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LeetCode 127, Hard. Topics: Hash Table, String, Breadth-First Search. View on LeetCode. Generate this problem as a practice environment: tested reference solution, 15 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 the number of words in the shortest transformation sequence from beginWord to endWord, or 0 if no such sequence exists.

Examples

Explanation: One shortest transformation sequence is “hit” -> “hot” -> “dot” -> “dog” -> “cog”, which is 5 words long.
Explanation: The endWord “cog” is not in wordList, therefore there is no valid transformation sequence.

Constraints

  • 1 <= beginWord.length <= 10
  • endWord.length == beginWord.length
  • 1 <= wordList.length <= 5000
  • wordList[i].length == beginWord.length
  • beginWord, endWord, and wordList[i] consist of lowercase English letters.
  • beginWord != endWord
  • All the words in wordList are unique.

Solution

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

Complexity

Tags

Grind 75, Grind, NeetCode 150, NeetCode 250, NeetCode All, AlgoMaster 75.
Last modified on August 25, 2026