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6 changes: 3 additions & 3 deletions src/Microsoft.ML.Core/EntryPoints/ModuleCatalog.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -51,7 +51,7 @@ public sealed class EntryPointInfo
public readonly Type[] OutputKinds;
public readonly ObsoleteAttribute ObsoleteAttribute;

internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
TlcModule.EntryPointAttribute attribute, ObsoleteAttribute obsoleteAttribute)
{
Contracts.AssertValueOrNull(ectx);
Expand DownExpand Up@@ -187,7 +187,7 @@ private ModuleCatalog(IExceptionContext ectx)
if (attr == null)
continue;

var info = new EntryPointInfo(ectx, methodInfo, attr,
var info = new EntryPointInfo(ectx, methodInfo, attr,
methodInfo.GetCustomAttributes(typeof(ObsoleteAttribute), false).FirstOrDefault() as ObsoleteAttribute);

entryPoints.Add(info);
Expand DownExpand Up@@ -315,7 +315,7 @@ public bool TryFindComponent(Type interfaceType, Type argumentType, out Componen
Contracts.CheckParam(interfaceType.IsInterface, nameof(interfaceType), "Must be interface");
Contracts.CheckValue(argumentType, nameof(argumentType));

component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
return component != null;
}

Expand Down
5 changes: 1 addition & 4 deletions src/Microsoft.ML.Data/EntryPoints/ScoreModel.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -72,11 +72,8 @@ public static Output Score(IHostEnvironment env, Input input)
host.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);


IPredictor predictor;
var inputData = input.Data;
RoleMappedData data;
input.PredictorModel.PrepareData(host, inputData, out data, out predictor);
input.PredictorModel.PrepareData(host, inputData, out RoleMappedData data, out IPredictor predictor);

IDataView scoredPipe;
using (var ch = host.Start("Creating scoring pipeline"))
Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML.PipelineInference/AutoInference.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -353,7 +353,7 @@ private void ProcessPipeline(Sweeper.Algorithms.SweeperProbabilityUtils utils, S
testMetricVal += 1e-10;

// Save performance score
candidate.PerformanceSummary =
candidate.PerformanceSummary =
new RunSummary(testMetricVal, randomizedNumberOfRows, stopwatch.ElapsedMilliseconds, trainMetricVal);
_sortedSampledElements.Add(candidate.PerformanceSummary.MetricValue, candidate);
_history.Add(candidate);
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML.PipelineInference/AutoMlUtils.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,7 +15,7 @@ namespace Microsoft.ML.Runtime.PipelineInference
{
public static class AutoMlUtils
{
public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result, string columnName)
public static double ExtractValueFromIdv(IHostEnvironment env, IDataView result, string columnName)
{
Contracts.CheckValue(env, nameof(env));
env.CheckValue(result, nameof(result));
Expand All@@ -40,8 +40,8 @@ public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result,

public static AutoInference.RunSummary ExtractRunSummary(IHostEnvironment env, IDataView result, string metricColumnName, IDataView trainResult = null)
{
double testingMetricValue = ExtractValueFromIDV(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIDV(env, trainResult, metricColumnName) : double.MinValue;
double testingMetricValue = ExtractValueFromIdv(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIdv(env, trainResult, metricColumnName) : double.MinValue;
return new AutoInference.RunSummary(testingMetricValue, 0, 0, trainingMetricValue);
}

Expand Down
4 changes: 2 additions & 2 deletions src/Microsoft.ML.PipelineInference/PipelinePattern.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -213,8 +213,8 @@ public void RunTrainTestExperiment(IDataView trainData, IDataView testData,

var dataOut = experiment.GetOutput(trainTestOutput.OverallMetrics);
var dataOutTraining = experiment.GetOutput(trainTestOutput.TrainingOverallMetrics);
testMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOutTraining, metric.Name);
testMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOutTraining, metric.Name);
}

public static PipelineResultRow[] ExtractResults(IHostEnvironment env, IDataView data,
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -256,7 +256,6 @@ public static ArrayITransformModelOutput MakeArray(IHostEnvironment env, ArrayIT
return result;
}


public sealed class ArrayIDataViewInput
{
[Argument(ArgumentType.Required, HelpText = "The data sets", SortOrder = 1)]
Expand Down
5 changes: 2 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/CrossValidationMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -31,7 +31,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "The transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -104,7 +104,6 @@ public sealed class Output
public IDataView ConfusionMatrix;
}


public sealed class CombineMetricsInput
{
[Argument(ArgumentType.Multiple, HelpText = "Overall metrics datasets", SortOrder = 1)]
Expand DownExpand Up@@ -219,7 +218,7 @@ public static CommonOutputs.MacroOutput<Output> CrossValidate(
}
else
args.Outputs.TransformModel = null;

// Set train/test trainer kind to match.
args.Kind = input.Kind;

Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML/Runtime/EntryPoints/ImportTextData.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -64,7 +64,7 @@ public static Output TextLoader(IHostEnvironment env, LoaderInput input)
var host = env.Register("ImportTextData");
env.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
return new Output { Data = loader };
}
}
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/TrainTestMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -26,7 +26,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "Transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -130,7 +130,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
if (!subGraphRunContext.TryGetVariable(varName, out dataVariable))
throw env.Except($"Invalid variable name '{varName}'.");

string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
node.GetOutputVariableName(nameof(Output.PredictorModel));

foreach (var subGraphNode in subGraphNodes)
Expand DownExpand Up@@ -249,7 +249,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
var evalInputOutputTraining = MacroUtils.GetEvaluatorInputOutput(input.Kind, settings);
var evalNodeTraining = evalInputOutputTraining.Item1;
var evalOutputTraining = evalInputOutputTraining.Item2;
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
scoreNodeTrainingOutput.ScoredData.VarName;

if (node.OutputMap.TryGetValue(nameof(Output.TrainingWarnings), out outVariableName))
Expand Down
50 changes: 25 additions & 25 deletions src/Microsoft.ML/Runtime/Internal/Tools/CSharpApiGenerator.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -408,7 +408,7 @@ public static string GetJsonFromField(string fieldName, Type fieldType)
private readonly string _regenerate;
private readonly HashSet<string> _excludedSet;
private const string RegistrationName = "CSharpApiGenerator";
public Dictionary<string, string> _typesSymbolTable = new Dictionary<string, string>();
public Dictionary<string, string> TypesSymbolTable = new Dictionary<string, string>();

public CSharpApiGenerator(IHostEnvironment env, Arguments args, string regenerate)
{
Expand DownExpand Up@@ -612,7 +612,7 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu
if (type.IsGenericType && type.GetGenericTypeDefinition() == typeof(Optional<>))
type = type.GetGenericArguments()[0];

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

if (!type.IsEnum)
Expand All@@ -625,13 +625,13 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu

var enumType = Enum.GetUnderlyingType(type);

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
if (enumType == typeof(int))
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
else
{
Contracts.Assert(enumType == typeof(byte));
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
}

writer.Write("{");
Expand DownExpand Up@@ -707,19 +707,19 @@ private void GenerateStructs(IndentingTextWriter writer,
if (typeEnum != TlcModule.DataKind.Unknown)
continue;

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
string classBase = "";
if (type.IsSubclassOf(typeof(OneToOneColumn)))
classBase = $" : OneToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
classBase = $" : OneToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
else if (type.IsSubclassOf(typeof(ManyToOneColumn)))
classBase = $" : ManyToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
classBase = $" : ManyToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, type, catalog, _typesSymbolTable);
GenerateInputFields(writer, type, catalog, TypesSymbolTable);
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -858,12 +858,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand All@@ -872,12 +872,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -905,12 +905,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -942,10 +942,10 @@ private void GenerateInput(IndentingTextWriter writer,
foreach (var line in entryPointInfo.Description.Split(new[] { Environment.NewLine }, StringSplitOptions.RemoveEmptyEntries))
writer.WriteLine($"/// {line}");
writer.WriteLine("/// </summary>");
if(entryPointInfo.ObsoleteAttribute != null)

if(entryPointInfo.ObsoleteAttribute != null)
writer.WriteLine($"[Obsolete(\"{entryPointInfo.ObsoleteAttribute.Message}\")]");

writer.WriteLine($"public sealed partial class {classAndMethod.Item2}{classBase}");
writer.WriteLine("{");
writer.Indent();
Expand All@@ -955,7 +955,7 @@ private void GenerateInput(IndentingTextWriter writer,

GenerateColumnAddMethods(writer, entryPointInfo.InputType, catalog, classAndMethod.Item2, out Type transformType);
writer.WriteLine();
GenerateInputFields(writer, entryPointInfo.InputType, catalog, _typesSymbolTable);
GenerateInputFields(writer, entryPointInfo.InputType, catalog, TypesSymbolTable);
writer.WriteLine();

GenerateOutput(writer, entryPointInfo, out HashSet<string> outputVariableNames);
Expand DownExpand Up@@ -1191,7 +1191,7 @@ private void GenerateComponent(IndentingTextWriter writer, ModuleCatalog.Compone
writer.WriteLine($"public sealed class {GeneratorUtils.GetComponentName(component)} : {component.Kind}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, component.ArgumentType, catalog, _typesSymbolTable, "Microsoft.ML.");
GenerateInputFields(writer, component.ArgumentType, catalog, TypesSymbolTable, "Microsoft.ML.");
writer.WriteLine($"internal override string ComponentName => \"{component.Name}\";");
writer.Outdent();
writer.WriteLine("}");
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
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6 changes: 3 additions & 3 deletions src/Microsoft.ML.Core/EntryPoints/ModuleCatalog.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -51,7 +51,7 @@ public sealed class EntryPointInfo
public readonly Type[] OutputKinds;
public readonly ObsoleteAttribute ObsoleteAttribute;

internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
TlcModule.EntryPointAttribute attribute, ObsoleteAttribute obsoleteAttribute)
{
Contracts.AssertValueOrNull(ectx);
Expand DownExpand Up@@ -187,7 +187,7 @@ private ModuleCatalog(IExceptionContext ectx)
if (attr == null)
continue;

var info = new EntryPointInfo(ectx, methodInfo, attr,
var info = new EntryPointInfo(ectx, methodInfo, attr,
methodInfo.GetCustomAttributes(typeof(ObsoleteAttribute), false).FirstOrDefault() as ObsoleteAttribute);

entryPoints.Add(info);
Expand DownExpand Up@@ -315,7 +315,7 @@ public bool TryFindComponent(Type interfaceType, Type argumentType, out Componen
Contracts.CheckParam(interfaceType.IsInterface, nameof(interfaceType), "Must be interface");
Contracts.CheckValue(argumentType, nameof(argumentType));

component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
return component != null;
}

