HashMap详解

image-20200930090156442

结构上,底层使用数组+单向链表+红黑树的结构,节点数大于8时会转为红黑树,节点数小于6时会转为单向链表。

首先每一个元素都是链表的数组,当添加一个元素(key-value)时, 就首先计算元素 key 的 hash 值,以此确定插入数组的位置,但是可能存在同一 hash 值的元素已经被放到数组的同一位置,这是就添加到同一 hash 值的元素的后面,他们在数组的同一位置形成链表,同一链表上的 Hash 值是相同的,所以说数组存放的是链表,而当链表长度太长时,链表就转换为红黑树。

当链表数组的容量超过初始容量的 0.75 时,再散列将链表数组扩大 2 倍,把原链表数组的元素搬移到新的数组中

直接看源码。

常量

static final int DEFAULT_INITIAL_CAPACITY = 1 << 4; // aka 16 初始容量为2的4次方即16(aka:Also Known As)

static final int MAXIMUM_CAPACITY = 1 << 30; // 最大容量为2的30次方

static final float DEFAULT_LOAD_FACTOR = 0.75f; // 负载因子,当数量达到容量的0.75倍则扩容

static final int TREEIFY_THRESHOLD = 8; // 树化阈值8,即节点数大于8时会转为红黑树

static final int UNTREEIFY_THRESHOLD = 6; // 树退化阈值,即节点数小于6时会转为单向链表

static final int MIN_TREEIFY_CAPACITY = 64; // 最小树形化阈值,红黑树最小长度为 64

成员变量

transient Node[] table; // HashMap的哈希桶数组,用于存放表示键值对数据的Node元素。

transient Set> entrySet; // HashMap将数据转换成set的另一种存储形式,这个变量主要用于迭代功能。

transient int size; // HashMap中实际存在的键值对数量

transient int modCount; // HashMap的数据被修改的次数,这个变量用于迭代过程中的Fail-Fast机制,其存在的意义在于保证发生了线程安全问题时,能及时的发现(操作前备份的count和当前modCount不相等)并抛出异常终止操作。

int threshold; // 扩容阈值,当HashMap的size大于threshold时就会执行resize操作自动扩容容量为原来的二倍

final float loadFactor; // 负载因子,默认值为0.75f,计算HashMap的实时装载因子的方法为:size/capacity

构造函数

//指定容量大小和负载因子大小
public HashMap(int initialCapacity, float loadFactor) {
    if (initialCapacity < 0)
        throw new IllegalArgumentException(""Illegal initial capacity: "" +
                                           initialCapacity);
    if (initialCapacity > MAXIMUM_CAPACITY)
        initialCapacity = MAXIMUM_CAPACITY;
    if (loadFactor <= 0 || Float.isNaN(loadFactor))
        throw new IllegalArgumentException(""Illegal load factor: "" +
                                           loadFactor);
    this.loadFactor = loadFactor;
    this.threshold = tableSizeFor(initialCapacity);
}

//指定容量大小
public HashMap(int initialCapacity) {
    this(initialCapacity, DEFAULT_LOAD_FACTOR);
}

//默认的构造函数
public HashMap() {
    this.loadFactor = DEFAULT_LOAD_FACTOR; // all other fields defaulted
}

//传入一个Map集合,将Map集合中元素Map.Entry全部添加进HashMap实例中
public HashMap(Map<? extends K, ? extends V> m) {
    this.loadFactor = DEFAULT_LOAD_FACTOR;
    putMapEntries(m, false);
}

数据结构

数组元素Node<K,V>[]

是HashMap内部的静态类:

static class Node<K,V> implements Map.Entry<K,V> {
    final int hash;
    final K key;
    V value;
    Node<K,V> next;

