internal static void ConvertIPredictorModelsToArray(IHostEnvironment env, RunContext context, List <EntryPointNode> subGraphNodes,
Var <PredictorModel>[] predModelVars, string outputVarName)
{
var predictorArrayConverterArgs = new ArrayIPredictorModelInput();
var inputBindingMap = new Dictionary <string, List <ParameterBinding> >();
var inputMap = new Dictionary <ParameterBinding, VariableBinding>();
var argName = nameof(predictorArrayConverterArgs.Model);
inputBindingMap.Add(argName, new List <ParameterBinding>());
for (int i = 0; i < predModelVars.Length; i++)
{
var paramBinding = new ArrayIndexParameterBinding(argName, i);
inputBindingMap[argName].Add(paramBinding);
inputMap[paramBinding] = new SimpleVariableBinding(predModelVars[i].VarName);
}
var outputMap = new Dictionary <string, string>();
var output = new ArrayVar <PredictorModel>();
outputMap.Add(nameof(MacroUtils.ArrayIPredictorModelOutput.OutputModel), outputVarName);
var arrayConvertNode = EntryPointNode.Create(env, "Data.PredictorModelArrayConverter", predictorArrayConverterArgs,
context, inputBindingMap, inputMap, outputMap);
subGraphNodes.Add(arrayConvertNode);
}
internal static void ConvertIdataViewsToArray(IHostEnvironment env, RunContext context, List <EntryPointNode> subGraphNodes,
Var <IDataView>[] vars, string outputVarName)
{
var dataviewArrayConverterArgs = new ArrayIDataViewInput();
var inputBindingMap = new Dictionary <string, List <ParameterBinding> >();
var inputMap = new Dictionary <ParameterBinding, VariableBinding>();
var argName = nameof(dataviewArrayConverterArgs.Data);
inputBindingMap.Add(argName, new List <ParameterBinding>());
for (int i = 0; i < vars.Length; i++)
{
var paramBinding = new ArrayIndexParameterBinding(argName, i);
inputBindingMap[argName].Add(paramBinding);
inputMap[paramBinding] = new SimpleVariableBinding(vars[i].VarName);
}
var outputMap = new Dictionary <string, string>();
outputMap.Add(nameof(ArrayIDataViewOutput.OutputData), outputVarName);
var arrayConvertNode = EntryPointNode.Create(env, "Data.IDataViewArrayConverter", dataviewArrayConverterArgs,
context, inputBindingMap, inputMap, outputMap);
subGraphNodes.Add(arrayConvertNode);
}
/// <summary>
/// Checks the given JSON object key-value pair is a valid EntryPoint input and
/// extracts out any variables that need to be populated. These variables will be
/// added to the EntryPoint context. Input parameters that are not set to variables
/// will be immediately set using the input builder instance.
/// </summary>
private void CheckAndSetInputValue(KeyValuePair <string, JToken> pair)
{
var inputName = _inputBuilder.GetFieldNameOrNull(pair.Key);
if (VariableBinding.IsBindingToken(pair.Value))
{
Type valueType = _inputBuilder.GetFieldTypeOrNull(pair.Key);
if (valueType == null)
{
throw _host.Except($"Unexpected input name: '{pair.Key}'");
}
if (!EntryPointVariable.IsValidType(valueType))
{
throw _host.Except($"Unexpected input variable type: {valueType}");
}
var varBinding = VariableBinding.Create(_host, pair.Value.Value <string>());
_context.AddInputVariable(varBinding, valueType);
if (!_inputBindingMap.ContainsKey(inputName))
{
_inputBindingMap[inputName] = new List <ParameterBinding>();
}
var paramBinding = new SimpleParameterBinding(inputName);
_inputBindingMap[inputName].Add(paramBinding);
_inputMap[paramBinding] = varBinding;
}
else if (pair.Value is JArray &&
((JArray)pair.Value).Any(tok => VariableBinding.IsBindingToken(tok)))
{
// REVIEW: EntryPoint arrays and dictionaries containing
// variables must ONLY contain variables right now.
if (!((JArray)pair.Value).All(tok => VariableBinding.IsBindingToken(tok)))
{
throw _host.Except($"Input {pair.Key} may ONLY contain variables.");
}
Type valueType = _inputBuilder.GetFieldTypeOrNull(pair.Key);
if (valueType == null || !valueType.HasElementType)
{
throw _host.Except($"Unexpected input name: '{pair.Key}'");
}
valueType = valueType.GetElementType();
int i = 0;
foreach (var varName in (JArray)pair.Value)
{
var varBinding = VariableBinding.Create(_host, varName.Value <string>());
_context.AddInputVariable(varBinding, valueType);
if (!_inputBindingMap.ContainsKey(inputName))
{
_inputBindingMap[inputName] = new List <ParameterBinding>();
}
var paramBinding = new ArrayIndexParameterBinding(inputName, i++);
_inputBindingMap[inputName].Add(paramBinding);
_inputMap[paramBinding] = varBinding;
}
}
// REVIEW: Implement support for Dictionary of variable values. We need to differentiate
// between a Dictionary and a Component here, and likely need to support nested components
// all of which might have variables. Our current machinery only works at the 'Node' level.
else
{
// This is not a variable.
if (!_inputBuilder.TrySetValueJson(pair.Key, pair.Value))
{
throw _host.Except($"Unexpected input: '{pair.Key}'");
}
}
}