com.gs.collections.impl.jmh.AggregateByTest.java Source code

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/*
 * Copyright 2014 Goldman Sachs.
 *
 * 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.
 */

package com.gs.collections.impl.jmh;

import java.util.ArrayList;
import java.util.Collections;
import java.util.DoubleSummaryStatistics;
import java.util.Map;
import java.util.PrimitiveIterator;
import java.util.Random;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.concurrent.TimeUnit;
import java.util.stream.Collectors;

import com.gs.collections.api.map.MapIterable;
import com.gs.collections.api.map.MutableMap;
import com.gs.collections.api.set.Pool;
import com.gs.collections.impl.list.mutable.FastList;
import com.gs.collections.impl.parallel.ParallelIterate;
import com.gs.collections.impl.set.mutable.UnifiedSet;
import com.gs.collections.impl.test.Verify;
import org.apache.commons.lang.RandomStringUtils;
import org.junit.After;
import org.junit.Assert;
import org.junit.Before;
import org.junit.Test;
import org.openjdk.jmh.annotations.Benchmark;
import org.openjdk.jmh.annotations.BenchmarkMode;
import org.openjdk.jmh.annotations.Level;
import org.openjdk.jmh.annotations.Measurement;
import org.openjdk.jmh.annotations.Mode;
import org.openjdk.jmh.annotations.OutputTimeUnit;
import org.openjdk.jmh.annotations.Scope;
import org.openjdk.jmh.annotations.Setup;
import org.openjdk.jmh.annotations.State;
import org.openjdk.jmh.annotations.TearDown;
import org.openjdk.jmh.annotations.Warmup;

@State(Scope.Thread)
@BenchmarkMode(Mode.Throughput)
@OutputTimeUnit(TimeUnit.SECONDS)
public class AggregateByTest {
    private static final int SIZE = 1_000_000;
    private static final int BATCH_SIZE = 10_000;
    private static final Random RANDOM = new Random(System.currentTimeMillis());
    private static final PrimitiveIterator.OfInt INTS = RANDOM.ints(1, 10).iterator();
    private static final PrimitiveIterator.OfDouble DOUBLES = RANDOM.doubles(1.0d, 100.0d).iterator();
    private final Pool<Account> accountPool = UnifiedSet.newSet();
    private final Pool<Product> productPool = UnifiedSet.newSet();
    private final Pool<String> categoryPool = UnifiedSet.newSet();
    private final FastList<Position> gscPositions = FastList.newWithNValues(SIZE, Position::new);
    private final ArrayList<Position> jdkPositions = new ArrayList<>(this.gscPositions);

    private ExecutorService executorService;

    @Before
    @Setup(Level.Iteration)
    public void setUp() {
        this.executorService = Executors.newFixedThreadPool(Runtime.getRuntime().availableProcessors());
        Collections.shuffle(this.gscPositions);
        Collections.shuffle(this.jdkPositions);
    }

