dp/knuth_partition.hpp

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Last update: 2024-11-09 00:49:07+00:00
Include: #include "dp/knuth_partition.hpp"

Depends on

prelude.hpp

Verified with

test/dp/knuth_partition.test.cpp

Code

#pragma once
#include "prelude.hpp"

// O(kn + n^2)
// Minimizes cost of k-partitions of [0, n) with k <= max_k
// (k == max_k if cost(i,i) = inf).
// Requires cost(a,c) + cost(b,d) <= cost(a,d) + cost(b,c)
// for a < b < c < d (wider is worse).
template <class F>
auto knuth_partition_dp(int max_k, int n, F cost) {
  using T = decltype(cost(0, 0));
  vector<T> dp(n + 1), dp2(n + 1);
  vector<int> opt(n + 2), opt2(n + 2);
  rep(i, n + 1) dp[i] = cost(0, i);
  rep2(k, 1, max_k) {
    fill(all(dp2), numeric_limits<T>::max() / 2);
    opt2[n+1] = n;
    repr(i, n + 1) rep2(j, opt[i], min(i, opt2[i + 1]) + 1) {
      if (dp2[i] > dp[j] + cost(j, i)) dp2[i] = dp[j] + cost(j, i), opt2[i] = j;
    }
    swap(dp, dp2);
    swap(opt, opt2);
  }
  return dp;
}

#line 2 "prelude.hpp"
#include <bits/stdc++.h>
using namespace std;
using ll = long long;
using vi = vector<int>;
using vvi = vector<vector<int>>;
using vll = vector<ll>;
using vvll = vector<vector<ll>>;
using vc = vector<char>;
#define rep2(i, m, n) for (auto i = (m); i < (n); i++)
#define rep(i, n) rep2(i, 0, n)
#define repr2(i, m, n) for (auto i = (n); i-- > (m);)
#define repr(i, n) repr2(i, 0, n)
#define all(x) begin(x), end(x)
auto ndvec(int n, auto e) { return vector(n, e); }
auto ndvec(int n, auto ...e) { return vector(n, ndvec(e...)); }
auto comp_key(auto&& f) { return [&](auto&& a, auto&& b) { return f(a) < f(b); }; }
auto& max(const auto& a, const auto& b) { return a < b ? b : a; }
auto& min(const auto& a, const auto& b) { return b < a ? b : a; }
#if __cpp_lib_ranges
namespace R = std::ranges;
namespace V = std::views;
#endif
#line 3 "dp/knuth_partition.hpp"

// O(kn + n^2)
// Minimizes cost of k-partitions of [0, n) with k <= max_k
// (k == max_k if cost(i,i) = inf).
// Requires cost(a,c) + cost(b,d) <= cost(a,d) + cost(b,c)
// for a < b < c < d (wider is worse).
template <class F>
auto knuth_partition_dp(int max_k, int n, F cost) {
  using T = decltype(cost(0, 0));
  vector<T> dp(n + 1), dp2(n + 1);
  vector<int> opt(n + 2), opt2(n + 2);
  rep(i, n + 1) dp[i] = cost(0, i);
  rep2(k, 1, max_k) {
    fill(all(dp2), numeric_limits<T>::max() / 2);
    opt2[n+1] = n;
    repr(i, n + 1) rep2(j, opt[i], min(i, opt2[i + 1]) + 1) {
      if (dp2[i] > dp[j] + cost(j, i)) dp2[i] = dp[j] + cost(j, i), opt2[i] = j;
    }
    swap(dp, dp2);
    swap(opt, opt2);
  }
  return dp;
}