Expand Down
5 changes: 1 addition & 4 deletions src/Microsoft.ML.Data/EntryPoints/ScoreModel.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -72,11 +72,8 @@ public static Output Score(IHostEnvironment env, Input input)
host.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);


IPredictor predictor;
var inputData = input.Data;
RoleMappedData data;
input.PredictorModel.PrepareData(host, inputData, out data, out predictor);
input.PredictorModel.PrepareData(host, inputData, out RoleMappedData data, out IPredictor predictor);

IDataView scoredPipe;
using (var ch = host.Start("Creating scoring pipeline"))
Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML.PipelineInference/AutoInference.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -353,7 +353,7 @@ private void ProcessPipeline(Sweeper.Algorithms.SweeperProbabilityUtils utils, S
testMetricVal += 1e-10;

// Save performance score
candidate.PerformanceSummary =
candidate.PerformanceSummary =
new RunSummary(testMetricVal, randomizedNumberOfRows, stopwatch.ElapsedMilliseconds, trainMetricVal);
_sortedSampledElements.Add(candidate.PerformanceSummary.MetricValue, candidate);
_history.Add(candidate);
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML.PipelineInference/AutoMlUtils.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,7 +15,7 @@ namespace Microsoft.ML.Runtime.PipelineInference
{
public static class AutoMlUtils
{
public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result, string columnName)
public static double ExtractValueFromIdv(IHostEnvironment env, IDataView result, string columnName)
{
Contracts.CheckValue(env, nameof(env));
env.CheckValue(result, nameof(result));
Expand All@@ -40,8 +40,8 @@ public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result,

public static AutoInference.RunSummary ExtractRunSummary(IHostEnvironment env, IDataView result, string metricColumnName, IDataView trainResult = null)
{
double testingMetricValue = ExtractValueFromIDV(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIDV(env, trainResult, metricColumnName) : double.MinValue;
double testingMetricValue = ExtractValueFromIdv(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIdv(env, trainResult, metricColumnName) : double.MinValue;
return new AutoInference.RunSummary(testingMetricValue, 0, 0, trainingMetricValue);
}

Expand Down
4 changes: 2 additions & 2 deletions src/Microsoft.ML.PipelineInference/PipelinePattern.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -213,8 +213,8 @@ public void RunTrainTestExperiment(IDataView trainData, IDataView testData,

var dataOut = experiment.GetOutput(trainTestOutput.OverallMetrics);
var dataOutTraining = experiment.GetOutput(trainTestOutput.TrainingOverallMetrics);
testMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOutTraining, metric.Name);
testMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOutTraining, metric.Name);
}

public static PipelineResultRow[] ExtractResults(IHostEnvironment env, IDataView data,
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -256,7 +256,6 @@ public static ArrayITransformModelOutput MakeArray(IHostEnvironment env, ArrayIT
return result;
}


public sealed class ArrayIDataViewInput
{
[Argument(ArgumentType.Required, HelpText = "The data sets", SortOrder = 1)]
Expand Down
5 changes: 2 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/CrossValidationMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -31,7 +31,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "The transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -104,7 +104,6 @@ public sealed class Output
public IDataView ConfusionMatrix;
}


public sealed class CombineMetricsInput
{
[Argument(ArgumentType.Multiple, HelpText = "Overall metrics datasets", SortOrder = 1)]
Expand DownExpand Up@@ -219,7 +218,7 @@ public static CommonOutputs.MacroOutput<Output> CrossValidate(
}
else
args.Outputs.TransformModel = null;

// Set train/test trainer kind to match.
args.Kind = input.Kind;

Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML/Runtime/EntryPoints/ImportTextData.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -64,7 +64,7 @@ public static Output TextLoader(IHostEnvironment env, LoaderInput input)
var host = env.Register("ImportTextData");
env.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
return new Output { Data = loader };
}
}
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/TrainTestMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -26,7 +26,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "Transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -130,7 +130,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
if (!subGraphRunContext.TryGetVariable(varName, out dataVariable))
throw env.Except($"Invalid variable name '{varName}'.");

string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
node.GetOutputVariableName(nameof(Output.PredictorModel));

foreach (var subGraphNode in subGraphNodes)
Expand DownExpand Up@@ -249,7 +249,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
var evalInputOutputTraining = MacroUtils.GetEvaluatorInputOutput(input.Kind, settings);
var evalNodeTraining = evalInputOutputTraining.Item1;
var evalOutputTraining = evalInputOutputTraining.Item2;
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
scoreNodeTrainingOutput.ScoredData.VarName;

if (node.OutputMap.TryGetValue(nameof(Output.TrainingWarnings), out outVariableName))
Expand Down
50 changes: 25 additions & 25 deletions src/Microsoft.ML/Runtime/Internal/Tools/CSharpApiGenerator.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -408,7 +408,7 @@ public static string GetJsonFromField(string fieldName, Type fieldType)
private readonly string _regenerate;
private readonly HashSet<string> _excludedSet;
private const string RegistrationName = "CSharpApiGenerator";
public Dictionary<string, string> _typesSymbolTable = new Dictionary<string, string>();
public Dictionary<string, string> TypesSymbolTable = new Dictionary<string, string>();

public CSharpApiGenerator(IHostEnvironment env, Arguments args, string regenerate)
{
Expand DownExpand Up@@ -612,7 +612,7 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu
if (type.IsGenericType && type.GetGenericTypeDefinition() == typeof(Optional<>))
type = type.GetGenericArguments()[0];

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

if (!type.IsEnum)
Expand All@@ -625,13 +625,13 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu

var enumType = Enum.GetUnderlyingType(type);

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
if (enumType == typeof(int))
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
else
{
Contracts.Assert(enumType == typeof(byte));
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
}

writer.Write("{");
Expand DownExpand Up@@ -707,19 +707,19 @@ private void GenerateStructs(IndentingTextWriter writer,
if (typeEnum != TlcModule.DataKind.Unknown)
continue;

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
string classBase = "";
if (type.IsSubclassOf(typeof(OneToOneColumn)))
classBase = $" : OneToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
classBase = $" : OneToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
else if (type.IsSubclassOf(typeof(ManyToOneColumn)))
classBase = $" : ManyToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
classBase = $" : ManyToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, type, catalog, _typesSymbolTable);
GenerateInputFields(writer, type, catalog, TypesSymbolTable);
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -858,12 +858,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand All@@ -872,12 +872,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -905,12 +905,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -942,10 +942,10 @@ private void GenerateInput(IndentingTextWriter writer,
foreach (var line in entryPointInfo.Description.Split(new[] { Environment.NewLine }, StringSplitOptions.RemoveEmptyEntries))
writer.WriteLine($"/// {line}");
writer.WriteLine("/// </summary>");
if(entryPointInfo.ObsoleteAttribute != null)

if(entryPointInfo.ObsoleteAttribute != null)
writer.WriteLine($"[Obsolete(\"{entryPointInfo.ObsoleteAttribute.Message}\")]");

writer.WriteLine($"public sealed partial class {classAndMethod.Item2}{classBase}");
writer.WriteLine("{");
writer.Indent();
Expand All@@ -955,7 +955,7 @@ private void GenerateInput(IndentingTextWriter writer,

GenerateColumnAddMethods(writer, entryPointInfo.InputType, catalog, classAndMethod.Item2, out Type transformType);
writer.WriteLine();
GenerateInputFields(writer, entryPointInfo.InputType, catalog, _typesSymbolTable);
GenerateInputFields(writer, entryPointInfo.InputType, catalog, TypesSymbolTable);
writer.WriteLine();

GenerateOutput(writer, entryPointInfo, out HashSet<string> outputVariableNames);
Expand DownExpand Up@@ -1191,7 +1191,7 @@ private void GenerateComponent(IndentingTextWriter writer, ModuleCatalog.Compone
writer.WriteLine($"public sealed class {GeneratorUtils.GetComponentName(component)} : {component.Kind}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, component.ArgumentType, catalog, _typesSymbolTable, "Microsoft.ML.");
GenerateInputFields(writer, component.ArgumentType, catalog, TypesSymbolTable, "Microsoft.ML.");
writer.WriteLine($"internal override string ComponentName => \"{component.Name}\";");
writer.Outdent();
writer.WriteLine("}");
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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6 changes: 3 additions & 3 deletions src/Microsoft.ML.Core/EntryPoints/ModuleCatalog.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -51,7 +51,7 @@ public sealed class EntryPointInfo
public readonly Type[] OutputKinds;
public readonly ObsoleteAttribute ObsoleteAttribute;

internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
TlcModule.EntryPointAttribute attribute, ObsoleteAttribute obsoleteAttribute)
{
Contracts.AssertValueOrNull(ectx);
Expand DownExpand Up@@ -187,7 +187,7 @@ private ModuleCatalog(IExceptionContext ectx)
if (attr == null)
continue;

var info = new EntryPointInfo(ectx, methodInfo, attr,
var info = new EntryPointInfo(ectx, methodInfo, attr,
methodInfo.GetCustomAttributes(typeof(ObsoleteAttribute), false).FirstOrDefault() as ObsoleteAttribute);

entryPoints.Add(info);
Expand DownExpand Up@@ -315,7 +315,7 @@ public bool TryFindComponent(Type interfaceType, Type argumentType, out Componen
Contracts.CheckParam(interfaceType.IsInterface, nameof(interfaceType), "Must be interface");
Contracts.CheckValue(argumentType, nameof(argumentType));

component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
return component != null;
}

