How to define and work with an array of bits in C?
I want to create a very large array on which I write '0's and '1's. I'm trying to simulate a physical process called random sequential adsorption, where units of length 2, dimers, are deposited onto an n-dimensional lattice at a random location, without overlapping each other. The process stops when there is no more room left on the lattice for depositing more dimers (lattice is jammed).
Initially I start with a lattice of zeroes, and the dimers are represented by a pair of '1's. As each dimer is deposited, the site on the left of the dimer is blocked, due to the fact that the dimers cannot overlap. So I simulate this process by depositing a triple of '1's on the lattice. I need to repeat the entire simulation a large number of times and then work out the average coverage %.
I've already done this using an array of chars for 1D and 2D lattices. At the moment I'm trying to make the code as efficient as possible, before working on the 3D problem and more complicated generalisations.
This is basically what the code looks like in 1D, simplified:
int main()
{
/* Define lattice */
array = (char*)malloc(N * sizeof(char));
total_c = 0;
/* Carry out RSA multiple times */
for (i = 0; i < 1000; i++)
rand_seq_ads();
/* Calculate average coverage efficiency at jamming */
printf("coverage efficiency = %lf", total_c/1000);
return 0;
}
void rand_seq_ads()
{
/* Initialise array, initial conditions */
memset(a, 0, N * sizeof(char));
available_sites = N;
count = 0;
/* While the lattice still has enough room... */
while(available_sites != 0)
{
/* Generate random site location */
x = rand();
/* Deposit dimer (if site is available) */
if(array[x] == 0)
{
array[x] = 1;
array[x+1] = 1;
count += 1;
available_sites += -2;
}
/* Mark site left of dimer as unavailable (if its empty) */
if(array[x-1] == 0)
{
array[x-1] = 1;
available_sites += -1;
}
}
/* Calculate coverage %, and add to total */
c = count/N
total_c += c;
}
For the actual project I'm doing, it involves not just dimers but trimers, quadrimers, and all sorts of shapes and sizes (for 2D and 3D).
I was hoping that I would be able to work with individual bits instead of bytes, but I've been reading around and as far as I can tell you can only change 1 byte at a time, so either I need to do some complicated indexing or there is a simpler way to do it?
Thanks for your answers
If I am not too late, this page gives awesome explanation with examples.
An array of int can be used to deal with array of bits. Assuming size of int to be 4 bytes, when we talk about an int, we are dealing with 32 bits. Say we have int A[10], means we are working on 10*4*8 = 320 bits and following figure shows it: (each element of array has 4 big blocks, each of which represent a byte and each of the smaller blocks represent a bit)
So, to set the kth bit in array A:
// NOTE: if using "uint8_t A[]" instead of "int A[]" then divide by 8, not 32
void SetBit( int A[], int k )
{
int i = k/32; //gives the corresponding index in the array A
int pos = k%32; //gives the corresponding bit position in A[i]
unsigned int flag = 1; // flag = 0000.....00001
flag = flag << pos; // flag = 0000...010...000 (shifted k positions)
A[i] = A[i] | flag; // Set the bit at the k-th position in A[i]
}
or in the shortened version
void SetBit( int A[], int k )
{
A[k/32] |= 1 << (k%32); // Set the bit at the k-th position in A[i]
}
similarly to clear kth bit:
void ClearBit( int A[], int k )
{
A[k/32] &= ~(1 << (k%32));
}
and to test if the kth bit:
int TestBit( int A[], int k )
{
return ( (A[k/32] & (1 << (k%32) )) != 0 ) ;
}
As said above, these manipulations can be written as macros too:
// Due order of operation wrap 'k' in parentheses in case it
// is passed as an equation, e.g. i + 1, otherwise the first
// part evaluates to "A[i + (1/32)]" not "A[(i + 1)/32]"
#define SetBit(A,k) ( A[(k)/32] |= (1 << ((k)%32)) )
#define ClearBit(A,k) ( A[(k)/32] &= ~(1 << ((k)%32)) )
#define TestBit(A,k) ( A[(k)/32] & (1 << ((k)%32)) )
typedef unsigned long bfield_t[ size_needed/sizeof(long) ];
// long because that's probably what your cpu is best at
// The size_needed should be evenly divisable by sizeof(long) or
// you could (sizeof(long)-1+size_needed)/sizeof(long) to force it to round up
Now, each long in a bfield_t can hold sizeof(long)*8 bits.
You can calculate the index of a needed big by:
bindex = index / (8 * sizeof(long) );
and your bit number by
b = index % (8 * sizeof(long) );
You can then look up the long you need and then mask out the bit you need from it.
result = my_field[bindex] & (1<<b);
or
result = 1 & (my_field[bindex]>>b); // if you prefer them to be in bit0
The first one may be faster on some cpus or may save you shifting back up of you need to perform operations between the same bit in multiple bit arrays. It also mirrors the setting and clearing of a bit in the field more closely than the second implemention. set:
my_field[bindex] |= 1<<b;
clear:
my_field[bindex] &= ~(1<<b);
You should remember that you can use bitwise operations on the longs that hold the fields and that's the same as the operations on the individual bits.
