SPC2025Q5 - Editorial

PROBLEM LINK:

Practice
Contest: Division 1
Contest: Division 2
Contest: Division 3
Contest: Division 4

Author:
Tester: apoorv_me
Editorialist: iceknight1093

DIFFICULTY:

Simple

PREREQUISITES:

None

PROBLEM:

Given an array A of length N, decide whether the product of the bitwise XORs of all its elements lies in the range [L, R] or not.

EXPLANATION:

To solve this task, we’ll need to use a couple properties of bitwise XOR:

  1. x\oplus x = 0 for any integer x.
  2. If x and k are fixed, there’s exactly one integer y such that x\oplus y = k.
    This y will, in fact, equal (x\oplus k).

Since we’re dealing with the product of bitwise XORs, if any bitwise XOR is 0, the entire product will be 0.
As noted at the start, the bitwise XOR can be zero only between two equal elements.
So, if any element appears twice (or more) in A, we can immediately say product will be 0, so the answer will be Yes if L = 0 and No otherwise.

There are many ways to check if A contains multiple copies of some element in \mathcal{O}(N\log N): for example you can sort A and compare adjacent elements, or you can insert all the elements of A into a set and check if the set has size N or not.


Next, let’s look at the case when all the elements of A are distinct, so the product of XORs is non-zero.

For each index i, there’s at most one other index j such that A_i\oplus A_j = 1.
This is because there’s exactly one other number y such that A_i \oplus y = 1, and elements of A are distinct so this y can appear at most once.

This means there are at most \frac N 2 pairs of elements in A whose bitwise XOR is equal to 1.
All elements are distinct, meaning that no bitwise XORs are equal to 0.
These two facts combined tell us that almost every bitwise XOR is \geq 2 - so their product gets very large very quickly.

In particular, if there are even 30 elements in the product, its value will exceed 2^{30} for sure - which is larger than the largest possible R.

This allows us to simply compute the product using brute force - either the array is small enough (as in, size \leq 10) that we obtain the actual product and can then check if it’s between L and R; or there are too many pairs in which case the product is certainly going to exceed R, and the answer is No.

TIME COMPLEXITY:

\mathcal{O}(N\log N) per testcase.

CODE:

Author's code (C++)
#include <bits/stdc++.h>
using namespace std;
#define int long long
#define INF (int)1e18

mt19937_64 RNG(chrono::steady_clock::now().time_since_epoch().count());

void Solve() 
{
    int n, l, r; cin >> n >> l >> r;
    
    vector <int> a(n);
    for (auto &x : a) cin >> x;
    
    sort(a.begin(), a.end());
    bool eq = false;
    for (int i = 1; i < n; i++){
        eq |= (a[i - 1] == a[i]);
    }
    
    if (eq){
        if (l == 0) cout << "Yes\n";
        else cout << "No\n";
        return;
    }
    if (n > 10){
        cout << "No\n";
        return;
    }
    
    int prod = 1;
    for (int i = 0; i < n; i++){
        for (int j = i + 1; j < n; j++){
            int v = a[i] ^ a[j];
            prod *= v;
            if (prod > r){
                cout << "No\n";
                return;
            }
        }
    }
    
    if (prod >= l){
        cout << "Yes\n";
    } else {
        cout << "No\n";
    }
}

int32_t main() 
{
    auto begin = std::chrono::high_resolution_clock::now();
    ios_base::sync_with_stdio(0);
    cin.tie(0);
    int t = 1;
    // freopen("in",  "r", stdin);
    // freopen("out", "w", stdout);
    
    cin >> t;
    for(int i = 1; i <= t; i++) 
    {
        //cout << "Case #" << i << ": ";
        Solve();
    }
    auto end = std::chrono::high_resolution_clock::now();
    auto elapsed = std::chrono::duration_cast<std::chrono::nanoseconds>(end - begin);
    cerr << "Time measured: " << elapsed.count() * 1e-9 << " seconds.\n"; 
    return 0;
}
Editorialist's code (PyPy3)
for _ in range(int(input())):
    n, l, r = map(int, input().split())
    a = list(map(int, input().split()))
    
    dup = len(set(a)) < n
    if dup:
        print('Yes' if l == 0 else 'No')
        continue
    
    prod = 1
    for i in range(n):
        for j in range(i+1, n):
            prod *= a[i] ^ a[j]
            if prod > r: break
        else:
            continue
        break
    
    print('Yes' if l <= prod <= r else 'No')
1 Like

How the testcases are designed—even brute force works for it, but if someone solves a question by seeing the constraint, then they have guessed that the brute force will not work. From this type of thing, how can someone rely on contraints?
I did not try brute force during the contest because I believed it would not work. Now I am regretting not using brute force :smiling_face_with_tear:.

1 Like

true

actually if they handle the 0 cases its not brute force if u add the prod > r break statement , Irealised this a lot late , but yeah many got lucky passing the brute force

Its not brute force actually if you analyse it well. I too have written a brute force of just two nested loops with a break if prod > r. But the argument (as mentioned in the explanation as well) that the xor of two values is atleast 2 except half of the pairs. So, if the value (>2) is multiplied with itself, it will surely go beyond r, and just a matter of at what iteration but surely within 30 iterations.

Coming to this realisation and then implementing a brute force is different and just implementing a brute force is different.

I saw the question and started thinking that we know for two numbers a, b (b > a), then xor of a and b follows this inequality:

b-a <= a ^ b <= a+b

So, the minimum value is greater than R or the maximum value of all pairs is less than L, then surely the answer is no. If not then we can compute some values to bring min and max values closer to L and R. But then even computing the max and min possible value itself posed a challenge. And then I found that the xor will always be > 2 for a significant number of pairs and then dropped the idea of this and just implemented brute force with a break.

Don’t you think it’s obvious to add an edge case if XOR is 0 or if pro > r, then break?