Expand Down
5 changes: 1 addition & 4 deletions src/Microsoft.ML.Data/EntryPoints/ScoreModel.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -72,11 +72,8 @@ public static Output Score(IHostEnvironment env, Input input)
host.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);


IPredictor predictor;
var inputData = input.Data;
RoleMappedData data;
input.PredictorModel.PrepareData(host, inputData, out data, out predictor);
input.PredictorModel.PrepareData(host, inputData, out RoleMappedData data, out IPredictor predictor);

IDataView scoredPipe;
using (var ch = host.Start("Creating scoring pipeline"))
Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML.PipelineInference/AutoInference.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -353,7 +353,7 @@ private void ProcessPipeline(Sweeper.Algorithms.SweeperProbabilityUtils utils, S
testMetricVal += 1e-10;

// Save performance score
candidate.PerformanceSummary =
candidate.PerformanceSummary =
new RunSummary(testMetricVal, randomizedNumberOfRows, stopwatch.ElapsedMilliseconds, trainMetricVal);
_sortedSampledElements.Add(candidate.PerformanceSummary.MetricValue, candidate);
_history.Add(candidate);
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML.PipelineInference/AutoMlUtils.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,7 +15,7 @@ namespace Microsoft.ML.Runtime.PipelineInference
{
public static class AutoMlUtils
{
public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result, string columnName)
public static double ExtractValueFromIdv(IHostEnvironment env, IDataView result, string columnName)
{
Contracts.CheckValue(env, nameof(env));
env.CheckValue(result, nameof(result));
Expand All@@ -40,8 +40,8 @@ public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result,

public static AutoInference.RunSummary ExtractRunSummary(IHostEnvironment env, IDataView result, string metricColumnName, IDataView trainResult = null)
{
double testingMetricValue = ExtractValueFromIDV(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIDV(env, trainResult, metricColumnName) : double.MinValue;
double testingMetricValue = ExtractValueFromIdv(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIdv(env, trainResult, metricColumnName) : double.MinValue;
return new AutoInference.RunSummary(testingMetricValue, 0, 0, trainingMetricValue);
}

Expand Down
4 changes: 2 additions & 2 deletions src/Microsoft.ML.PipelineInference/PipelinePattern.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -213,8 +213,8 @@ public void RunTrainTestExperiment(IDataView trainData, IDataView testData,

var dataOut = experiment.GetOutput(trainTestOutput.OverallMetrics);
var dataOutTraining = experiment.GetOutput(trainTestOutput.TrainingOverallMetrics);
testMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOutTraining, metric.Name);
testMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOutTraining, metric.Name);
}

public static PipelineResultRow[] ExtractResults(IHostEnvironment env, IDataView data,
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -256,7 +256,6 @@ public static ArrayITransformModelOutput MakeArray(IHostEnvironment env, ArrayIT
return result;
}


public sealed class ArrayIDataViewInput
{
[Argument(ArgumentType.Required, HelpText = "The data sets", SortOrder = 1)]
Expand Down
5 changes: 2 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/CrossValidationMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -31,7 +31,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "The transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -104,7 +104,6 @@ public sealed class Output
public IDataView ConfusionMatrix;
}


public sealed class CombineMetricsInput
{
[Argument(ArgumentType.Multiple, HelpText = "Overall metrics datasets", SortOrder = 1)]
Expand DownExpand Up@@ -219,7 +218,7 @@ public static CommonOutputs.MacroOutput<Output> CrossValidate(
}
else
args.Outputs.TransformModel = null;

// Set train/test trainer kind to match.
args.Kind = input.Kind;

Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML/Runtime/EntryPoints/ImportTextData.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -64,7 +64,7 @@ public static Output TextLoader(IHostEnvironment env, LoaderInput input)
var host = env.Register("ImportTextData");
env.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
return new Output { Data = loader };
}
}
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/TrainTestMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -26,7 +26,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "Transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -130,7 +130,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
if (!subGraphRunContext.TryGetVariable(varName, out dataVariable))
throw env.Except($"Invalid variable name '{varName}'.");

string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
node.GetOutputVariableName(nameof(Output.PredictorModel));

foreach (var subGraphNode in subGraphNodes)
Expand DownExpand Up@@ -249,7 +249,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
var evalInputOutputTraining = MacroUtils.GetEvaluatorInputOutput(input.Kind, settings);
var evalNodeTraining = evalInputOutputTraining.Item1;
var evalOutputTraining = evalInputOutputTraining.Item2;
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
scoreNodeTrainingOutput.ScoredData.VarName;

if (node.OutputMap.TryGetValue(nameof(Output.TrainingWarnings), out outVariableName))
Expand Down
50 changes: 25 additions & 25 deletions src/Microsoft.ML/Runtime/Internal/Tools/CSharpApiGenerator.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -408,7 +408,7 @@ public static string GetJsonFromField(string fieldName, Type fieldType)
private readonly string _regenerate;
private readonly HashSet<string> _excludedSet;
private const string RegistrationName = "CSharpApiGenerator";
public Dictionary<string, string> _typesSymbolTable = new Dictionary<string, string>();
public Dictionary<string, string> TypesSymbolTable = new Dictionary<string, string>();

public CSharpApiGenerator(IHostEnvironment env, Arguments args, string regenerate)
{
Expand DownExpand Up@@ -612,7 +612,7 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu
if (type.IsGenericType && type.GetGenericTypeDefinition() == typeof(Optional<>))
type = type.GetGenericArguments()[0];

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

if (!type.IsEnum)
Expand All@@ -625,13 +625,13 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu

var enumType = Enum.GetUnderlyingType(type);

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
if (enumType == typeof(int))
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
else
{
Contracts.Assert(enumType == typeof(byte));
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
}

writer.Write("{");
Expand DownExpand Up@@ -707,19 +707,19 @@ private void GenerateStructs(IndentingTextWriter writer,
if (typeEnum != TlcModule.DataKind.Unknown)
continue;

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
string classBase = "";
if (type.IsSubclassOf(typeof(OneToOneColumn)))
classBase = $" : OneToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
classBase = $" : OneToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
else if (type.IsSubclassOf(typeof(ManyToOneColumn)))
classBase = $" : ManyToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
classBase = $" : ManyToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, type, catalog, _typesSymbolTable);
GenerateInputFields(writer, type, catalog, TypesSymbolTable);
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -858,12 +858,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand All@@ -872,12 +872,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -905,12 +905,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -942,10 +942,10 @@ private void GenerateInput(IndentingTextWriter writer,
foreach (var line in entryPointInfo.Description.Split(new[] { Environment.NewLine }, StringSplitOptions.RemoveEmptyEntries))
writer.WriteLine($"/// {line}");
writer.WriteLine("/// </summary>");
if(entryPointInfo.ObsoleteAttribute != null)

if(entryPointInfo.ObsoleteAttribute != null)
writer.WriteLine($"[Obsolete(\"{entryPointInfo.ObsoleteAttribute.Message}\")]");

writer.WriteLine($"public sealed partial class {classAndMethod.Item2}{classBase}");
writer.WriteLine("{");
writer.Indent();
Expand All@@ -955,7 +955,7 @@ private void GenerateInput(IndentingTextWriter writer,

GenerateColumnAddMethods(writer, entryPointInfo.InputType, catalog, classAndMethod.Item2, out Type transformType);
writer.WriteLine();
GenerateInputFields(writer, entryPointInfo.InputType, catalog, _typesSymbolTable);
GenerateInputFields(writer, entryPointInfo.InputType, catalog, TypesSymbolTable);
writer.WriteLine();

GenerateOutput(writer, entryPointInfo, out HashSet<string> outputVariableNames);
Expand DownExpand Up@@ -1191,7 +1191,7 @@ private void GenerateComponent(IndentingTextWriter writer, ModuleCatalog.Compone
writer.WriteLine($"public sealed class {GeneratorUtils.GetComponentName(component)} : {component.Kind}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, component.ArgumentType, catalog, _typesSymbolTable, "Microsoft.ML.");
GenerateInputFields(writer, component.ArgumentType, catalog, TypesSymbolTable, "Microsoft.ML.");
writer.WriteLine($"internal override string ComponentName => \"{component.Name}\";");
writer.Outdent();
writer.WriteLine("}");
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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6 changes: 3 additions & 3 deletions src/Microsoft.ML.Core/EntryPoints/ModuleCatalog.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -51,7 +51,7 @@ public sealed class EntryPointInfo
public readonly Type[] OutputKinds;
public readonly ObsoleteAttribute ObsoleteAttribute;

internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
TlcModule.EntryPointAttribute attribute, ObsoleteAttribute obsoleteAttribute)
{
Contracts.AssertValueOrNull(ectx);
Expand DownExpand Up@@ -187,7 +187,7 @@ private ModuleCatalog(IExceptionContext ectx)
if (attr == null)
continue;

var info = new EntryPointInfo(ectx, methodInfo, attr,
var info = new EntryPointInfo(ectx, methodInfo, attr,
methodInfo.GetCustomAttributes(typeof(ObsoleteAttribute), false).FirstOrDefault() as ObsoleteAttribute);

entryPoints.Add(info);
Expand DownExpand Up@@ -315,7 +315,7 @@ public bool TryFindComponent(Type interfaceType, Type argumentType, out Componen
Contracts.CheckParam(interfaceType.IsInterface, nameof(interfaceType), "Must be interface");
Contracts.CheckValue(argumentType, nameof(argumentType));

component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
return component != null;
}

Expand Down
5 changes: 1 addition & 4 deletions src/Microsoft.ML.Data/EntryPoints/ScoreModel.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -72,11 +72,8 @@ public static Output Score(IHostEnvironment env, Input input)
host.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);


