Get modulo from two 4x64bit integer arrays
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Introduction
Computing element-wise modulo between two arrays of 64-bit integers means calculating A[i] % B[i] for each index. In C/C++, use a simple loop or SIMD intrinsics for performance. In Python, NumPy's np.mod(A, B) or A % B handles this vectorized. In Java, use Math.floorMod for consistent behavior with negative numbers. The key concerns are division-by-zero when any element of the divisor array is zero, the sign of the result with negative operands, and overflow safety with 64-bit values.
Basic Element-Wise Modulo
Given arrays A = [a0, a1, a2, a3] and B = [b0, b1, b2, b3], the result is R = [a0 % b0, a1 % b1, a2 % b2, a3 % b3].
C Implementation
In C/C++, the % operator for integers performs truncated division — the result has the sign of the dividend. For int64_t, no overflow occurs because modulo cannot produce a value larger than the operands.
C++ with SIMD (AVX2)
Most SIMD instruction sets (SSE, AVX2, AVX-512) lack integer division/modulo instructions. For 64-bit integers, scalar code is the only option on x86. The compiler may auto-optimize when the divisor is a compile-time constant.
Python with NumPy
NumPy's % operator is vectorized and runs element-wise in compiled C code. For arrays with millions of elements, this is orders of magnitude faster than a Python loop.
Python: NumPy vs Python Modulo Sign
Java Implementation
JavaScript Implementation
JavaScript's Number type is a 64-bit float with only 53 bits of integer precision. For values exceeding Number.MAX_SAFE_INTEGER (2^53 - 1), use BigInt for exact modulo.
Handling Division by Zero
Common Pitfalls
- Division by zero: If any element in the divisor array is zero, the modulo operation crashes in C/Java (undefined behavior or ArithmeticException) or produces a warning in Python. Always validate the divisor array before computing, or mask out zero elements.
- Sign of result varies by language: C, C++, and Java
%use truncated division (result has the sign of the dividend:-7 % 3 = -1). Python%uses floored division (result matches the sign of the divisor:-7 % 3 = 2). UseMath.floorModin Java ornp.fmodin NumPy when cross-language consistency is needed. - Integer overflow with multiplication-based workarounds: Some modulo algorithms compute
a - (a / b) * b. For large 64-bit values,(a / b) * bcan overflow. The direct%operator does not have this problem — always prefer it. - JavaScript Number precision loss: JavaScript's
Numbercannot represent integers larger than 2^53 exactly.91987654321 % 123456789may produce an incorrect result because the operands lose precision. UseBigIntfor 64-bit integer modulo. - No SIMD acceleration for 64-bit modulo: Unlike addition or multiplication, integer division/modulo has no SIMD hardware support on x86. SIMD-based approaches for modulo use multiplicative inverse approximations, which only work for 32-bit values or constant divisors.
Summary
- Element-wise modulo computes
A[i] % B[i]for each index across two arrays - In C/C++, use a simple loop — SIMD does not support 64-bit integer division
- In Python, use
np.mod(A, B)orA % Bfor vectorized computation - Watch for sign differences: Python
%is floored, C/Java%is truncated - Always check for zero divisors before computing modulo
- Use
BigIntin JavaScript for exact 64-bit integer arithmetic
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Data Structures & Algorithms practice on Codemia
Step through 300 algorithm problems with animated visualisers that show the data structure changing as the code runs.