Optimise nCk calculation using symmetry property#66
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When k > n-k, use the smaller value (n-k) to minimize loop iterations. This significantly improves performance for large k values. Performance improvement: 6.6x faster (1.694µs -> 0.256µs per calculation) for test cases with large k values. Example benefits: - C(100, 95) now calculates as C(100, 5) - 5 iterations instead of 95 - C(52, 47) now calculates as C(52, 5) - 5 iterations instead of 47
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Context
The
nCk(binomial coefficient) calculation computes combinations using an iterative approach that loops from 1 to k. When k is large (e.g., calculating C(100, 95)), this results in many unnecessary iterations. The binomial coefficient has a mathematical symmetry property: C(n,k) = C(n,n-k), meaning the same result can be obtained by using the smaller value.The symmetry exists because:
Changes
Modified the
nCkmethod inlib/zxcvbn/math.rbto use the smaller of k or (n-k):This reduces loop iterations for large k values:
Consequences
Performance improvement: 6.6x faster (1.694µs → 0.256µs per calculation) for test cases with large k values.
All 291 tests pass, including existing tests that verify the symmetry property (
C(10,3) = C(10,7)andC(20,5) = C(20,15)). The optimization uses a proven mathematical property and maintains identical behaviour whilst significantly improving performance.