IPredictor predictor;
var inputData = input.Data;
RoleMappedData data;
input.PredictorModel.PrepareData(host, inputData, out data, out predictor);
input.PredictorModel.PrepareData(host, inputData, out RoleMappedData data, out IPredictor predictor);

IDataView scoredPipe;
using (var ch = host.Start("Creating scoring pipeline"))
Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML.PipelineInference/AutoInference.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -353,7 +353,7 @@ private void ProcessPipeline(Sweeper.Algorithms.SweeperProbabilityUtils utils, S
testMetricVal += 1e-10;

// Save performance score
candidate.PerformanceSummary =
candidate.PerformanceSummary =
new RunSummary(testMetricVal, randomizedNumberOfRows, stopwatch.ElapsedMilliseconds, trainMetricVal);
_sortedSampledElements.Add(candidate.PerformanceSummary.MetricValue, candidate);
_history.Add(candidate);
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML.PipelineInference/AutoMlUtils.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,7 +15,7 @@ namespace Microsoft.ML.Runtime.PipelineInference
{
public static class AutoMlUtils
{
public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result, string columnName)
public static double ExtractValueFromIdv(IHostEnvironment env, IDataView result, string columnName)
{
Contracts.CheckValue(env, nameof(env));
env.CheckValue(result, nameof(result));
Expand All@@ -40,8 +40,8 @@ public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result,

public static AutoInference.RunSummary ExtractRunSummary(IHostEnvironment env, IDataView result, string metricColumnName, IDataView trainResult = null)
{
double testingMetricValue = ExtractValueFromIDV(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIDV(env, trainResult, metricColumnName) : double.MinValue;
double testingMetricValue = ExtractValueFromIdv(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIdv(env, trainResult, metricColumnName) : double.MinValue;
return new AutoInference.RunSummary(testingMetricValue, 0, 0, trainingMetricValue);
}

Expand Down
4 changes: 2 additions & 2 deletions src/Microsoft.ML.PipelineInference/PipelinePattern.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -213,8 +213,8 @@ public void RunTrainTestExperiment(IDataView trainData, IDataView testData,

var dataOut = experiment.GetOutput(trainTestOutput.OverallMetrics);
var dataOutTraining = experiment.GetOutput(trainTestOutput.TrainingOverallMetrics);
testMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOutTraining, metric.Name);
testMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOutTraining, metric.Name);
}

public static PipelineResultRow[] ExtractResults(IHostEnvironment env, IDataView data,
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -256,7 +256,6 @@ public static ArrayITransformModelOutput MakeArray(IHostEnvironment env, ArrayIT
return result;
}


public sealed class ArrayIDataViewInput
{
[Argument(ArgumentType.Required, HelpText = "The data sets", SortOrder = 1)]
Expand Down
5 changes: 2 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/CrossValidationMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -31,7 +31,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "The transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -104,7 +104,6 @@ public sealed class Output
public IDataView ConfusionMatrix;
}


public sealed class CombineMetricsInput
{
[Argument(ArgumentType.Multiple, HelpText = "Overall metrics datasets", SortOrder = 1)]
Expand DownExpand Up@@ -219,7 +218,7 @@ public static CommonOutputs.MacroOutput<Output> CrossValidate(
}
else
args.Outputs.TransformModel = null;

// Set train/test trainer kind to match.
args.Kind = input.Kind;

Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML/Runtime/EntryPoints/ImportTextData.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -64,7 +64,7 @@ public static Output TextLoader(IHostEnvironment env, LoaderInput input)
var host = env.Register("ImportTextData");
env.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
return new Output { Data = loader };
}
}
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/TrainTestMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -26,7 +26,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "Transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -130,7 +130,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
if (!subGraphRunContext.TryGetVariable(varName, out dataVariable))
throw env.Except($"Invalid variable name '{varName}'.");

string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
node.GetOutputVariableName(nameof(Output.PredictorModel));

foreach (var subGraphNode in subGraphNodes)
Expand DownExpand Up@@ -249,7 +249,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
var evalInputOutputTraining = MacroUtils.GetEvaluatorInputOutput(input.Kind, settings);
var evalNodeTraining = evalInputOutputTraining.Item1;
var evalOutputTraining = evalInputOutputTraining.Item2;
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
scoreNodeTrainingOutput.ScoredData.VarName;

if (node.OutputMap.TryGetValue(nameof(Output.TrainingWarnings), out outVariableName))
Expand Down
50 changes: 25 additions & 25 deletions src/Microsoft.ML/Runtime/Internal/Tools/CSharpApiGenerator.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -408,7 +408,7 @@ public static string GetJsonFromField(string fieldName, Type fieldType)
private readonly string _regenerate;
private readonly HashSet<string> _excludedSet;
private const string RegistrationName = "CSharpApiGenerator";
public Dictionary<string, string> _typesSymbolTable = new Dictionary<string, string>();
public Dictionary<string, string> TypesSymbolTable = new Dictionary<string, string>();

public CSharpApiGenerator(IHostEnvironment env, Arguments args, string regenerate)
{
Expand DownExpand Up@@ -612,7 +612,7 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu
if (type.IsGenericType && type.GetGenericTypeDefinition() == typeof(Optional<>))
type = type.GetGenericArguments()[0];

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

if (!type.IsEnum)
Expand All@@ -625,13 +625,13 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu

var enumType = Enum.GetUnderlyingType(type);

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
if (enumType == typeof(int))
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
else
{
Contracts.Assert(enumType == typeof(byte));
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
}

writer.Write("{");
Expand DownExpand Up@@ -707,19 +707,19 @@ private void GenerateStructs(IndentingTextWriter writer,
if (typeEnum != TlcModule.DataKind.Unknown)
continue;

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
string classBase = "";
if (type.IsSubclassOf(typeof(OneToOneColumn)))
classBase = $" : OneToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
classBase = $" : OneToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
else if (type.IsSubclassOf(typeof(ManyToOneColumn)))
classBase = $" : ManyToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
classBase = $" : ManyToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, type, catalog, _typesSymbolTable);
GenerateInputFields(writer, type, catalog, TypesSymbolTable);
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -858,12 +858,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand All@@ -872,12 +872,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -905,12 +905,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -942,10 +942,10 @@ private void GenerateInput(IndentingTextWriter writer,
foreach (var line in entryPointInfo.Description.Split(new[] { Environment.NewLine }, StringSplitOptions.RemoveEmptyEntries))
writer.WriteLine($"/// {line}");
writer.WriteLine("/// </summary>");
if(entryPointInfo.ObsoleteAttribute != null)

if(entryPointInfo.ObsoleteAttribute != null)
writer.WriteLine($"[Obsolete(\"{entryPointInfo.ObsoleteAttribute.Message}\")]");

writer.WriteLine($"public sealed partial class {classAndMethod.Item2}{classBase}");
writer.WriteLine("{");
writer.Indent();
Expand All@@ -955,7 +955,7 @@ private void GenerateInput(IndentingTextWriter writer,

GenerateColumnAddMethods(writer, entryPointInfo.InputType, catalog, classAndMethod.Item2, out Type transformType);
writer.WriteLine();
GenerateInputFields(writer, entryPointInfo.InputType, catalog, _typesSymbolTable);
GenerateInputFields(writer, entryPointInfo.InputType, catalog, TypesSymbolTable);
writer.WriteLine();

GenerateOutput(writer, entryPointInfo, out HashSet<string> outputVariableNames);
Expand DownExpand Up@@ -1191,7 +1191,7 @@ private void GenerateComponent(IndentingTextWriter writer, ModuleCatalog.Compone
writer.WriteLine($"public sealed class {GeneratorUtils.GetComponentName(component)} : {component.Kind}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, component.ArgumentType, catalog, _typesSymbolTable, "Microsoft.ML.");
GenerateInputFields(writer, component.ArgumentType, catalog, TypesSymbolTable, "Microsoft.ML.");
writer.WriteLine($"internal override string ComponentName => \"{component.Name}\";");
writer.Outdent();
writer.WriteLine("}");
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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6 changes: 3 additions & 3 deletions src/Microsoft.ML.Core/EntryPoints/ModuleCatalog.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -51,7 +51,7 @@ public sealed class EntryPointInfo
public readonly Type[] OutputKinds;
public readonly ObsoleteAttribute ObsoleteAttribute;

internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
TlcModule.EntryPointAttribute attribute, ObsoleteAttribute obsoleteAttribute)
{
Contracts.AssertValueOrNull(ectx);
Expand DownExpand Up@@ -187,7 +187,7 @@ private ModuleCatalog(IExceptionContext ectx)
if (attr == null)
continue;

var info = new EntryPointInfo(ectx, methodInfo, attr,
var info = new EntryPointInfo(ectx, methodInfo, attr,
methodInfo.GetCustomAttributes(typeof(ObsoleteAttribute), false).FirstOrDefault() as ObsoleteAttribute);

entryPoints.Add(info);
Expand DownExpand Up@@ -315,7 +315,7 @@ public bool TryFindComponent(Type interfaceType, Type argumentType, out Componen
Contracts.CheckParam(interfaceType.IsInterface, nameof(interfaceType), "Must be interface");
Contracts.CheckValue(argumentType, nameof(argumentType));

component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
return component != null;
}

Expand Down
5 changes: 1 addition & 4 deletions src/Microsoft.ML.Data/EntryPoints/ScoreModel.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -72,11 +72,8 @@ public static Output Score(IHostEnvironment env, Input input)
host.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);


IPredictor predictor;
var inputData = input.Data;
RoleMappedData data;
input.PredictorModel.PrepareData(host, inputData, out data, out predictor);
input.PredictorModel.PrepareData(host, inputData, out RoleMappedData data, out IPredictor predictor);

