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ntt.cpp
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221 lines (175 loc) · 4.86 KB
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#include "bits/stdc++.h"
using namespace std;
#define all(x) (x).begin(), (x).end()
void __print(int x) {cerr << x;}
void __print(long x) {cerr << x;}
void __print(long long x) {cerr << x;}
void __print(unsigned x) {cerr << x;}
void __print(unsigned long x) {cerr << x;}
void __print(unsigned long long x) {cerr << x;}
void __print(float x) {cerr << x;}
void __print(double x) {cerr << x;}
void __print(long double x) {cerr << x;}
void __print(char x) {cerr << '\'' << x << '\'';}
void __print(const char *x) {cerr << '\"' << x << '\"';}
void __print(const string &x) {cerr << '\"' << x << '\"';}
void __print(bool x) {cerr << (x ? "true" : "false");}
template<typename T, typename V>
void __print(const pair<T, V> &x) {cerr << '{'; __print(x.first); cerr << ','; __print(x.second); cerr << '}';}
template<typename T>
void __print(const T &x) {int f = 0; cerr << '{'; for (auto &i: x) cerr << (f++ ? "," : ""), __print(i); cerr << "}";}
void _print() {cerr << "]\n";}
template <typename T, typename... V>
void _print(T t, V... v) {__print(t); if (sizeof...(v)) cerr << ", "; _print(v...);}
#ifndef ONLINE_JUDGE
#define debug(x...) cerr << "[" << #x << "] = ["; _print(x)
#else
#define debug(x...)
#endif
#define int long long
int power_mod(int a, int b, int mod) {
int ans = 1;
while (b) {
if (b & 1) {
ans = (ans * a) % mod;
}
a = (a * a) % mod;
b /= 2;
}
return ans;
}
int primitive_root(int p) {
int phi = p - 1;
int n = phi;
vector<int> prime_fact;
for (int i = 2; i * i <= n; ++i) {
if (n % i == 0) {
prime_fact.push_back(i);
while (n % i == 0) {
n /= i;
}
}
}
if (n > 1) {
prime_fact.push_back(n);
}
for (int val = 2; val < p; ++val) {
bool ok = 1;
for (int j = 0; j < (int)prime_fact.size() && ok; ++j) {
if (power_mod(val, phi / prime_fact[j], p) == 1) {
ok = 0;
}
}
if (ok) {
return val;
}
}
return -1;
}
int power_of_two(int n) {
int phi = n - 1;
int l = 0;
while (phi % 2 == 0) {
l++;
phi /= 2;
}
return l;
}
constexpr int mod = 998244353;
const int root = 15311432;
//const int root = primitive_root(mod);
const int root_l = power_mod(root, mod - 2, mod);
const int L = power_of_two(mod);
//const int L = 20;
const int root_pw = 1 << L;
int reverse(int num, int lg_n) {
int res = 0;
for (int i = 0; i < lg_n; ++i) {
if ((num >> i) & 1) {
res |= 1 << (lg_n - 1 - i);
}
}
return res;
}
void fft(vector<int> &a, bool invert) {
int n = (int)a.size();
int lg_n = 0;
while ((1 << lg_n) < n) {
lg_n++;
}
for (int i = 0; i < n; ++i) {
int pos = reverse(i, lg_n);
if (i < pos) {
swap(a[i], a[pos]);
}
}
for (int len = 2; len <= n; len <<= 1) { //len = 2, 4, 8, 16 //len <<= 1 left shift
//root_l = power_mod(root, mod - 2, mod);
int wlen = invert ? root_l: root; //primitve roots gets reversed in case of inverse
for (int i = len; i < root_pw; i <<= 1) { //i = len , 2 * len, 4 * len, ... ,(1 << 20)
wlen = wlen * wlen % mod; //this gives the nth bit root //primitive root raised
//to some power//since (1 << 20) we can store 20 values in an array
}
for (int i = 0; i < n; i += len) { //moving over all the n values
int w = 1;
for (int j = 0; j < len / 2; ++j) {
int u = a[i + j];
int v = a[i + j + len / 2] * w % mod;
//a[i + j] = (u + v) % mod;
a[i + j] = u + v < mod ? u + v : u + v - mod;
//a[i + j + len / 2] = (u - v + mod) % mod;
//debug(i, j, i + j, i + j + len / 2, len);
a[i + j + len / 2] = u - v >= 0 ? u - v : u - v + mod; //for i >= n / 2 we subtract
//debug(a[i + j], a[i + j + len / 2]);
w = w * wlen % mod; //getting another root I think
}
}
//for (int i = 0; i < n; i += len) {
// i = 0, 2, 4, 6,
// for (int j = 0; j < len / 2; ++j)
// j = 0 - 1
// i = 0, 4, 8, 12
// j = 0 - 2
// i = 0, 8, 16, 32
//j = 0 - 4
}
if (invert) {
int n_div = power_mod(n, mod - 2, mod);
for (int &x : a) {
x = x * n_div % mod;
}
}
//cout << endl;
}
vector<int> multiply(vector<int> &a, vector<int> &b) {
int n = 1;
while (n < (int)a.size() + (int)b.size()) {
n <<= 1;
}
a.resize(n, 0);
b.resize(n, 0);
fft(a, false);
fft(b, false);
for (int i = 0; i < n; ++i) {
a[i] = a[i] * b[i] % mod;
}
fft(a, true);
return a;
}
int32_t main() {
ios::sync_with_stdio(0);
cin.tie(0);
cout.tie(0);
//debug(root, root_l, root_pw, L);
//int root = primitive_root_of_mod;
int n, m;
cin >> n >> m;
vector<int> a(n), b(m);
for (int i = 0; i < n; ++i) cin >> a[i];
for (int j = 0; j < m; ++j) cin >> b[j];
vector<int> res = multiply(a, b);
for (int i = 0; i < (int)res.size(); ++i) {
cout << res[i] << " ";
}
}
//https://www.spoj.com/problems/MAXMATCH/