time-to-botec

Benchmark sampling in different programming languages
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index.js (1329B)


      1 /**
      2 * @license Apache-2.0
      3 *
      4 * Copyright (c) 2018 The Stdlib Authors.
      5 *
      6 * Licensed under the Apache License, Version 2.0 (the "License");
      7 * you may not use this file except in compliance with the License.
      8 * You may obtain a copy of the License at
      9 *
     10 *    http://www.apache.org/licenses/LICENSE-2.0
     11 *
     12 * Unless required by applicable law or agreed to in writing, software
     13 * distributed under the License is distributed on an "AS IS" BASIS,
     14 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
     15 * See the License for the specific language governing permissions and
     16 * limitations under the License.
     17 */
     18 
     19 'use strict';
     20 
     21 /**
     22 * Latent Dirichlet Allocation via collapsed Gibbs sampling.
     23 *
     24 * @module @stdlib/nlp/lda
     25 *
     26 * @example
     27 * var lda = require( '@stdlib/nlp/lda' );
     28 *
     29 * var words;
     30 * var model;
     31 * var docs;
     32 *
     33 * docs = [
     34 *     'I loved you first',
     35 *     'For one is both and both are one in love',
     36 *     'You never see my pain',
     37 *     'My love is such that rivers cannot quench',
     38 *     'See a lot of pain, a lot of tears'
     39 * ];
     40 *
     41 * model = lda( docs, 2 );
     42 * // returns {}
     43 *
     44 * model.fit( 1000, 100, 10 );
     45 *
     46 * words = getTerms( 0, 3 );
     47 * // e.g., returns [ { word: 'both', prob: ~0.0632 }, { word: 'pain', prob: ~0.0552 }, ... ]
     48 */
     49 
     50 // MODULES //
     51 
     52 var lda = require( './lda.js' );
     53 
     54 
     55 // EXPORTS //
     56 
     57 module.exports = lda;