IDataView scoredPipe;
using (var ch = host.Start("Creating scoring pipeline"))
Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML.PipelineInference/AutoInference.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -353,7 +353,7 @@ private void ProcessPipeline(Sweeper.Algorithms.SweeperProbabilityUtils utils, S
testMetricVal += 1e-10;

// Save performance score
candidate.PerformanceSummary =
candidate.PerformanceSummary =
new RunSummary(testMetricVal, randomizedNumberOfRows, stopwatch.ElapsedMilliseconds, trainMetricVal);
_sortedSampledElements.Add(candidate.PerformanceSummary.MetricValue, candidate);
_history.Add(candidate);
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML.PipelineInference/AutoMlUtils.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,7 +15,7 @@ namespace Microsoft.ML.Runtime.PipelineInference
{
public static class AutoMlUtils
{
public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result, string columnName)
public static double ExtractValueFromIdv(IHostEnvironment env, IDataView result, string columnName)
{
Contracts.CheckValue(env, nameof(env));
env.CheckValue(result, nameof(result));
Expand All@@ -40,8 +40,8 @@ public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result,

public static AutoInference.RunSummary ExtractRunSummary(IHostEnvironment env, IDataView result, string metricColumnName, IDataView trainResult = null)
{
double testingMetricValue = ExtractValueFromIDV(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIDV(env, trainResult, metricColumnName) : double.MinValue;
double testingMetricValue = ExtractValueFromIdv(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIdv(env, trainResult, metricColumnName) : double.MinValue;
return new AutoInference.RunSummary(testingMetricValue, 0, 0, trainingMetricValue);
}

Expand Down
4 changes: 2 additions & 2 deletions src/Microsoft.ML.PipelineInference/PipelinePattern.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -213,8 +213,8 @@ public void RunTrainTestExperiment(IDataView trainData, IDataView testData,

var dataOut = experiment.GetOutput(trainTestOutput.OverallMetrics);
var dataOutTraining = experiment.GetOutput(trainTestOutput.TrainingOverallMetrics);
testMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOutTraining, metric.Name);
testMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOutTraining, metric.Name);
}

public static PipelineResultRow[] ExtractResults(IHostEnvironment env, IDataView data,
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -256,7 +256,6 @@ public static ArrayITransformModelOutput MakeArray(IHostEnvironment env, ArrayIT
return result;
}


public sealed class ArrayIDataViewInput
{
[Argument(ArgumentType.Required, HelpText = "The data sets", SortOrder = 1)]
Expand Down
5 changes: 2 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/CrossValidationMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -31,7 +31,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "The transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -104,7 +104,6 @@ public sealed class Output
public IDataView ConfusionMatrix;
}


public sealed class CombineMetricsInput
{
[Argument(ArgumentType.Multiple, HelpText = "Overall metrics datasets", SortOrder = 1)]
Expand DownExpand Up@@ -219,7 +218,7 @@ public static CommonOutputs.MacroOutput<Output> CrossValidate(
}
else
args.Outputs.TransformModel = null;

// Set train/test trainer kind to match.
args.Kind = input.Kind;

Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML/Runtime/EntryPoints/ImportTextData.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -64,7 +64,7 @@ public static Output TextLoader(IHostEnvironment env, LoaderInput input)
var host = env.Register("ImportTextData");
env.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
return new Output { Data = loader };
}
}
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/TrainTestMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -26,7 +26,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "Transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -130,7 +130,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
if (!subGraphRunContext.TryGetVariable(varName, out dataVariable))
throw env.Except($"Invalid variable name '{varName}'.");

string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
node.GetOutputVariableName(nameof(Output.PredictorModel));

foreach (var subGraphNode in subGraphNodes)
Expand DownExpand Up@@ -249,7 +249,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
var evalInputOutputTraining = MacroUtils.GetEvaluatorInputOutput(input.Kind, settings);
var evalNodeTraining = evalInputOutputTraining.Item1;
var evalOutputTraining = evalInputOutputTraining.Item2;
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
scoreNodeTrainingOutput.ScoredData.VarName;

if (node.OutputMap.TryGetValue(nameof(Output.TrainingWarnings), out outVariableName))
Expand Down
50 changes: 25 additions & 25 deletions src/Microsoft.ML/Runtime/Internal/Tools/CSharpApiGenerator.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -408,7 +408,7 @@ public static string GetJsonFromField(string fieldName, Type fieldType)
private readonly string _regenerate;
private readonly HashSet<string> _excludedSet;
private const string RegistrationName = "CSharpApiGenerator";
public Dictionary<string, string> _typesSymbolTable = new Dictionary<string, string>();
public Dictionary<string, string> TypesSymbolTable = new Dictionary<string, string>();

public CSharpApiGenerator(IHostEnvironment env, Arguments args, string regenerate)
{
Expand DownExpand Up@@ -612,7 +612,7 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu
if (type.IsGenericType && type.GetGenericTypeDefinition() == typeof(Optional<>))
type = type.GetGenericArguments()[0];

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

if (!type.IsEnum)
Expand All@@ -625,13 +625,13 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu

var enumType = Enum.GetUnderlyingType(type);

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
if (enumType == typeof(int))
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
else
{
Contracts.Assert(enumType == typeof(byte));
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
}

writer.Write("{");
Expand DownExpand Up@@ -707,19 +707,19 @@ private void GenerateStructs(IndentingTextWriter writer,
if (typeEnum != TlcModule.DataKind.Unknown)
continue;

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
string classBase = "";
if (type.IsSubclassOf(typeof(OneToOneColumn)))
classBase = $" : OneToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
classBase = $" : OneToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
else if (type.IsSubclassOf(typeof(ManyToOneColumn)))
classBase = $" : ManyToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
classBase = $" : ManyToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, type, catalog, _typesSymbolTable);
GenerateInputFields(writer, type, catalog, TypesSymbolTable);
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -858,12 +858,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand All@@ -872,12 +872,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -905,12 +905,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -942,10 +942,10 @@ private void GenerateInput(IndentingTextWriter writer,
foreach (var line in entryPointInfo.Description.Split(new[] { Environment.NewLine }, StringSplitOptions.RemoveEmptyEntries))
writer.WriteLine($"/// {line}");
writer.WriteLine("/// </summary>");
if(entryPointInfo.ObsoleteAttribute != null)

if(entryPointInfo.ObsoleteAttribute != null)
writer.WriteLine($"[Obsolete(\"{entryPointInfo.ObsoleteAttribute.Message}\")]");

writer.WriteLine($"public sealed partial class {classAndMethod.Item2}{classBase}");
writer.WriteLine("{");
writer.Indent();
Expand All@@ -955,7 +955,7 @@ private void GenerateInput(IndentingTextWriter writer,

GenerateColumnAddMethods(writer, entryPointInfo.InputType, catalog, classAndMethod.Item2, out Type transformType);
writer.WriteLine();
GenerateInputFields(writer, entryPointInfo.InputType, catalog, _typesSymbolTable);
GenerateInputFields(writer, entryPointInfo.InputType, catalog, TypesSymbolTable);
writer.WriteLine();

GenerateOutput(writer, entryPointInfo, out HashSet<string> outputVariableNames);
Expand DownExpand Up@@ -1191,7 +1191,7 @@ private void GenerateComponent(IndentingTextWriter writer, ModuleCatalog.Compone
writer.WriteLine($"public sealed class {GeneratorUtils.GetComponentName(component)} : {component.Kind}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, component.ArgumentType, catalog, _typesSymbolTable, "Microsoft.ML.");
GenerateInputFields(writer, component.ArgumentType, catalog, TypesSymbolTable, "Microsoft.ML.");
writer.WriteLine($"internal override string ComponentName => \"{component.Name}\";");
writer.Outdent();
writer.WriteLine("}");
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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6 changes: 3 additions & 3 deletions src/Microsoft.ML.Core/EntryPoints/ModuleCatalog.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -51,7 +51,7 @@ public sealed class EntryPointInfo
public readonly Type[] OutputKinds;
public readonly ObsoleteAttribute ObsoleteAttribute;

internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
TlcModule.EntryPointAttribute attribute, ObsoleteAttribute obsoleteAttribute)
{
Contracts.AssertValueOrNull(ectx);
Expand DownExpand Up@@ -187,7 +187,7 @@ private ModuleCatalog(IExceptionContext ectx)
if (attr == null)
continue;

var info = new EntryPointInfo(ectx, methodInfo, attr,
var info = new EntryPointInfo(ectx, methodInfo, attr,
methodInfo.GetCustomAttributes(typeof(ObsoleteAttribute), false).FirstOrDefault() as ObsoleteAttribute);

entryPoints.Add(info);
Expand DownExpand Up@@ -315,7 +315,7 @@ public bool TryFindComponent(Type interfaceType, Type argumentType, out Componen
Contracts.CheckParam(interfaceType.IsInterface, nameof(interfaceType), "Must be interface");
Contracts.CheckValue(argumentType, nameof(argumentType));

component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
return component != null;
}

Expand Down
5 changes: 1 addition & 4 deletions src/Microsoft.ML.Data/EntryPoints/ScoreModel.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -72,11 +72,8 @@ public static Output Score(IHostEnvironment env, Input input)
host.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);


IPredictor predictor;
var inputData = input.Data;
RoleMappedData data;
input.PredictorModel.PrepareData(host, inputData, out data, out predictor);
input.PredictorModel.PrepareData(host, inputData, out RoleMappedData data, out IPredictor predictor);

IDataView scoredPipe;
using (var ch = host.Start("Creating scoring pipeline"))
Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML.PipelineInference/AutoInference.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -353,7 +353,7 @@ private void ProcessPipeline(Sweeper.Algorithms.SweeperProbabilityUtils utils, S
testMetricVal += 1e-10;