    @After
    @TearDown(Level.Iteration)
    public void tearDown() throws InterruptedException {
        this.executorService.shutdownNow();
        this.executorService.awaitTermination(1L, TimeUnit.SECONDS);
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public Map<Product, DoubleSummaryStatistics> aggregateByProduct_serial_lazy_jdk() {
        Map<Product, DoubleSummaryStatistics> result = this.jdkPositions.stream().collect(Collectors
                .groupingBy(Position::getProduct, Collectors.summarizingDouble(Position::getMarketValue)));
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public Map<Account, DoubleSummaryStatistics> aggregateByAccount_serial_lazy_jdk() {
        Map<Account, DoubleSummaryStatistics> accountDoubleMap = this.jdkPositions.stream().collect(Collectors
                .groupingBy(Position::getAccount, Collectors.summarizingDouble(Position::getMarketValue)));
        Assert.assertNotNull(accountDoubleMap);
        return accountDoubleMap;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public Map<String, DoubleSummaryStatistics> aggregateByCategory_serial_lazy_jdk() {
        Map<String, DoubleSummaryStatistics> categoryDoubleMap = this.jdkPositions.stream().collect(Collectors
                .groupingBy(Position::getCategory, Collectors.summarizingDouble(Position::getMarketValue)));
        Assert.assertNotNull(categoryDoubleMap);
        return categoryDoubleMap;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public Map<Product, DoubleSummaryStatistics> aggregateByProduct_parallel_lazy_jdk() {
        Map<Product, DoubleSummaryStatistics> result = this.jdkPositions.parallelStream().collect(Collectors
                .groupingBy(Position::getProduct, Collectors.summarizingDouble(Position::getMarketValue)));
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public Map<Account, DoubleSummaryStatistics> aggregateByAccount_parallel_lazy_jdk() {
        Map<Account, DoubleSummaryStatistics> result = this.jdkPositions.parallelStream().collect(Collectors
                .groupingBy(Position::getAccount, Collectors.summarizingDouble(Position::getMarketValue)));
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public Map<String, DoubleSummaryStatistics> aggregateByCategory_parallel_lazy_jdk() {
        Map<String, DoubleSummaryStatistics> result = this.jdkPositions.parallelStream().collect(Collectors
                .groupingBy(Position::getCategory, Collectors.summarizingDouble(Position::getMarketValue)));
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<Product, ImmutableMarketValueStatistics> aggregateByProduct_serial_eager_gsc() {
        MutableMap<Product, ImmutableMarketValueStatistics> result = this.gscPositions.aggregateBy(
                Position::getProduct, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<Account, ImmutableMarketValueStatistics> aggregateByAccount_serial_eager_gsc() {
        MutableMap<Account, ImmutableMarketValueStatistics> result = this.gscPositions.aggregateBy(
                Position::getAccount, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<String, ImmutableMarketValueStatistics> aggregateByCategory_serial_eager_gsc() {
        MutableMap<String, ImmutableMarketValueStatistics> result = this.gscPositions.aggregateBy(
                Position::getCategory, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<Product, ImmutableMarketValueStatistics> aggregateByProduct_parallel_eager_gsc() {
        MutableMap<Product, ImmutableMarketValueStatistics> result = ParallelIterate.aggregateBy(this.gscPositions,
                Position::getProduct, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<Account, ImmutableMarketValueStatistics> aggregateByAccount_parallel_eager_gsc() {
        MutableMap<Account, ImmutableMarketValueStatistics> result = ParallelIterate.aggregateBy(this.gscPositions,
                Position::getAccount, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<String, ImmutableMarketValueStatistics> aggregateByCategory_parallel_eager_gsc() {
        MutableMap<String, ImmutableMarketValueStatistics> result = ParallelIterate.aggregateBy(this.gscPositions,
                Position::getCategory, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<Product, ImmutableMarketValueStatistics> aggregateByProduct_serial_lazy_gsc() {
        MapIterable<Product, ImmutableMarketValueStatistics> result = this.gscPositions.asLazy().aggregateBy(
                Position::getProduct, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<Account, ImmutableMarketValueStatistics> aggregateByAccount_serial_lazy_gsc() {
        MapIterable<Account, ImmutableMarketValueStatistics> result = this.gscPositions.asLazy().aggregateBy(
                Position::getAccount, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<String, ImmutableMarketValueStatistics> aggregateByCategory_serial_lazy_gsc() {
        MapIterable<String, ImmutableMarketValueStatistics> result = this.gscPositions.asLazy().aggregateBy(
                Position::getCategory, ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<Product, ImmutableMarketValueStatistics> aggregateByProduct_parallel_lazy_gsc() {
        MapIterable<Product, ImmutableMarketValueStatistics> result = this.gscPositions
                .asParallel(this.executorService, BATCH_SIZE).aggregateBy(Position::getProduct,
                        ImmutableMarketValueStatistics::getZero, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Test
    public void test_aggregateByProduct_parallel_lazy_gsc() {
        MapIterable<Product, ImmutableMarketValueStatistics> actual = this.aggregateByProduct_parallel_lazy_gsc();
        MapIterable<Product, ImmutableMarketValueStatistics> expected = this.aggregateByProduct_serial_lazy_gsc();
        Assert.assertEquals(expected, expected);
        Verify.assertMapsEqual((Map<Product, ImmutableMarketValueStatistics>) expected,
                (Map<Product, ImmutableMarketValueStatistics>) actual);
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<Account, ImmutableMarketValueStatistics> aggregateByAccount_parallel_lazy_gsc() {
        MapIterable<Account, ImmutableMarketValueStatistics> result = this.gscPositions
                .asParallel(this.executorService, BATCH_SIZE).aggregateBy(Position::getAccount,
                        ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Test
    public void test_aggregateByAccount_parallel_lazy_gsc() {
        MapIterable<Account, ImmutableMarketValueStatistics> actual = this.aggregateByAccount_parallel_lazy_gsc();
        MapIterable<Account, ImmutableMarketValueStatistics> expected = this.aggregateByAccount_serial_lazy_gsc();
        Assert.assertEquals(expected, expected);
        Verify.assertMapsEqual((Map<Account, ImmutableMarketValueStatistics>) expected,
                (Map<Account, ImmutableMarketValueStatistics>) actual);
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<String, ImmutableMarketValueStatistics> aggregateByCategory_parallel_lazy_gsc() {
        MapIterable<String, ImmutableMarketValueStatistics> result = this.gscPositions
                .asParallel(this.executorService, BATCH_SIZE).aggregateBy(Position::getCategory,
                        ImmutableMarketValueStatistics::new, ImmutableMarketValueStatistics::add);
        Assert.assertNotNull(result);
        return result;
    }

