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:heavy_check_mark: verify/verify-unit-test/radix-sort.test.cpp

Depends on

Code

#define PROBLEM "https://judge.yosupo.jp/problem/aplusb"
//
#include "../../template/template.hpp"
//
#include "../../math-fast/radix-sort.hpp"
//
#include "../../misc/all.hpp"
using namespace Nyaan;

template <typename T>
void test(int N) {
  ll mx = numeric_limits<T>::max();
  if (N <= 300) {
    mx = pow(2.0, rnd() * log2(numeric_limits<T>::max()));
    mx = clamp<T>(mx, 1, numeric_limits<T>::max());
  }

  Timer timer;
  {
    V<T> v(N);
    each(x, v) x = rng(-mx, mx);

    auto w = v;

    timer.reset();
    radix_sort(v);
    ll t1 = timer.elapsed();

    timer.reset();
    sort(all(w));
    ll t2 = timer.elapsed();

    assert(v == w);
    if (N >= TEN(8)) DebugImpl::trace("N", N, "radix", t1, "std", t2);
  }

  if (N <= 300) {
    V<pair<T, T>> v(N);
    each(x, v) {
      x.fi = rng(-mx, mx);
      x.se = rng(-mx, mx);
    }

    auto w = v;
    radix_sort_compare_first(v);
    stable_sort(all(w), [](const pair<T, T>& a, const pair<T, T>& b) {
      return a.first < b.first;
    });

    if (v != w) {
      trc2(v);
      trc2(w);
    }
    assert(v == w);
  }
}

void q() {
  {
    vector<int> v{2, 0, 1, -1, -2};
    radix_sort(v);
    vector<int> w{-2, -1, 0, 1, 2};
    assert(v == w);
  }
  {
    vector<int> v{2, 0, 2, -1, 1, 2, 0, -1, -2};
    radix_sort(v);
    vector<int> w{-2, -1, -1, 0, 0, 1, 2, 2, 2};
    assert(v == w);
  }
  {
    vector<ll> v{2, 0, 2, -1, 1, 2, 0, -1, -2};
    radix_sort(v);
    vector<ll> w{-2, -1, -1, 0, 0, 1, 2, 2, 2};
    assert(v == w);
  }

  rep(N, 200) rep(t, 200) {
    test<int>(N);
    test<uint32_t>(N);
    test<ll>(N);
  }
  rep(e, 6) {
    test<int>(TEN(e));
    test<uint32_t>(TEN(e));
    test<ll>(TEN(e));
  }
  cerr << "OK" << endl;

  /*
  cerr << "OK" << endl;
  rep(t, 3) test<int>(TEN(7));
  rep(t, 3) test<ll>(TEN(7));
  */

  int a, b;
  cin >> a >> b;
  cout << a + b << endl;
}

void Nyaan::solve() {
  int t = 1;
  // in(t);
  while (t--) q();
}
#line 1 "verify/verify-unit-test/radix-sort.test.cpp"
#define PROBLEM "https://judge.yosupo.jp/problem/aplusb"
//
#line 2 "template/template.hpp"
using namespace std;

// intrinstic
#include <immintrin.h>

#include <algorithm>
#include <array>
#include <bitset>
#include <cassert>
#include <cctype>
#include <cfenv>
#include <cfloat>
#include <chrono>
#include <cinttypes>
#include <climits>
#include <cmath>
#include <complex>
#include <cstdarg>
#include <cstddef>
#include <cstdint>
#include <cstdio>
#include <cstdlib>
#include <cstring>
#include <deque>
#include <fstream>
#include <functional>
#include <initializer_list>
#include <iomanip>
#include <ios>
#include <iostream>
#include <istream>
#include <iterator>
#include <limits>
#include <list>
#include <map>
#include <memory>
#include <new>
#include <numeric>
#include <ostream>
#include <queue>
#include <random>
#include <set>
#include <sstream>
#include <stack>
#include <streambuf>
#include <string>
#include <tuple>
#include <type_traits>
#include <typeinfo>
#include <unordered_map>
#include <unordered_set>
#include <utility>
#include <vector>

// utility
#line 1 "template/util.hpp"
namespace Nyaan {
using ll = long long;
using i64 = long long;
using u64 = unsigned long long;
using i128 = __int128_t;
using u128 = __uint128_t;

template <typename T>
using V = vector<T>;
template <typename T>
using VV = vector<vector<T>>;
using vi = vector<int>;
using vl = vector<long long>;
using vd = V<double>;
using vs = V<string>;
using vvi = vector<vector<int>>;
using vvl = vector<vector<long long>>;
template <typename T>
using minpq = priority_queue<T, vector<T>, greater<T>>;

template <typename T, typename U>
struct P : pair<T, U> {
  template <typename... Args>
  P(Args... args) : pair<T, U>(args...) {}

  using pair<T, U>::first;
  using pair<T, U>::second;

