Machine learning family

Complete API surface of the Beep.Skia.ML assembly: 28 public types with their documented members. Follow the family guide for usage patterns.

Types in this assembly

DataConnector enum
MetricKind enum
MLBatchPredictionNode class
MLCNNNode class
MLControl class
MLCrossValidationNode class
MLDataAugmentationNode class
MLDataSourceNode class
MLDataSplitterNode class
MLEvaluateNode class
MLFeatureEngineeringNode class
MLFramework enum
MLHyperparameterTuningNode class
MLInferenceNode class
MLModelExportNode class
MLModelLoadNode class
MLModelNode class
MLNeuralNetworkNode class
MLPipelineDefinition class
MLPipelineEdge class
MLPipelineExporter class
MLPipelineNode class
MLPreprocessNode class
MLRNNNode class
MLTrainerNode class
MLTransformerNode class
ModelType enum
TransformKind enum

DataConnector (enum)

MetricKind (enum)

MLBatchPredictionNode (class)

Member	Kind	Description
`int BatchSize`	Property	Gets or sets the batch size.
`bool Parallel`	Property	Gets or sets the parallel.
`int MaxWorkers`	Property	Gets or sets the max workers.
`string OutputFormat`	Property	Gets or sets the output format.
`MLBatchPredictionNode()`	Method	Initializes a new instance of the MLBatchPredictionNode class.

MLCNNNode (class)

Member	Kind	Description
`int ConvLayers`	Property	Gets or sets the conv layers.
`string Filters`	Property	Gets or sets the filters.
`string KernelSize`	Property	Gets or sets the kernel size.
`string Pooling`	Property	Gets or sets the pooling.
`bool BatchNormalization`	Property	Gets or sets the batch normalization.
`MLCNNNode()`	Method	Initializes a new instance of the MLCNNNode class.

MLControl (class)

Member	Kind	Description
`SKColor BackgroundColor`	Property	Gets or sets the background color.
`SKColor BorderColor`	Property	Gets or sets the border color.
`float BorderThickness`	Property	Gets or sets the border thickness.
`int InPortCount`	Property	Gets or sets the in port count.
`int OutPortCount`	Property	Gets or sets the out port count.

MLCrossValidationNode (class)

Member	Kind	Description
`int Folds`	Property	Gets or sets the folds.
`string Strategy`	Property	Gets or sets the strategy.
`bool Shuffle`	Property	Gets or sets the shuffle.
`int RandomSeed`	Property	Gets or sets the random seed.
`MLCrossValidationNode()`	Method	Initializes a new instance of the MLCrossValidationNode class.

MLDataAugmentationNode (class)

Member	Kind	Description
`string AugmentationType`	Property	Gets or sets the augmentation type.
`double Intensity`	Property	Gets or sets the intensity.
`bool RandomFlip`	Property	Gets or sets the random flip.
`bool RandomRotation`	Property	Gets or sets the random rotation.
`bool RandomCrop`	Property	Gets or sets the random crop.
`MLDataAugmentationNode()`	Method	Initializes a new instance of the MLDataAugmentationNode class.

MLDataSourceNode (class)

Member	Kind	Description
`string SourceName`	Property	Gets or sets the source name.
`DataConnector Connector`	Property	Gets or sets the connector.
`string Format`	Property	Gets or sets the format.
`MLDataSourceNode()`	Method	Initializes a new instance of the MLDataSourceNode class.

MLDataSplitterNode (class)

Member	Kind	Description
`double TrainRatio`	Property	Gets or sets the train ratio.
`double ValidationRatio`	Property	Gets or sets the validation ratio.
`double TestRatio`	Property	Gets or sets the test ratio.
`bool Shuffle`	Property	Gets or sets the shuffle.
`int RandomSeed`	Property	Gets or sets the random seed.
`bool Stratify`	Property	Gets or sets the stratify.
`MLDataSplitterNode()`	Method	Initializes a new instance of the MLDataSplitterNode class.

MLEvaluateNode (class)

Member	Kind	Description
`string StepName`	Property	Gets or sets the step name.
`MetricKind Metric`	Property	Gets or sets the metric.
`double Threshold`	Property	Gets or sets the threshold.
`MLEvaluateNode()`	Method	Initializes a new instance of the MLEvaluateNode class.

MLFeatureEngineeringNode (class)

Member	Kind	Description
`string Operation`	Property	Gets or sets the operation.
`int Degree`	Property	Gets or sets the degree.
`bool Interactions`	Property	Gets or sets the interactions.
`string Encoding`	Property	Gets or sets the encoding.
`MLFeatureEngineeringNode()`	Method	Initializes a new instance of the MLFeatureEngineeringNode class.

MLFramework (enum)

MLHyperparameterTuningNode (class)

Member	Kind	Description
`string Method`	Property	Gets or sets the method.
`int Iterations`	Property	Gets or sets the iterations.
`string Metric`	Property	Gets or sets the metric.
`bool ParallelExecution`	Property	Gets or sets the parallel execution.
`MLHyperparameterTuningNode()`	Method	Initializes a new instance of the MLHyperparameterTuningNode class.

MLInferenceNode (class)

Member	Kind	Description
`string Mode`	Property	Gets or sets the mode.
`int BatchSize`	Property	Gets or sets the batch size.
`bool Optimize`	Property	Gets or sets the optimize.
`double ConfidenceThreshold`	Property	Gets or sets the confidence threshold.
`MLInferenceNode()`	Method	Initializes a new instance of the MLInferenceNode class.