    @Test
    public void test_aggregateByCategory_parallel_lazy_gsc() {
        MapIterable<String, ImmutableMarketValueStatistics> actual = this.aggregateByCategory_parallel_lazy_gsc();
        MapIterable<String, ImmutableMarketValueStatistics> expected = this.aggregateByCategory_serial_lazy_gsc();
        Assert.assertEquals(expected, expected);
        Verify.assertMapsEqual((Map<String, ImmutableMarketValueStatistics>) expected,
                (Map<String, ImmutableMarketValueStatistics>) actual);
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<Product, MarketValueStatistics> aggregateInPlaceByProduct_serial_eager_gsc() {
        MutableMap<Product, MarketValueStatistics> result = this.gscPositions.aggregateInPlaceBy(
                Position::getProduct, MarketValueStatistics::new, MarketValueStatistics::accept);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<Account, MarketValueStatistics> aggregateInPlaceByAccount_serial_eager_gsc() {
        MutableMap<Account, MarketValueStatistics> result = this.gscPositions.aggregateInPlaceBy(
                Position::getAccount, MarketValueStatistics::new, MarketValueStatistics::accept);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<String, MarketValueStatistics> aggregateInPlaceByCategory_serial_eager_gsc() {
        MutableMap<String, MarketValueStatistics> result = this.gscPositions.aggregateInPlaceBy(
                Position::getCategory, MarketValueStatistics::new, MarketValueStatistics::accept);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<Product, MarketValueStatistics> aggregateInPlaceByProduct_parallel_eager_gsc() {
        MutableMap<Product, MarketValueStatistics> result = ParallelIterate.aggregateInPlaceBy(this.gscPositions,
                Position::getProduct, MarketValueStatistics::new, MarketValueStatistics::syncAccept);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<Account, MarketValueStatistics> aggregateInPlaceByAccount_parallel_eager_gsc() {
        MutableMap<Account, MarketValueStatistics> result = ParallelIterate.aggregateInPlaceBy(this.gscPositions,
                Position::getAccount, MarketValueStatistics::new, MarketValueStatistics::syncAccept);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MutableMap<String, MarketValueStatistics> aggregateInPlaceByCategory_parallel_eager_gsc() {
        MutableMap<String, MarketValueStatistics> result = ParallelIterate.aggregateInPlaceBy(this.gscPositions,
                Position::getCategory, MarketValueStatistics::new, MarketValueStatistics::syncAccept);
        Assert.assertNotNull(result);
        return result;
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<Product, MarketValueStatistics> aggregateInPlaceByProduct_parallel_lazy_gsc() {
        MapIterable<Product, MarketValueStatistics> result = this.gscPositions
                .asParallel(this.executorService, BATCH_SIZE).aggregateInPlaceBy(Position::getProduct,
                        MarketValueStatistics::new, MarketValueStatistics::syncAccept);
        Assert.assertNotNull(result);
        return result;
    }

