序文

私はインターネットを何度も見て、ハッシュテーブルに関する興味深い記事をたくさん見つけましたが、それらがどのように実装されているかを理解できる完全な説明は見つかりませんでした。この点で、私はこれについてのとても興味深いトピックについての投稿を書くのが待ちきれませんでした。

経験豊富なプログラマにとってはそれほど有用ではないかもしれませんが、技術大学の学生や独学で志望するプログラマにとっては興味深いでしょう。

ハッシュテーブルを使用する動機

明確にするために、標準的なコンテナと、最も頻繁に使用されるメソッドの漸近性について検討します。

, -

, -. : ?

: , , : , . - , , , .

-

- — . , , , .

. , . () . O(1) .

, -.

, , , , , . , , - .

: . , , , .

( ) -, .

- ( g) s, . , , g s . , ? -, t — , , g.

s, s + t, s + 2*t .. , , ( ).

, , . .

-

-, .

-, . - , . , , -.

int HashFunctionHorner(const std::string& s, int table_size, const int key)
{
    int hash_result = 0;
    for (int i = 0; s[i] != 0; ++i)
        hash_result = (key * hash_result + s[i]) % table_size;
    hash_result = (hash_result * 2 + 1) % table_size;
    return hash_result;
}
struct HashFunction1 
{
    int operator()(const std::string& s, int table_size) const
    {
        return HashFunctionHorner(s, table_size, table_size - 1); //    ,   < >    .
    }
};
struct HashFunction2 
{
    int operator()(const std::string& s, int table_size) const
    {
        return HashFunctionHorner(s, table_size, table_size + 1);
    }
};

, : , ? , deleted, . , ( - ) . , , , , - . .

.

template <class T, class THash1 = HashFunction1, class THash2 = HashFunction2>
class HashTable
{
    static const int default_size = 8; //    
    constexpr static const double rehash_size = 0.75; // ,     
    struct Node
    {
        T value;
        bool state; //    state = false,      (deleted)
        Node(const T& value_) : value(value_), state(true) {}
    };
    Node** arr; //       Node*
    int size; //        (  deleted)
    int buffer_size; //   ,       
    int size_all_non_nullptr; //        (  deleted)
};

- , . .

...
public:
    HashTable()
    {
        buffer_size = default_size;
        size = 0;
        size_all_non_nullptr = 0;
        arr = new Node*[buffer_size];
        for (int i = 0; i < buffer_size; ++i)
            arr[i] = nullptr; //  nullptr -     ,        
    }
    ~HashTable()
    {
        for (int i = 0; i < buffer_size; ++i)
            if (arr[i])
                delete arr[i];
        delete[] arr;
    }

, — Resize.

.

void Resize()
    {
        int past_buffer_size = buffer_size;
        buffer_size *= 2;
        size_all_non_nullptr = 0;
        size = 0;
        Node** arr2 = new Node * [buffer_size];
        for (int i = 0; i < buffer_size; ++i)
            arr2[i] = nullptr;
        std::swap(arr, arr2);
        for (int i = 0; i < past_buffer_size; ++i)
        {
            if (arr2[i] && arr2[i]->state)
                Add(arr2[i]->value); //     
        }
        //   
        for (int i = 0; i < past_buffer_size; ++i)
            if (arr2[i])
                delete arr2[i];
        delete[] arr2;
    }

O(1) . ? (deleted). , , , . . - ( , ).

, 50, Rehash, , (resize), . , , . - , . deleted- , , .

, :

void Rehash()
    {
        size_all_non_nullptr = 0;
        size = 0;
        Node** arr2 = new Node * [buffer_size];
        for (int i = 0; i < buffer_size; ++i)
            arr2[i] = nullptr;
        std::swap(arr, arr2);
        for (int i = 0; i < buffer_size; ++i)
        {
            if (arr2[i] && arr2[i]->state)
                Add(arr2[i]->value);
        }
        //   
        for (int i = 0; i < buffer_size; ++i)
            if (arr2[i])
                delete arr2[i];
        delete[] arr2;
    }

, , , . (Add), (Remove) (Find) .

— Find .

bool Find(const T& value, const THash1& hash1 = THash1(), const THash2& hash2 = THash2())
    {
        int h1 = hash1(value, buffer_size); // ,    
        int h2 = hash2(value, buffer_size); // ,   ""  
        int i = 0;
        while (arr[h1] != nullptr && i < buffer_size)
        {
            if (arr[h1]->value == value && arr[h1]->state)
                return true; //   
            h1 = (h1 + h2) % buffer_size;
            ++i; //    i >=  buffer_size,       ,      i,     .
        }
        return false;
    }

— Remove. ? ( Find), , state false, Node .

bool Remove(const T& value, const THash1& hash1 = THash1(), const THash2& hash2 = THash2())
    {
        int h1 = hash1(value, buffer_size);
        int h2 = hash2(value, buffer_size);
        int i = 0;
        while (arr[h1] != nullptr && i < buffer_size)
        {
            if (arr[h1]->value == value && arr[h1]->state)
            {
                arr[h1]->state = false;
                --size;
                return true;
            }
            h1 = (h1 + h2) % buffer_size;
            ++i;
        }
        return false;
    }

Add. . .

