如何将 JSON 文件转换为 Java 8 对象流?

Wit*_*ock 8 java arrays json bigdata java-8

我有一个非常大的 > 1GB JSON 文件,其中包含一个数组(它是机密的,但是这个睡眠持续时间数据文件是一个代理:)

 [
        {
            "date": "August 17, 2015",
            "hours": 7,
            "minutes": 10
        },
        {
            "date": "August 19, 2015",
            "hours": 4,
            "minutes": 46
        },
        {
            "date": "August 19, 2015",
            "hours": 7,
            "minutes": 22
        },
        {
            "date": "August 21, 2015",
            "hours": 4,
            "minutes": 48
        },
        {
            "date": "August 21, 2015",
            "hours": 6,
            "minutes": 1
        }
    ]
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我使用 JSON2POJO 来生成“睡眠”对象定义。

现在,可以使用 Jackson 的 Mapper 转换为数组,然后使用 Arrays.stream(ARRAY)。除了这会崩溃(是的,这是一个大文件)。

显而易见的是使用 Jackson 的 Streaming API。但那是超低水平。特别是,我仍然想要睡眠对象。

如何使用 Jackson Streaming JSON 读取器和我的 Sleep.java 类来生成 Java 8 睡眠对象流?

Wit*_*ock 5

我找不到一个好的解决方案,我需要一个针对特定情况的解决方案:我有一个 >1GB JSON 文件(一个顶级 JSON 数组,包含数万个较大的对象),并使用普通的 Jackson 映射器导致访问生成的 Java 对象数组时崩溃。

我发现的使用 Jackson Streaming API 的示例丢失了如此吸引人的对象映射,并且当然不允许通过(显然合适的)Java 8 Streaming API 访问对象。

该代码现在位于 GitHub 上

这是一个简单的使用示例:

 //Use the JSON File included as a resource
 ClassLoader classLoader = SleepReader.class.getClassLoader();
 File dataFile = new File(classLoader.getResource("example.json").getFile());

 //Simple example of getting the Sleep Objects from that JSON
 new JsonArrayStreamDataSupplier<>(dataFile, Sleep.class) //Got the Stream
                .forEachRemaining(nightsRest -> {
                    System.out.println(nightsRest.toString());
                });
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这是 example.json 中的一些 JSON

   [
    {
        "date": "August 17, 2015",
        "hours": 7,
        "minutes": 10
    },
    {
        "date": "August 19, 2015",
        "hours": 4,
        "minutes": 46
    },
    {
        "date": "August 19, 2015",
        "hours": 7,
        "minutes": 22
    },
    {
        "date": "August 21, 2015",
        "hours": 4,
        "minutes": 48
    },
    {
        "date": "August 21, 2015",
        "hours": 6,
        "minutes": 1
    }
]
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而且,如果您不想访问 GitHub(您应该访问),这里是包装类本身:

    /**
 * @license APACHE LICENSE, VERSION 2.0 http://www.apache.org/licenses/LICENSE-2.0
 * @author Michael Witbrock
 */
package com.michaelwitbrock.jacksonstream;

import com.fasterxml.jackson.core.JsonFactory;
import com.fasterxml.jackson.core.JsonParser;
import com.fasterxml.jackson.core.JsonToken;
import com.fasterxml.jackson.databind.JsonNode;
import com.fasterxml.jackson.databind.ObjectMapper;
import java.io.File;
import java.io.IOException;
import java.util.Iterator;
import java.util.Spliterators;
import java.util.stream.Stream;
import java.util.stream.StreamSupport;

public class JsonArrayStreamDataSupplier<T> implements Iterator<T> {
    /*
    * This class wraps the Jackson streaming API for arrays (a common kind of 
    * large JSON file) in a Java 8 Stream. The initial motivation was that 
    * use of a default objectmapper to a Java array was crashing for me on
    * a very large JSON file (> 1GB).  And there didn't seem to be good example 
    * code for handling Jackson streams as Java 8 streams, which seems natural.
    */

    static ObjectMapper mapper = new ObjectMapper();
    JsonParser parser;
    boolean maybeHasNext = false;
    int count = 0;
    JsonFactory factory = new JsonFactory();
    private Class<T> type;

    public JsonArrayStreamDataSupplier(File dataFile, Class<T> type) {
        this.type = type;
        try {
            // Setup and get into a state to start iterating
            parser = factory.createParser(dataFile);
            parser.setCodec(mapper);
            JsonToken token = parser.nextToken();
            if (token == null) {
                throw new RuntimeException("Can't get any JSON Token from "
                        + dataFile.getAbsolutePath());
            }

            // the first token is supposed to be the start of array '['
            if (!JsonToken.START_ARRAY.equals(token)) {
                // return or throw exception
                maybeHasNext = false;
                throw new RuntimeException("Can't get any JSON Token fro array start from "
                        + dataFile.getAbsolutePath());
            }
        } catch (Exception e) {
            maybeHasNext = false;
        }
        maybeHasNext = true;
    }

    /*
    This method returns the stream, and is the only method other 
    than the constructor that should be used.
    */
    public Stream<T> getStream() {
        return StreamSupport.stream(Spliterators.spliteratorUnknownSize(this, 0), false);
    }

    /* The remaining methods are what enables this to be passed to the spliterator generator, 
       since they make it Iterable.
    */
    @Override
    public boolean hasNext() {
        if (!maybeHasNext) {
            return false; // didn't get started
        }
        try {
            return (parser.nextToken() == JsonToken.START_OBJECT);
        } catch (Exception e) {
            System.out.println("Ex" + e);
            return false;
        }
    }

    @Override
    public T next() {
        try {
            JsonNode n = parser.readValueAsTree();
            //Because we can't send T as a parameter to the mapper
            T node = mapper.convertValue(n, type);
            return node;
        } catch (IOException | IllegalArgumentException e) {
            System.out.println("Ex" + e);
            return null;
        }

    }


}
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  • 仅当您从 JAR 中打包的资源(在 resources 目录中)加载示例文件时才需要它。如果您想从某个随机位置加载它,您的建议似乎不错(可以说会提供一个稍微更透明的示例) (3认同)