    @Test
    public void test_aggregateInPlaceByProduct_parallel_lazy_gsc() {
        MapIterable<Product, MarketValueStatistics> actual = this.aggregateInPlaceByProduct_parallel_lazy_gsc();
        MapIterable<Product, MarketValueStatistics> expected = this.aggregateInPlaceByProduct_serial_eager_gsc();
        Assert.assertEquals(expected, expected);
        Verify.assertMapsEqual((Map<Product, MarketValueStatistics>) expected,
                (Map<Product, MarketValueStatistics>) actual);
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<Account, MarketValueStatistics> aggregateInPlaceByAccount_parallel_lazy_gsc() {
        MapIterable<Account, MarketValueStatistics> result = this.gscPositions
                .asParallel(this.executorService, BATCH_SIZE).aggregateInPlaceBy(Position::getAccount,
                        MarketValueStatistics::new, MarketValueStatistics::syncAccept);
        Assert.assertNotNull(result);
        return result;
    }

    @Test
    public void test_aggregateInPlaceByAccount_parallel_lazy_gsc() {
        MapIterable<Account, MarketValueStatistics> actual = this.aggregateInPlaceByAccount_parallel_lazy_gsc();
        MapIterable<Account, MarketValueStatistics> expected = this.aggregateInPlaceByAccount_serial_eager_gsc();
        Assert.assertEquals(expected, expected);
        Verify.assertMapsEqual((Map<Account, MarketValueStatistics>) expected,
                (Map<Account, MarketValueStatistics>) actual);
    }

    @Warmup(iterations = 20)
    @Measurement(iterations = 10)
    @Benchmark
    public MapIterable<String, MarketValueStatistics> aggregateInPlaceByCategory_parallel_lazy_gsc() {
        MapIterable<String, MarketValueStatistics> result = this.gscPositions
                .asParallel(this.executorService, BATCH_SIZE).aggregateInPlaceBy(Position::getCategory,
                        MarketValueStatistics::new, MarketValueStatistics::syncAccept);
        Assert.assertNotNull(result);
        return result;
    }

    @Test
    public void test_aggregateInPlaceByCategory_parallel_lazy_gsc() {
        MapIterable<String, MarketValueStatistics> actual = this.aggregateInPlaceByCategory_parallel_lazy_gsc();
        MapIterable<String, MarketValueStatistics> expected = this.aggregateInPlaceByCategory_serial_eager_gsc();
        Assert.assertEquals(expected, expected);
        Verify.assertMapsEqual((Map<String, MarketValueStatistics>) expected,
                (Map<String, MarketValueStatistics>) actual);
    }

    private static boolean isCloseTo(double a, double b, double delta) {
        return a - b < delta || b - a < delta;
    }

    private static final class ImmutableMarketValueStatistics {
        private static final ImmutableMarketValueStatistics ZERO = new ImmutableMarketValueStatistics();

        private final long count;
        private final double sum;
        private final double min;
        private final double max;

        public ImmutableMarketValueStatistics() {
            this(0, 0.0, Double.POSITIVE_INFINITY, Double.NEGATIVE_INFINITY);
        }

        public ImmutableMarketValueStatistics(long count, double sum, double min, double max) {
            this.count = count;
            this.sum = sum;
            this.min = min;
            this.max = max;
        }

        public ImmutableMarketValueStatistics add(Position position) {
            double marketValue = position.getMarketValue();
            return new ImmutableMarketValueStatistics(this.count + 1, this.sum + marketValue,
                    Math.min(this.min, marketValue), Math.max(this.max, marketValue));
        }

        public static ImmutableMarketValueStatistics getZero() {
            return ZERO;
        }

        @Override
        public boolean equals(Object o) {
            if (this == o) {
                return true;
            }
            if (o == null || this.getClass() != o.getClass()) {
                return false;
            }

            ImmutableMarketValueStatistics that = (ImmutableMarketValueStatistics) o;

            if (this.count != that.count) {
                return false;
            }
            if (Double.compare(that.max, this.max) != 0) {
                return false;
            }
            if (Double.compare(that.min, this.min) != 0) {
                return false;
            }
            return isCloseTo(that.sum, this.sum, 0.0001);
        }

