/*
* 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.
*/
module.exports = function(kernelP) {
return (function() {
var Utils = require('../../utils.js');
var gKernelP = kernelP;
/**
* @classdesc
* PCA trains a model to project vectors to a lower dimensional space of the top [[PCA!.k]]
* principal components.
*
* @class
* @memberof module:eclairjs/ml/feature
* @param {string} [uid]
* @constructor
*/
function PCA(kernelP, refIdP, uid) {
Utils.handleConstructor(this, arguments, gKernelP);
}
/**
* @param {string} value
* @returns {module:eclairjs/mllib/feature.PCA}
*/
PCA.prototype.setInputCol = function(value) {
var args = {
target: this,
method: 'setInputCol',
args: Utils.wrapArguments(arguments),
returnType: PCA
};
return Utils.generate(args);
};
/**
* @param {string} value
* @returns {module:eclairjs/mllib/feature.PCA}
*/
PCA.prototype.setOutputCol = function(value) {
var args = {
target: this,
method: 'setOutputCol',
args: Utils.wrapArguments(arguments),
returnType: PCA
};
return Utils.generate(args);
};
/**
* @param {number} value
* @returns {module:eclairjs/mllib/feature.PCA}
*/
PCA.prototype.setK = function(value) {
var args = {
target: this,
method: 'setK',
args: Utils.wrapArguments(arguments),
returnType: PCA
};
return Utils.generate(args);
};
/**
* Computes a {@link PCAModel} that contains the principal components of the input vectors.
* @param {module:eclairjs/sql.Dataset} dataset
* @returns {module:eclairjs/mllib/feature.PCAModel}
*/
PCA.prototype.fit = function(dataset) {
var PCAModel = require('./PCAModel')();
var args = {
target: this,
method: 'fit',
args: Utils.wrapArguments(arguments),
returnType: PCAModel
};
return Utils.generate(args);
};
/**
* @param {module:eclairjs/sql/types.StructType} schema
* @returns {module:eclairjs/sql/types.StructType}
*/
PCA.prototype.transformSchema = function(schema) {
var StructType = require('../../sql/types/StructType.js')();
var args = {
target: this,
method: 'transformSchema',
args: Utils.wrapArguments(arguments),
returnType: StructType
};
return Utils.generate(args);
};
/**
* @param {module:eclairjs/ml/param.ParamMap} extra
* @returns {module:eclairjs/mllib/feature.PCA}
*/
PCA.prototype.copy = function(extra) {
var args = {
target: this,
method: 'copy',
args: Utils.wrapArguments(arguments),
returnType: PCA
};
return Utils.generate(args);
};
//
// static methods
//
/**
* @param {string} path
* @returns {module:eclairjs/mllib/feature.PCA}
*/
PCA.load = function(path) {
var args = {
target: PCA,
method: 'load',
kernelP: gKernelP,
static: true,
args: Utils.wrapArguments(arguments),
returnType: PCA
};
return Utils.generate(args);
};
PCA.moduleLocation = '/ml/feature/PCA';
return PCA;
})();
};