mirror of
https://github.com/TheAlgorithms/Python.git
synced 2024-12-05 02:40:16 +00:00
bc8df6de31
* [pre-commit.ci] pre-commit autoupdate updates: - [github.com/astral-sh/ruff-pre-commit: v0.2.2 → v0.3.2](https://github.com/astral-sh/ruff-pre-commit/compare/v0.2.2...v0.3.2) - [github.com/pre-commit/mirrors-mypy: v1.8.0 → v1.9.0](https://github.com/pre-commit/mirrors-mypy/compare/v1.8.0...v1.9.0) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
48 lines
1.4 KiB
Python
48 lines
1.4 KiB
Python
"""A naive recursive implementation of 0-1 Knapsack Problem
|
|
https://en.wikipedia.org/wiki/Knapsack_problem
|
|
"""
|
|
|
|
from __future__ import annotations
|
|
|
|
|
|
def knapsack(capacity: int, weights: list[int], values: list[int], counter: int) -> int:
|
|
"""
|
|
Returns the maximum value that can be put in a knapsack of a capacity cap,
|
|
whereby each weight w has a specific value val.
|
|
|
|
>>> cap = 50
|
|
>>> val = [60, 100, 120]
|
|
>>> w = [10, 20, 30]
|
|
>>> c = len(val)
|
|
>>> knapsack(cap, w, val, c)
|
|
220
|
|
|
|
The result is 220 cause the values of 100 and 120 got the weight of 50
|
|
which is the limit of the capacity.
|
|
"""
|
|
|
|
# Base Case
|
|
if counter == 0 or capacity == 0:
|
|
return 0
|
|
|
|
# If weight of the nth item is more than Knapsack of capacity,
|
|
# then this item cannot be included in the optimal solution,
|
|
# else return the maximum of two cases:
|
|
# (1) nth item included
|
|
# (2) not included
|
|
if weights[counter - 1] > capacity:
|
|
return knapsack(capacity, weights, values, counter - 1)
|
|
else:
|
|
left_capacity = capacity - weights[counter - 1]
|
|
new_value_included = values[counter - 1] + knapsack(
|
|
left_capacity, weights, values, counter - 1
|
|
)
|
|
without_new_value = knapsack(capacity, weights, values, counter - 1)
|
|
return max(new_value_included, without_new_value)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
import doctest
|
|
|
|
doctest.testmod()
|