        @Override
        public int hashCode() {
            int result = (int) (this.count ^ (this.count >>> 32));
            long temp = Double.doubleToLongBits(this.sum);
            result = 31 * result + (int) (temp ^ (temp >>> 32));
            temp = Double.doubleToLongBits(this.min);
            result = 31 * result + (int) (temp ^ (temp >>> 32));
            temp = Double.doubleToLongBits(this.max);
            result = 31 * result + (int) (temp ^ (temp >>> 32));
            return result;
        }

        @Override
        public String toString() {
            return "ImmutableMarketValueStatistics{" + "count=" + this.count + ", sum=" + this.sum + ", min="
                    + this.min + ", max=" + this.max + '}';
        }
    }

    private static final class MarketValueStatistics extends DoubleSummaryStatistics {
        public void accept(Position position) {
            this.accept(position.getMarketValue());
        }

        public synchronized void syncAccept(Position position) {
            this.accept(position);
        }

        @Override
        public boolean equals(Object o) {
            if (this == o) {
                return true;
            }
            if (o == null || this.getClass() != o.getClass()) {
                return false;
            }

            MarketValueStatistics that = (MarketValueStatistics) o;

            if (this.getCount() != that.getCount()) {
                return false;
            }
            if (Double.compare(that.getMax(), this.getMax()) != 0) {
                return false;
            }
            if (Double.compare(that.getMin(), this.getMin()) != 0) {
                return false;
            }
            return AggregateByTest.isCloseTo(that.getSum(), this.getSum(), 0.01);
        }

        @Override
        public int hashCode() {
            int result = (int) (this.getCount() ^ (this.getCount() >>> 32));
            long temp = Double.doubleToLongBits(this.getSum());
            result = 31 * result + (int) (temp ^ (temp >>> 32));
            temp = Double.doubleToLongBits(this.getMin());
            result = 31 * result + (int) (temp ^ (temp >>> 32));
            temp = Double.doubleToLongBits(this.getMax());
            result = 31 * result + (int) (temp ^ (temp >>> 32));
            return result;
        }
    }

    private final class Position {
        private final Account account = AggregateByTest.this.accountPool.put(new Account());
        private final Product product = AggregateByTest.this.productPool.put(new Product());
        private final int quantity = INTS.nextInt();

        public Account getAccount() {
            return this.account;
        }

        public Product getProduct() {
            return this.product;
        }

        public String getCategory() {
            return this.product.getCategory();
        }

        public int getQuantity() {
            return this.quantity;
        }

        public double getMarketValue() {
            return this.quantity * this.product.getPrice();
        }
    }

    private static final class Account {
        private final String name = RandomStringUtils.randomNumeric(5);

        public String getName() {
            return this.name;
        }

        @Override
        public boolean equals(Object o) {
            if (this == o) {
                return true;
            }
            if (o == null || this.getClass() != o.getClass()) {
                return false;
            }

            Account account = (Account) o;

            return this.name.equals(account.name);
        }

        @Override
        public int hashCode() {
            return this.name.hashCode();
        }
    }

    private final class Product {
        private final String name = RandomStringUtils.randomNumeric(3);
        private final String category = AggregateByTest.this.categoryPool
                .put(RandomStringUtils.randomAlphabetic(1).toUpperCase());
        private final double price = DOUBLES.nextDouble();

        public String getName() {
            return this.name;
        }

        public double getPrice() {
            return this.price;
        }

        @Override
        public boolean equals(Object o) {
            if (this == o) {
                return true;
            }
            if (o == null || this.getClass() != o.getClass()) {
                return false;
            }

            Product account = (Product) o;

            return this.name.equals(account.name);
        }

        public String getCategory() {
            return this.category;
        }

        @Override
        public int hashCode() {
            return this.name.hashCode();
        }

        @Override
        public String toString() {
            return "Product{" + "name='" + this.name + '\'' + ", category='" + this.category + '\'' + ", price="
                    + this.price + '}';
        }
    }
}