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#define PROBLEM "https://judge.yosupo.jp/problem/convolution_mod_1000000007" #include <iostream> #include <vector> #include "../../convolution/arbitrary_ntt.hpp" #include "../../modint/modint.hpp" using mint = ebi::modint1000000007; int main() { int n, m; std::cin >> n >> m; std::vector<mint> a(n), b(m); for (int i = 0; i < n; i++) std::cin >> a[i]; for (int i = 0; i < m; i++) std::cin >> b[i]; auto c = ebi::arbitary_convolution<mint>(a, b); for (int i = 0; i < n + m - 1; i++) { std::cout << c[i].val() << " \n"[i == n + m - 2]; } }
#line 1 "test/convolution/Convolution_Mod_1000000007.test.cpp" #define PROBLEM "https://judge.yosupo.jp/problem/convolution_mod_1000000007" #include <iostream> #include <vector> #line 2 "convolution/arbitrary_ntt.hpp" #include <cstdint> #line 5 "convolution/arbitrary_ntt.hpp" #line 2 "convolution/ntt.hpp" #include <algorithm> #include <array> #include <bit> #include <cassert> #line 8 "convolution/ntt.hpp" #line 2 "math/internal_math.hpp" #line 4 "math/internal_math.hpp" namespace ebi { namespace internal { constexpr int primitive_root_constexpr(int m) { if (m == 2) return 1; if (m == 167772161) return 3; if (m == 469762049) return 3; if (m == 754974721) return 11; if (m == 998244353) return 3; if (m == 880803841) return 26; if (m == 924844033) return 5; return -1; } template <int m> constexpr int primitive_root = primitive_root_constexpr(m); } // namespace internal } // namespace ebi #line 2 "modint/base.hpp" #include <concepts> #line 5 "modint/base.hpp" #include <utility> namespace ebi { template <class T> concept Modint = requires(T a, T b) { a + b; a - b; a * b; a / b; a.inv(); a.val(); a.pow(std::declval<long long>()); T::mod(); }; template <Modint mint> std::istream &operator>>(std::istream &os, mint &a) { long long x; os >> x; a = x; return os; } template <Modint mint> std::ostream &operator<<(std::ostream &os, const mint &a) { return os << a.val(); } } // namespace ebi #line 11 "convolution/ntt.hpp" namespace ebi { namespace internal { template <Modint mint, int g = internal::primitive_root<mint::mod()>> struct ntt_info { static constexpr int rank2 = std::countr_zero((unsigned int)(mint::mod() - 1)); std::array<mint, rank2 + 1> root, inv_root; ntt_info() { root[rank2] = mint(g).pow((mint::mod() - 1) >> rank2); inv_root[rank2] = root[rank2].inv(); for (int i = rank2 - 1; i >= 0; i--) { root[i] = root[i + 1] * root[i + 1]; inv_root[i] = inv_root[i + 1] * inv_root[i + 1]; } } }; template <Modint mint> void butterfly(std::vector<mint>& a) { static const ntt_info<mint> info; int n = int(a.size()); int bit_size = std::countr_zero(a.size()); assert(n == (int)std::bit_ceil(a.size())); // bit reverse for (int i = 0, j = 1; j < n - 1; j++) { for (int k = n >> 1; k > (i ^= k); k >>= 1) ; if (j < i) { std::swap(a[i], a[j]); } } for (int bit = 0; bit < bit_size; bit++) { for (int i = 0; i < n / (1 << (bit + 1)); i++) { mint zeta1 = 1; mint zeta2 = info.root[1]; for (int j = 0; j < (1 << bit); j++) { int idx = i * (1 << (bit + 1)) + j; int jdx = idx + (1 << bit); mint p1 = a[idx]; mint p2 = a[jdx]; a[idx] = p1 + zeta1 * p2; a[jdx] = p1 + zeta2 * p2; zeta1 *= info.root[bit + 1]; zeta2 *= info.root[bit + 1]; } } } } template <Modint mint> void butterfly_inv(std::vector<mint>& a) { static const ntt_info<mint> info; int n = int(a.size()); int bit_size = std::countr_zero(a.size()); assert(n == (int)std::bit_ceil(a.size())); // bit reverse for (int i = 0, j = 1; j < n - 1; j++) { for (int k = n >> 1; k > (i ^= k); k >>= 1) ; if (j < i) { std::swap(a[i], a[j]); } } for (int bit = 0; bit < bit_size; bit++) { for (int i = 0; i < n / (1 << (bit + 1)); i++) { mint zeta1 = 1; mint zeta2 = info.inv_root[1]; for (int j = 0; j < (1 << bit); j++) { int idx = i * (1 << (bit + 1)) + j; int jdx = idx + (1 << bit); mint p1 = a[idx]; mint p2 = a[jdx]; a[idx] = p1 + zeta1 * p2; a[jdx] = p1 + zeta2 * p2; zeta1 *= info.inv_root[bit + 1]; zeta2 *= info.inv_root[bit + 1]; } } } mint inv_n = mint(n).inv(); for (int i = 0; i < n; i++) { a[i] *= inv_n; } } } // namespace internal template <Modint mint> std::vector<mint> convolution_naive(const std::vector<mint>& f, const std::vector<mint>& g) { if (f.empty() || g.empty()) return {}; int n = int(f.size()), m = int(g.size()); std::vector<mint> c(n + m - 1); if (n < m) { for (int j = 0; j < m; j++) { for (int i = 0; i < n; i++) { c[i + j] += f[i] * g[j]; } } } else { for (int i = 0; i < n; i++) { for (int j = 0; j < m; j++) { c[i + j] += f[i] * g[j]; } } } return c; } template <Modint mint> std::vector<mint> convolution(const std::vector<mint>& f, const std::vector<mint>& g) { if (f.empty() || g.empty()) return {}; if (std::min(f.size(), g.size()) < 60) return convolution_naive(f, g); int n = std::bit_ceil(f.size() + g.size() - 