaskType(property.Value.GetString());
continue;
}
}
return(new Classification(Optional.ToNullable(logVerbosity), taskType, Optional.ToList(allowedModels), Optional.ToList(blockedModels), Optional.ToNullable(primaryMetric), dataSettings.Value, featurizationSettings.Value, limitSettings.Value, trainingSettings.Value));
}
internal static TextClassificationMultilabel DeserializeTextClassificationMultilabel(JsonElement element)
{
Optional <ClassificationMultilabelPrimaryMetrics> primaryMetric = default;
Optional <NlpVerticalDataSettings> dataSettings = default;
Optional <NlpVerticalFeaturizationSettings> featurizationSettings = default;
Optional <NlpVerticalLimitSettings> limitSettings = default;
Optional <LogVerbosity> logVerbosity = default;
TaskType taskType = default;
foreach (var property in element.EnumerateObject())
{
if (property.NameEquals("primaryMetric"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
property.ThrowNonNullablePropertyIsNull();
continue;
}
primaryMetric = new ClassificationMultilabelPrimaryMetrics(property.Value.GetString());
continue;
}
if (property.NameEquals("dataSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
dataSettings = null;
continue;
}
dataSettings = NlpVerticalDataSettings.DeserializeNlpVerticalDataSettings(property.Value);
continue;
}
if (property.NameEquals("featurizationSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
featurizationSettings = null;
continue;
}
featurizationSettings = NlpVerticalFeaturizationSettings.DeserializeNlpVerticalFeaturizationSettings(property.Value);
continue;
}
if (property.NameEquals("limitSettings"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
limitSettings = null;
continue;
}
limitSettings = NlpVerticalLimitSettings.DeserializeNlpVerticalLimitSettings(property.Value);
continue;
}
if (property.NameEquals("logVerbosity"))
{
if (property.Value.ValueKind == JsonValueKind.Null)
{
property.ThrowNonNullablePropertyIsNull();
continue;
}
logVerbosity = new LogVerbosity(property.Value.GetString());
continue;
}
if (property.NameEquals("taskType"))
{
taskType = new TaskType(property.Value.GetString());
continue;
}
}
return(new TextClassificationMultilabel(Optional.ToNullable(logVerbosity), taskType, Optional.ToNullable(primaryMetric), dataSettings.Value, featurizationSettings.Value, limitSettings.Value));
}