/*
* 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 PipelineStage = require(EclairJS_Globals.NAMESPACE + '/ml/PipelineStage');
var Logger = require(EclairJS_Globals.NAMESPACE + '/Logger');
var Utils = require(EclairJS_Globals.NAMESPACE + '/Utils');
/**
* @classdesc
* Abstract class for estimators that fit models to data.
* @class
* @memberof module:eclairjs/ml
* @extends module:eclairjs/ml.PipelineStage
*/
var Estimator = function(jvmObject) {
this.logger = Logger.getLogger("ml.Estimator_js");
PipelineStage.call(this, jvmObject);
};
Estimator.prototype = Object.create(PipelineStage.prototype);
Estimator.prototype.constructor = Estimator;
/**
* Fits a model to the input data.
* @param {module:eclairjs/sql.Dataset} dataset
* @param {module:eclairjs/ml/param.ParamMap} [paramMap] Parameter map.
* These values override any specified in this Estimator's embedded ParamMap.
* @returns {module:eclairjs/ml.Estimator | module:eclairjs/ml/feature.Bucketizer} fitted model
*/
Estimator.prototype.fit = function(dataset, paramMap) {
var dataset_uw = Utils.unwrapObject(dataset);
var javaObject;
if (paramMap) {
var paramMap_uw = Utils.unwrapObject(paramMap);
javaObject = this.getJavaObject().fit(dataset_uw, paramMap_uw);
} else {
javaObject = this.getJavaObject().fit(dataset_uw);
}
return Utils.javaToJs(javaObject);
};
/**
* @param {module:eclairjs/ml/param.ParamMap} extra
* @returns {module:eclairjs/ml.Estimator}
* @abstract
*/
Estimator.prototype.copy = function(extra) {
throw "Abstract class must be implemented in extending class";
// var extra_uw = Utils.unwrapObject(extra);
// var javaObject = this.getJavaObject().copy(extra_uw);
// return Utils.javaToJs(javaObject);
};
/**
*
* @returns {module:eclairjs/ml/param.ParamMap}
*/
Estimator.prototype.extractParamMap = function() {
var javaObject = this.getJavaObject().extractParamMap();
return Utils.javaToJs(javaObject);
};
module.exports = Estimator;
})();