    // Node构造函数Node
    Node(int hash, K key, V value, Node<K,V> next) {
        this.hash = hash;       // Hash值
        this.key = key;         // 键
        this.value = value; // 值
        this.next = next;   // 下一个节点
    }

    public final K getKey()        { return key; }
    public final V getValue()      { return value; }
    public final String toString() { return key + ""="" + value; }

    public final int hashCode() {
        return Objects.hashCode(key) ^ Objects.hashCode(value);
    }

    public final V setValue(V newValue) {
        V oldValue = value;
        value = newValue;
        return oldValue;
    }

    // 判断两个node是否相等,若key和value都相等,返回true。可以与自身比较为true
    public final boolean equals(Object o) {
        if (o == this)
            return true;
        if (o instanceof Map.Entry) {
            Map.Entry<?,?> e = (Map.Entry<?,?>)o;
            if (Objects.equals(key, e.getKey()) &&
                Objects.equals(value, e.getValue()))
                return true;
        }
        return false;
    }
}

红黑树TreeNode<k,v>

也是HashMap内部的静态类,TreeNode的代码很多,分类来看:

成员变量和构造方法

TreeNode<K,V> parent;  // red-black tree links 父节点  
TreeNode<K,V> left;   // 左子树
TreeNode<K,V> right;// 右子树
TreeNode<K,V> prev;    // needed to unlink next upon deletion
boolean red; // 颜色属性
TreeNode(int hash, K key, V val, Node<K,V> next) {
  super(hash, key, val, next);
}

方法

// 返回当前节点的根节点  
final TreeNode<K,V> root() {...}

// 将跟节点移至最前
static <K,V> void moveRootToFront(Node<K,V>[] tab, TreeNode<K,V> root) {...}

// 使用给定的哈希和键,从根节点p开始查找指定的节点
final TreeNode<K,V> find(int h, Object k, Class<?> kc) {...}

// 为根节点调用find()方法
final TreeNode<K,V> getTreeNode(int h, Object k) {...}

// 用于不可比较或HashCode相同时进行比较的方法
static int tieBreakOrder(Object a, Object b) {...}

// 构建红黑树
final void treeify(Node<K,V>[] tab) {...}

// 树退化
final Node<K,V> untreeify(HashMap<K,V> map) {...}

// 键值对插入红黑树
final TreeNode<K,V> putTreeVal(HashMap<K,V> map, Node<K,V>[] tab, int h, K k, V v) {...}

// 移除树节点
final void removeTreeNode(HashMap<K,V> map, Node<K,V>[] tab, boolean movable) {...}

// 在HashMap进行扩容时会调用到
final void split(HashMap<K,V> map, Node<K,V>[] tab, int index, int bit) {...}

// 左旋
static <K,V> TreeNode<K,V> rotateLeft(TreeNode<K,V> root, TreeNode<K,V> p) {...}

// 右旋
static <K,V> TreeNode<K,V> rotateRight(TreeNode<K,V> root, TreeNode<K,V> p) {...}

// 插入平衡算法(插入后)
static <K,V> TreeNode<K,V> balanceInsertion(TreeNode<K,V> root, TreeNode<K,V> x) {...}

// 删除平衡算法
static <K,V> TreeNode<K,V> balanceDeletion(TreeNode<K,V> root, TreeNode<K,V> x) {...}

// 检查不变量
static <K,V> boolean checkInvariants(TreeNode<K,V> t) {...}

HashMap常用方法

Hash值计算

// 将传入的参数key本身的hashCode与h无符号右移16位进行二进制异或运算得出一个新的hash值
static final int hash(Object key) {
    int h;
    return (key == null) ? 0 : (h = key.hashCode()) ^ (h >>> 16);
}

put()方法

public V put(K key, V value) {
    return putVal(hash(key), key, value, false, true);// 这里传入了计算后的hash值
}

putVal()方法:

final V putVal(int hash, K key, V value, boolean onlyIfAbsent,
               boolean evict) {
    Node<K,V>[] tab; Node<K,V> p; int n, i;
    // 若table为空,则使用resize扩容
    if ((tab = table) == null || (n = tab.length) == 0)
        n = (tab = resize()).length;
    // 根据传入的hash值得到插入的数组索引i,如果table[i]==null,直接新建节点添加
    if ((p = tab[i = (n - 1) & hash]) == null)
        tab[i] = newNode(hash, key, value, null); // 新建节点
    else {
        // 当table[i]!=null时
        Node<K,V> e; K k;
        // 如果table[i]的首个元素和key相同,则直接覆盖value
        if (p.hash == hash &&
            ((k = p.key) == key || (key != null && key.equals(k))))
            e = p;
        // 如果table[i]的首个元素和key相同,则直接覆盖
        else if (p instanceof TreeNode)
          // 如果table[i]的首个元素和key不相同,则先判断table[i]是否为红黑树,若是则直接在树中插入键值对
            e = ((TreeNode<K,V>)p).putTreeVal(this, tab, hash, key, value);
        else {
          // 如果table[i]不是红黑树,则判断链表长度是否大于8,大于8将链表转换为红黑树,再执行插入操作
          // 否则进行链表的插入操作
            for (int binCount = 0; ; ++binCount) {
                if ((e = p.next) == null) {
                    p.next = newNode(hash, key, value, null);
                    if (binCount >= TREEIFY_THRESHOLD - 1) // -1 for 1st 若节点数大于等于8
                      // 转换为红黑树
                        treeifyBin(tab, hash);
                    break;
                }
                if (e.hash == hash &&
                    ((k = e.key) == key || (key != null && key.equals(k))))
                    break;
                p = e;
            }
        }
        if (e != null) { // existing mapping for key:key已经存在,将新value替换旧value值具体操作
            V oldValue = e.value;
            if (!onlyIfAbsent || oldValue == null)
                e.value = value;
            afterNodeAccess(e);
            return oldValue;
        }
    }
    ++modCount;
    if (++size > threshold) // 判断是否需要扩容
        resize();
    afterNodeInsertion(evict);
    return null;
}
  • 获取Node数组table对象和长度,并判断table是否为空:

    • 若table为空,则调用resize()扩容;

    • 若table不为空,判断要插入的key和插入位置的元素是否相同:

    • 若相同,则直接覆盖;

    • 若不同,则先判断是否是红黑树:

      • 若是红黑树,则按红黑树的方式插入;
      • 若不是红黑树,则判断其长度是否大于8,大于8则先转为红黑树,再执行插入,否则进行链表的插入操作
  • 最后判断是否需要扩容。

get()方法

public V get(Object key) {
    Node<K,V> e;
    return (e = getNode(hash(key), key)) == null ? null : e.value;
}
final Node<K,V> getNode(int hash, Object key) {
    Node<K,V>[] tab; Node<K,V> first, e; int n; K k;
  // 当table不为null,table长度大于0,指定位置不为null时,才更进一步查询,否则直接返回null。
    if ((tab = table) != null && (n = tab.length) > 0 &&
        (first = tab[(n - 1) & hash]) != null) {
        if (first.hash == hash && // always check first node 先判断第一个存在的节点的key是否和查询的key相等。
            ((k = first.key) == key || (key != null && key.equals(k))))
            return first;// 如果相等,直接返回该节点。
        if ((e = first.next) != null) { // 若first节点和要查询的不一致,且其下一个节点不为null时。
            if (first instanceof TreeNode)
              // 当这个table节点上存储的是红黑树结构时,在根节点first上调用getTreeNode方法,在内部遍历红黑树节点,查看是否有匹配的TreeNode。
                return ((TreeNode<K,V>)first).getTreeNode(hash, key);
            do {
              // 当这个table节点上存储的是链表结构时,则检索链表来查询结果。
                if (e.hash == hash &&
                    ((k = e.key) == key || (key != null && key.equals(k))))
                    return e; // 成功后返回。
            } while ((e = e.next) != null);
        }
    }
    return null;
}
  • 首先table要满足三个条件才能继续深入查询:table不为null,table长度大于0,指定位置不为null。
  • 先判断第一个存在的节点的key是否和查询的key相等。
    • 如果相等,则直接返回该节点。
    • 如果不想等,则判断它的下一个节点是否为null。
    • 当table的这个节点上为红黑树结构时,在根节点first上调用getTreeNode方法,在内部遍历红黑树节点,查看是否有匹配的TreeNode
    • 当这个table节点上存储的是链表结构时,则检索链表来查询结果。

resize()方法(扩容机制)

