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49 lines
1.4 KiB
Python
49 lines
1.4 KiB
Python
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"""
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Calculate the minimum waiting time using a greedy algorithm.
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reference: https://www.youtube.com/watch?v=Sf3eiO12eJs
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For doctests run following command:
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python -m doctest -v minimum_waiting_time.py
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The minimum_waiting_time function uses a greedy algorithm to calculate the minimum
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time for queries to complete. It sorts the list in non-decreasing order, calculates
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the waiting time for each query by multiplying its position in the list with the
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sum of all remaining query times, and returns the total waiting time. A doctest
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ensures that the function produces the correct output.
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"""
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def minimum_waiting_time(queries: list[int]) -> int:
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"""
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This function takes a list of query times and returns the minimum waiting time
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for all queries to be completed.
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Args:
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queries: A list of queries measured in picoseconds
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Returns:
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total_waiting_time: Minimum waiting time measured in picoseconds
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Examples:
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>>> minimum_waiting_time([3, 2, 1, 2, 6])
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17
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>>> minimum_waiting_time([3, 2, 1])
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4
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>>> minimum_waiting_time([1, 2, 3, 4])
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10
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>>> minimum_waiting_time([5, 5, 5, 5])
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30
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>>> minimum_waiting_time([])
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0
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"""
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n = len(queries)
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if n in (0, 1):
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return 0
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return sum(query * (n - i - 1) for i, query in enumerate(sorted(queries)))
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if __name__ == "__main__":
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import doctest
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doctest.testmod()
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