  P &operator+=(const P &r) {
    first += r.first;
    second += r.second;
    return *this;
  }
  P &operator-=(const P &r) {
    first -= r.first;
    second -= r.second;
    return *this;
  }
  P &operator*=(const P &r) {
    first *= r.first;
    second *= r.second;
    return *this;
  }
  template <typename S>
  P &operator*=(const S &r) {
    first *= r, second *= r;
    return *this;
  }
  P operator+(const P &r) const { return P(*this) += r; }
  P operator-(const P &r) const { return P(*this) -= r; }
  P operator*(const P &r) const { return P(*this) *= r; }
  template <typename S>
  P operator*(const S &r) const {
    return P(*this) *= r;
  }
  P operator-() const { return P{-first, -second}; }
};

using pl = P<ll, ll>;
using pi = P<int, int>;
using vp = V<pl>;

constexpr int inf = 1001001001;
constexpr long long infLL = 4004004004004004004LL;

template <typename T>
int sz(const T &t) {
  return t.size();
}

template <typename T, typename U>
inline bool amin(T &x, U y) {
  return (y < x) ? (x = y, true) : false;
}
template <typename T, typename U>
inline bool amax(T &x, U y) {
  return (x < y) ? (x = y, true) : false;
}

template <typename T>
inline T Max(const vector<T> &v) {
  return *max_element(begin(v), end(v));
}
template <typename T>
inline T Min(const vector<T> &v) {
  return *min_element(begin(v), end(v));
}
template <typename T>
inline long long Sum(const vector<T> &v) {
  return accumulate(begin(v), end(v), 0LL);
}

template <typename T>
int lb(const vector<T> &v, const T &a) {
  return lower_bound(begin(v), end(v), a) - begin(v);
}
template <typename T>
int ub(const vector<T> &v, const T &a) {
  return upper_bound(begin(v), end(v), a) - begin(v);
}

constexpr long long TEN(int n) {
  long long ret = 1, x = 10;
  for (; n; x *= x, n >>= 1) ret *= (n & 1 ? x : 1);
  return ret;
}

template <typename T, typename U>
pair<T, U> mkp(const T &t, const U &u) {
  return make_pair(t, u);
}

template <typename T>
vector<T> mkrui(const vector<T> &v, bool rev = false) {
  vector<T> ret(v.size() + 1);
  if (rev) {
    for (int i = int(v.size()) - 1; i >= 0; i--) ret[i] = v[i] + ret[i + 1];
  } else {
    for (int i = 0; i < int(v.size()); i++) ret[i + 1] = ret[i] + v[i];
  }
  return ret;
};

template <typename T>
vector<T> mkuni(const vector<T> &v) {
  vector<T> ret(v);
  sort(ret.begin(), ret.end());
  ret.erase(unique(ret.begin(), ret.end()), ret.end());
  return ret;
}

template <typename F>
vector<int> mkord(int N, F f) {
  vector<int> ord(N);
  iota(begin(ord), end(ord), 0);
  sort(begin(ord), end(ord), f);
  return ord;
}

template <typename T>
vector<int> mkinv(vector<T> &v) {
  int max_val = *max_element(begin(v), end(v));
  vector<int> inv(max_val + 1, -1);
  for (int i = 0; i < (int)v.size(); i++) inv[v[i]] = i;
  return inv;
}

vector<int> mkiota(int n) {
  vector<int> ret(n);
  iota(begin(ret), end(ret), 0);
  return ret;
}

template <typename T>
T mkrev(const T &v) {
  T w{v};
  reverse(begin(w), end(w));
  return w;
}

template <typename T>
bool nxp(vector<T> &v) {
  return next_permutation(begin(v), end(v));
}

// 返り値の型は入力の T に依存
// i 要素目 : [0, a[i])
template <typename T>
vector<vector<T>> product(const vector<T> &a) {
  vector<vector<T>> ret;
  vector<T> v;
  auto dfs = [&](auto rc, int i) -> void {
    if (i == (int)a.size()) {
      ret.push_back(v);
      return;
    }
    for (int j = 0; j < a[i]; j++) v.push_back(j), rc(rc, i + 1), v.pop_back();
  };
  dfs(dfs, 0);
  return ret;
}

// F : function(void(T&)), mod を取る操作
// T : 整数型のときはオーバーフローに注意する
template <typename T>
T Power(T a, long long n, const T &I, const function<void(T &)> &f) {
  T res = I;
  for (; n; f(a = a * a), n >>= 1) {
    if (n & 1) f(res = res * a);
  }
  return res;
}
// T : 整数型のときはオーバーフローに注意する
template <typename T>
T Power(T a, long long n, const T &I) {
  return Power(a, n, I, function<void(T &)>{[](T &) -> void {}});
}

