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Add word ladder algorithm in backtracking #11590
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tianyizheng02
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Hardvan:wordladder_new_algo
Oct 2, 2024
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Add word ladder algorithm in backtracking
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Original file line number | Diff line number | Diff line change |
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""" | ||
Word Ladder is a classic problem in computer science. | ||
The problem is to transform a start word into an end word | ||
by changing one letter at a time. | ||
Each intermediate word must be a valid word from a given list of words. | ||
The goal is to find a transformation sequence | ||
from the start word to the end word. | ||
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||
Wikipedia: https://en.wikipedia.org/wiki/Word_ladder | ||
""" | ||
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import string | ||
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def backtrack( | ||
current_word: str, path: list[str], end_word: str, word_set: set[str] | ||
) -> list[str]: | ||
""" | ||
Helper function to perform backtracking to find the transformation | ||
from the current_word to the end_word. | ||
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||
Parameters: | ||
current_word (str): The current word in the transformation sequence. | ||
path (list[str]): The list of transformations from begin_word to current_word. | ||
end_word (str): The target word for transformation. | ||
word_set (set[str]): The set of valid words for transformation. | ||
|
||
Returns: | ||
list[str]: The list of transformations from begin_word to end_word. | ||
Returns an empty list if there is no valid | ||
transformation from current_word to end_word. | ||
|
||
Example: | ||
>>> backtrack("hit", ["hit"], "cog", {"hot", "dot", "dog", "lot", "log", "cog"}) | ||
['hit', 'hot', 'dot', 'lot', 'log', 'cog'] | ||
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>>> backtrack("hit", ["hit"], "cog", {"hot", "dot", "dog", "lot", "log"}) | ||
[] | ||
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>>> backtrack("lead", ["lead"], "gold", {"load", "goad", "gold", "lead", "lord"}) | ||
['lead', 'lead', 'load', 'goad', 'gold'] | ||
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>>> backtrack("game", ["game"], "code", {"came", "cage", "code", "cade", "gave"}) | ||
['game', 'came', 'cade', 'code'] | ||
""" | ||
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# Base case: If the current word is the end word, return the path | ||
if current_word == end_word: | ||
return path | ||
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# Try all possible single-letter transformations | ||
for i in range(len(current_word)): | ||
for c in string.ascii_lowercase: # Try changing each letter | ||
transformed_word = current_word[:i] + c + current_word[i + 1 :] | ||
if transformed_word in word_set: | ||
word_set.remove(transformed_word) | ||
# Recur with the new word added to the path | ||
result = backtrack( | ||
transformed_word, [*path, transformed_word], end_word, word_set | ||
) | ||
if result: # valid transformation found | ||
return result | ||
word_set.add(transformed_word) # backtrack | ||
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return [] # No valid transformation found | ||
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def word_ladder(begin_word: str, end_word: str, word_set: set[str]) -> list[str]: | ||
""" | ||
Solve the Word Ladder problem using Backtracking and return | ||
the list of transformations from begin_word to end_word. | ||
|
||
Parameters: | ||
begin_word (str): The word from which the transformation starts. | ||
end_word (str): The target word for transformation. | ||
word_list (list[str]): The list of valid words for transformation. | ||
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Returns: | ||
list[str]: The list of transformations from begin_word to end_word. | ||
Returns an empty list if there is no valid transformation. | ||
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Example: | ||
>>> word_ladder("hit", "cog", ["hot", "dot", "dog", "lot", "log", "cog"]) | ||
['hit', 'hot', 'dot', 'lot', 'log', 'cog'] | ||
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>>> word_ladder("hit", "cog", ["hot", "dot", "dog", "lot", "log"]) | ||
[] | ||
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>>> word_ladder("lead", "gold", ["load", "goad", "gold", "lead", "lord"]) | ||
['lead', 'lead', 'load', 'goad', 'gold'] | ||
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>>> word_ladder("game", "code", ["came", "cage", "code", "cade", "gave"]) | ||
['game', 'came', 'cade', 'code'] | ||
""" | ||
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if end_word not in word_set: # no valid transformation possible | ||
return [] | ||
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# Perform backtracking starting from the begin_word | ||
return backtrack(begin_word, [begin_word], end_word, word_set) |
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