ArrayList和HashSet遍历速度比较源码
(查过,没查到能讲到我醍醐灌顶的那种,所以我自己去看源码分析了一下,如果有不正确的还请各位大佬批评)
背景:
有两个数组
//这个数组里面大概有30000的数据
List<User> usersList;
//这个数组里面 也有 30000的数据
List<AuthPerson> authPersonList;
现在想过滤掉用户列表中没有权限的数据
初步解决后
userList.stream.filter(user -> authPersonList.contains(user)).collect(Collectors.toList());
上面的代码在mac本上执行时间为9秒,要求优化时间为1s之内。
问题解析:
ArrayList的contains方法是以index为基础的(以下是源码)
/**
* Returns <tt>true</tt> if this list contains the specified element.
* More formally, returns <tt>true</tt> if and only if this list contains
* at least one element <tt>e</tt> such that
* <tt>(o==null ? e==null : o.equals(e))</tt>.
*
* @param o element whose presence in this list is to be tested
* @return <tt>true</tt> if this list contains the specified element
*/
public boolean contains(Object o) {
return indexOf(o) >= 0;
}
/**
* Returns the index of the first occurrence of the specified element
* in this list, or -1 if this list does not contain the element.
* More formally, returns the lowest index <tt>i</tt> such that
* <tt>(o==null ? get(i)==null : o.equals(get(i)))</tt>,
* or -1 if there is no such index.
*/
public int indexOf(Object o) {
if (o == null) {
for (int i = 0; i < size; i )
if (elementData[i]==null)
return i;
} else {
for (int i = 0; i < size; i )
if (o.equals(elementData[i]))
return i;
}
return -1;
}
fiter的代码没有看懂,但是由于数据结构已经确定了,所以他理论上还是以循环的方式去判断(臆想)
所以数组的双向对比需要通过九亿次的遍历才能拿到最后的结果。
优化方案
使用HashSet进行查询优化,以下为HashSet源代码
初始化代码
/**
* Constructs a new set containing the elements in the specified
* collection. The <tt>HashMap</tt> is created with default load factor
* (0.75) and an initial capacity sufficient to contain the elements in
* the specified collection.
*
* @param c the collection whose elements are to be placed into this set
* @throws NullPointerException if the specified collection is null
*/
public HashSet(Collection<? extends E> c) {
map = new HashMap<>(Math.max((int) (c.size()/.75f) 1, 16));
addAll(c);
}
addAll代码
/**
* {@inheritDoc}
*
* <p>This implementation iterates over the specified collection, and adds
* each object returned by the iterator to this collection, in turn.
*
* <p>Note that this implementation will throw an
* <tt>UnsupportedOperationException</tt> unless <tt>add</tt> is
* overridden (assuming the specified collection is non-empty).
*
* @throws UnsupportedOperationException {@inheritDoc}
* @throws ClassCastException {@inheritDoc}
* @throws NullPointerException {@inheritDoc}
* @throws IllegalArgumentException {@inheritDoc}
* @throws IllegalStateException {@inheritDoc}
*
* @see #add(Object)
*/
public boolean addAll(Collection<? extends E> c) {
boolean modified = false;
for (E e : c)
if (add(e))
modified = true;
return modified;
}
add代码
/**
* Adds the specified element to this set if it is not already present.
* More formally, adds the specified element <tt>e</tt> to this set if
* this set contains no element <tt>e2</tt> such that
* <tt>(e==null ? e2==null : e.equals(e2))</tt>.
* If this set already contains the element, the call leaves the set
* unchanged and returns <tt>false</tt>.
*
* @param e element to be added to this set
* @return <tt>true</tt> if this set did not already contain the specified
* element
*/
public boolean add(E e) {
return map.put(e, PRESENT)==null;
}
这里可以看到HashSet是将元素作为key传输进去了,PRESENT是一个object,作用为:Dummy value to associate with an Object in the backing Map(不是很明白。。。但是我感觉没什么用,主要是为了复用HashMap的方法做的)
contains代码
/**
* Returns <tt>true</tt> if this set contains the specified element.
* More formally, returns <tt>true</tt> if and only if this set
* contains an element <tt>e</tt> such that
* <tt>(o==null ? e==null : o.equals(e))</tt>.
*
* @param o element whose presence in this set is to be tested
* @return <tt>true</tt> if this set contains the specified element
*/
public boolean contains(Object o) {
return map.containsKey(o);
}
containsKey代码
/**
* Returns <tt>true</tt> if this map contains a mapping for the
* specified key.
*
* @param key The key whose presence in this map is to be tested
* @return <tt>true</tt> if this map contains a mapping for the specified
* key.
*/
public boolean containsKey(Object key) {
return getNode(hash(key), key) != null;
}
getNode代码
/**
* Implements Map.get and related methods.
*
* @param hash hash for key
* @param key the key
* @return the node, or null if none
*/
final Node<K,V> getNode(int hash, Object key) {
Node<K,V>[] tab; Node<K,V> first, e; int n; K k;
if ((tab = table) != null && (n = tab.length) > 0 &&
(first = tab[(n - 1) & hash]) != null) {
if (first.hash == hash && // always check first node
((k = first.key) == key || (key != null && key.equals(k))))
return first;
if ((e = first.next) != null) {
if (first instanceof TreeNode)
return ((TreeNode<K,V>)first).getTreeNode(hash, key);
do {
if (e.hash == hash &&
((k = e.key) == key || (key != null && key.equals(k))))
return e;
} while ((e = e.next) != null);
}
}
return null;
}
源码描述到,首先计算key的hash值,之后再根据其是链表还是树的特点进行循环遍历,若能找到则直接返回对应的元素,若不能找到则直接返回null,然后根据返回的元素与null进行比对,判断是true或者是false。这里由于数据基数过大,所以直接使用树去查找了。
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