重新设置table大小,并返回新的HashMap的数据。

final Node<K,V>[] resize() {
    Node<K,V>[] oldTab = table; // 旧table
    int oldCap = (oldTab == null) ? 0 : oldTab.length; // 扩容前的容量
    int oldThr = threshold; // 扩容前的扩容阈值
    int newCap, newThr = 0; // 扩容后的容量,扩容后的扩容阈值

    if (oldCap > 0) { // 若扩容前的容量大于0
        if (oldCap >= MAXIMUM_CAPACITY) { // 若扩容前的容量若超过最大容量,则不再进行扩充
            threshold = Integer.MAX_VALUE;
            return oldTab;
        }
      // 若扩容后的容量小于最大容量,且扩容前的长度大于等于默认的初始化长度
        else if ((newCap = oldCap << 1) < MAXIMUM_CAPACITY &&
                 oldCap >= DEFAULT_INITIAL_CAPACITY) 
            newThr = oldThr << 1; // double threshold 则扩容为原来的二倍
    }
  // 若扩容前的容量为0,且扩容前的扩容阈值大于0
    else if (oldThr > 0) // initial capacity was placed in threshold
      // 则扩容后的容量设为扩容前的扩容阈值
        newCap = oldThr;
    else {               // zero initial threshold signifies using defaults
        // 若扩容前的容量为0,且扩容前的扩容阈值也为0,则新阀值和新容量使用默认值
        newCap = DEFAULT_INITIAL_CAPACITY;
        newThr = (int)(DEFAULT_LOAD_FACTOR * DEFAULT_INITIAL_CAPACITY);
    }
    if (newThr == 0) {
      // 如果新阈值为0,则重新计算:阀值没有超过最大阀值,设置新的阀值
        float ft = (float)newCap * loadFactor;
        newThr = (newCap < MAXIMUM_CAPACITY && ft < (float)MAXIMUM_CAPACITY ?
                  (int)ft : Integer.MAX_VALUE);
    }
    threshold = newThr; // 最后将新阈值赋给table的扩容阈值

  // --------------------------------------------------------------------------------

    @SuppressWarnings({""rawtypes"",""unchecked""})
  //创建新的 Hash 表
    Node<K,V>[] newTab = (Node<K,V>[])new Node[newCap];
    table = newTab;
    if (oldTab != null) {
      //遍历旧的 Hash 表
        for (int j = 0; j < oldCap; ++j) {
            Node<K,V> e;
            if ((e = oldTab[j]) != null) {
                oldTab[j] = null; // 释放旧空间
                if (e.next == null) // 当这个节点只有一个数据时
                    newTab[e.hash & (newCap - 1)] = e; // 将这个数据直接赋给新table中指定的hash位置
                else if (e instanceof TreeNode) // 当这个节点是一个红黑树时,则按红黑树的方式赋给新table
                    ((TreeNode<K,V>)e).split(this, newTab, j, oldCap);
                else { // preserve order 当这个节点是一个链表时
                    Node<K,V> loHead = null, loTail = null;
                    Node<K,V> hiHead = null, hiTail = null;
                    Node<K,V> next;
                    do {
                        next = e.next;
                        if ((e.hash & oldCap) == 0) {
                            if (loTail == null)
                                loHead = e;
                            else
                                loTail.next = e;
                            loTail = e;
                        }
                        else {
                            if (hiTail == null)
                                hiHead = e;
                            else
                                hiTail.next = e;
                            hiTail = e;
                        }
                    } while ((e = next) != null);
                    if (loTail != null) {
                        loTail.next = null;
                        newTab[j] = loHead;
                    }
                    if (hiTail != null) {
                        hiTail.next = null;
                        newTab[j + oldCap] = hiHead;
                    }
                }
            }
        }
    }
    return newTab;
}

