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  • 关于HashMap中的负载因子

          这两天在看HashMap的时候,被负载因子float loadFactor搞得很晕,经过一天的研究,最后理出了自己的一点个人见解。

          在HashMap的底层存在着一个名字为table的Entry数组,在实例化HashMap的时候,会输入两个参数,一个是 int initCapacity(初始化数组大小,默认值是16),一个是float loadFactor(负载因子,默认值是0.75),首先会根据initCapacity计算出一个大于或者等于initCapacity且为2的幂的值capacity,例如initCapacity为15,那么capacity就会为16,还会算出一个临界值threshold,也就是capacity * loadFactor,贴出源代码

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        /**
         * Constructs an empty <tt>HashMap</tt> with the specified initial
         * capacity and load factor.
         *
         * @param  initialCapacity the initial capacity
         * @param  loadFactor      the load factor
         * @throws IllegalArgumentException if the initial capacity is negative
         *         or the load factor is nonpositive
         */
        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);
    
            // Find a power of 2 >= initialCapacity
            int capacity = 1;
            while (capacity < initialCapacity)
                capacity <<= 1;
    
            this.loadFactor = loadFactor;
            threshold = (int)(capacity * loadFactor);
            table = new Entry[capacity];
            init();
        }
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        创建完HashMap之后,下面来看put方法,首先会根据key值计算出其HashCode值,然后在通过一个indexFor方法计算出此元素该存放于table数组的哪个数组之中(我猜想可能是通过对table.length的值取余的操作计算出来的),再检测此table的此坐标位置的entry链是否存在此key或者此key值,若存在,则更新此元素的value值。源代码如下:

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        /**
         * Associates the specified value with the specified key in this map.
         * If the map previously contained a mapping for the key, the old
         * value is replaced.
         *
         * @param key key with which the specified value is to be associated
         * @param value value to be associated with the specified key
         * @return the previous value associated with <tt>key</tt>, or
         *         <tt>null</tt> if there was no mapping for <tt>key</tt>.
         *         (A <tt>null</tt> return can also indicate that the map
         *         previously associated <tt>null</tt> with <tt>key</tt>.)
         */
        public V put(K key, V value) {
            if (key == null)
                return putForNullKey(value);
            int hash = hash(key.hashCode());
            int i = indexFor(hash, table.length);
            for (Entry<K,V> e = table[i]; e != null; e = e.next) {
                Object k;
                if (e.hash == hash && ((k = e.key) == key || key.equals(k))) {
                    V oldValue = e.value;
                    e.value = value;
                    e.recordAccess(this);
                    return oldValue;
                }
            }
    
            modCount++;
            addEntry(hash, key, value, i);
            return null;
        }
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        下面来看看addEntry方法,参数bucketIndex就是当前元素应该插入到entry数组的下标,先取出放在此位置的entry,然后把当前元素放入该数组中,当前元素的next指向之前取出元素,形成entry链表。(描述的不是很清楚,大概就是把新加入的entry当成头放入到数组当中,然后指向之前的链表),放入之后就去判断当前的size是否达到了threshold极限值,若达到了,将会进行扩容。源代码如下:

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        /**
         * Adds a new entry with the specified key, value and hash code to
         * the specified bucket.  It is the responsibility of this
         * method to resize the table if appropriate.
         *
         * Subclass overrides this to alter the behavior of put method.
         */
        void addEntry(int hash, K key, V value, int bucketIndex) {
        Entry<K,V> e = table[bucketIndex];
            table[bucketIndex] = new Entry<K,V>(hash, key, value, e);
            if (size++ >= threshold)
                resize(2 * table.length);
        }
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        下面来看resize方法,方法比较简单就是生成一个新的table数组(entry数组),然后根据新的Capacity和负载因子去生成新的临界值。重点是里面有个transfer方法。源代码如下:

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        /**
         * Rehashes the contents of this map into a new array with a
         * larger capacity.  This method is called automatically when the
         * number of keys in this map reaches its threshold.
         *
         * If current capacity is MAXIMUM_CAPACITY, this method does not
         * resize the map, but sets threshold to Integer.MAX_VALUE.
         * This has the effect of preventing future calls.
         *
         * @param newCapacity the new capacity, MUST be a power of two;
         *        must be greater than current capacity unless current
         *        capacity is MAXIMUM_CAPACITY (in which case value
         *        is irrelevant).
         */
        void resize(int newCapacity) {
            Entry[] oldTable = table;
            int oldCapacity = oldTable.length;
            if (oldCapacity == MAXIMUM_CAPACITY) {
                threshold = Integer.MAX_VALUE;
                return;
            }
    
            Entry[] newTable = new Entry[newCapacity];
            transfer(newTable);
            table = newTable;
            threshold = (int)(newCapacity * loadFactor);
        }
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        因为table数组的容量增加了,那么相应的table的length也增加了,那么之前存储的元素的位置也就不一样了,比如之前的length是16,现在的length是32,那么hashCode模16和HashCode模32的结果很有可能会不一样,所以就只有重新去计算新的位置,方法是遍历数组,在遍历数组上的entry链。(此时就是所谓的rehash??)

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        /**
         * Transfers all entries from current table to newTable.
         */
        void transfer(Entry[] newTable) {
            Entry[] src = table;
            int newCapacity = newTable.length;
            for (int j = 0; j < src.length; j++) {
                Entry<K,V> e = src[j];
                if (e != null) {
                    src[j] = null;
                    do {
                        Entry<K,V> next = e.next;
                        int i = indexFor(e.hash, newCapacity);
                        e.next = newTable[i];
                        newTable[i] = e;
                        e = next;
                    } while (e != null);
                }
            }
        }
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        总结:当负载因子较大时,去给table数组扩容的可能性就会少,所以相对占用内存较少(空间上较少),但是每条entry链上的元素会相对较多,查询的时间也会增长(时间上较多)。反之就是,负载因子较少的时候,给table数组扩容的可能性就高,那么内存空间占用就多,但是entry链上的元素就会相对较少,查出的时间也会减少。所以才有了负载因子是时间和空间上的一种折中的说法。所以设置负载因子的时候要考虑自己追求的是时间还是空间上的少。

               注意:设置initCapacity的时候,尽量设置为2的幂,这样会去掉计算比initCapactity大,且为2的幂的数的运算。

        疑问:感觉transfer方法会相当的耗时,是不是不去扩容会比较好?

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  • 原文地址:https://www.cnblogs.com/a294098789/p/5323032.html
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