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Java example source code file (FlatModelUtilsTest.java)

This example Java source code file (FlatModelUtilsTest.java) is included in the alvinalexander.com "Java Source Code Warehouse" project. The intent of this project is to help you "Learn Java by Example" TM.

Learn more about this Java project at its project page.

Java - Java tags/keywords

basicmodelutils, before, collection, exception, flat, flatmodelutilstest, ignore, indarray, logger, string, test, transpose, util, word2vec, wordvectors

The FlatModelUtilsTest.java Java example source code

package org.deeplearning4j.models.embeddings.reader.impl;

import org.deeplearning4j.models.embeddings.inmemory.InMemoryLookupTable;
import org.deeplearning4j.models.embeddings.loader.WordVectorSerializer;
import org.deeplearning4j.models.embeddings.wordvectors.WordVectors;
import org.deeplearning4j.models.embeddings.wordvectors.WordVectorsImpl;
import org.deeplearning4j.models.word2vec.VocabWord;
import org.deeplearning4j.models.word2vec.Word2Vec;
import org.junit.Before;
import org.junit.Ignore;
import org.junit.Test;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.ops.transforms.Transforms;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import java.io.File;
import java.util.Arrays;
import java.util.Collection;

import static org.junit.Assert.*;

/**
 * These are temporary tests and will be removed after issue is solved.
 *
 *
 *
 * @author raver119@gmail.com
 */
@Ignore
public class FlatModelUtilsTest {
    private Word2Vec vec;
    private static final Logger log = LoggerFactory.getLogger(FlatModelUtilsTest.class);

    @Before
    public void setUp() throws Exception {
        if (vec == null) {
            //vec = WordVectorSerializer.loadFullModel("/Users/raver119/develop/model.dat");
            vec = WordVectorSerializer.loadFullModel("/ext/Temp/Models/model.dat");
            //vec = WordVectorSerializer.loadFullModel("/ext/Temp/Models/raw_sentences.dat");
        }
    }

    @Test
    public void testWordsNearestFlat1() throws Exception {
        vec.setModelUtils(new FlatModelUtils<VocabWord>());

        Collection<String> list = vec.wordsNearest("energy",10);
        log.info("Flat model results:");
        printWords("energy", list, vec);
    }

    @Test
    public void testWordsNearestBasic1() throws Exception {

        //WordVectors vec = WordVectorSerializer.loadTxtVectors(new File("/ext/Temp/Models/model.dat_trans"));
        vec.setModelUtils(new BasicModelUtils<VocabWord>());

        String target = "energy";

        INDArray arr1 = vec.getWordVectorMatrix(target).dup();

        System.out.println("[-]: " + arr1);
        System.out.println("[+]: " + Transforms.unitVec(arr1));

        Collection<String> list = vec.wordsNearest(target,10);
        log.info("Transpose model results:");
        printWords(target, list, vec);

        list = vec.wordsNearest(target,10);
        log.info("Transpose model results 2:");
        printWords(target, list, vec);

        list = vec.wordsNearest(target,10);
        log.info("Transpose model results 3:");
        printWords(target, list, vec);


        INDArray arr2 = vec.getWordVectorMatrix(target).dup();

        assertEquals(arr1, arr2);
    }

    @Test
    @Ignore
    public void testWordsNearestTree1() throws Exception {
        vec.setModelUtils(new TreeModelUtils<VocabWord>());

        Collection<String> list = vec.wordsNearest("energy",10);
        log.info("Tree model results:");
        printWords("energy", list, vec);
    }

    private static void printWords(String target, Collection<String> list, WordVectors vec) {
        System.out.println("Words close to ["+target+"]:");
        for (String word: list) {
            double sim = vec.similarity(target, word);
            System.out.print("'"+ word+"': ["+ sim+"]");
        }
        System.out.print("\n");
    }
}

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