1); std::vector<mint> a(n), b(n); std::copy(f.begin(), f.end(), a.begin()); std::copy(g.begin(), g.end(), b.begin()); internal::butterfly(a); internal::butterfly(b); for (int i = 0; i < n; i++) { a[i] *= b[i]; } internal::butterfly_inv(a); a.resize(f.size() + g.size() - 1); return a; } } // namespace ebi #line 2 "modint/modint.hpp" #line 5 "modint/modint.hpp" #line 7 "modint/modint.hpp" namespace ebi { template <int m> struct static_modint { private: using modint = static_modint; public: static constexpr int mod() { return m; } static constexpr modint raw(int v) { modint x; x._v = v; return x; } constexpr static_modint() : _v(0) {} constexpr static_modint(long long v) { v %= (long long)umod(); if (v < 0) v += (long long)umod(); _v = (unsigned int)v; } constexpr unsigned int val() const { return _v; } constexpr unsigned int value() const { return val(); } constexpr modint &operator++() { _v++; if (_v == umod()) _v = 0; return *this; } constexpr modint &operator--() { if (_v == 0) _v = umod(); _v--; return *this; } constexpr modint operator++(int) { modint res = *this; ++*this; return res; } constexpr modint operator--(int) { modint res = *this; --*this; return res; } constexpr modint &operator+=(const modint &rhs) { _v += rhs._v; if (_v >= umod()) _v -= umod(); return *this; } constexpr modint &operator-=(const modint &rhs) { _v -= rhs._v; if (_v >= umod()) _v += umod(); return *this; } constexpr modint &operator*=(const modint &rhs) { unsigned long long x = _v; x *= rhs._v; _v = (unsigned int)(x % (unsigned long long)umod()); return *this; } constexpr modint &operator/=(const modint &rhs) { return *this = *this * rhs.inv(); } constexpr modint operator+() const { return *this; } constexpr modint operator-() const { return modint() - *this; } constexpr modint pow(long long n) const { assert(0 <= n); modint x = *this, res = 1; while (n) { if (n & 1) res *= x; x *= x; n >>= 1; } return res; } constexpr modint inv() const { assert(_v); return pow(umod() - 2); } friend modint operator+(const modint &lhs, const modint &rhs) { return modint(lhs) += rhs; } friend modint operator-(const modint &lhs, const modint &rhs) { return modint(lhs) -= rhs; } friend modint operator*(const modint &lhs, const modint &rhs) { return modint(lhs) *= rhs; } friend modint operator/(const modint &lhs, const modint &rhs) { return modint(lhs) /= rhs; } friend bool operator==(const modint &lhs, const modint &rhs) { return lhs.val() == rhs.val(); } friend bool operator!=(const modint &lhs, const modint &rhs) { return !(lhs == rhs); } private: unsigned int _v = 0; static constexpr unsigned int umod() { return m; } }; using modint998244353 = static_modint<998244353>; using modint1000000007 = static_modint<1000000007>; } // namespace ebi #line 9 "convolution/arbitrary_ntt.hpp" namespace ebi { namespace internal { template <class T, Modint mint> std::vector<mint> multiply(const std::vector<T>& f, const std::vector<T>& g) { std::vector<mint> a, b; a.reserve(f.size()); b.reserve(g.size()); for (auto x : f) a.emplace_back(x.val()); for (auto x : g) b.emplace_back(x.val()); return convolution<mint>(a, b); } } // namespace internal template <Modint mint> std::vector<mint> arbitary_convolution(const std::vector<mint>& f, const std::vector<mint>& g) { if (f.empty() || g.empty()) return {}; using i32 = std::int32_t; using i64 = std::int64_t; static constexpr i32 m0 = 167772161; // 2^25 static constexpr i32 m1 = 469762049; // 2^26 static constexpr i32 m2 = 754974721; // 2^24 using mint0 = static_modint<m0>; using mint1 = static_modint<m1>; using mint2 = static_modint<m2>; static constexpr i32 inv01 = mint1(m0).inv().val(); static constexpr i32 inv02 = mint2(m0).inv().val(); static constexpr i32 inv12 = mint2(m1).inv().val(); static constexpr i32 inv02inv12 = i64(inv02) * inv12 % m2; static constexpr i64 w1 = m0; static constexpr i64 w2 = i64(m0) * m1; const i32 mod = mint::mod(); auto d0 = internal::multiply<mint, mint0>(f, g); auto d1 = internal::multiply<mint, mint1>(f, g); auto d2 = internal::multiply<mint, mint2>(f, g); int n = d0.size(); std::vector<mint> res(n); const int W1 = w1 % mod; const int W2 = w2 % mod; for (int i = 0; i < n; i++) { i32 n1 = d1[i].val(), n2 = d2[i].val(), a = d0[i].val(); i32 b = i64(n1 + m1 - a) * inv01 % m1; i32 c = (i64(n2 + m2 - a) * inv02inv12 + i64(m2 - b) * inv12) % m2; res[i] = (i64(a) + i64(b) * W1 + i64(c) * W2) % mod; } return res; } } // namespace ebi #line 8 "test/convolution/Convolution_Mod_1000000007.test.cpp" using mint = ebi::modint1000000007; int main() { int n, m; std::cin >> n >> m; std::vector<mint> a(n), b(m); for (int i = 0; i < n; i++) std::cin >> a[i]; for (int i = 0; i < m; i++) std::cin >> b[i]; auto c = ebi::arbitary_convolution<mint>(a, b); for (int i = 0; i < n + m - 1; i++) { std::cout << c[i].val() << " \n"[i == n + m - 2]; } }