// Save performance score
candidate.PerformanceSummary =
candidate.PerformanceSummary =
new RunSummary(testMetricVal, randomizedNumberOfRows, stopwatch.ElapsedMilliseconds, trainMetricVal);
_sortedSampledElements.Add(candidate.PerformanceSummary.MetricValue, candidate);
_history.Add(candidate);
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML.PipelineInference/AutoMlUtils.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,7 +15,7 @@ namespace Microsoft.ML.Runtime.PipelineInference
{
public static class AutoMlUtils
{
public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result, string columnName)
public static double ExtractValueFromIdv(IHostEnvironment env, IDataView result, string columnName)
{
Contracts.CheckValue(env, nameof(env));
env.CheckValue(result, nameof(result));
Expand All@@ -40,8 +40,8 @@ public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result,

public static AutoInference.RunSummary ExtractRunSummary(IHostEnvironment env, IDataView result, string metricColumnName, IDataView trainResult = null)
{
double testingMetricValue = ExtractValueFromIDV(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIDV(env, trainResult, metricColumnName) : double.MinValue;
double testingMetricValue = ExtractValueFromIdv(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIdv(env, trainResult, metricColumnName) : double.MinValue;
return new AutoInference.RunSummary(testingMetricValue, 0, 0, trainingMetricValue);
}

Expand Down
4 changes: 2 additions & 2 deletions src/Microsoft.ML.PipelineInference/PipelinePattern.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -213,8 +213,8 @@ public void RunTrainTestExperiment(IDataView trainData, IDataView testData,

var dataOut = experiment.GetOutput(trainTestOutput.OverallMetrics);
var dataOutTraining = experiment.GetOutput(trainTestOutput.TrainingOverallMetrics);
testMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOutTraining, metric.Name);
testMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOutTraining, metric.Name);
}

public static PipelineResultRow[] ExtractResults(IHostEnvironment env, IDataView data,
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -256,7 +256,6 @@ public static ArrayITransformModelOutput MakeArray(IHostEnvironment env, ArrayIT
return result;
}


public sealed class ArrayIDataViewInput
{
[Argument(ArgumentType.Required, HelpText = "The data sets", SortOrder = 1)]
Expand Down
5 changes: 2 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/CrossValidationMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -31,7 +31,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "The transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -104,7 +104,6 @@ public sealed class Output
public IDataView ConfusionMatrix;
}


public sealed class CombineMetricsInput
{
[Argument(ArgumentType.Multiple, HelpText = "Overall metrics datasets", SortOrder = 1)]
Expand DownExpand Up@@ -219,7 +218,7 @@ public static CommonOutputs.MacroOutput<Output> CrossValidate(
}
else
args.Outputs.TransformModel = null;

// Set train/test trainer kind to match.
args.Kind = input.Kind;

Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML/Runtime/EntryPoints/ImportTextData.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -64,7 +64,7 @@ public static Output TextLoader(IHostEnvironment env, LoaderInput input)
var host = env.Register("ImportTextData");
env.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
return new Output { Data = loader };
}
}
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/TrainTestMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -26,7 +26,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "Transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -130,7 +130,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
if (!subGraphRunContext.TryGetVariable(varName, out dataVariable))
throw env.Except($"Invalid variable name '{varName}'.");

string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
node.GetOutputVariableName(nameof(Output.PredictorModel));

foreach (var subGraphNode in subGraphNodes)
Expand DownExpand Up@@ -249,7 +249,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
var evalInputOutputTraining = MacroUtils.GetEvaluatorInputOutput(input.Kind, settings);
var evalNodeTraining = evalInputOutputTraining.Item1;
var evalOutputTraining = evalInputOutputTraining.Item2;
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
scoreNodeTrainingOutput.ScoredData.VarName;

if (node.OutputMap.TryGetValue(nameof(Output.TrainingWarnings), out outVariableName))
Expand Down
50 changes: 25 additions & 25 deletions src/Microsoft.ML/Runtime/Internal/Tools/CSharpApiGenerator.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -408,7 +408,7 @@ public static string GetJsonFromField(string fieldName, Type fieldType)
private readonly string _regenerate;
private readonly HashSet<string> _excludedSet;
private const string RegistrationName = "CSharpApiGenerator";
public Dictionary<string, string> _typesSymbolTable = new Dictionary<string, string>();
public Dictionary<string, string> TypesSymbolTable = new Dictionary<string, string>();

public CSharpApiGenerator(IHostEnvironment env, Arguments args, string regenerate)
{
Expand DownExpand Up@@ -612,7 +612,7 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu
if (type.IsGenericType && type.GetGenericTypeDefinition() == typeof(Optional<>))
type = type.GetGenericArguments()[0];

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

if (!type.IsEnum)
Expand All@@ -625,13 +625,13 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu

var enumType = Enum.GetUnderlyingType(type);

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
if (enumType == typeof(int))
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
else
{
Contracts.Assert(enumType == typeof(byte));
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
}

writer.Write("{");
Expand DownExpand Up@@ -707,19 +707,19 @@ private void GenerateStructs(IndentingTextWriter writer,
if (typeEnum != TlcModule.DataKind.Unknown)
continue;

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
string classBase = "";
if (type.IsSubclassOf(typeof(OneToOneColumn)))
classBase = $" : OneToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
classBase = $" : OneToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
else if (type.IsSubclassOf(typeof(ManyToOneColumn)))
classBase = $" : ManyToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
classBase = $" : ManyToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, type, catalog, _typesSymbolTable);
GenerateInputFields(writer, type, catalog, TypesSymbolTable);
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -858,12 +858,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand All@@ -872,12 +872,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -905,12 +905,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -942,10 +942,10 @@ private void GenerateInput(IndentingTextWriter writer,
foreach (var line in entryPointInfo.Description.Split(new[] { Environment.NewLine }, StringSplitOptions.RemoveEmptyEntries))
writer.WriteLine($"/// {line}");
writer.WriteLine("/// </summary>");
if(entryPointInfo.ObsoleteAttribute != null)

if(entryPointInfo.ObsoleteAttribute != null)
writer.WriteLine($"[Obsolete(\"{entryPointInfo.ObsoleteAttribute.Message}\")]");

writer.WriteLine($"public sealed partial class {classAndMethod.Item2}{classBase}");
writer.WriteLine("{");
writer.Indent();
Expand All@@ -955,7 +955,7 @@ private void GenerateInput(IndentingTextWriter writer,

GenerateColumnAddMethods(writer, entryPointInfo.InputType, catalog, classAndMethod.Item2, out Type transformType);
writer.WriteLine();
GenerateInputFields(writer, entryPointInfo.InputType, catalog, _typesSymbolTable);
GenerateInputFields(writer, entryPointInfo.InputType, catalog, TypesSymbolTable);
writer.WriteLine();

GenerateOutput(writer, entryPointInfo, out HashSet<string> outputVariableNames);
Expand DownExpand Up@@ -1191,7 +1191,7 @@ private void GenerateComponent(IndentingTextWriter writer, ModuleCatalog.Compone
writer.WriteLine($"public sealed class {GeneratorUtils.GetComponentName(component)} : {component.Kind}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, component.ArgumentType, catalog, _typesSymbolTable, "Microsoft.ML.");
GenerateInputFields(writer, component.ArgumentType, catalog, TypesSymbolTable, "Microsoft.ML.");
writer.WriteLine($"internal override string ComponentName => \"{component.Name}\";");
writer.Outdent();
writer.WriteLine("}");
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
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6 changes: 3 additions & 3 deletions src/Microsoft.ML.Core/EntryPoints/ModuleCatalog.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -51,7 +51,7 @@ public sealed class EntryPointInfo
public readonly Type[] OutputKinds;
public readonly ObsoleteAttribute ObsoleteAttribute;

internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
TlcModule.EntryPointAttribute attribute, ObsoleteAttribute obsoleteAttribute)
{
Contracts.AssertValueOrNull(ectx);
Expand DownExpand Up@@ -187,7 +187,7 @@ private ModuleCatalog(IExceptionContext ectx)
if (attr == null)
continue;

var info = new EntryPointInfo(ectx, methodInfo, attr,
var info = new EntryPointInfo(ectx, methodInfo, attr,
methodInfo.GetCustomAttributes(typeof(ObsoleteAttribute), false).FirstOrDefault() as ObsoleteAttribute);

entryPoints.Add(info);
Expand DownExpand Up@@ -315,7 +315,7 @@ public bool TryFindComponent(Type interfaceType, Type argumentType, out Componen
Contracts.CheckParam(interfaceType.IsInterface, nameof(interfaceType), "Must be interface");
Contracts.CheckValue(argumentType, nameof(argumentType));

component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
return component != null;
}

Expand Down
5 changes: 1 addition & 4 deletions src/Microsoft.ML.Data/EntryPoints/ScoreModel.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -72,11 +72,8 @@ public static Output Score(IHostEnvironment env, Input input)
host.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);


IPredictor predictor;
var inputData = input.Data;
RoleMappedData data;
input.PredictorModel.PrepareData(host, inputData, out data, out predictor);
input.PredictorModel.PrepareData(host, inputData, out RoleMappedData data, out IPredictor predictor);

IDataView scoredPipe;
using (var ch = host.Start("Creating scoring pipeline"))
Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML.PipelineInference/AutoInference.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -353,7 +353,7 @@ private void ProcessPipeline(Sweeper.Algorithms.SweeperProbabilityUtils utils, S
testMetricVal += 1e-10;

// Save performance score
candidate.PerformanceSummary =
candidate.PerformanceSummary =
new RunSummary(testMetricVal, randomizedNumberOfRows, stopwatch.ElapsedMilliseconds, trainMetricVal);
_sortedSampledElements.Add(candidate.PerformanceSummary.MetricValue, candidate);
_history.Add(candidate);
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML.PipelineInference/AutoMlUtils.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,7 +15,7 @@ namespace Microsoft.ML.Runtime.PipelineInference
{
public static class AutoMlUtils
{
public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result, string columnName)
public static double ExtractValueFromIdv(IHostEnvironment env, IDataView result, string columnName)
{
Contracts.CheckValue(env, nameof(env));
env.CheckValue(result, nameof(result));
Expand All@@ -40,8 +40,8 @@ public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result,

public static AutoInference.RunSummary ExtractRunSummary(IHostEnvironment env, IDataView result, string metricColumnName, IDataView trainResult = null)
{
double testingMetricValue = ExtractValueFromIDV(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIDV(env, trainResult, metricColumnName) : double.MinValue;
double testingMetricValue = ExtractValueFromIdv(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIdv(env, trainResult, metricColumnName) : double.MinValue;
return new AutoInference.RunSummary(testingMetricValue, 0, 0, trainingMetricValue);
}

