/*
* 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');
/**
* @classdesc
* Model from train validation split.
*
* @class
* @extends module:eclairjs/ml.Model
* @memberof module:eclairjs/ml/tuning
*/
var TrainValidationSplitModel = function(jvmObject) {
this.logger = Logger.getLogger("ml_tuning_TrainValidationSplitModel_js");
Model.call(this, jvmObject);
};
TrainValidationSplitModel.prototype = Object.create(Model.prototype);
TrainValidationSplitModel.prototype.constructor = TrainValidationSplitModel;
/**
* An immutable unique ID for the object and its derivatives.
* @returns {string}
*/
TrainValidationSplitModel.prototype.uid = function () {
return this.getJavaObject().uid();
};
/**
*
* @returns {Object}
*/
TrainValidationSplitModel.prototype.bestModel = function() {
var javaObject = this.getJavaObject().bestModel();
return Utils.javaToJs(javaObject);
};
/**
*
* @returns {float[]}
*/
TrainValidationSplitModel.prototype.validationMetrics = function() {
return Utils.javaToJs(this.getJavaObject().validationMetrics());
};
/**
* @param {module:eclairjs/ml/param.ParamMap} extra
* @returns {module:eclairjs/ml/tuning.TrainValidationSplitModel}
*/
TrainValidationSplitModel.prototype.copy = function(extra) {
var extra_uw = Utils.unwrapObject(extra);
var javaObject = this.getJavaObject().copy(extra_uw);
return new TrainValidationSplitModel(javaObject);
};
/**
* Param for ratio between train and validation data. Must be between 0 and 1. Default: 0.75
* @returns {module:eclairjs/ml/param.DoubleParam}
*/
TrainValidationSplitModel.prototype.trainRatio = function() {
return Utils.javaToJs(this.getJavaObject().trainRatio());
};
/**
*
* @returns {float}
*/
TrainValidationSplitModel.prototype.getTrainRatio = function() {
return this.getJavaObject().getTrainRatio();
};
/**
* Param for ratio between train and validation data. Must be between 0 and 1. Default: 0.75
* @returns {module:eclairjs/ml/param.Param}
*/
TrainValidationSplitModel.prototype.estimator = function() {
return Utils.javaToJs(this.getJavaObject().estimator());
};
/**
*
* @returns {module:eclairjs/ml.Estimator}
*/
TrainValidationSplitModel.prototype.getEstimator = function() {
return Utils.javaToJs(this.getJavaObject().getEstimator());
};
/**
* Param for ratio between train and validation data. Must be between 0 and 1. Default: 0.75
* @returns {module:eclairjs/ml/param.Param}
*/
TrainValidationSplitModel.prototype.estimatorParamMaps = function() {
return Utils.javaToJs(this.getJavaObject().estimatorParamMaps());
};
/**
*
* @returns {module:eclairjs/ml/param.ParamMap}
*/
TrainValidationSplitModel.prototype.getEstimatorParamMaps = function() {
return Utils.javaToJs(this.getJavaObject().getEstimatorParamMaps());
};
/**
* param for the evaluator used to select hyper-parameters that maximize the validated metric
* @returns {module:eclairjs/ml/param.Param}
*/
TrainValidationSplitModel.prototype.evaluator = function() {
return Utils.javaToJs(this.getJavaObject().evaluator());
};
/**
*
* @returns {module:eclairjs/ml/evaluation/Evaluator}
*/
TrainValidationSplitModel.prototype.getEvaluator = function() {
return Utils.javaToJs(this.getJavaObject().getEvaluator());
};
/**
* @returns {module:eclairjs/ml/util.MLWriter}
*/
TrainValidationSplitModel.prototype.write = function() {
var javaObject = this.getJavaObject().write();
return Utils.javaToJs(javaObject);
};
//
// static methods
//
/**
* @returns {module:eclairjs/ml/util.MLReader}
*/
TrainValidationSplitModel.read = function() {
var javaObject = org.apache.spark.ml.tuning.TrainValidationSplitModel.read();
return Utils.javaToJs(javaObject);
};
/**
* @param {string} path
* @returns {module:eclairjs/ml/tuning.TrainValidationSplitModel}
*/
TrainValidationSplitModel.load = function(path) {
var javaObject = org.apache.spark.ml.tuning.TrainValidationSplitModel.load(path);
return new TrainValidationSplitModel(javaObject);
};
module.exports = TrainValidationSplitModel;
})();