}  // namespace Nyaan
#line 58 "template/template.hpp"

// bit operation
#line 1 "template/bitop.hpp"
namespace Nyaan {
__attribute__((target("popcnt"))) inline int popcnt(const u64 &a) {
  return _mm_popcnt_u64(a);
}
inline int lsb(const u64 &a) { return a ? __builtin_ctzll(a) : 64; }
inline int ctz(const u64 &a) { return a ? __builtin_ctzll(a) : 64; }
inline int msb(const u64 &a) { return a ? 63 - __builtin_clzll(a) : -1; }
template <typename T>
inline int gbit(const T &a, int i) {
  return (a >> i) & 1;
}
template <typename T>
inline void sbit(T &a, int i, bool b) {
  if (gbit(a, i) != b) a ^= T(1) << i;
}
constexpr long long PW(int n) { return 1LL << n; }
constexpr long long MSK(int n) { return (1LL << n) - 1; }
}  // namespace Nyaan
#line 61 "template/template.hpp"

// inout
#line 1 "template/inout.hpp"
namespace Nyaan {

template <typename T, typename U>
ostream &operator<<(ostream &os, const pair<T, U> &p) {
  os << p.first << " " << p.second;
  return os;
}
template <typename T, typename U>
istream &operator>>(istream &is, pair<T, U> &p) {
  is >> p.first >> p.second;
  return is;
}

template <typename T>
ostream &operator<<(ostream &os, const vector<T> &v) {
  int s = (int)v.size();
  for (int i = 0; i < s; i++) os << (i ? " " : "") << v[i];
  return os;
}
template <typename T>
istream &operator>>(istream &is, vector<T> &v) {
  for (auto &x : v) is >> x;
  return is;
}

istream &operator>>(istream &is, __int128_t &x) {
  string S;
  is >> S;
  x = 0;
  int flag = 0;
  for (auto &c : S) {
    if (c == '-') {
      flag = true;
      continue;
    }
    x *= 10;
    x += c - '0';
  }
  if (flag) x = -x;
  return is;
}

istream &operator>>(istream &is, __uint128_t &x) {
  string S;
  is >> S;
  x = 0;
  for (auto &c : S) {
    x *= 10;
    x += c - '0';
  }
  return is;
}

ostream &operator<<(ostream &os, __int128_t x) {
  if (x == 0) return os << 0;
  if (x < 0) os << '-', x = -x;
  string S;
  while (x) S.push_back('0' + x % 10), x /= 10;
  reverse(begin(S), end(S));
  return os << S;
}
ostream &operator<<(ostream &os, __uint128_t x) {
  if (x == 0) return os << 0;
  string S;
  while (x) S.push_back('0' + x % 10), x /= 10;
  reverse(begin(S), end(S));
  return os << S;
}

void in() {}
template <typename T, class... U>
void in(T &t, U &...u) {
  cin >> t;
  in(u...);
}

void out() { cout << "\n"; }
template <typename T, class... U, char sep = ' '>
void out(const T &t, const U &...u) {
  cout << t;
  if (sizeof...(u)) cout << sep;
  out(u...);
}

struct IoSetupNya {
  IoSetupNya() {
    cin.tie(nullptr);
    ios::sync_with_stdio(false);
    cout << fixed << setprecision(15);
    cerr << fixed << setprecision(7);
  }
} iosetupnya;

}  // namespace Nyaan
#line 64 "template/template.hpp"

// debug
#line 1 "template/debug.hpp"
namespace DebugImpl {

template <typename U, typename = void>
struct is_specialize : false_type {};
template <typename U>
struct is_specialize<
    U, typename conditional<false, typename U::iterator, void>::type>
    : true_type {};
template <typename U>
struct is_specialize<
    U, typename conditional<false, decltype(U::first), void>::type>
    : true_type {};
template <typename U>
struct is_specialize<U, enable_if_t<is_integral<U>::value, void>> : true_type {
};

void dump(const char& t) { cerr << t; }

void dump(const string& t) { cerr << t; }

void dump(const bool& t) { cerr << (t ? "true" : "false"); }

void dump(__int128_t t) {
  if (t == 0) cerr << 0;
  if (t < 0) cerr << '-', t = -t;
  string S;
  while (t) S.push_back('0' + t % 10), t /= 10;
  reverse(begin(S), end(S));
  cerr << S;
}

void dump(__uint128_t t) {
  if (t == 0) cerr << 0;
  string S;
  while (t) S.push_back('0' + t % 10), t /= 10;
  reverse(begin(S), end(S));
  cerr << S;
}

template <typename U,
          enable_if_t<!is_specialize<U>::value, nullptr_t> = nullptr>
void dump(const U& t) {
  cerr << t;
}

