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All data in computer programs is internally stored as bits, All data in computer programs is internally stored as bits,
i.e., as numbers 0 and 1. i.e., as numbers 0 and 1.
In this chapter, we will learn how integers This chapter discusses the bit representation
are represented as bits, and how bit operations of integers, and shows examples
can be used to manipulate them. of how to use bit operations.
It turns out that there are many uses for It turns out that there are many uses for
bit operations in algorithm programming. bit manipulation in algorithm programming.
\section{Bit representation} \section{Bit representation}
\index{bit representation} \index{bit representation}
Every nonnegative integer can be represented as a sum In programming, an $n$ bit integer is internally
\[c_k 2^k + \ldots + c_2 2^2 + c_1 2^1 + c_0 2^0,\] stored as a binary number that consists of $n$ bits.
where each coefficient $c_i$ is either 0 or 1. For example, the C++ type \texttt{int} is
The bit representation of such a number is a 32-bit type, which means that every \texttt{int}
$c_k \cdots c_2 c_1 c_0$. number consists of 32 bits.
For example, the number 43 corresponds to the sum
\[1 \cdot 2^5 + 0 \cdot 2^4 + 1 \cdot 2^3 + 0 \cdot 2^2 + 1 \cdot 2^1 + 1 \cdot 2^0,\]
so the bit representation of the number is 101011.
In programming, the length of the bit representation Here is the bit representation of
depends on the data type of the number. the \texttt{int} number 43:
For example, in C++ the type \texttt{int} is
usually a 32-bit type and an \texttt{int} number
consists of 32 bits.
Thus, the bit representation of 43
as an \texttt{int} number is as follows:
\[00000000000000000000000000101011\] \[00000000000000000000000000101011\]
The bits in the representation are indexed from right to left.
To convert a bit representation $b_k \cdots b_2 b_1 b_0$ into a number,
we can use the formula
\[b_k 2^k + \ldots + b_2 2^2 + b_1 2^1 + b_0 2^0.\]
For example,
\[1 \cdot 2^5 + 1 \cdot 2^3 + 1 \cdot 2^1 + 1 \cdot 2^0 = 43.\]
The bit representation of a number is either The bit representation of a number is either
\key{signed} or \key{unsigned}. \key{signed} or \key{unsigned}.
Usually a signed representation is used, Usually a signed representation is used,
which means that both negative and positive which means that both negative and positive
numbers can be represented. numbers can be represented.
A signed number of $n$ bits can contain any A signed variable of $n$ bits can contain any
integer between $-2^{n-1}$ and $2^{n-1}-1$. integer between $-2^{n-1}$ and $2^{n-1}-1$.
For example, the \texttt{int} type in C++ is For example, the \texttt{int} type in C++ is
a signed type, and it can contain any a signed type, so an \texttt{int} variable can contain any
integer between $-2^{31}$ and $2^{31}-1$. integer between $-2^{31}$ and $2^{31}-1$.
The first bit in a signed representation The first bit in a signed representation
@ -50,21 +48,20 @@ opposite number of a number is calculated by first
inverting all the bits in the number, inverting all the bits in the number,
and then increasing the number by one. and then increasing the number by one.
For example, the bit representation of $-43$ For example, the bit representation of
as an \texttt{int} number is as follows: the \texttt{int} number $-43$ is
\[11111111111111111111111111010101\] \[11111111111111111111111111010101.\]
In an unsigned representation, only nonnegative In an unsigned representation, only nonnegative
numbers can be used, but the upper bound of the numbers is larger. numbers can be used, but the upper bound for the values is larger.
An unsigned number of $n$ bits can contain any An unsigned variable of $n$ bits can contain any
integer between $0$ and $2^n-1$. integer between $0$ and $2^n-1$.
For example, the \texttt{unsigned int} type in C++ For example, in C++, an \texttt{unsigned int} variable
can contain any integer between $0$ and $2^{32}-1$. can contain any integer between $0$ and $2^{32}-1$.
There is a connection between signed and unsigned There is a connection between the
representations: representations:
a number $-x$ in a signed representation a signed number $-x$ equals an unsigned number $2^n-x$.
equals the number $2^n-x$ in an unsigned representation.
