/*
* 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 JavaWrapper = require(EclairJS_Globals.NAMESPACE + '/JavaWrapper');
var Logger = require(EclairJS_Globals.NAMESPACE + '/Logger');
var Utils = require(EclairJS_Globals.NAMESPACE + '/Utils');
/**
* @classdesc
* Builder for a param grid used in grid search-based model selection.
* @class
* @memberof module:eclairjs/ml/tuning
*/
var ParamGridBuilder = function () {
var jvmObject = new org.apache.spark.ml.tuning.ParamGridBuilder();
this.logger = Logger.getLogger("ml_tuning_ParamGridBuilder_js");
JavaWrapper.call(this, jvmObject);
};
ParamGridBuilder.prototype = Object.create(JavaWrapper.prototype);
ParamGridBuilder.prototype.constructor = ParamGridBuilder;
/**
* Sets the given parameters in this grid to fixed values.
* @param {...module:eclairjs/ml/param.ParamPair | module:eclairjs/ml/param.ParamMap} paramPairs or paramMap
* @returns {module:eclairjs/ml/tuning.ParamGridBuilder}
*/
ParamGridBuilder.prototype.baseOn = function () {
var ParamMap = require(EclairJS_Globals.NAMESPACE + '/ml/param/ParamPair');
var values;
if (arguments[0] instanceof ParamMap) {
// ParamMap
values = Utils.unwrapObject(arguments[0]);
} else {
// .. ParamPair
var args = Array.prototype.slice.call(arguments);
values = Utils.unwrapObject(args);
}
var javaObject = this.getJavaObject().baseOn(values);
return new ParamGridBuilder(javaObject);
};
/**
* Adds a param with multiple values (overwrites if the input param exists).
* @param {module:eclairjs/ml/param.Param} param
* @param {number[]} [values] Optional only if argument one is {@link module:eclairjs/ml/param.BooleanParam}
* @returns {module:eclairjs/ml/tuning.ParamGridBuilder}
*/
ParamGridBuilder.prototype.addGrid = function (param, values) {
var BooleanParam = require(EclairJS_Globals.NAMESPACE + '/ml/param/BooleanParam');
var param_uw = Utils.unwrapObject(param);
var javaObject;
if (param instanceof BooleanParam) {
javaObject = this.getJavaObject().addGrid(param_uw);
} else {
var values_uw = Utils.unwrapObject(values);
javaObject = this.getJavaObject().addGrid(param_uw, values_uw);
}
return new ParamGridBuilder(javaObject);
};
/**
* Builds and returns all combinations of parameters specified by the param grid.
* @returns {module:eclairjs/ml/param.ParamMap[]}
*/
ParamGridBuilder.prototype.build = function () {
var javaObject = this.getJavaObject().build();
return Utils.javaToJs(javaObject);
};
module.exports = ParamGridBuilder;
})();