template <typename T>
void dump(const T& t, enable_if_t<is_integral<T>::value>* = nullptr) {
  string res;
  if (t == Nyaan::inf) res = "inf";
  if constexpr (is_signed<T>::value) {
    if (t == -Nyaan::inf) res = "-inf";
  }
  if constexpr (sizeof(T) == 8) {
    if (t == Nyaan::infLL) res = "inf";
    if constexpr (is_signed<T>::value) {
      if (t == -Nyaan::infLL) res = "-inf";
    }
  }
  if (res.empty()) res = to_string(t);
  cerr << res;
}

template <typename T, typename U>
void dump(const pair<T, U>&);
template <typename T>
void dump(const pair<T*, int>&);

template <typename T>
void dump(const T& t,
          enable_if_t<!is_void<typename T::iterator>::value>* = nullptr) {
  cerr << "[ ";
  for (auto it = t.begin(); it != t.end();) {
    dump(*it);
    cerr << (++it == t.end() ? "" : ", ");
  }
  cerr << " ]";
}

template <typename T, typename U>
void dump(const pair<T, U>& t) {
  cerr << "( ";
  dump(t.first);
  cerr << ", ";
  dump(t.second);
  cerr << " )";
}

template <typename T>
void dump(const pair<T*, int>& t) {
  cerr << "[ ";
  for (int i = 0; i < t.second; i++) {
    dump(t.first[i]);
    cerr << (i == t.second - 1 ? "" : ", ");
  }
  cerr << " ]";
}

void trace() { cerr << endl; }
template <typename Head, typename... Tail>
void trace(Head&& head, Tail&&... tail) {
  cerr << " ";
  dump(head);
  if (sizeof...(tail) != 0) cerr << ",";
  trace(forward<Tail>(tail)...);
}

}  // namespace DebugImpl

#ifdef NyaanDebug
#define trc(...)                            \
  do {                                      \
    cerr << "## " << #__VA_ARGS__ << " = "; \
    DebugImpl::trace(__VA_ARGS__);          \
  } while (0)
#else
#define trc(...) (void(0))
#endif

#ifdef NyaanLocal
#define trc2(...)                           \
  do {                                      \
    cerr << "## " << #__VA_ARGS__ << " = "; \
    DebugImpl::trace(__VA_ARGS__);          \
  } while (0)
#else
#define trc2(...) (void(0))
#endif
#line 67 "template/template.hpp"

// macro
#line 1 "template/macro.hpp"
#define each(x, v) for (auto&& x : v)
#define each2(x, y, v) for (auto&& [x, y] : v)
#define all(v) (v).begin(), (v).end()
#define rep(i, N) for (long long i = 0; i < (long long)(N); i++)
#define repr(i, N) for (long long i = (long long)(N)-1; i >= 0; i--)
#define rep1(i, N) for (long long i = 1; i <= (long long)(N); i++)
#define repr1(i, N) for (long long i = (N); (long long)(i) > 0; i--)
#define reg(i, a, b) for (long long i = (a); i < (b); i++)
#define regr(i, a, b) for (long long i = (b)-1; i >= (a); i--)
#define fi first
#define se second
#define ini(...)   \
  int __VA_ARGS__; \
  in(__VA_ARGS__)
#define inl(...)         \
  long long __VA_ARGS__; \
  in(__VA_ARGS__)
#define ins(...)      \
  string __VA_ARGS__; \
  in(__VA_ARGS__)
#define in2(s, t)                           \
  for (int i = 0; i < (int)s.size(); i++) { \
    in(s[i], t[i]);                         \
  }
#define in3(s, t, u)                        \
  for (int i = 0; i < (int)s.size(); i++) { \
    in(s[i], t[i], u[i]);                   \
  }
#define in4(s, t, u, v)                     \
  for (int i = 0; i < (int)s.size(); i++) { \
    in(s[i], t[i], u[i], v[i]);             \
  }
#define die(...)             \
  do {                       \
    Nyaan::out(__VA_ARGS__); \
    return;                  \
  } while (0)
#line 70 "template/template.hpp"

namespace Nyaan {
void solve();
}
int main() { Nyaan::solve(); }
#line 4 "verify/verify-unit-test/radix-sort.test.cpp"
//
#line 2 "math-fast/radix-sort.hpp"