For example, the following code shows that For example, the following code shows that
the signed number $x=-43$ equals the unsigned the signed number $x=-43$ equals the unsigned
number $y=2^{32}-43$: number $y=2^{32}-43$:
@ -90,7 +87,7 @@ cout << x << "\n"; // -2147483648
\end{lstlisting} \end{lstlisting}
Initially, the value of $x$ is $2^{31}-1$. Initially, the value of $x$ is $2^{31}-1$.
This is the largest number that can be stored This is the largest value that can be stored
in an \texttt{int} variable, in an \texttt{int} variable,
so the next number after $2^{31}-1$ is $-2^{31}$. so the next number after $2^{31}-1$ is $-2^{31}$.
@ -172,7 +169,7 @@ for example, \textasciitilde$29 = -30$.
The result of the not operation at the bit level The result of the not operation at the bit level
depends on the length of the bit representation, depends on the length of the bit representation,
because the operation changes all bits. because the operation inverts all bits.
For example, if the numbers are 32-bit For example, if the numbers are 32-bit
\texttt{int} numbers, the result is as follows: \texttt{int} numbers, the result is as follows:
@ -192,11 +189,9 @@ zero bits to the number,
and the right bit shift $x > > k$ and the right bit shift $x > > k$
removes the $k$ last bits from the number. removes the $k$ last bits from the number.
For example, $14 < < 2 = 56$, For example, $14 < < 2 = 56$,
because $14$ equals 1110 because $14$ and $56$ correspond to 1110 and 111000.
and $56$ equals 111000.
Similarly, $49 > > 3 = 6$, Similarly, $49 > > 3 = 6$,
because $49$ equals 110001 because $49$ and $6$ correspond to 110001 and 110.
and $6$ equals 110.
Note that $x < < k$ Note that $x < < k$
corresponds to multiplying $x$ by $2^k$, corresponds to multiplying $x$ by $2^k$,
@ -209,7 +204,7 @@ rounded down to an integer.
A number of the form $1 < < k$ has a one bit A number of the form $1 < < k$ has a one bit
in position $k$ and all other bits are zero, in position $k$ and all other bits are zero,
so we can use such numbers to access single bits of numbers. so we can use such numbers to access single bits of numbers.
For example, the $k$th bit of a number is one In particular, the $k$th bit of a number is one
exactly when $x$ \& $(1 < < k)$ is not zero. exactly when $x$ \& $(1 < < k)$ is not zero.
The following code prints the bit representation The following code prints the bit representation
of an \texttt{int} number $x$: of an \texttt{int} number $x$:
@ -222,13 +217,13 @@ for (int i = 31; i >= 0; i--) {
\end{lstlisting} \end{lstlisting}
It is also possible to modify single bits It is also possible to modify single bits
of numbers using the above idea. of numbers using similar ideas.
For example, the expression $x$ | $(1 < < k)$ For example, the formula $x$ | $(1 < < k)$
sets the $k$th bit of $x$ to one, sets the $k$th bit of $x$ to one,
the expression the formula
$x$ \& \textasciitilde $(1 < < k)$ $x$ \& \textasciitilde $(1 < < k)$
sets the $k$th bit of $x$ to zero, sets the $k$th bit of $x$ to zero,
and the expression and the formula
$x$ $\XOR$ $(1 < < k)$ $x$ $\XOR$ $(1 < < k)$
inverts the $k$th bit of $x$. inverts the $k$th bit of $x$.
@ -239,7 +234,7 @@ one bits to zero, except for the last one bit.
The formula $x$ | $(x-1)$ The formula $x$ | $(x-1)$
inverts all the bits after the last one bit. inverts all the bits after the last one bit.
Also note that a positive number $x$ is Also note that a positive number $x$ is
of the form $2^k$ if $x$ \& $(x-1) = 0$. a power of two exactly when $x$ \& $(x-1) = 0$.
\subsubsection*{Additional functions} \subsubsection*{Additional functions}
@ -272,86 +267,76 @@ cout << __builtin_parity(x) << "\n"; // 1
\end{lstlisting} \end{lstlisting}
\end{samepage} \end{samepage}
The above functions support \texttt{int} numbers, While the above functions only support \texttt{int} numbers,
but there are also \texttt{long long} functions there are also \texttt{long long} versions of
available with the suffix \texttt{ll}. the functions available with the suffix \texttt{ll}.
