How to calculate modulus of large numbers?
Okay, so you want to calculate a^b mod m
. First we'll take a naive approach and then see how we can refine it.
First, reduce a mod m
. That means, find a number a1
so that 0 <= a1 < m
and a = a1 mod m
. Then repeatedly in a loop multiply by a1
and reduce again mod m
. Thus, in pseudocode:
a1 = a reduced mod m
p = 1
for(int i = 1; i <= b; i++) {
p *= a1
p = p reduced mod m
}
By doing this, we avoid numbers larger than m^2
. This is the key. The reason we avoid numbers larger than m^2
is because at every step 0 <= p < m
and 0 <= a1 < m
.
As an example, let's compute 5^55 mod 221
. First, 5
is already reduced mod 221
.
1 * 5 = 5 mod 221
5 * 5 = 25 mod 221
25 * 5 = 125 mod 221
125 * 5 = 183 mod 221
183 * 5 = 31 mod 221
31 * 5 = 155 mod 221
155 * 5 = 112 mod 221
112 * 5 = 118 mod 221
118 * 5 = 148 mod 221
148 * 5 = 77 mod 221
77 * 5 = 164 mod 221
164 * 5 = 157 mod 221
157 * 5 = 122 mod 221
122 * 5 = 168 mod 221
168 * 5 = 177 mod 221
177 * 5 = 1 mod 221
1 * 5 = 5 mod 221
5 * 5 = 25 mod 221
25 * 5 = 125 mod 221
125 * 5 = 183 mod 221
183 * 5 = 31 mod 221
31 * 5 = 155 mod 221
155 * 5 = 112 mod 221
112 * 5 = 118 mod 221
118 * 5 = 148 mod 221
148 * 5 = 77 mod 221
77 * 5 = 164 mod 221
164 * 5 = 157 mod 221
157 * 5 = 122 mod 221
122 * 5 = 168 mod 221
168 * 5 = 177 mod 221
177 * 5 = 1 mod 221
1 * 5 = 5 mod 221
5 * 5 = 25 mod 221
25 * 5 = 125 mod 221
125 * 5 = 183 mod 221
183 * 5 = 31 mod 221
31 * 5 = 155 mod 221
155 * 5 = 112 mod 221
112 * 5 = 118 mod 221
118 * 5 = 148 mod 221
148 * 5 = 77 mod 221
77 * 5 = 164 mod 221
164 * 5 = 157 mod 221
157 * 5 = 122 mod 221
122 * 5 = 168 mod 221
168 * 5 = 177 mod 221
177 * 5 = 1 mod 221
1 * 5 = 5 mod 221
5 * 5 = 25 mod 221
25 * 5 = 125 mod 221
125 * 5 = 183 mod 221
183 * 5 = 31 mod 221
31 * 5 = 155 mod 221
155 * 5 = 112 mod 221
Therefore, 5^55 = 112 mod 221
.
Now, we can improve this by using exponentiation by squaring; this is the famous trick wherein we reduce exponentiation to requiring only log b
multiplications instead of b
. Note that with the algorithm that I described above, the exponentiation by squaring improvement, you end up with the right-to-left binary method.
a1 = a reduced mod m
p = 1
while (b > 0) {
if (b is odd) {
p *= a1
p = p reduced mod m
}
b /= 2
a1 = (a1 * a1) reduced mod m
}
Thus, since 55 = 110111 in binary
-
1 * (5^1 mod 221) = 5 mod 221
-
5 * (5^2 mod 221) = 125 mod 221
-
125 * (5^4 mod 221) = 112 mod 221
-
112 * (5^16 mod 221) = 112 mod 221
-
112 * (5^32 mod 221) = 112 mod 221
Therefore the answer is 5^55 = 112 mod 221
. The reason this works is because
55 = 1 + 2 + 4 + 16 + 32
so that
5^55 = 5^(1 + 2 + 4 + 16 + 32) mod 221
= 5^1 * 5^2 * 5^4 * 5^16 * 5^32 mod 221
= 5 * 25 * 183 * 1 * 1 mod 221
= 22875 mod 221
= 112 mod 221
In the step where we calculate 5^1 mod 221
, 5^2 mod 221
, etc. we note that 5^(2^k)
= 5^(2^(k-1)) * 5^(2^(k-1))
because 2^k = 2^(k-1) + 2^(k-1)
so that we can first compute 5^1
and reduce mod 221
, then square this and reduce mod 221
to obtain 5^2 mod 221
, etc.
The above algorithm formalizes this idea.
To add to Jason's answer:
You can speed the process up (which might be helpful for very large exponents) using the binary expansion of the exponent. First calculate 5, 5^2, 5^4, 5^8 mod 221 - you do this by repeated squaring:
5^1 = 5(mod 221)
5^2 = 5^2 (mod 221) = 25(mod 221)
5^4 = (5^2)^2 = 25^2(mod 221) = 625 (mod 221) = 183(mod221)
5^8 = (5^4)^2 = 183^2(mod 221) = 33489 (mod 221) = 118(mod 221)
5^16 = (5^8)^2 = 118^2(mod 221) = 13924 (mod 221) = 1(mod 221)
5^32 = (5^16)^2 = 1^2(mod 221) = 1(mod 221)
Now we can write
55 = 1 + 2 + 4 + 16 + 32
so 5^55 = 5^1 * 5^2 * 5^4 * 5^16 * 5^32
= 5 * 25 * 625 * 1 * 1 (mod 221)
= 125 * 625 (mod 221)
= 125 * 183 (mod 183) - because 625 = 183 (mod 221)
= 22875 ( mod 221)
= 112 (mod 221)
You can see how for very large exponents this will be much faster (I believe it's log as opposed to linear in b, but not certain.)
/* The algorithm is from the book "Discrete Mathematics and Its
Applications 5th Edition" by Kenneth H. Rosen.
(base^exp)%mod
*/
int modular(int base, unsigned int exp, unsigned int mod)
{
int x = 1;
int power = base % mod;
for (int i = 0; i < sizeof(int) * 8; i++) {
int least_sig_bit = 0x00000001 & (exp >> i);
if (least_sig_bit)
x = (x * power) % mod;
power = (power * power) % mod;
}
return x;
}