#line 6 "math-fast/radix-sort.hpp"
using namespace std;

namespace RadixSortImpl {
constexpr int b = 8;
constexpr int powb = 1 << b;
constexpr int mask = powb - 1;

int cnt0[powb];
int cnt1[powb];
int cnt2[powb];
int cnt3[powb];

template <typename T>
void radix_sort(int N, T* p) {
  static_assert(sizeof(T) == 4 or sizeof(T) == 8);
  if (!N) return;
  if (N <= 64) {
    sort(p, p + N);
    return;
  }
  static T* tmp = nullptr;
  static int tmp_size = 0;
  if (!tmp or tmp_size < N) {
    if (tmp) delete[] tmp;
    tmp_size = 1;
    while (tmp_size < N) tmp_size *= 2;
    tmp = new T[tmp_size];
  }

  memset(cnt0, 0, sizeof(cnt0));
  memset(cnt1, 0, sizeof(cnt1));
  memset(cnt2, 0, sizeof(cnt2));
  memset(cnt3, 0, sizeof(cnt3));
  for (int i = 0; i < N; i++) {
    cnt0[p[i] & mask]++;
    cnt1[(p[i] >> b) & mask]++;
    cnt2[(p[i] >> b * 2) & mask]++;
    cnt3[(p[i] >> b * 3) & mask]++;
  }
  for (int i = 0; i < powb - 1; i++) {
    cnt0[i + 1] += cnt0[i];
    cnt1[i + 1] += cnt1[i];
    cnt2[i + 1] += cnt2[i];
    cnt3[i + 1] += cnt3[i];
  }
  for (int i = N; i--;) tmp[--cnt0[p[i] & mask]] = p[i];
  for (int i = N; i--;) p[--cnt1[tmp[i] >> b & mask]] = tmp[i];
  for (int i = N; i--;) tmp[--cnt2[p[i] >> b * 2 & mask]] = p[i];
  for (int i = N; i--;) p[--cnt3[tmp[i] >> b * 3 & mask]] = tmp[i];

  if constexpr (sizeof(T) == 8) {
    memset(cnt0, 0, sizeof(cnt0));
    for (int i = 0; i < N; i++) cnt0[p[i] >> b * 4 & mask]++;
    for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
    for (int i = N; i--;) tmp[--cnt0[p[i] >> b * 4 & mask]] = p[i];
    memset(cnt0, 0, sizeof(cnt0));
    for (int i = 0; i < N; i++) cnt0[tmp[i] >> b * 5 & mask]++;
    for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
    for (int i = N; i--;) p[--cnt0[tmp[i] >> b * 5 & mask]] = tmp[i];
    memset(cnt0, 0, sizeof(cnt0));
    for (int i = 0; i < N; i++) cnt0[p[i] >> b * 6 & mask]++;
    for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
    for (int i = N; i--;) tmp[--cnt0[p[i] >> b * 6 & mask]] = p[i];
    memset(cnt0, 0, sizeof(cnt0));
    for (int i = 0; i < N; i++) cnt0[tmp[i] >> b * 7 & mask]++;
    for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
    for (int i = N; i--;) p[--cnt0[tmp[i] >> b * 7 & mask]] = tmp[i];
  }
  if constexpr (is_signed<T>::value) {
    int i = N;
    while (i and p[i - 1] < 0) i--;
    rotate(p, p + i, p + N);
  }
}

// N 10^7 int :  90 ms
// N 10^7 ll  : 220 ms
template <typename T>
void radix_sort(vector<T>& v) {
  radix_sort(v.size(), v.data());
}

// first の順にソート, second は不問
template <typename T, typename U>
void radix_sort_compare_first(int N, pair<T, U>* p) {
  static_assert(sizeof(T) == 4 or sizeof(T) == 8);

  if (!N) return;
  if (N <= 64) {
    stable_sort(p, p + N, [](const pair<T, U>& s, const pair<T, U>& t) {
      return s.first < t.first;
    });
    return;
  }
  static pair<T, U>* tmp = nullptr;
  static int tmp_size = 0;
  if (!tmp or tmp_size < N) {
    if (tmp) delete[] tmp;
    tmp_size = 1;
    while (tmp_size < N) tmp_size *= 2;
    tmp = new pair<T, U>[tmp_size];
  }

  memset(cnt0, 0, sizeof(cnt0));
  for (int i = 0; i < N; i++) cnt0[p[i].first & mask]++;
  for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
  for (int i = N; i--;) tmp[--cnt0[p[i].first & mask]] = p[i];
  memset(cnt0, 0, sizeof(cnt0));
  for (int i = 0; i < N; i++) cnt0[tmp[i].first >> b & mask]++;
  for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
  for (int i = N; i--;) p[--cnt0[tmp[i].first >> b & mask]] = tmp[i];
  memset(cnt0, 0, sizeof(cnt0));
  for (int i = 0; i < N; i++) cnt0[p[i].first >> b * 2 & mask]++;
  for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
  for (int i = N; i--;) tmp[--cnt0[p[i].first >> b * 2 & mask]] = p[i];
  memset(cnt0, 0, sizeof(cnt0));
  for (int i = 0; i < N; i++) cnt0[tmp[i].first >> b * 3 & mask]++;
  for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
  for (int i = N; i--;) p[--cnt0[tmp[i].first >> b * 3 & mask]] = tmp[i];

