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LeetCode 126, Hard. Topics: Hash Table, String, Backtracking, Breadth-First Search, Bidirectional Search. View on LeetCode. Generate this problem as a practice environment: tested reference solution, 23 parametrized pytest cases, and a playground notebook:

Problem

A transformation sequence from word beginWord to word endWord using a dictionary wordList is a sequence of words beginWord -> s1 -> s2 -> ... -> sk such that:
  • Every adjacent pair of words differs by a single letter.
  • Every si for 1 <= i <= k is in wordList. Note that beginWord does not need to be in wordList.
  • sk == endWord
Given two words, beginWord and endWord, and a dictionary wordList, return all the shortest transformation sequences from beginWord to endWord, or an empty list if no such sequence exists. Each sequence should be returned as a list of the words [beginWord, s1, s2, ..., sk].

Examples

Explanation: There are 2 shortest transformation sequences: “hit” -> “hot” -> “dot” -> “dog” -> “cog” and “hit” -> “hot” -> “lot” -> “log” -> “cog”.
Explanation: The endWord “cog” is not in wordList, therefore there is no valid transformation sequence.

Constraints

  • 1 <= beginWord.length <= 5
  • endWord.length == beginWord.length
  • 1 <= wordList.length <= 500
  • wordList[i].length == beginWord.length
  • beginWord, endWord, and wordList[i] consist of lowercase English letters.
  • beginWord != endWord
  • All the words in wordList are unique.
  • The sum of all shortest transformation sequences does not exceed 10^5.

Solution

Reference implementation from solution.py on GitHub, full suite in test_solution.py:

Complexity

Tags

Last modified on September 7, 2026