, . ( deleted). , - . deleted- , Node .

bool Add(const T& value, const THash1& hash1 = THash1(),const THash2& hash2 = THash2())
    {
        if (size + 1 > int(rehash_size * buffer_size))
            Resize();
        else if (size_all_non_nullptr > 2 * size)
            Rehash(); //  ,     deleted-
        int h1 = hash1(value, buffer_size);
        int h2 = hash2(value, buffer_size);
        int i = 0;
        int first_deleted = -1; //    () 
        while (arr[h1] != nullptr && i < buffer_size)
        {
            if (arr[h1]->value == value && arr[h1]->state)
                return false; //    ,      
            if (!arr[h1]->state && first_deleted == -1) //     
                first_deleted = h1;
            h1 = (h1 + h2) % buffer_size;
            ++i;
        }
        if (first_deleted == -1) //     ,   Node
        {
            arr[h1] = new Node(value);
            ++size_all_non_nullptr; //      ,   ,     
        }
        else
        {
            arr[first_deleted]->value = value;
            arr[first_deleted]->state = true;
        }
        ++size; //        
        return true;
    }

int HashFunctionHorner(const std::string& s, int table_size, const int key)
{
    int hash_result = 0;
    for (int i = 0; s[i] != 0; ++i)
    {
        hash_result = (key * hash_result + s[i]) % table_size;
    }
    hash_result = (hash_result * 2 + 1) % table_size;
    return hash_result;
}

struct HashFunction1 
{
    int operator()(const std::string& s, int table_size) const
    {
        return HashFunctionHorner(s, table_size, table_size - 1);
    }
};

struct HashFunction2 
{
    int operator()(const std::string& s, int table_size) const
    {
        return HashFunctionHorner(s, table_size, table_size + 1);
    }
};

template <class T, class THash1 = HashFunction1, class THash2 = HashFunction2>
class HashTable
{
    static const int default_size = 8;
    constexpr static const double rehash_size = 0.75;
    struct Node
    {
        T value;
        bool state;
        Node(const T& value_) : value(value_), state(true) {}
    };
    Node** arr;
    int size;
    int buffer_size;
    int size_all_non_nullptr;

    void Resize()
    {
        int past_buffer_size = buffer_size;
        buffer_size *= 2;
        size_all_non_nullptr = 0;
        size = 0;
        Node** arr2 = new Node * [buffer_size];
        for (int i = 0; i < buffer_size; ++i)
            arr2[i] = nullptr;
        std::swap(arr, arr2);
        for (int i = 0; i < past_buffer_size; ++i)
        {
            if (arr2[i] && arr2[i]->state)
                Add(arr2[i]->value);
        }
        for (int i = 0; i < past_buffer_size; ++i)
            if (arr2[i])
                delete arr2[i];
        delete[] arr2;
    }

    void Rehash()
    {
        size_all_non_nullptr = 0;
        size = 0;
        Node** arr2 = new Node * [buffer_size];
        for (int i = 0; i < buffer_size; ++i)
            arr2[i] = nullptr;
        std::swap(arr, arr2);
        for (int i = 0; i < buffer_size; ++i)
        {
            if (arr2[i] && arr2[i]->state)
                Add(arr2[i]->value);
        }
        for (int i = 0; i < buffer_size; ++i)
            if (arr2[i])
                delete arr2[i];
        delete[] arr2;
    }

public:
    HashTable()
    {
        buffer_size = default_size;
        size = 0;
        size_all_non_nullptr = 0;
        arr = new Node*[buffer_size];
        for (int i = 0; i < buffer_size; ++i)
            arr[i] = nullptr;
    }
    ~HashTable()
    {
        for (int i = 0; i < buffer_size; ++i)
            if (arr[i])
                delete arr[i];
        delete[] arr;
    }
    bool Add(const T& value, const THash1& hash1 = THash1(),const THash2& hash2 = THash2())
    {
        if (size + 1 > int(rehash_size * buffer_size))
            Resize();
        else if (size_all_non_nullptr > 2 * size)
            Rehash();
        int h1 = hash1(value, buffer_size);
        int h2 = hash2(value, buffer_size);
        int i = 0;
        int first_deleted = -1;
        while (arr[h1] != nullptr && i < buffer_size)
        {
            if (arr[h1]->value == value && arr[h1]->state)
                return false;
            if (!arr[h1]->state && first_deleted == -1)
                first_deleted = h1;
            h1 = (h1 + h2) % buffer_size;
            ++i;
        }
        if (first_deleted == -1)
        {
            arr[h1] = new Node(value);
            ++size_all_non_nullptr;
        }
        else
        {
            arr[first_deleted]->value = value;
            arr[first_deleted]->state = true;
        }
        ++size;
        return true;
    }
    bool Remove(const T& value, const THash1& hash1 = THash1(), const THash2& hash2 = THash2())
    {
        int h1 = hash1(value, buffer_size);
        int h2 = hash2(value, buffer_size);
        int i = 0;
        while (arr[h1] != nullptr && i < buffer_size)
        {
            if (arr[h1]->value == value && arr[h1]->state)
            {
                arr[h1]->state = false;
                --size;
                return true;
            }
            h1 = (h1 + h2) % buffer_size;
            ++i;
        }
        return false;
    }
    bool Find(const T& value, const THash1& hash1 = THash1(), const THash2& hash2 = THash2())
    {
        int h1 = hash1(value, buffer_size);
        int h2 = hash2(value, buffer_size);
        int i = 0;
        while (arr[h1] != nullptr && i < buffer_size)
        {
            if (arr[h1]->value == value && arr[h1]->state)
                return true;
            h1 = (h1 + h2) % buffer_size;
            ++i;
        }
        return false;
    }
};