  if constexpr (sizeof(T) == 8) {
    memset(cnt0, 0, sizeof(cnt0));
    for (int i = 0; i < N; i++) cnt0[p[i].first >> b * 4 & mask]++;
    for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
    for (int i = N; i--;) tmp[--cnt0[p[i].first >> b * 4 & mask]] = p[i];
    memset(cnt0, 0, sizeof(cnt0));
    for (int i = 0; i < N; i++) cnt0[tmp[i].first >> b * 5 & mask]++;
    for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
    for (int i = N; i--;) p[--cnt0[tmp[i].first >> b * 5 & mask]] = tmp[i];
    memset(cnt0, 0, sizeof(cnt0));
    for (int i = 0; i < N; i++) cnt0[p[i].first >> b * 6 & mask]++;
    for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
    for (int i = N; i--;) tmp[--cnt0[p[i].first >> b * 6 & mask]] = p[i];
    memset(cnt0, 0, sizeof(cnt0));
    for (int i = 0; i < N; i++) cnt0[tmp[i].first >> b * 7 & mask]++;
    for (int i = 0; i < powb - 1; i++) cnt0[i + 1] += cnt0[i];
    for (int i = N; i--;) p[--cnt0[tmp[i].first >> b * 7 & mask]] = tmp[i];
  }

  if constexpr (is_signed<T>::value) {
    int i = N;
    while (i and p[i - 1].first < 0) i--;
    rotate(p, p + i, p + N);
  }
}

// first の順にソート, second は不問
// N 10^7 int : 130 ms
// N 10^7 ll  : 370 ms
template <typename T, typename U>
void radix_sort_compare_first(vector<pair<T, U>>& v) {
  radix_sort_compare_first(v.size(), v.data());
}

}  // namespace RadixSortImpl

using RadixSortImpl::radix_sort;
using RadixSortImpl::radix_sort_compare_first;

/*
  @brief radix sort
*/
#line 6 "verify/verify-unit-test/radix-sort.test.cpp"
//
#line 2 "misc/all.hpp"

#line 2 "misc/fastio.hpp"

#line 8 "misc/fastio.hpp"

using namespace std;

#line 2 "internal/internal-type-traits.hpp"

#line 4 "internal/internal-type-traits.hpp"
using namespace std;

namespace internal {
template <typename T>
using is_broadly_integral =
    typename conditional_t<is_integral_v<T> || is_same_v<T, __int128_t> ||
                               is_same_v<T, __uint128_t>,
                           true_type, false_type>::type;

template <typename T>
using is_broadly_signed =
    typename conditional_t<is_signed_v<T> || is_same_v<T, __int128_t>,
                           true_type, false_type>::type;

template <typename T>
using is_broadly_unsigned =
    typename conditional_t<is_unsigned_v<T> || is_same_v<T, __uint128_t>,
                           true_type, false_type>::type;

#define ENABLE_VALUE(x) \
  template <typename T> \
  constexpr bool x##_v = x<T>::value;

ENABLE_VALUE(is_broadly_integral);
ENABLE_VALUE(is_broadly_signed);
ENABLE_VALUE(is_broadly_unsigned);
#undef ENABLE_VALUE

#define ENABLE_HAS_TYPE(var)                                   \
  template <class, class = void>                               \
  struct has_##var : false_type {};                            \
  template <class T>                                           \
  struct has_##var<T, void_t<typename T::var>> : true_type {}; \
  template <class T>                                           \
  constexpr auto has_##var##_v = has_##var<T>::value;

#define ENABLE_HAS_VAR(var)                                     \
  template <class, class = void>                                \
  struct has_##var : false_type {};                             \
  template <class T>                                            \
  struct has_##var<T, void_t<decltype(T::var)>> : true_type {}; \
  template <class T>                                            \
  constexpr auto has_##var##_v = has_##var<T>::value;

}  // namespace internal
#line 12 "misc/fastio.hpp"

namespace fastio {
static constexpr int SZ = 1 << 17;
static constexpr int offset = 64;
char inbuf[SZ], outbuf[SZ];
int in_left = 0, in_right = 0, out_right = 0;

struct Pre {
  char num[40000];
  constexpr Pre() : num() {
    for (int i = 0; i < 10000; i++) {
      int n = i;
      for (int j = 3; j >= 0; j--) {
        num[i * 4 + j] = n % 10 + '0';
        n /= 10;
      }
    }
  }
} constexpr pre;

void load() {
  int len = in_right - in_left;
  memmove(inbuf, inbuf + in_left, len);
  in_right = len + fread(inbuf + len, 1, SZ - len, stdin);
  in_left = 0;
}
void flush() {
  fwrite(outbuf, 1, out_right, stdout);
  out_right = 0;
}
void skip_space() {
  if (in_left + offset > in_right) load();
  while (inbuf[in_left] <= ' ') in_left++;
}

