Binary exponentiation evaluates an integer power using the bits of the exponent.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 | from bisect import bisect_left # Exponentiation by Squaring in Python # # PURPOSE # Binary exponentiation evaluates an integer power using the bits of the exponent. Squaring # skips the repeated multiplication used by the direct method. # # METHOD # When the exponent is odd, multiply the accumulator by the current base. Halve the exponent # and square the base for the next bit. The accumulator times the remaining power stays # equal to the answer. # # COMPLEXITY # O(log exponent) multiplications and O(1) auxiliary space; arithmetic bit costs are # excluded. # # CONTRACT # Exponent is nonnegative. Returns 1 for exponent 0, including 0 to power 0 by this # programming convention. All intermediate products must fit. # Public APIs infer array lengths except in C, which accepts pointer/length pairs. Vertex # counts and matrix dimensions remain explicit. Arrays must contain signed 32-bit integers. # Sorted order, correct tree topology, and caller-owned data-structure invariants are # preconditions; checking them on every query would change query complexity. # Scalar and shape checks are included. Value-range checks are included where needed to # prevent invalid indexing or nontermination. Allocation sizes are capped at 4,000,000 # workspace entries. Arithmetic outside Python raises an error on 32-bit overflow; Python # uses arbitrary precision. Native allocation failures propagate. In-place outputs may be # partly updated after arithmetic failure. These are single-threaded, in-memory # implementations. # # LANGUAGE DETAILS # Python 3.9+: automatic lengths, native lists, arbitrary-precision arithmetic, and # bisect_left for LIS. Invalid scalar/shape inputs raise ValueError. Integer element types # and sorted/tree invariants remain caller preconditions. # # EXAMPLE # Expected return: 1024. # Run: python example.py # Tests for this exact source artifact run before publication. The accompanying source # archive includes unit cases, runtime results, and source hashes. def alg_require(condition): if not condition: raise ValueError("invalid algorithm input; see contract") def alg_size(n): alg_require(0 <= n <= 4000000) return n def power(base: int, exponent: int) -> int: alg_require(type(base) is int and -2147483648 <= base <= 2147483647) alg_require(type(exponent) is int and -2147483648 <= exponent <= 2147483647) alg_require(exponent >= 0) result: int = 1 while exponent > 0: if exponent % 2 == 1: result *= base exponent = exponent // 2 if exponent > 0: base *= base return result base = 2 exponent = 10 result = power(base, exponent) print(result) |