/// <summary>
/// Create a new prediction.
/// </summary>
/// <param name="model">A valid Model</param>
/// <param name="name">The name you want to give to the new prediction. </param>
public Task<Prediction> Create(Model model, string name = null, Prediction.Arguments arguments = null)
{
arguments = arguments ?? new Prediction.Arguments();
if (!string.IsNullOrWhiteSpace(name)) arguments.Name = name;
arguments.Model = model.Resource;
return Create<Prediction>(arguments);
}
/// <summary>
/// Create a model.
/// </summary>
/// <param name="dataset">A DataSet instance</param>
/// <param name="name">The name you want to give to the new model. </param>
/// <param name="inputFields">Specifies the ids of the fields that you want to use as predictors to create the model. </param>
/// <param name="objectiveField">Specifies the id of the field that you want to predict.</param>
public Task<Model> CreateModel(DataSet dataset, string name = null, string[] inputFields = null, string objectiveField = null, Model.Arguments arguments = null)
{
arguments = arguments ?? new Model.Arguments();
if (!string.IsNullOrWhiteSpace(name)) arguments.Name = name;
if (inputFields != null && inputFields.Length > 0)
{
foreach (var input in arguments.Inputs) arguments.Inputs.Add(input);
}
if (!string.IsNullOrWhiteSpace(objectiveField)) arguments.Objective = objectiveField;
arguments.DataSet = dataset.Resource;
return Create<Model>(arguments);
}
public int addLocalModel(Model.LocalModel localModel)
{
this._models.Add(localModel);
return this._models.Count;
}
/// <summary>
/// Create a model using supplied arguments.
/// </summary>
public Task<Model> CreateModel(Model.Arguments arguments)
{
return Create<Model>(arguments);
}
public Task<Model> Create(DataSet dataset, string name = null, string[] inputFields = null, string objectiveField = null, Model.Arguments arguments = null)
{
return CreateModel(dataset, name, inputFields, objectiveField, arguments);
}
public Task<Prediction> Create(Model model, string name = null, Prediction.Arguments arguments = null)
{
return CreatePrediction(model, name, arguments);
}