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#include "polynomial/fps_exp.hpp"#pragma once
#include "polynomial.hpp"
template <typename T, typename Mul>
Polynomial<T, Mul> fps_exp(const Polynomial<T, Mul> &h, int sz = -1) {
const std::vector<T> &coeff = h.vec();
assert(!coeff.empty() && coeff[0] == T(0));
if (sz == -1) {
sz = (int) coeff.size();
}
assert(sz >= 0);
std::vector<T> f({T(1)});
std::vector<T> g({T(1)});
std::vector<T> dft_f_({T(1), T(1)});
while ((int) f.size() < sz) {
int n = (int) f.size();
// F_{2n}(g_0)
std::vector<T> dft_g_2 = g;
dft_g_2.resize(2 * n, T(0));
Mul::dft(dft_g_2);
// \delta
std::vector<T> delta(n, T(0));
for (int i = 0; i < n; ++i) {
delta[i] = dft_f_[i] * dft_g_2[i];
}
Mul::idft(delta);
delta.resize(2 * n);
for (int i = 0; i < n; ++i) {
std::swap(delta[i], delta[n + i]);
}
delta[n] -= T(1);
// F_n(D(f_0))
std::vector<T> dft_d_f(n, T(0));
for (int i = 0; i < n - 1; ++i) {
dft_d_f[i] = T(i + 1) * f[i + 1];
}
Mul::dft(dft_d_f);
// D(f_0) g_0
std::vector<T> d_f_g(n, T(0));
for (int i = 0; i < n; ++i) {
d_f_g[i] = dft_d_f[i] * dft_g_2[i];
}
Mul::idft(d_f_g);
d_f_g.resize(2 * n, T(0));
for (int i = 0; i < n - 1; ++i) {
T tmp = T(i + 1) * h.at(i + 1);
d_f_g[n + i] = d_f_g[i] - tmp;
d_f_g[i] = tmp;
}
// \delta D(h_0)
std::vector<T> dft_delta = delta;
Mul::dft(dft_delta);
std::vector<T> delta_d_h(2 * n);
for (int i = 0; i < n - 1; ++i) {
delta_d_h[i] = T(i + 1) * h.at(i + 1);
}
Mul::dft(delta_d_h);
for (int i = 0; i < 2 * n; ++i) {
delta_d_h[i] *= dft_delta[i];
}
Mul::idft(delta_d_h);
std::fill(delta_d_h.begin(), delta_d_h.begin() + n, T(0));
// \epsilon
std::vector<T> eps = std::move(d_f_g);
for (int i = 0; i < 2 * n; ++i) {
eps[i] -= T(i + 1) * h.at(i + 1) + delta_d_h[i];
}
for (int i = 2 * n - 1; i > 0; --i) {
eps[i] = eps[i - 1] / T(i);
}
eps[0] = T(0);
// \epsilon f_0
std::vector<T> dft_eps = eps;
Mul::dft(dft_eps);
std::vector<T> eps_f(2 * n);
for (int i = 0; i < 2 * n; ++i) {
eps_f[i] = dft_eps[i] * dft_f_[i];
}
Mul::idft(eps_f);
std::fill(eps_f.begin(), eps_f.begin() + n - 1, T(0));
// update f
f.resize(2 * n, T(0));
for (int i = 0; i < 2 * n; ++i) {
f[i] -= eps_f[i];
}
if ((int) f.size() >= sz) {
break;
}
// update F_{2n}(f)
dft_f_ = f;
dft_f_.resize(4 * n);
Mul::dft(dft_f_);
// update g
std::vector<T> fg(dft_f_.begin(), dft_f_.begin() + 2 * n);
for (int i = 0; i < 2 * n; ++i) {
fg[i] *= dft_g_2[i];
}
Mul::idft(fg);
std::fill(fg.begin(), fg.begin() + n, T(0));
Mul::dft(fg);
for (int i = 0; i < 2 * n; ++i) {
fg[i] *= dft_g_2[i];
}
Mul::idft(fg);
g.resize(2 * n);
for (int i = n; i < 2 * n; ++i) {
g[i] = -fg[i];
}
}
f.resize(sz);
return Polynomial<T, Mul>(f);
}#line 2 "polynomial/fps_exp.hpp"
#line 2 "polynomial/polynomial.hpp"
#include <vector>
#include <utility>
#include <cassert>
#include <algorithm>
template <typename T, typename Mul>
class Polynomial {
std::vector<T> coeff;
public:
using This = Polynomial<T, Mul>;
Polynomial() : coeff() {}
Polynomial(int n) : coeff(n, T(0)) {}
Polynomial(std::vector<T> c) : coeff(std::move(c)) {}
const std::vector<T> &vec() const {
return coeff;
}
int size() const {
return (int) coeff.size();
}
const T &operator[](int idx) const {
return coeff[idx];
}
T &operator[](int idx) {
return coeff[idx];
}
T at(int idx) const {
if (idx < size()) {
return coeff[idx];
} else {
return T(0);
}
}
void pre_(int n) {
assert(n >= 0);
coeff.resize(n, T(0));
}
This pre(int n) const {
This tmp(*this);
tmp.pre_(n);
return tmp;
}
T operator()(const T &x) const {
T p(1), sum(0);
for (const T &ele : coeff) {
sum += p * ele;
p *= x;
}
return sum;
}
This &operator+=(const This &rhs) {
if (coeff.size() < rhs.coeff.size()) {
