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How can we elegantly partition integers in Python?

Linda Hamilton
Linda HamiltonOriginal
2024-11-06 08:40:02816browse

How can we elegantly partition integers in Python?

Integer Partitioning with Elegance in Python

The task of integer partitioning involves breaking a given number into a sum of positive integers, known as parts. A common example is partitioning the number 4, which can be represented as 1 1 1 1 or 1 1 2 or 2 2.

Elegant Python Solution

To address the need for an elegant approach, a Python function named partitions has been proposed:

def partitions(n, I=1):
    yield (n,)
    for i in range(I, n//2 + 1):
        for p in partitions(n-i, i):
            yield (i,) + p

This function utilizes recursion and yields all possible partitions of a given number n. It starts by partitioning n as a single part (itself) and then recursively partitions n-i into parts that are greater than or equal to i.

Performance Evaluation

Compared to a previously proposed function, this solution exhibits significant improvements in both speed and memory usage:

import timeit

n = 20

# Original function
def nolen(n):
    """Original function for integer partitioning."""
    # implementation omitted for brevity

# Proposed 'partitions' function
def partitions(n, I=1):
    # implementation omitted for brevity

# Measure execution time
print("Original function (r0): ", timeit.timeit(lambda: r0 = nolen(n), number=100))
print("Proposed function (r1): ", timeit.timeit(lambda: r1 = list(partitions(n)), number=100))

print(f"Partitions are equal: {sorted(map(sorted, r0)) == sorted(map(sorted, r1))}")

The proposed partitions function is approximately 1370 times faster than the original while using significantly less memory.

Alternative Approaches

While the partitions function provides a performant and elegant solution, other options exist on platforms like ActiveState:

  • [Generator For Integer Partitions (Python Recipe)](https://www.activestate.com/recipes/577676-generator-for-integer-partitions/)

Conclusion

The proposed partitions function offers an efficient and concise approach to integer partitioning in Python. Its elegance and speed make it a valuable tool for programmers seeking an improved coding style.

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