参考:

数据结构解析-HashMap

HashMap的结构以及核心源码分析

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  133. Reduslim wird aus natürlichen Extrakten hergestellt. Heißhungerattacken blieben ebenfalls aus. Viele Fatburner enthalten Extrakte aus grünem Tee. Reduslim werden aus natürlichen Inhaltsstoffen hergestellt. Dadurch werden Kohlenhydrate nicht in Zucker umgewandelt und in Form von Fett abgelagert. Die Ursachen können zahlreich sein und reichen von Schilddrüsenungleichgewichten bis hin zu falschen Diäten, die die Eliminierung bestimmter Lebensmittel wie gute Fette, Proteine oder Kohlenhydrate beinhalten. Bitte beachten Sie: Die Ergebnisse und Effekte können von Individuum zu Individuum variieren. Der Fettverbrenner http://urbino.fh-joanneum.at/trials/index.php/Einem_Geliebten_Menschen_Beim_Abnehmen_Helfen jedem helfen, die gewünschten Ergebnisse zu erzielen. Garcinia Cambogia: Dieser Reduslim Inhaltstoff gilt als echter Fettverbrenner und wird schon seit Jahren in verschiedenen Ländern, wie zum Beispiel Indonesien, eingesetzt. L-Carnitin: beschleunigt den Stoffwechsel, sowohl Fett als auch Kohlenhydrate, allmählich, aber stetig das Körpergewicht zu reduzieren. Unser Körper wird versuchen, künstlich entferntes Fett zurückzuerlangen. Das wohl auch deshalb, da hier nur natürliche Inhaltsstoffe verwendet worden sind, die allesamt keine schädlichen Einflüsse auf den Körper haben.

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  141. Mit Reduslim nehmen Sie nun einfach zusätzlich jeden Tag 2 Kapseln ein, ansonsten ändert sich nichts, sie müssen nichts zusätzlich tun. Hinweis: Für beste Ergebnisse sollten Nahrungsergänzungsmittel - wie auch Medikamente - strikt nach Empfehlung vom Hersteller (2 pro Tag maximum) eingenommen werden. Jeden Tag können mehr Menschen von Fettleibigkeit betroffen sein. Ort, an dem die Bestellung eines Produkts schnell und einfach sein sollte. Geben Sie einfach bei Ihrer Bestellung ab € Ihren Gutschein-Code an. Gilt nur für rezeptfreie Produkte (außer Bücher). Der Anteil an Glucomannan bei Linksherz und globaler Herzschwäche gehören außer den zuvor. Dazu gehören die Einnahme einer Kapsel pro Tag, unabhängig von der Uhrzeit, und die Aufrechterhaltung einer optimalen Flüssigkeitszufuhr, um die natürliche Reinigung zu erleichtern. Um die Vorteile zu nutzen, empfiehlt der Hersteller, die Anweisungen von Reduslim zur Einnahme zu befolgen. Es betont, dass Sie den Anweisungen von Reduslim folgen sollten, wie Sie es für bessere Ergebnisse einnehmen können. Der Hersteller betont auch, dass die Anweisungen von Reduslim zur Wirkungsweise und Einnahme befolgt werden sollten. Nach Angaben des Erstellers wurde es in Form von Kapseln entwickelt; Jedes enthält die Menge an Extrakt, die bei Einnahme spürbare Ergebnisse liefern sollte.