void single_read(char& c) {
  if (in_left + offset > in_right) load();
  skip_space();
  c = inbuf[in_left++];
}
void single_read(string& S) {
  skip_space();
  while (true) {
    if (in_left == in_right) load();
    int i = in_left;
    for (; i != in_right; i++) {
      if (inbuf[i] <= ' ') break;
    }
    copy(inbuf + in_left, inbuf + i, back_inserter(S));
    in_left = i;
    if (i != in_right) break;
  }
}
template <typename T,
          enable_if_t<internal::is_broadly_integral_v<T>>* = nullptr>
void single_read(T& x) {
  if (in_left + offset > in_right) load();
  skip_space();
  char c = inbuf[in_left++];
  [[maybe_unused]] bool minus = false;
  if constexpr (internal::is_broadly_signed_v<T>) {
    if (c == '-') minus = true, c = inbuf[in_left++];
  }
  x = 0;
  while (c >= '0') {
    x = x * 10 + (c & 15);
    c = inbuf[in_left++];
  }
  if constexpr (internal::is_broadly_signed_v<T>) {
    if (minus) x = -x;
  }
}
void rd() {}
template <typename Head, typename... Tail>
void rd(Head& head, Tail&... tail) {
  single_read(head);
  rd(tail...);
}

void single_write(const char& c) {
  if (out_right > SZ - offset) flush();
  outbuf[out_right++] = c;
}
void single_write(const bool& b) {
  if (out_right > SZ - offset) flush();
  outbuf[out_right++] = b ? '1' : '0';
}
void single_write(const string& S) {
  flush(), fwrite(S.data(), 1, S.size(), stdout);
}
void single_write(const char* p) { flush(), fwrite(p, 1, strlen(p), stdout); }
template <typename T,
          enable_if_t<internal::is_broadly_integral_v<T>>* = nullptr>
void single_write(const T& _x) {
  if (out_right > SZ - offset) flush();
  if (_x == 0) {
    outbuf[out_right++] = '0';
    return;
  }
  T x = _x;
  if constexpr (internal::is_broadly_signed_v<T>) {
    if (x < 0) outbuf[out_right++] = '-', x = -x;
  }
  constexpr int buffer_size = sizeof(T) * 10 / 4;
  char buf[buffer_size];
  int i = buffer_size;
  while (x >= 10000) {
    i -= 4;
    memcpy(buf + i, pre.num + (x % 10000) * 4, 4);
    x /= 10000;
  }
  if (x < 100) {
    if (x < 10) {
      outbuf[out_right] = '0' + x;
      ++out_right;
    } else {
      uint32_t q = (uint32_t(x) * 205) >> 11;
      uint32_t r = uint32_t(x) - q * 10;
      outbuf[out_right] = '0' + q;
      outbuf[out_right + 1] = '0' + r;
      out_right += 2;
    }
  } else {
    if (x < 1000) {
      memcpy(outbuf + out_right, pre.num + (x << 2) + 1, 3);
      out_right += 3;
    } else {
      memcpy(outbuf + out_right, pre.num + (x << 2), 4);
      out_right += 4;
    }
  }
  memcpy(outbuf + out_right, buf + i, buffer_size - i);
  out_right += buffer_size - i;
}
void wt() {}
template <typename Head, typename... Tail>
void wt(const Head& head, const Tail&... tail) {
  single_write(head);
  wt(forward<const Tail>(tail)...);
}
template <typename... Args>
void wtn(const Args&... x) {
  wt(forward<const Args>(x)...);
  wt('\n');
}

struct Dummy {
  Dummy() { atexit(flush); }
} dummy;

}  // namespace fastio
using fastio::rd;
using fastio::skip_space;
using fastio::wt;
using fastio::wtn;
#line 2 "misc/rng.hpp"

#line 2 "internal/internal-seed.hpp"

#line 4 "internal/internal-seed.hpp"
using namespace std;

namespace internal {
unsigned long long non_deterministic_seed() {
  unsigned long long m =
      chrono::duration_cast<chrono::nanoseconds>(
          chrono::high_resolution_clock::now().time_since_epoch())
          .count();
  m ^= 9845834732710364265uLL;
  m ^= m << 24, m ^= m >> 31, m ^= m << 35;
  return m;
}
unsigned long long deterministic_seed() { return 88172645463325252UL; }

// 64 bit の seed 値を生成 (手元では seed 固定)
// 連続で呼び出すと同じ値が何度も返ってくるので注意
// #define RANDOMIZED_SEED するとシードがランダムになる
unsigned long long seed() {
#if defined(NyaanLocal) && !defined(RANDOMIZED_SEED)
  return deterministic_seed();
#else
  return non_deterministic_seed();
#endif
}