coeff.resize(rhs.coeff.size(), T(0));
}
for (int i = 0; i < (int) rhs.coeff.size(); ++i) {
coeff[i] += rhs.coeff[i];
}
return *this;
}
friend This operator+(This lhs, const This &rhs) {
lhs += rhs;
return lhs;
}
This &operator-=(const This &rhs) {
if (coeff.size() < rhs.coeff.size()) {
coeff.resize(rhs.coeff.size(), T(0));
}
for (int i = 0; i < (int) rhs.coeff.size(); ++i) {
coeff[i] -= rhs.coeff[i];
}
return *this;
}
friend This operator-(This lhs, const This &rhs) {
lhs -= rhs;
return lhs;
}
This &operator*=(This rhs) {
coeff = Mul::mul(std::move(coeff), std::move(rhs.coeff));
return *this;
}
friend This operator*(This lhs, This rhs) {
return This(Mul::mul(std::move(lhs.coeff), std::move(rhs.coeff)));
}
This diff() const {
if (coeff.empty()) {
return This();
}
std::vector<T> c(coeff.size() - 1);
for (int i = 0; i < (int) c.size(); ++i) {
c[i] = T(i + 1) * coeff[i + 1];
}
return This(c);
}
This integ() const {
std::vector<T> c(coeff.size() + 1, T(0));
for (int i = 0; i < (int) coeff.size(); ++i) {
c[i + 1] = coeff[i] / T(i + 1);
}
return This(c);
}
};
#line 4 "polynomial/fps_exp.hpp"
template <typename T, typename Mul>
Polynomial<T, Mul> fps_exp(const Polynomial<T, Mul> &h, int sz = -1) {
const std::vector<T> &coeff = h.vec();
assert(!coeff.empty() && coeff[0] == T(0));
if (sz == -1) {
sz = (int) coeff.size();
}
assert(sz >= 0);
std::vector<T> f({T(1)});
std::vector<T> g({T(1)});
std::vector<T> dft_f_({T(1), T(1)});
while ((int) f.size() < sz) {
int n = (int) f.size();
// F_{2n}(g_0)
std::vector<T> dft_g_2 = g;
dft_g_2.resize(2 * n, T(0));
Mul::dft(dft_g_2);
// \delta
std::vector<T> delta(n, T(0));
for (int i = 0; i < n; ++i) {
delta[i] = dft_f_[i] * dft_g_2[i];
}
Mul::idft(delta);
delta.resize(2 * n);
for (int i = 0; i < n; ++i) {
std::swap(delta[i], delta[n + i]);
}
delta[n] -= T(1);
// F_n(D(f_0))
std::vector<T> dft_d_f(n, T(0));
for (int i = 0; i < n - 1; ++i) {
dft_d_f[i] = T(i + 1) * f[i + 1];
}
Mul::dft(dft_d_f);
// D(f_0) g_0
std::vector<T> d_f_g(n, T(0));
for (int i = 0; i < n; ++i) {
d_f_g[i] = dft_d_f[i] * dft_g_2[i];
}
Mul::idft(d_f_g);
d_f_g.resize(2 * n, T(0));
for (int i = 0; i < n - 1; ++i) {
T tmp = T(i + 1) * h.at(i + 1);
d_f_g[n + i] = d_f_g[i] - tmp;
d_f_g[i] = tmp;
}
// \delta D(h_0)
std::vector<T> dft_delta = delta;
Mul::dft(dft_delta);
std::vector<T> delta_d_h(2 * n);
for (int i = 0; i < n - 1; ++i) {
delta_d_h[i] = T(i + 1) * h.at(i + 1);
}
Mul::dft(delta_d_h);
for (int i = 0; i < 2 * n; ++i) {
delta_d_h[i] *= dft_delta[i];
}
Mul::idft(delta_d_h);
std::fill(delta_d_h.begin(), delta_d_h.begin() + n, T(0));
// \epsilon
std::vector<T> eps = std::move(d_f_g);
for (int i = 0; i < 2 * n; ++i) {
eps[i] -= T(i + 1) * h.at(i + 1) + delta_d_h[i];
}
for (int i = 2 * n - 1; i > 0; --i) {
eps[i] = eps[i - 1] / T(i);
}
eps[0] = T(0);
// \epsilon f_0
std::vector<T> dft_eps = eps;
Mul::dft(dft_eps);
std::vector<T> eps_f(2 * n);
for (int i = 0; i < 2 * n; ++i) {
eps_f[i] = dft_eps[i] * dft_f_[i];
}
Mul::idft(eps_f);
std::fill(eps_f.begin(), eps_f.begin() + n - 1, T(0));
// update f
f.resize(2 * n, T(0));
for (int i = 0; i < 2 * n; ++i) {
f[i] -= eps_f[i];
}
if ((int) f.size() >= sz) {
break;
}
// update F_{2n}(f)
dft_f_ = f;
dft_f_.resize(4 * n);
Mul::dft(dft_f_);
// update g
std::vector<T> fg(dft_f_.begin(), dft_f_.begin() + 2 * n);
for (int i = 0; i < 2 * n; ++i) {
fg[i] *= dft_g_2[i];
}
Mul::idft(fg);
std::fill(fg.begin(), fg.begin() + n, T(0));
Mul::dft(fg);
for (int i = 0; i < 2 * n; ++i) {
fg[i] *= dft_g_2[i];
}
Mul::idft(fg);
g.resize(2 * n);
for (int i = n; i < 2 * n; ++i) {
g[i] = -fg[i];
}
}
f.resize(sz);
return Polynomial<T, Mul>(f);
}