To solve this problem, we need to identify the original contractor and the final subcontractor in a hidden subcontract chain. The chain is represented as a sequence of subcontracting relationships where each contractor hires exactly one subcontractor, except for the final subcontractor who hires no one. The original contractor is the one who is not hired by anyone else.
- Problem Analysis: The problem involves processing a list of pairs where each pair (A, B) indicates that contractor A hired subcontractor B. The goal is to find the original contractor (the one not hired by anyone) and the final subcontractor (the one who hires no one).
- Intuition: The original contractor will appear only as a contractor (first element in a pair) and never as a subcontractor (second element in any pair). Similarly, the final subcontractor will appear only as a subcontractor and never as a contractor.
- Algorithm Selection:
- Collect Keys and Values: Iterate through all pairs to collect all contractors (keys) and subcontractors (values) into separate sets.
- Identify Original Contractor: The original contractor is the element present in the keys set but not in the values set.
- Identify Final Subcontractor: The final subcontractor is the element present in the values set but not in the keys set.
- Edge Cases:
- If there are no pairs, return
(None, None)since the chain cannot be determined. - If there are multiple candidates for either the original contractor or final subcontractor, it indicates multiple chains or cycles, so return
(None, None).
- If there are no pairs, return
Solution Code
def find_contractors(pairs):
if not pairs:
return None, None
keys = set()
values = set()
for a, b in pairs:
keys.add(a)
values.add(b)
original_candidates = keys - values
final_candidates = values - keys
if len(original_candidates) != 1 or len(final_candidates) != 1:
return None, None
return original_candidates.pop(), final_candidates.pop()
Explanation
- Initialization: The function starts by checking if the input list of pairs is empty. If it is, the function returns
(None, None)immediately. - Collecting Keys and Values: The function processes each pair in the list, adding the first element (contractor) to the
keysset and the second element (subcontractor) to thevaluesset. - Finding Original and Final Contractors:
- The original contractor is found by subtracting the
valuesset from thekeysset, resulting in a set containing only the original contractor. - The final subcontractor is found by subtracting the
keysset from thevaluesset, resulting in a set containing only the final subcontractor.
- The original contractor is found by subtracting the
- Validation: The function checks if there is exactly one candidate for both the original and final contractors. If not, it returns
(None, None)to indicate an invalid chain structure (e.g., multiple chains or cycles). - Result: The function returns the identified original and final contractors as a tuple.
This approach efficiently narrows down the candidates using set operations, ensuring optimal performance with a time complexity of O(n), where n is the number of pairs. The space complexity is also O(n) due to the storage of sets.
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