/** * @license Apache-2.0 * * Copyright (c) 2018 The Stdlib Authors. * * 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. */ 'use strict'; // MODULES // var randu = require( '@stdlib/random/base/randu' ); var floor = require( '@stdlib/math/base/special/floor' ); // MAIN // /** * Randomly assign topics to words and keep track of the counts. * * @private */ function init() { /* eslint-disable no-invalid-this */ var topic; var newz; var len; var wt; var d; var i; this.z = []; for ( d = 0; d < this.D; d++ ) { this.z.push( [] ); len = this.w[ d ].length; // Initialize random topics... for ( i = 0; i < len; i++ ) { newz = floor( randu() * this.K ); this.z[ d ].push( newz ); } this.ndSum[ d ] = len; for ( i = 0; i < len; i++ ) { wt = this.w[ d ][ i ]; topic = this.z[ d ][ i ]; // Number of instances of word i assigned to topic j: this.nw.set( wt, topic, this.nw.get( wt, topic ) + 1 ); // Number of words in document i assigned to topic j: this.nd.set( d, topic, this.nd.get( d, topic ) + 1 ); // Total number of words assigned to topic j: this.nwSum[ topic ] = this.nwSum[ topic ] + 1; } } } // EXPORTS // module.exports = init;