compute

const (
	// DefaultResourceID is the default name of the main resource id in a schema.
	DefaultResourceID = "learningData"
	// DefaultExposedOutputKey is the standard output key applied to pipelines.
	DefaultExposedOutputKey = "outputs.0"
	// SolutionPendingStatus represents that the solution request has been acknoledged by not yet sent to the API
	SolutionPendingStatus = "SOLUTION_PENDING"
	// SolutionFittingStatus represents that the solution request has been sent to the API.
	SolutionFittingStatus = "SOLUTION_FITTING"
	// SolutionScoringStatus represents that the solution request has been sent to the API.
	SolutionScoringStatus = "SOLUTION_SCORING"
	// SolutionProducingStatus represents that the solution request has been sent to the API.
	SolutionProducingStatus = "SOLUTION_PRODUCING"
	// SolutionErroredStatus represents that the solution request has terminated with an error.
	SolutionErroredStatus = "SOLUTION_ERRORED"
	// SolutionCompletedStatus represents that the solution request has completed successfully.
	SolutionCompletedStatus = "SOLUTION_COMPLETED"
	// SolutionCancelledStatus represents that the solution request was intentionally cancelled.
	SolutionCancelledStatus = "SOLUTION_CANCELLED"
	// RequestPendingStatus represents that the solution request has been acknoledged by not yet sent to the API
	RequestPendingStatus = "REQUEST_PENDING"
	// RequestRunningStatus represents that the solution request has been sent to the API.
	RequestRunningStatus = "REQUEST_RUNNING"
	// RequestErroredStatus represents that the solution request has terminated with an error.
	RequestErroredStatus = "REQUEST_ERRORED"
	// RequestCompletedStatus represents that the solution request has completed successfully.
	RequestCompletedStatus = "REQUEST_COMPLETED"
	// D3MLearningData provides the name of the training csv file as defined in the D3M schema
	D3MLearningData = "learningData.csv"
	// DistilParquetLearningData provides the name of the training parquet file introduced by Distil
	DistilParquetLearningData = "learningData.parquet"
	// D3MDataFolder provides the name of the directory containing the dataset
	D3MDataFolder = "tables"
	// D3MDataSchema provides the name of the D3M data schema file
	D3MDataSchema = "datasetDoc.json"
	// D3MDatasetSchemaVersion is the current version supported when persisting
	D3MDatasetSchemaVersion = "3.0"
	// D3MResourceType is the resource type of persisted datasets
	D3MResourceType = "table"
	// D3MResourceFormat is the resource format of persisted dataset
	D3MResourceFormat = "text/csv"
	// DistilParquetResourceFormat is the parquet resource format of persisted dataset introduced by Distil
	DistilParquetResourceFormat = "application/parquet"
)

const (

	// ForecastingTask represents timeseries forcasting
	ForecastingTask = "forecasting"
	// ClassificationTask represents a classification task on image, timeseries or basic tabular data
	ClassificationTask = "classification"
	// RegressionTask represents a regression task on image, timeseries or basic tabular data
	RegressionTask = "regression"
	// ClusteringTask represents an unsupervised clustering task on image, timeseries or basic tabular data
	ClusteringTask = "clustering"
	// LinkPredictionTask represents a link prediction task on graph data
	LinkPredictionTask = "linkPrediction"
	// VertexClassificationTask represents a vertex nomination task on graph data
	VertexClassificationTask = "vertexClassification"
	// VertexNominationTask represents a vertex nomination task on graph data
	VertexNominationTask = "vertexNomination"
	// CommunityDetectionTask represents an unsupervised community detectiontask on on graph data
	CommunityDetectionTask = "communityDetection"
	// GraphMatchingTask represents an unsupervised matching task on graph data
	GraphMatchingTask = "graphMatching"
	// CollaborativeFilteringTask represents a collaborative filtering recommendation task on basic tabular data
	CollaborativeFilteringTask = "collaborativeFiltering"
	// ObjectDetectionTask represents an object detection task on image data
	ObjectDetectionTask = "objectDetection"
	// SemiSupervisedTask represents a semi-supervised classification task on tabular data
	SemiSupervisedTask = "semiSupervised"
	// BinaryTask represents task involving a single binary value for each prediction
	BinaryTask = "binary"
	// MultiClassTask represents a task involving a multi class value for each prediction
	MultiClassTask = "multiClass"
	// MultiLabelTask represents a task involving multiple lables for each each prediction
	MultiLabelTask = "multiLabel"
	// UnivariateTask represents a task involving predictions on a single variable
	UnivariateTask = "univariate"
	// MultivariateTask represents a task involving predictions on multiple variables
	MultivariateTask = "multivariate"
	// OverlappingTask represents a task involving overlapping predictions
	OverlappingTask = "overlapping"
	// NonOverlappingTask represents a task involving non-overlapping predictions
	NonOverlappingTask = "nonOverlapping"
	// TabularTask represents a task involving tabular data
	TabularTask = "tabular"
	// RelationalTask represents a task involving relational data
	RelationalTask = "relational"
	// ImageTask represents a task involving image data
	ImageTask = "image"
	// AudioTask represents a task involving audio data
	AudioTask = "audio"
	// VideoTask represents a task involving video data
	VideoTask = "video"
	// SpeechTask represents a task involving speech data
	SpeechTask = "speech"
	// TextTask represents a task involving text data
	TextTask = "text"
	// GraphTask represents a task involving graph data
	GraphTask = "graph"
	// MultiGraphTask represents a task involving multiple graph data
	MultiGraphTask = "multigraph"
	// TimeSeriesTask represents a task involving timeseries data
	TimeSeriesTask = "timeseries"
	// GroupedTask represents a task involving grouped data
	GroupedTask = "grouped"
	// GeospatialTask represents a task involving geospatial data
	GeospatialTask = "geospatial"
	// RemoteSensingTask represents a task involving remote sensing data
	RemoteSensingTask = "remoteSensing"
	// LupiTask represents a task involving LUPI (Learning Using Priveleged Information) data
	LupiTask = "lupi"
	// UndefinedTask is a flag for undefined/unknown task values
	UndefinedTask = "undefined"

	// UndefinedMetric is a flag for undefined/uknown metric values
	UndefinedMetric = "undefined"

	// CSVURIValueType denotes a CSV file URI at the TA2 level
	CSVURIValueType = "CSV_URI"
	// DatasetURIValueType denotes a D3M dataset file URI at the TA2 level
	DatasetURIValueType = "DATASET_URI"
	// ParquetURIValueType denotes a parquet file URI at the TA2 level
	ParquetURIValueType = "PARQUET_URI"
	// RawValueType denotes a raw numeric value
	RawValueType = "RAW"

	// HoldoutEvaluationMethod indicates a hold out model evaluation at the TA2 level
	HoldoutEvaluationMethod = "HOLDOUT"
)