Remove duplicates in local search
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@ -28,12 +28,20 @@ def get_random_solution(previous, data):
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return solution
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def remove_duplicates(element, data):
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duplicate_free_df = data.query(
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"(source not in @element.source) or (destination not in @element.destination)"
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)
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return duplicate_free_df
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def explore_neighbourhood(element, data, max_iterations=100000):
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neighbourhood = []
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neighbourhood.append(element)
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for _ in range(max_iterations):
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previous_solution = neighbourhood[-1]
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neighbour = get_random_solution(previous=previous_solution, data=data)
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data = remove_duplicates(element=neighbour, data=data)
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if neighbour.equals(previous_solution):
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break
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neighbourhood.append(neighbour)
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