    Wir prüfen die Angaben des Herstellers und die aktuelle Forschung zur Wirkungsweise des Präparats. Es weist darauf hin, dass damit das Aufkommen von Nachahmungen des Produkts vermieden werden soll. Personen, die für das Angebot dieses Nahrungsergänzungsmittels verantwortlich sind, weisen darauf hin, dass es Nachahmungen des Produkts geben kann. Das deshalb, weil Fasty Slim Kapseln in der Lage sind, dass der Stoffwechsel derart umprogrammiert wird, sodass ein Gewichtsverlust so gut wie vorprogrammiert ist. Da sie natürlichen Ursprungs sind, sollten sie auf natürliche und progressive Weise Vorteile bei der Gewichtsabnahme bieten. ReduSlim ist ein speziell formuliertes Produkt zur Gewichtsreduktion, das auf verschiedene Weise wirkt, um den Prozess der Gewichtsabnahme zu unterstützen. Verbessert den Prozess der Ketose. Um eine Bestellung aufzugeben, müssen Sie dies nur von der offiziellen Website aus tun, wo der Kauf garantiert, dass Sie das Originalprodukt erhalten. Geben Sie Ihre Bestellung sicher auf der offiziellen Reduslim-Website auf, wo der Kauf den Erwerb des Original-Supplements mit direkten Rabatten vom Hersteller garantiert. Um die Frage nach dem Kauf von Reduslim zu beantworten , sollten Sie die offizielle Website des Herstellers besuchen. Besuchen Sie ihre Website und erfahren Sie mehr. Um mehr über Reduslim und seine Kosten zu erfahren, sollten Sie die Website besuchen.

    Bei dieser Sportart wird bis zu 40 % mehr Energie verbrannt als beim herkömmlichen Gehen. Es ist eine Verbindung, die die Beschleunigung des Stoffwechselprozesses fördern kann, der den Transport von Fettsäuren erhöhen sollte, um sie in Energie umzuwandeln und Ermüdungsstörungen umzukehren. Darüber hinaus kann es die Aufnahme von Fett hemmen und in Energie umwandeln, wodurch unnötige Ablagerungen reduziert werden. Diese Imitate funktionieren nicht - werden aber zum gleichen Preis angeboten. Aus diesem Grund hat der Schöpfer von Reduslim diese Ergänzung entwickelt. Da Sie seine Vorteile bei der Reduzierung der Körpermaße kennen, könnten Sie an diesem Produkt interessiert sein. Nach Angaben des Herstellers handelt es sich bei diesem Produkt zur Gewichtsabnahme um ein 100 % veganes Produkt, das keine Nebenwirkungen hat. Laut den Angaben des Herstellers von Reduslim sollen die Inhaltsstoffe natürlich sein. Laut der Website des Herstellers handelt es sich um ein Nahrungsergänzungsmittel, das von jedem verwendet werden kann, der auf natürliche Weise abnehmen möchte.

    Reduslim wird wohl in keiner Apotheke vorrätig sein, kann aber wohl bestellt werden. Es mag das Zusammenspiel der unterschiedlichen Wirkstoffe sein, das sodann einen enorm positiven Einfluss auf den Körper hat. Es kann sicherlich sein, dass es nicht zu 100 % zufriedene Anwender gibt. Wie werden die Kapseln durch die Anwender bewertet? Kann es online bestellt werden? Mindestens für 30 Tage oder bis die gewünschten Ergebnisse erzielt werden. Auf der Reduslim- Website werden der Preis und die Sonderrabatte des Herstellers angezeigt. Übergewicht, Fettleibigkeit; Cellulite; übermäßiger Appetit; schlechte Essgewohnheiten; dyspeptische Störungen; langsamer Stoffwechsel; Verschlackung des Körpers; sich ständig müde fühlen; verminderte Immunität. Nachfolgend finden Sie Reduslim- Kommentare, Reduslim- Meinungen und aktuelle Nutzerbewertungen. Wenn sie also gefragt werden, wo sie https://mediawiki.tallapaka-annamacharya.org/index.php/User:FerdinandF64 können , empfehlen sie nicht, die Reduslim- Apotheke zu wählen. Ich kann sie nur empfehlen, wenn Sie abnehmen möchten. Ich habe es gekauft, um Zweifel auszuräumen, nachdem ich so viele Meinungen gelesen habe.

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