Expand Down
4 changes: 2 additions & 2 deletions src/Microsoft.ML.PipelineInference/PipelinePattern.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -213,8 +213,8 @@ public void RunTrainTestExperiment(IDataView trainData, IDataView testData,

var dataOut = experiment.GetOutput(trainTestOutput.OverallMetrics);
var dataOutTraining = experiment.GetOutput(trainTestOutput.TrainingOverallMetrics);
testMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOutTraining, metric.Name);
testMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOutTraining, metric.Name);
}

public static PipelineResultRow[] ExtractResults(IHostEnvironment env, IDataView data,
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -256,7 +256,6 @@ public static ArrayITransformModelOutput MakeArray(IHostEnvironment env, ArrayIT
return result;
}


public sealed class ArrayIDataViewInput
{
[Argument(ArgumentType.Required, HelpText = "The data sets", SortOrder = 1)]
Expand Down
5 changes: 2 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/CrossValidationMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -31,7 +31,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "The transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -104,7 +104,6 @@ public sealed class Output
public IDataView ConfusionMatrix;
}


public sealed class CombineMetricsInput
{
[Argument(ArgumentType.Multiple, HelpText = "Overall metrics datasets", SortOrder = 1)]
Expand DownExpand Up@@ -219,7 +218,7 @@ public static CommonOutputs.MacroOutput<Output> CrossValidate(
}
else
args.Outputs.TransformModel = null;

// Set train/test trainer kind to match.
args.Kind = input.Kind;

Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML/Runtime/EntryPoints/ImportTextData.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -64,7 +64,7 @@ public static Output TextLoader(IHostEnvironment env, LoaderInput input)
var host = env.Register("ImportTextData");
env.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
return new Output { Data = loader };
}
}
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/TrainTestMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -26,7 +26,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "Transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -130,7 +130,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
if (!subGraphRunContext.TryGetVariable(varName, out dataVariable))
throw env.Except($"Invalid variable name '{varName}'.");

string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
node.GetOutputVariableName(nameof(Output.PredictorModel));

foreach (var subGraphNode in subGraphNodes)
Expand DownExpand Up@@ -249,7 +249,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
var evalInputOutputTraining = MacroUtils.GetEvaluatorInputOutput(input.Kind, settings);
var evalNodeTraining = evalInputOutputTraining.Item1;
var evalOutputTraining = evalInputOutputTraining.Item2;
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
scoreNodeTrainingOutput.ScoredData.VarName;

if (node.OutputMap.TryGetValue(nameof(Output.TrainingWarnings), out outVariableName))
Expand Down
50 changes: 25 additions & 25 deletions src/Microsoft.ML/Runtime/Internal/Tools/CSharpApiGenerator.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -408,7 +408,7 @@ public static string GetJsonFromField(string fieldName, Type fieldType)
private readonly string _regenerate;
private readonly HashSet<string> _excludedSet;
private const string RegistrationName = "CSharpApiGenerator";
public Dictionary<string, string> _typesSymbolTable = new Dictionary<string, string>();
public Dictionary<string, string> TypesSymbolTable = new Dictionary<string, string>();

public CSharpApiGenerator(IHostEnvironment env, Arguments args, string regenerate)
{
Expand DownExpand Up@@ -612,7 +612,7 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu
if (type.IsGenericType && type.GetGenericTypeDefinition() == typeof(Optional<>))
type = type.GetGenericArguments()[0];

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

if (!type.IsEnum)
Expand All@@ -625,13 +625,13 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu

var enumType = Enum.GetUnderlyingType(type);

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
if (enumType == typeof(int))
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
else
{
Contracts.Assert(enumType == typeof(byte));
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
}

writer.Write("{");
Expand DownExpand Up@@ -707,19 +707,19 @@ private void GenerateStructs(IndentingTextWriter writer,
if (typeEnum != TlcModule.DataKind.Unknown)
continue;

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
string classBase = "";
if (type.IsSubclassOf(typeof(OneToOneColumn)))
classBase = $" : OneToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
classBase = $" : OneToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
else if (type.IsSubclassOf(typeof(ManyToOneColumn)))
classBase = $" : ManyToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
classBase = $" : ManyToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, type, catalog, _typesSymbolTable);
GenerateInputFields(writer, type, catalog, TypesSymbolTable);
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -858,12 +858,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand All@@ -872,12 +872,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -905,12 +905,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -942,10 +942,10 @@ private void GenerateInput(IndentingTextWriter writer,
foreach (var line in entryPointInfo.Description.Split(new[] { Environment.NewLine }, StringSplitOptions.RemoveEmptyEntries))
writer.WriteLine($"/// {line}");
writer.WriteLine("/// </summary>");
if(entryPointInfo.ObsoleteAttribute != null)

if(entryPointInfo.ObsoleteAttribute != null)
writer.WriteLine($"[Obsolete(\"{entryPointInfo.ObsoleteAttribute.Message}\")]");

writer.WriteLine($"public sealed partial class {classAndMethod.Item2}{classBase}");
writer.WriteLine("{");
writer.Indent();
Expand All@@ -955,7 +955,7 @@ private void GenerateInput(IndentingTextWriter writer,

GenerateColumnAddMethods(writer, entryPointInfo.InputType, catalog, classAndMethod.Item2, out Type transformType);
writer.WriteLine();
GenerateInputFields(writer, entryPointInfo.InputType, catalog, _typesSymbolTable);
GenerateInputFields(writer, entryPointInfo.InputType, catalog, TypesSymbolTable);
writer.WriteLine();

GenerateOutput(writer, entryPointInfo, out HashSet<string> outputVariableNames);
Expand DownExpand Up@@ -1191,7 +1191,7 @@ private void GenerateComponent(IndentingTextWriter writer, ModuleCatalog.Compone
writer.WriteLine($"public sealed class {GeneratorUtils.GetComponentName(component)} : {component.Kind}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, component.ArgumentType, catalog, _typesSymbolTable, "Microsoft.ML.");
GenerateInputFields(writer, component.ArgumentType, catalog, TypesSymbolTable, "Microsoft.ML.");
writer.WriteLine($"internal override string ComponentName => \"{component.Name}\";");
writer.Outdent();
writer.WriteLine("}");
Expand Down
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
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6 changes: 3 additions & 3 deletions src/Microsoft.ML.Core/EntryPoints/ModuleCatalog.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -51,7 +51,7 @@ public sealed class EntryPointInfo
public readonly Type[] OutputKinds;
public readonly ObsoleteAttribute ObsoleteAttribute;

internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
internal EntryPointInfo(IExceptionContext ectx, MethodInfo method,
TlcModule.EntryPointAttribute attribute, ObsoleteAttribute obsoleteAttribute)
{
Contracts.AssertValueOrNull(ectx);
Expand DownExpand Up@@ -187,7 +187,7 @@ private ModuleCatalog(IExceptionContext ectx)
if (attr == null)
continue;

var info = new EntryPointInfo(ectx, methodInfo, attr,
var info = new EntryPointInfo(ectx, methodInfo, attr,
methodInfo.GetCustomAttributes(typeof(ObsoleteAttribute), false).FirstOrDefault() as ObsoleteAttribute);

entryPoints.Add(info);
Expand DownExpand Up@@ -315,7 +315,7 @@ public bool TryFindComponent(Type interfaceType, Type argumentType, out Componen
Contracts.CheckParam(interfaceType.IsInterface, nameof(interfaceType), "Must be interface");
Contracts.CheckValue(argumentType, nameof(argumentType));

component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
component = _components.FirstOrDefault(x => x.InterfaceType == interfaceType && x.ArgumentType == argumentType);
return component != null;
}

Expand Down
5 changes: 1 addition & 4 deletions src/Microsoft.ML.Data/EntryPoints/ScoreModel.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -72,11 +72,8 @@ public static Output Score(IHostEnvironment env, Input input)
host.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);


IPredictor predictor;
var inputData = input.Data;
RoleMappedData data;
input.PredictorModel.PrepareData(host, inputData, out data, out predictor);
input.PredictorModel.PrepareData(host, inputData, out RoleMappedData data, out IPredictor predictor);

IDataView scoredPipe;
using (var ch = host.Start("Creating scoring pipeline"))
Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML.PipelineInference/AutoInference.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -353,7 +353,7 @@ private void ProcessPipeline(Sweeper.Algorithms.SweeperProbabilityUtils utils, S
testMetricVal += 1e-10;

// Save performance score
candidate.PerformanceSummary =
candidate.PerformanceSummary =
new RunSummary(testMetricVal, randomizedNumberOfRows, stopwatch.ElapsedMilliseconds, trainMetricVal);
_sortedSampledElements.Add(candidate.PerformanceSummary.MetricValue, candidate);
_history.Add(candidate);
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML.PipelineInference/AutoMlUtils.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -15,7 +15,7 @@ namespace Microsoft.ML.Runtime.PipelineInference
{
public static class AutoMlUtils
{
public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result, string columnName)
public static double ExtractValueFromIdv(IHostEnvironment env, IDataView result, string columnName)
{
Contracts.CheckValue(env, nameof(env));
env.CheckValue(result, nameof(result));
Expand All@@ -40,8 +40,8 @@ public static double ExtractValueFromIDV(IHostEnvironment env, IDataView result,

public static AutoInference.RunSummary ExtractRunSummary(IHostEnvironment env, IDataView result, string metricColumnName, IDataView trainResult = null)
{
double testingMetricValue = ExtractValueFromIDV(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIDV(env, trainResult, metricColumnName) : double.MinValue;
double testingMetricValue = ExtractValueFromIdv(env, result, metricColumnName);
double trainingMetricValue = trainResult != null ? ExtractValueFromIdv(env, trainResult, metricColumnName) : double.MinValue;
return new AutoInference.RunSummary(testingMetricValue, 0, 0, trainingMetricValue);
}

