com.microsoft.ml.spark.core.schema.SchemaConstants.scala Maven / Gradle / Ivy
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// Copyright (C) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License. See LICENSE in project root for information.
package com.microsoft.ml.spark.core.schema
/** Contains constants used by modules for schema. */
object SchemaConstants {
val ScoreColumnKind = "ScoreColumnKind"
val ScoreValueKind = "ScoreValueKind"
val TrueLabelsColumn = "true_labels"
val ScoredLabelsColumn = "scored_labels"
val ScoresColumn = "scores"
val ScoredProbabilitiesColumn = "scored_probabilities"
val ScoreModelPrefix = "score_model"
val MMLTag = "mml" // MML metadata tag
val MLlibTag = "ml_attr" // MLlib metadata tag, see org.apache.spark.ml.attribute.AttributeKeys
/** The following tags are used in Metadata representation of categorical data
* do not change them or use them directly
* (see org.apache.spark.ml.attribute.AttributeKeys for the first three)
*/
val Ordinal = "ord" // common tag for both MLlib and MML
val MLlibTypeTag = "type" // MLlib tag for the attribute types
val ValuesString = "vals" // common tag for both MLlib and MML
val ValuesInt = "vals_int"
val ValuesLong = "vals_long"
val ValuesDouble = "vals_double"
val ValuesBool = "vals_bool"
val HasNullLevels = "null_exists"
// Score value kinds, or types of ML:
val ClassificationKind = "Classification"
val RegressionKind = "Regression"
// Spark native column names
val SparkPredictionColumn = "prediction"
val SparkRawPredictionColumn = "rawPrediction"
val SparkProbabilityColumn = "probability"
}