MLModelExportNode (class)

Member	Kind	Description
`string Format`	Property	Gets or sets the format.
`string OutputPath`	Property	Gets or sets the output path.
`bool Compression`	Property	Gets or sets the compression.
`bool IncludeMetadata`	Property	Gets or sets the include metadata.
`MLModelExportNode()`	Method	Initializes a new instance of the MLModelExportNode class.

MLModelLoadNode (class)

Member	Kind	Description
`string ModelPath`	Property	Gets or sets the model path.
`string Framework`	Property	Gets or sets the framework.
`string Device`	Property	Gets or sets the device.
`bool ValidateModel`	Property	Gets or sets the validate model.
`MLModelLoadNode()`	Method	Initializes a new instance of the MLModelLoadNode class.

MLModelNode (class)

Member	Kind	Description
`string ModelName`	Property	Gets or sets the model name.
`MLFramework Framework`	Property	Gets or sets the framework.
`ModelType ModelType`	Property	Gets or sets the model type.
`string HyperParameters`	Property	Gets or sets the hyper parameters.
`MLModelNode()`	Method	Initializes a new instance of the MLModelNode class.

MLNeuralNetworkNode (class)

Member	Kind	Description
`string Architecture`	Property	Gets or sets the architecture.
`int Layers`	Property	Gets or sets the layers.
`string LayerSizes`	Property	Gets or sets the layer sizes.
`string Activation`	Property	Gets or sets the activation.
`double Dropout`	Property	Gets or sets the dropout.
`string Optimizer`	Property	Gets or sets the optimizer.
`MLNeuralNetworkNode()`	Method	Initializes a new instance of the MLNeuralNetworkNode class.

MLPipelineDefinition (class)

Portable ML pipeline definition (nodes in execution order + edges). Consumable by external frameworks (Python, ONNX tooling, orchestration engines).

Member	Kind	Description
`string Name`	Property	Gets or sets the name.
`string Version`	Property	Gets or sets the version.
`string CreatedAt`	Property	Gets or sets the created at.
`List<MLPipelineNode> Nodes`	Property	Gets or sets the nodes.
`List<MLPipelineEdge> Edges`	Property	Gets or sets the edges.

MLPipelineEdge (class)

A directed edge in an exported ML pipeline definition.

Member	Kind	Description
`string From`	Property	Gets or sets the from.
`string To`	Property	Gets or sets the to.
`string? Label`	Property	Gets or sets the label.

MLPipelineExporter (class)

Exports ML pipeline diagrams to a portable JSON definition: nodes are topologically ordered and carry their node properties (hyperparameters), edges carry the connection labels.

Member	Kind	Description
`MLPipelineDefinition BuildDefinition( IReadOnlyList<SkiaComponent> components, IReadOnlyList<IConnectionLine> lines, string pipelineName = "Pipeline")`	Method	Builds the pipeline definition from diagram components and lines.
`string ExportJson( IReadOnlyList<SkiaComponent> components, IReadOnlyList<IConnectionLine> lines, string pipelineName = "Pipeline", bool indented = true)`	Method	Serializes the pipeline definition to JSON.
`string ExportJson(DrawingManager manager, string pipelineName = "Pipeline", bool indented = true)`	Method	Serializes the ML pipeline held by a drawing manager.

MLPipelineNode (class)

A node in an exported ML pipeline definition.

Member	Kind	Description
`string Id`	Property	Gets or sets the id.
`string Type`	Property	Gets or sets the type.
`string Name`	Property	Gets or sets the name.
`int Order`	Property	Gets or sets the order.
`Dictionary<string, object> Properties`	Property	Gets or sets the properties.

MLPreprocessNode (class)

Member	Kind	Description
`string StepName`	Property	Gets or sets the step name.
`TransformKind Transform`	Property	Gets or sets the transform.
`string Parameters`	Property	Gets or sets the parameters.
`MLPreprocessNode()`	Method	Initializes a new instance of the MLPreprocessNode class.

MLRNNNode (class)

Member	Kind	Description
`string CellType`	Property	Gets or sets the cell type.
`int Layers`	Property	Gets or sets the layers.
`int HiddenSize`	Property	Gets or sets the hidden size.
`bool Bidirectional`	Property	Gets or sets the bidirectional.
`double Dropout`	Property	Gets or sets the dropout.
`MLRNNNode()`	Method	Initializes a new instance of the MLRNNNode class.

MLTrainerNode (class)

Member	Kind	Description
`int Epochs`	Property	Gets or sets the epochs.
`int BatchSize`	Property	Gets or sets the batch size.
`double LearningRate`	Property	Gets or sets the learning rate.
`string LossFunction`	Property	Gets or sets the loss function.
`bool EarlyStopping`	Property	Gets or sets the early stopping.
`int Patience`	Property	Gets or sets the patience.
`MLTrainerNode()`	Method	Initializes a new instance of the MLTrainerNode class.

MLTransformerNode (class)

Member	Kind	Description
`int AttentionHeads`	Property	Gets or sets the attention heads.
`int Layers`	Property	Gets or sets the layers.
`int ModelDim`	Property	Gets or sets the model dim.
`int FeedForwardDim`	Property	Gets or sets the feed forward dim.
`double Dropout`	Property	Gets or sets the dropout.
`MLTransformerNode()`	Method	Initializes a new instance of the MLTransformerNode class.