Expand Down
4 changes: 2 additions & 2 deletions src/Microsoft.ML.PipelineInference/PipelinePattern.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -213,8 +213,8 @@ public void RunTrainTestExperiment(IDataView trainData, IDataView testData,

var dataOut = experiment.GetOutput(trainTestOutput.OverallMetrics);
var dataOutTraining = experiment.GetOutput(trainTestOutput.TrainingOverallMetrics);
testMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIDV(_env, dataOutTraining, metric.Name);
testMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOut, metric.Name);
trainMetricValue = AutoMlUtils.ExtractValueFromIdv(_env, dataOutTraining, metric.Name);
}

public static PipelineResultRow[] ExtractResults(IHostEnvironment env, IDataView data,
Expand Down
Original file line numberDiff line numberDiff line change
Expand Up@@ -256,7 +256,6 @@ public static ArrayITransformModelOutput MakeArray(IHostEnvironment env, ArrayIT
return result;
}


public sealed class ArrayIDataViewInput
{
[Argument(ArgumentType.Required, HelpText = "The data sets", SortOrder = 1)]
Expand Down
5 changes: 2 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/CrossValidationMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -31,7 +31,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "The transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -104,7 +104,6 @@ public sealed class Output
public IDataView ConfusionMatrix;
}


public sealed class CombineMetricsInput
{
[Argument(ArgumentType.Multiple, HelpText = "Overall metrics datasets", SortOrder = 1)]
Expand DownExpand Up@@ -219,7 +218,7 @@ public static CommonOutputs.MacroOutput<Output> CrossValidate(
}
else
args.Outputs.TransformModel = null;

// Set train/test trainer kind to match.
args.Kind = input.Kind;

Expand Down
2 changes: 1 addition & 1 deletion src/Microsoft.ML/Runtime/EntryPoints/ImportTextData.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -64,7 +64,7 @@ public static Output TextLoader(IHostEnvironment env, LoaderInput input)
var host = env.Register("ImportTextData");
env.CheckValue(input, nameof(input));
EntryPointUtils.CheckInputArgs(host, input);
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
var loader = host.CreateLoader(input.Arguments, new FileHandleSource(input.InputFile));
return new Output { Data = loader };
}
}
Expand Down
6 changes: 3 additions & 3 deletions src/Microsoft.ML/Runtime/EntryPoints/TrainTestMacro.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -26,7 +26,7 @@ public sealed class SubGraphOutput
{
[Argument(ArgumentType.AtMostOnce, HelpText = "The predictor model", SortOrder = 1)]
public Var<IPredictorModel> PredictorModel;

[Argument(ArgumentType.AtMostOnce, HelpText = "Transform model", SortOrder = 2)]
public Var<ITransformModel> TransformModel;
}
Expand DownExpand Up@@ -130,7 +130,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
if (!subGraphRunContext.TryGetVariable(varName, out dataVariable))
throw env.Except($"Invalid variable name '{varName}'.");

string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
string outputVarName = input.Outputs.PredictorModel == null ? node.GetOutputVariableName(nameof(Output.TransformModel)) :
node.GetOutputVariableName(nameof(Output.PredictorModel));

foreach (var subGraphNode in subGraphNodes)
Expand DownExpand Up@@ -249,7 +249,7 @@ public static CommonOutputs.MacroOutput<Output> TrainTest(
var evalInputOutputTraining = MacroUtils.GetEvaluatorInputOutput(input.Kind, settings);
var evalNodeTraining = evalInputOutputTraining.Item1;
var evalOutputTraining = evalInputOutputTraining.Item2;
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
evalNodeTraining.Data.VarName = input.Outputs.PredictorModel == null ? datasetTransformNodeTrainingOutput.OutputData.VarName :
scoreNodeTrainingOutput.ScoredData.VarName;

if (node.OutputMap.TryGetValue(nameof(Output.TrainingWarnings), out outVariableName))
Expand Down
50 changes: 25 additions & 25 deletions src/Microsoft.ML/Runtime/Internal/Tools/CSharpApiGenerator.cs
Original file line numberDiff line numberDiff line change
Expand Up@@ -408,7 +408,7 @@ public static string GetJsonFromField(string fieldName, Type fieldType)
private readonly string _regenerate;
private readonly HashSet<string> _excludedSet;
private const string RegistrationName = "CSharpApiGenerator";
public Dictionary<string, string> _typesSymbolTable = new Dictionary<string, string>();
public Dictionary<string, string> TypesSymbolTable = new Dictionary<string, string>();

public CSharpApiGenerator(IHostEnvironment env, Arguments args, string regenerate)
{
Expand DownExpand Up@@ -612,7 +612,7 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu
if (type.IsGenericType && type.GetGenericTypeDefinition() == typeof(Optional<>))
type = type.GetGenericArguments()[0];

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

if (!type.IsEnum)
Expand All@@ -625,13 +625,13 @@ private void GenerateEnums(IndentingTextWriter writer, Type inputType, string cu

var enumType = Enum.GetUnderlyingType(type);

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
if (enumType == typeof(int))
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}");
else
{
Contracts.Assert(enumType == typeof(byte));
writer.WriteLine($"public enum {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
writer.WriteLine($"public enum {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)} : byte");
}

writer.Write("{");
Expand DownExpand Up@@ -707,19 +707,19 @@ private void GenerateStructs(IndentingTextWriter writer,
if (typeEnum != TlcModule.DataKind.Unknown)
continue;

if (_typesSymbolTable.ContainsKey(type.FullName))
if (TypesSymbolTable.ContainsKey(type.FullName))
continue;

_typesSymbolTable[type.FullName] = GetSymbolFromType(_typesSymbolTable, type, currentNamespace);
TypesSymbolTable[type.FullName] = GetSymbolFromType(TypesSymbolTable, type, currentNamespace);
string classBase = "";
if (type.IsSubclassOf(typeof(OneToOneColumn)))
classBase = $" : OneToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
classBase = $" : OneToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IOneToOneColumn";
else if (type.IsSubclassOf(typeof(ManyToOneColumn)))
classBase = $" : ManyToOneColumn<{_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {_typesSymbolTable[type.FullName].Substring(_typesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
classBase = $" : ManyToOneColumn<{TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}>, IManyToOneColumn";
writer.WriteLine($"public sealed partial class {TypesSymbolTable[type.FullName].Substring(TypesSymbolTable[type.FullName].LastIndexOf('.') + 1)}{classBase}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, type, catalog, _typesSymbolTable);
GenerateInputFields(writer, type, catalog, TypesSymbolTable);
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -858,12 +858,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand All@@ -872,12 +872,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = OneToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = OneToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -905,12 +905,12 @@ private void GenerateColumnAddMethods(IndentingTextWriter writer,
writer.Indent();
if (isArray)
{
writer.WriteLine($"var list = {fieldName} == null ? new List<{_typesSymbolTable[type.FullName]}>() : new List<{_typesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"var list = {fieldName} == null ? new List<{TypesSymbolTable[type.FullName]}>() : new List<{TypesSymbolTable[type.FullName]}>({fieldName});");
writer.WriteLine($"list.Add(ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source));");
writer.WriteLine($"{fieldName} = list.ToArray();");
}
else
writer.WriteLine($"{fieldName} = ManyToOneColumn<{_typesSymbolTable[type.FullName]}>.Create(name, source);");
writer.WriteLine($"{fieldName} = ManyToOneColumn<{TypesSymbolTable[type.FullName]}>.Create(name, source);");
writer.Outdent();
writer.WriteLine("}");
writer.WriteLine();
Expand DownExpand Up@@ -942,10 +942,10 @@ private void GenerateInput(IndentingTextWriter writer,
foreach (var line in entryPointInfo.Description.Split(new[] { Environment.NewLine }, StringSplitOptions.RemoveEmptyEntries))
writer.WriteLine($"/// {line}");
writer.WriteLine("/// </summary>");
if(entryPointInfo.ObsoleteAttribute != null)

if(entryPointInfo.ObsoleteAttribute != null)
writer.WriteLine($"[Obsolete(\"{entryPointInfo.ObsoleteAttribute.Message}\")]");

writer.WriteLine($"public sealed partial class {classAndMethod.Item2}{classBase}");
writer.WriteLine("{");
writer.Indent();
Expand All@@ -955,7 +955,7 @@ private void GenerateInput(IndentingTextWriter writer,

GenerateColumnAddMethods(writer, entryPointInfo.InputType, catalog, classAndMethod.Item2, out Type transformType);
writer.WriteLine();
GenerateInputFields(writer, entryPointInfo.InputType, catalog, _typesSymbolTable);
GenerateInputFields(writer, entryPointInfo.InputType, catalog, TypesSymbolTable);
writer.WriteLine();

GenerateOutput(writer, entryPointInfo, out HashSet<string> outputVariableNames);
Expand DownExpand Up@@ -1191,7 +1191,7 @@ private void GenerateComponent(IndentingTextWriter writer, ModuleCatalog.Compone
writer.WriteLine($"public sealed class {GeneratorUtils.GetComponentName(component)} : {component.Kind}");
writer.WriteLine("{");
writer.Indent();
GenerateInputFields(writer, component.ArgumentType, catalog, _typesSymbolTable, "Microsoft.ML.");
GenerateInputFields(writer, component.ArgumentType, catalog, TypesSymbolTable, "Microsoft.ML.");
writer.WriteLine($"internal override string ComponentName => \"{component.Name}\";");
writer.Outdent();
writer.WriteLine("}");
Expand Down