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adding a combinatorics folder with basic algorithms #11398
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Original file line number | Diff line number | Diff line change |
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from math import comb | ||
from math import factorial | ||
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def validate_elements_count(total_elements_count: int, selected_elements_count: int) -> None: | ||
Check failure on line 4 in combinatorics/combinations.py
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""" Validate that the number of elements are positive and the total is greater than or equal to selected. """ | ||
if total_elements_count < selected_elements_count or selected_elements_count < 0: | ||
raise ValueError( | ||
"Please enter positive integers for total_elements_count and selected_elements_count " | ||
"where total_elements_count >= selected_elements_count" | ||
) | ||
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def combinations_iterative(total_elements_count: int, selected_elements_count: int) -> int: | ||
""" | ||
Returns the number of combinations that can be made from a total set of elements. | ||
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Examples: | ||
>>> combinations_iterative(10, 5) | ||
252 | ||
>>> combinations_iterative(6, 3) | ||
20 | ||
>>> combinations_iterative(20, 5) | ||
15504 | ||
>>> combinations_iterative(52, 5) | ||
2598960 | ||
>>> combinations_iterative(0, 0) | ||
1 | ||
>>> combinations_iterative(-4, -5) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Please enter positive integers for total_elements_count and selected_elements_count where total_elements_count >= selected_elements_count | ||
""" | ||
validate_elements_count(total_elements_count, selected_elements_count) | ||
combinations_count = 1 | ||
for i in range(selected_elements_count): | ||
combinations_count *= (total_elements_count - i) | ||
combinations_count //= (i + 1) | ||
return combinations_count | ||
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def multiset_combinations(total_elements_count: int, selected_elements_count: int) -> int: | ||
""" | ||
Returns the number of combinations from a multiset of elements. | ||
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Examples: | ||
>>> multiset_combinations(10, 5) | ||
2002 | ||
>>> multiset_combinations(6, 3) | ||
56 | ||
>>> multiset_combinations(20, 5) | ||
42504 | ||
>>> multiset_combinations(52, 5) | ||
3819816 | ||
>>> multiset_combinations(0, 0) | ||
1 | ||
>>> multiset_combinations(-4, -5) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: n must be a non-negative integer | ||
""" | ||
validate_elements_count(total_elements_count, selected_elements_count) | ||
return comb(total_elements_count + selected_elements_count - 1, selected_elements_count) | ||
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def combinations_formula(total_elements_count: int, selected_elements_count: int) -> int: | ||
""" | ||
Calculate combinations using the formula for n choose k. | ||
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Examples: | ||
>>> combinations_formula(10, 5) | ||
252 | ||
>>> combinations_formula(6, 3) | ||
20 | ||
>>> combinations_formula(20, 5) | ||
15504 | ||
>>> combinations_formula(52, 5) | ||
2598960 | ||
>>> combinations_formula(0, 0) | ||
1 | ||
>>> combinations_formula(-4, -5) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Please enter positive integers for total_elements_count and selected_elements_count where total_elements_count >= selected_elements_count | ||
""" | ||
validate_elements_count(total_elements_count, selected_elements_count) | ||
remaining_elements_count = total_elements_count - selected_elements_count | ||
return int( | ||
factorial(total_elements_count) / | ||
(factorial(selected_elements_count) * factorial(remaining_elements_count)) | ||
) | ||
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def combinations_with_repetitions(total_elements_count: int, selected_elements_count: int) -> int: | ||
""" | ||
Calculate combinations with repetitions allowed. | ||
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Examples: | ||
>>> combinations_with_repetitions(10, 5) | ||
2002 | ||
>>> combinations_with_repetitions(6, 3) | ||
56 | ||
>>> combinations_with_repetitions(20, 5) | ||
42504 | ||
>>> combinations_with_repetitions(52, 5) | ||
3819816 | ||
>>> combinations_with_repetitions(0, 0) | ||
1 | ||
>>> combinations_with_repetitions(-4, -5) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Please enter positive integers for total_elements_count and selected_elements_count where total_elements_count >= selected_elements_count | ||
""" | ||
validate_elements_count(total_elements_count, selected_elements_count) | ||
if total_elements_count + selected_elements_count == 0: | ||
return 1 | ||
return int( | ||
factorial(total_elements_count + selected_elements_count - 1) / | ||
(factorial(selected_elements_count) * factorial(total_elements_count - 1)) | ||
) | ||
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def permutations(total_elements_count: int, selected_elements_count: int) -> int: | ||
""" | ||
Calculate the number of permutations of selecting k elements from n elements. | ||
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Examples: | ||
>>> permutations(10, 5) | ||
30240 | ||
>>> permutations(6, 3) | ||
120 | ||
>>> permutations(20, 5) | ||
1860480 | ||
>>> permutations(52, 5) | ||
311875200 | ||
>>> permutations(0, 0) | ||
1 | ||
