/*
* Copyright 2016 IBM Corp.
*
* Licensed 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.
*/
(function () {
var Model = require(EclairJS_Globals.NAMESPACE + '/ml/Model');
var Logger = require(EclairJS_Globals.NAMESPACE + '/Logger');
var Utils = require(EclairJS_Globals.NAMESPACE + '/Utils');
//var OneVsRestModel = Java.type('org.apache.spark.ml.classification.OneVsRestModel');
/**
* @classdesc
* Model produced by {@link OneVsRest}.
* This stores the models resulting from training k binary classifiers: one for each class.
* Each example is scored against all k models, and the model with the highest score
* is picked to label the example.
*
* @param labelMetadata Metadata of label column if it exists, or Nominal attribute
* representing the number of classes in training dataset otherwise.
* @param models The binary classification models for the reduction.
* The i-th model is produced by testing the i-th class (taking label 1) vs the rest
* (taking label 0).
* @class
* @memberof module:eclairjs/ml/classification
* @extends module:eclairjs/ml.Model
*/
var OneVsRestModel = function(jvmObject) {
this.logger = Logger.getLogger("OneVsRestModel_js");
Model.call(this, jvmObject);
};
OneVsRestModel.prototype = Object.create(Model.prototype);
OneVsRestModel.prototype.constructor = OneVsRestModel;
/**
* An immutable unique ID for the object and its derivatives.
* @returns {string}
*/
OneVsRestModel.prototype.uid = function () {
return this.getJavaObject().uid();
};
/**
* @param {module:eclairjs/sql/types.StructType} schema
* @returns {module:eclairjs/sql/types.StructType}
* @function
* @name module:eclairjs/ml/classification.OneVsRestModel#transformSchema
*/
OneVsRestModel.prototype.transformSchema = function(schema) {
var schema_uw = Utils.unwrapObject(schema);
var javaObject = this.getJavaObject().transformSchema(schema_uw);
return Utils.javaToJs(javaObject);
};
/**
* @param {module:eclairjs/sql.Dataset} dataset
* @returns {DataFrame}
* @function
* @name module:eclairjs/ml/classification.OneVsRestModel#transform
*/
OneVsRestModel.prototype.transform = function(dataset) {
var dataset_uw = Utils.unwrapObject(dataset);
var javaObject = this.getJavaObject().transform(dataset_uw);
return Utils.javaToJs(javaObject);
};
/**
* @param {module:eclairjs/ml/param.ParamMap} extra
* @returns {module:eclairjs/ml/classification.OneVsRestModel}
* @function
* @name module:eclairjs/ml/classification.OneVsRestModel#copy
*/
OneVsRestModel.prototype.copy = function(extra) {
var extra_uw = Utils.unwrapObject(extra);
var javaObject = this.getJavaObject().copy(extra_uw);
return new OneVsRestModel(javaObject);
};
/**
* @returns {module:eclairjs/ml/util.MLWriter}
* @function
* @name module:eclairjs/ml/classification.OneVsRestModel#write
*/
OneVsRestModel.prototype.write = function() {
var javaObject = this.getJavaObject().write();
return Utils.javaToJs(javaObject);
};
//
//static methods
//
/**
* @returns {module:eclairjs/ml/util.MLReader}
* @function
* @name module:eclairjs/ml/classification.OneVsRestModel#read
* @static
*/
OneVsRestModel.read = function() {
var javaObject = org.apache.spark.ml.classification.OneVsRestModel.read();
return Utils.javaToJs(javaObject);
};
/**
* @param {string} path
* @returns {module:eclairjs/ml/classification.OneVsRestModel}
* @function
* @name module:eclairjs/ml/classification.OneVsRestModel#load
* @static
*/
OneVsRestModel.load = function(path) {
var javaObject = org.apache.spark.ml.classification.OneVsRestModel.load(path);
return new OneVsRestModel(javaObject);
};
module.exports = OneVsRestModel;
})();