}  // namespace internal
#line 4 "misc/rng.hpp"

namespace my_rand {
using i64 = long long;
using u64 = unsigned long long;

// [0, 2^64 - 1)
u64 rng() {
  static u64 _x = internal::seed();
  return _x ^= _x << 7, _x ^= _x >> 9;
}

// [l, r]
i64 rng(i64 l, i64 r) {
  assert(l <= r);
  return l + rng() % u64(r - l + 1);
}

// [l, r)
i64 randint(i64 l, i64 r) {
  assert(l < r);
  return l + rng() % u64(r - l);
}

// choose n numbers from [l, r) without overlapping
vector<i64> randset(i64 l, i64 r, i64 n) {
  assert(l <= r && n <= r - l);
  unordered_set<i64> s;
  for (i64 i = n; i; --i) {
    i64 m = randint(l, r + 1 - i);
    if (s.find(m) != s.end()) m = r - i;
    s.insert(m);
  }
  vector<i64> ret;
  for (auto& x : s) ret.push_back(x);
  return ret;
}

// [0.0, 1.0)
double rnd() { return rng() * 5.42101086242752217004e-20; }
// [l, r)
double rnd(double l, double r) {
  assert(l < r);
  return l + rnd() * (r - l);
}

template <typename T>
void randshf(vector<T>& v) {
  int n = v.size();
  for (int i = 1; i < n; i++) swap(v[i], v[randint(0, i + 1)]);
}

}  // namespace my_rand

using my_rand::randint;
using my_rand::randset;
using my_rand::randshf;
using my_rand::rnd;
using my_rand::rng;
#line 2 "misc/timer.hpp"

#line 4 "misc/timer.hpp"
using namespace std;

struct Timer {
  chrono::high_resolution_clock::time_point st;

  Timer() { reset(); }
  void reset() { st = chrono::high_resolution_clock::now(); }

  long long elapsed() {
    auto ed = chrono::high_resolution_clock::now();
    return chrono::duration_cast<chrono::milliseconds>(ed - st).count();
  }
  long long operator()() { return elapsed(); }
};
#line 8 "verify/verify-unit-test/radix-sort.test.cpp"
using namespace Nyaan;

template <typename T>
void test(int N) {
  ll mx = numeric_limits<T>::max();
  if (N <= 300) {
    mx = pow(2.0, rnd() * log2(numeric_limits<T>::max()));
    mx = clamp<T>(mx, 1, numeric_limits<T>::max());
  }

  Timer timer;
  {
    V<T> v(N);
    each(x, v) x = rng(-mx, mx);

    auto w = v;

    timer.reset();
    radix_sort(v);
    ll t1 = timer.elapsed();

    timer.reset();
    sort(all(w));
    ll t2 = timer.elapsed();

    assert(v == w);
    if (N >= TEN(8)) DebugImpl::trace("N", N, "radix", t1, "std", t2);
  }

  if (N <= 300) {
    V<pair<T, T>> v(N);
    each(x, v) {
      x.fi = rng(-mx, mx);
      x.se = rng(-mx, mx);
    }

    auto w = v;
    radix_sort_compare_first(v);
    stable_sort(all(w), [](const pair<T, T>& a, const pair<T, T>& b) {
      return a.first < b.first;
    });

    if (v != w) {
      trc2(v);
      trc2(w);
    }
    assert(v == w);
  }
}

void q() {
  {
    vector<int> v{2, 0, 1, -1, -2};
    radix_sort(v);
    vector<int> w{-2, -1, 0, 1, 2};
    assert(v == w);
  }
  {
    vector<int> v{2, 0, 2, -1, 1, 2, 0, -1, -2};
    radix_sort(v);
    vector<int> w{-2, -1, -1, 0, 0, 1, 2, 2, 2};
    assert(v == w);
  }
  {
    vector<ll> v{2, 0, 2, -1, 1, 2, 0, -1, -2};
    radix_sort(v);
    vector<ll> w{-2, -1, -1, 0, 0, 1, 2, 2, 2};
    assert(v == w);
  }

  rep(N, 200) rep(t, 200) {
    test<int>(N);
    test<uint32_t>(N);
    test<ll>(N);
  }
  rep(e, 6) {
    test<int>(TEN(e));
    test<uint32_t>(TEN(e));
    test<ll>(TEN(e));
  }
  cerr << "OK" << endl;

  /*
  cerr << "OK" << endl;
  rep(t, 3) test<int>(TEN(7));
  rep(t, 3) test<ll>(TEN(7));
  */

  int a, b;
  cin >> a >> b;
  cout << a + b << endl;
}

void Nyaan::solve() {
  int t = 1;
  // in(t);
  while (t--) q();
}
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