Github user mengxr commented on a diff in the pull request:

    https://github.com/apache/spark/pull/4925#discussion_r25958607
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/attribute/AttributeType.scala ---
    @@ -0,0 +1,61 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +
    +package org.apache.spark.ml.attribute
    +
    +/**
    + * An enum-like type for attribute types: [[AttributeType$#Numeric]], 
[[AttributeType$#Nominal]],
    + * and [[AttributeType$#Binary]].
    + */
    +sealed abstract class AttributeType(val name: String)
    +
    +object AttributeType {
    +
    +  /** Numeric type. */
    +  final val Numeric: AttributeType = {
    +    case object Numeric extends AttributeType("numeric")
    +    Numeric
    +  }
    +
    +  /** Nominal type. */
    +  final val Nominal: AttributeType = {
    +    case object Nominal extends AttributeType("nominal")
    +    Nominal
    +  }
    +
    +  /** Binary type. */
    +  final val Binary: AttributeType = {
    +    case object Binary extends AttributeType("binary")
    +    Binary
    +  }
    +
    +  /**
    +   * Gets the [[AttributeType]] object from its name.
    +   * @param name attribute type name: "numeric", "nominal", or "binary"
    +   */
    +  def fromName(name: String): AttributeType = {
    +    if (name == Numeric.name) {
    --- End diff --
    
    Yes. `match ... case ...` usually generates more byte code, but I didn't 
verify it in this case. Let me check the bytecode.


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