\section{Representing sets} \section{Representing sets}
Each subset of a set $\{0,1,2,\ldots,n-1\}$ Every subset of a set
corresponds to an $n$ bit number $\{0,1,2,\ldots,n-1\}$
where the one bits indicate which elements can be represented as an $n$ bit integer
are included in the subset. whose one bits indicate which
For example, the set $\{1,3,4,8\}$ elements belong to the subset.
corresponds to the number $2^8+2^4+2^3+2^1=282$, This is an efficient way to represent sets,
whose bit representation is 100011010. because every element requires only one bit of memory,
and set operations can be implemented as bit operations.
The benefit in using the bit representation For example, since \texttt{int} is a 32-bit type,
is that the information whether an element belongs an \texttt{int} number can represent any subset
to the set requires only one bit of memory. of the set $\{0,1,2,\ldots,31\}$.
In addition, set operations can be efficiently The bit representation of the set $\{1,3,4,8\}$ is
implemented as bit operations. \[00000000000000000000000100011010,\]
which corresponds to the number $2^8+2^4+2^3+2^1=282$.
\subsubsection{Set implementation} \subsubsection{Set implementation}
In the following code, $x$ The following code declares an \texttt{int}
contains a subset of $\{0,1,2,\ldots,31\}$. variable $x$ that can contain
The code adds the elements 1, 3, 4 and 8 a subset of $\{0,1,2,\ldots,31\}$.
to the set and then prints the elements. After this, the code adds the elements 1, 3, 4 and 8
to the set and prints the size of the set.
\begin{lstlisting} \begin{lstlisting}
// x is an empty set
int x = 0; int x = 0;
// add elements 1, 3, 4 and 8 to the set
x |= (1<<1); x |= (1<<1);
x |= (1<<3); x |= (1<<3);
x |= (1<<4); x |= (1<<4);
x |= (1<<8); x |= (1<<8);
// print the elements in the set cout << __builtin_popcount(x) << "\n"; // 4
\end{lstlisting}
Then, the following code prints all
elements that belong to the set:
\begin{lstlisting}
for (int i = 0; i < 32; i++) { for (int i = 0; i < 32; i++) {
if (x&(1<<i)) cout << i << " "; if (x&(1<<i)) cout << i << " ";
} }
cout << "\n"; // output: 1 3 4 8
\end{lstlisting}
The output of the code is as follows:
\begin{lstlisting}
1 3 4 8
\end{lstlisting} \end{lstlisting}
\subsubsection{Set operations} \subsubsection{Set operations}
Set operations can be implemented as follows: Set operations can be implemented as follows as bit operations:
\begin{itemize}
\item $a$ \& $b$ is the intersection $a \cap b$ of $a$ and $b$
\item $a$ | $b$ is the union $a \cup b$ of $a$ and $b$
\item \textasciitilde$a$ is the complement $\bar a$ of $a$
\item $a$ \& (\textasciitilde$b$) is the difference
$a \setminus b$ of $a$ and $b$
\end{itemize}
For example, the following code constructs the union \begin{center}
of $\{1,3,4,8\}$ and $\{3,6,8,9\}$: \begin{tabular}{lll}
& set syntax & bit syntax \\
\hline
intersection & $a \cap b$ & $a$ \& $b$ \\
union & $a \cup b$ & $a$ | $b$ \\
complement & $\bar a$ & \textasciitilde$a$ \\
difference & $a \setminus b$ & $a$ \& (\textasciitilde$b$) \\
\end{tabular}
\end{center}
For example, the following code first constructs
the sets $x=\{1,3,4,8\}$ and $y=\{3,6,8,9\}$,
and then calculates the set $z = x \cup y = \{1,3,4,6,8,9\}$:
\begin{lstlisting} \begin{lstlisting}
// set {1,3,4,8}
int x = (1<<1)+(1<<3)+(1<<4)+(1<<8); int x = (1<<1)+(1<<3)+(1<<4)+(1<<8);
// set {3,6,8,9}
int y = (1<<3)+(1<<6)+(1<<8)+(1<<9); int y = (1<<3)+(1<<6)+(1<<8)+(1<<9);
// union of the sets
int z = x|y; int z = x|y;
// print the elements in the union cout << __builtin_popcount(z) << "\n"; // 6
for (int i = 0; i < 32; i++) {
if (z&(1<<i)) cout << i << " ";
}
cout << "\n";
\end{lstlisting}
The output of the code is as follows:
\begin{lstlisting}
1 3 4 6 8 9
\end{lstlisting} \end{lstlisting}
\subsubsection{Iterating through subsets} \subsubsection{Iterating through subsets}