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Progressive hints first, then the full explanation and implementation when you're ready to cash out.
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AI-generated and still unreviewed. Double-check the details before internalizing them.
Hints
Open only as much as you need to keep the solve alive.
At each position , you are not choosing a whole strip. You only need pick one of the letters that appears in column among the strips.
A string with informativity must have period , so has to divide . That immediately cuts the search space down to the divisors of .
For a fixed divisor , positions must all contain the same final character. So this character must be available in every one of those columns.
Represent the set of possible letters in each column as a 26-bit mask. For one residue class modulo , bitwise-AND all its column masks. If the result is nonzero, that residue can be filled.
Try divisors in increasing order. The first where every residue class has a nonzero intersection is optimal; choose one set bit per residue and repeat those choices across the whole string.
For each column , the final message may use any lowercase letter that appears at position in at least one strip. So compress the input into masks:
Now forget the strips. The problem is: choose one character from each so that the resulting string has the smallest possible informativity.
If a string of length has informativity , then it is exactly some block of length repeated times. So must divide . No need to test random lengths; that would be chasing ghosts.
For a fixed divisor , all positions with the same remainder modulo must be equal:
Suppose their common character is . Then must be allowed in every column in that residue class. Therefore, for each residue , we need:
If this intersection is nonzero for every , then period is possible. Pick any character from each intersection and repeat those characters to build the answer.
So the algorithm is simple:
Why this is correct:
If the algorithm accepts some , then for every residue class modulo it found a character available in every column of that class. Filling all those positions with that character creates a valid message with period , so its informativity is at most .
If a valid message has informativity , then every residue class modulo is filled by one repeated character. Since the message is valid, that character must be available in every column of the class. Thus the bitwise intersection for every class must be nonzero. So the algorithm will accept every feasible period .
Because we test divisors in increasing order, the first accepted is the minimum possible informativity. Done.
Edge cases are pretty tame:
Let for one test case. Building masks costs . Checking one divisor costs , and , so the number of divisors is small enough for this directly. The total complexity is
where is the number of divisors of . Memory usage is $O(n).
#include <bits/stdc++.h>
using namespace std;
using ll = long long;
void setIO() {
ios::sync_with_stdio(false);
cin.tie(nullptr);
}
int main() {
setIO();
int T;
cin >> T;
while (T--) {
int n, k;
cin >> n >> k;
vector<int> mask(n, 0);
string row;
for (int i = 0; i < k; i++) {
cin >> row;
for (int j = 0; j < n; j++) {
mask[j] |= 1 << (row[j] - 'a');
}
}
vector<int> divisors;
for (int x = 1; x * x <= n; x++) {
if (n % x == 0) {
divisors.push_back(x);
if (x * x != n) divisors.push_back(n / x);
}
}
sort(divisors.begin(), divisors.end());
for (int d : divisors) {
vector<int> common(d, (1 << 26) - 1);
for (int i = 0; i < n; i++) {
common[i % d] &= mask[i];
}
bool ok = true;
for (int r = 0; r < d; r++) {
if (common[r] == 0) {
ok = false;
break;
}
}
if (!ok) continue;
string ans(n, 'a');
for (int r = 0; r < d; r++) {
int bit = __builtin_ctz(common[r]);
char c = char('a' + bit);
for (int i = r; i < n; i += d) ans[i] = c;
}
cout << ans << '\n';
break;
}
}
}#include <bits/stdc++.h>
using namespace std;
using ll = long long;
void setIO() {
ios::sync_with_stdio(false);
cin.tie(nullptr);
}
int main() {
setIO();
int T;
cin >> T;
while (T--) {
int n, k;
cin >> n >> k;
vector<int> mask(n, 0);
string row;
for (int i = 0; i < k; i++) {
cin >> row;
for (int j = 0; j < n; j++) {
mask[j] |= 1 << (row[j] - 'a');
}
}
vector<int> divisors;
for (int x = 1; x * x <= n; x++) {
if (n % x == 0) {
divisors.push_back(x);
if (x * x != n) divisors.push_back(n / x);
}
}
sort(divisors.begin(), divisors.end());
for (int d : divisors) {
vector<int> common(d, (1 << 26) - 1);
for (int i = 0; i < n; i++) {
common[i % d] &= mask[i];
}
bool ok = true;
for (int r = 0; r < d; r++) {
if (common[r] == 0) {
ok = false;
break;
}
}
if (!ok) continue;
string ans(n, 'a');
for (int r = 0; r < d; r++) {
int bit = __builtin_ctz(common[r]);
char c = char('a' + bit);
for (int i = r; i < n; i += d) ans[i] = c;
}
cout << ans << '\n';
break;
}
}
}