Hard
Minimum Cost to Divide Array Into Subarrays — C++
Full explanation · Time O(nlogn) · Space O(n)
// Time: O(nlogn)
// Space: O(n)
// prefix sum, dp, convex hull trick
class Solution {
public:
long long minimumCost(vector<int>& nums, vector<int>& cost, int k) {
vector<int64_t> prefix1(size(nums) + 1);
vector<int64_t> prefix2(size(nums) + 1);
for (int i = 0; i < size(nums); ++i) {
prefix1[i + 1] = prefix1[i] + nums[i];
prefix2[i + 1] = prefix2[i] + cost[i];
}
int64_t dp = 0;
LineContainer lc;
for (int i = size(nums) - 1; i >= 0; --i) {
lc.add(prefix1[i + 1], -(dp + prefix1[i + 1] * prefix2[i + 1]));
dp = (-lc.query(prefix2[i])) + (k * (prefix2.back() - prefix2[i]));
}
return dp;
}
private:
// Reference: https://usaco.guide/adv/line-container
// Template: https://github.com/kth-competitive-programming/kactl/blob/main/content/data-structures/LineContainer.h
using ll = long long;
struct Line {
mutable ll k, m, p;
bool operator<(const Line& o) const { return k < o.k; }
bool operator<(ll x) const { return p < x; }
};
struct LineContainer : multiset<Line, less<>> {
// (for doubles, use inf = 1/.0, div(a,b) = a/b)
static const ll inf = LLONG_MAX;
ll div(ll a, ll b) { // floored division
return a / b - ((a ^ b) < 0 && a % b); }
bool isect(iterator x, iterator y) {
if (y == end()) return x->p = inf, 0;
if (x->k == y->k) x->p = x->m > y->m ? inf : -inf;
else x->p = div(y->m - x->m, x->k - y->k);
return x->p >= y->p;
}
void add(ll k, ll m) {
auto z = insert({k, m, 0}), y = z++, x = y;
while (isect(y, z)) z = erase(z);
if (x != begin() && isect(--x, y)) isect(x, y = erase(y));
while ((y = x) != begin() && (--x)->p >= y->p)
isect(x, erase(y));
}
ll query(ll x) {
assert(!empty());
auto l = *lower_bound(x);
return l.k * x + l.m;
}
};
};
// Time: O(n^2)
// Space: O(n)
// dp
class Solution2 {
public:
long long minimumCost(vector<int>& nums, vector<int>& cost, int k) {
vector<int64_t> prefix1(size(nums) + 1);
vector<int64_t> prefix2(size(nums) + 1);
for (int i = 0; i < size(nums); ++i) {
prefix1[i + 1] = prefix1[i] + nums[i];
prefix2[i + 1] = prefix2[i] + cost[i];
}
vector<int64_t> dp(size(nums) + 1, numeric_limits<int64_t>::max());
dp.back() = 0;
for (int i = size(nums) - 1; i >= 0; --i) {
for (int j = i; j < size(nums); ++j) {
dp[i] = min(dp[i], prefix1[j + 1] * (prefix2[j + 1] - prefix2[i]) + dp[j + 1] + (k * (prefix2.back() - prefix2[i])));
}
}
return dp[0];
}
};