>>> permutations(-4, -5) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Please enter positive integers for total_elements_count and selected_elements_count where total_elements_count >= selected_elements_count | ||
""" | ||
validate_elements_count(total_elements_count, selected_elements_count) | ||
remaining_elements_count = total_elements_count - selected_elements_count | ||
return int(factorial(total_elements_count) / factorial(remaining_elements_count)) | ||
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def possible_selections(total_elements_count: int, selected_elements_count: int) -> int: | ||
""" | ||
Calculate the number of possible selections of k items from n available items, with replacement. | ||
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Examples: | ||
>>> possible_selections(10, 5) | ||
100000 | ||
>>> possible_selections(6, 3) | ||
216 | ||
>>> possible_selections(20, 5) | ||
3200000 | ||
>>> possible_selections(52, 5) | ||
380204032 | ||
>>> possible_selections(0, 0) | ||
1 | ||
>>> possible_selections(-4, -5) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Please enter positive integers for total_elements_count and selected_elements_count where total_elements_count >= selected_elements_count | ||
""" | ||
validate_elements_count(total_elements_count, selected_elements_count) | ||
return int(total_elements_count ** selected_elements_count) | ||
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if __name__ == "__main__": | ||
__import__("doctest").testmod() |
Original file line number | Diff line number | Diff line change |
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from math import factorial | ||
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""" | ||
https://en.wikipedia.org/wiki/Derangement | ||
""" | ||
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def derangement(elements_count: int) -> int: | ||
""" | ||
Returns the number of different combinations of selected_elements_count length which can | ||
be made from total_elements_count values, where total_elements_count >= selected_elements_count. | ||
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Examples: | ||
>>> derangement(6) | ||
265 | ||
>>> derangement(7) | ||
1854 | ||
>>> derangement(8) | ||
14833 | ||
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>>> derangement(-5) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Please enter positive integers for elements_count | ||
""" | ||
if elements_count < 0: | ||
raise ValueError("Please enter positive integers for elements_count") | ||
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derangement = sum([((-1) ** i) / factorial(i) for i in range(elements_count + 1)]) | ||
return int(factorial(elements_count) * derangement) | ||
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if __name__ == "__main__": | ||
__import__("doctest").testmod() |
Original file line number | Diff line number | Diff line change |
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""" | ||
https://en.wikipedia.org/wiki/Stirling_numbers_of_the_second_kind | ||
""" | ||
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def validate_elements_count( | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. As there is no test file in this pull request nor any test function or class in the file |
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total_elements_count: int, selected_elements_count: int | ||
) -> None: | ||
# If either of the conditions are true, the function is being asked | ||
# to calculate a factorial of a negative number, which is not possible | ||
if total_elements_count < selected_elements_count or selected_elements_count < 0: | ||
raise ValueError( | ||
"Please enter positive integers for total_elements_count and selected_elements_count where total_elements_count >= selected_elements_count" | ||
) | ||
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def stirling_second(total_elements_count: int, selected_elements_count: int) -> None: | ||
""" | ||
Returns the number of different combinations of selected_elements_count length which can | ||
be made from total_elements_count values, where total_elements_count >= selected_elements_count. | ||
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Examples: | ||
>>> stirling_second(6, 3) | ||
122 | ||
>>> stirling_second(10, 5) | ||
50682 | ||
>>> stirling_second(8, 3) | ||
1389 | ||
>>> stirling_second(-5, 0) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: Please enter positive integers for total_elements_count and selected_elements_count where total_elements_count >= selected_elements_count | ||
""" | ||
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validate_elements_count(total_elements_count, selected_elements_count) | ||
permutations_count = [ | ||
[0] * (selected_elements_count + 1) for _ in range(total_elements_count + 1) | ||
] | ||
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for i in range(total_elements_count + 1): | ||
permutations_count[i][0] = 1 | ||
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for i in range(1, total_elements_count + 1): | ||
for j in range(1, selected_elements_count + 1): | ||
permutations_count[i][j] = ( | ||
j * permutations_count[i - 1][j] + permutations_count[i - 1][j - 1] | ||
) | ||
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return permutations_count[total_elements_count][selected_elements_count] | ||
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if __name__ == "__main__": | ||
__import__("doctest").testmod() |
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As there is no test file in this pull request nor any test function or class in the file
combinatorics/combinations.py
, please provide doctest for the functionvalidate_elements_count