You'll probably also want to look into the ffs, fls, ffc, and flc functions if available. ffs should always be avaiable in strings.h. It's there just for this purpose -- a string of bits.
Anyway, it is find first set and essentially:
int ffs(int x) {
int c = 0;
while (!(x&1) ) {
c++;
x>>=1;
}
return c; // except that it handles x = 0 differently
}
This is a common operation for processors to have an instruction for and your compiler will probably generate that instruction rather than calling a function like the one I wrote. x86 has an instruction for this, by the way. Oh, and ffsl and ffsll are the same function except take long and long long, respectively.
You can use & (bitwise and) and << (left shift).
For example, (1 << 3) results in "00001000" in binary. So your code could look like:
char eightBits = 0;
//Set the 5th and 6th bits from the right to 1
eightBits &= (1 << 4);
eightBits &= (1 << 5);
//eightBits now looks like "00110000".
Then just scale it up with an array of chars and figure out the appropriate byte to modify first.
For more efficiency, you could define a list of bitfields in advance and put them in an array:
#define BIT8 0x01
#define BIT7 0x02
#define BIT6 0x04
#define BIT5 0x08
#define BIT4 0x10
#define BIT3 0x20
#define BIT2 0x40
#define BIT1 0x80
char bits[8] = {BIT1, BIT2, BIT3, BIT4, BIT5, BIT6, BIT7, BIT8};
Then you avoid the overhead of the bit shifting and you can index your bits, turning the previous code into:
eightBits &= (bits[3] & bits[4]);
Alternatively, if you can use C++, you could just use an std::vector<bool> which is internally defined as a vector of bits, complete with direct indexing.
bitarray.h:
#include <inttypes.h> // defines uint32_t
//typedef unsigned int bitarray_t; // if you know that int is 32 bits
typedef uint32_t bitarray_t;
#define RESERVE_BITS(n) (((n)+0x1f)>>5)
#define DW_INDEX(x) ((x)>>5)
#define BIT_INDEX(x) ((x)&0x1f)
#define getbit(array,index) (((array)[DW_INDEX(index)]>>BIT_INDEX(index))&1)
#define putbit(array, index, bit) \
((bit)&1 ? ((array)[DW_INDEX(index)] |= 1<<BIT_INDEX(index)) \
: ((array)[DW_INDEX(index)] &= ~(1<<BIT_INDEX(index))) \
, 0 \
)
Use:
bitarray_t arr[RESERVE_BITS(130)] = {0, 0x12345678,0xabcdef0,0xffff0000,0};
int i = getbit(arr,5);
putbit(arr,6,1);
int x=2; // the least significant bit is 0
putbit(arr,6,x); // sets bit 6 to 0 because 2&1 is 0
putbit(arr,6,!!x); // sets bit 6 to 1 because !!2 is 1
EDIT the docs:
"dword" = "double word" = 32-bit value (unsigned, but that's not really important)
RESERVE_BITS: number_of_bits --> number_of_dwords
RESERVE_BITS(n) is the number of 32-bit integers enough to store n bits
DW_INDEX: bit_index_in_array --> dword_index_in_array
DW_INDEX(i) is the index of dword where the i-th bit is stored.
Both bit and dword indexes start from 0.
BIT_INDEX: bit_index_in_array --> bit_index_in_dword
If i is the number of some bit in the array, BIT_INDEX(i) is the number
of that bit in the dword where the bit is stored.
And the dword is known via DW_INDEX().
getbit: bit_array, bit_index_in_array --> bit_value
putbit: bit_array, bit_index_in_array, bit_value --> 0
getbit(array,i) fetches the dword containing the bit i and shifts the dword right, so that the bit i becomes the least significant bit. Then, a bitwise and with 1 clears all other bits.
putbit(array, i, v) first of all checks the least significant bit of v; if it is 0, we have to clear the bit, and if it is 1, we have to set it.
To set the bit, we do a bitwise or of the dword that contains the bit and the value of 1 shifted left by bit_index_in_dword: that bit is set, and other bits do not change.
To clear the bit, we do a bitwise and of the dword that contains the bit and the bitwise complement of 1 shifted left by bit_index_in_dword: that value has all bits set to one except the only zero bit in the position that we want to clear.
The macro ends with , 0 because otherwise it would return the value of dword where the bit i is stored, and that value is not meaningful. One could also use ((void)0).
It's a trade-off:
(1) use 1 byte for each 2 bit value - simple, fast, but uses 4x memory
(2) pack bits into bytes - more complex, some performance overhead, uses minimum memory
If you have enough memory available then go for (1), otherwise consider (2).