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What is a hash table?

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Answer from AI

A hash table is a data structure that implements an associative array (dictionary). It stores pairs of "key-value" where keys are unique.

Main principles:

  • Hash function: Converts a key into a number (hash code or index). This index points to the storage location of the value in the array (bucket).
  • Array (buckets): The actual storage for "key-value" pairs.
  • Collisions: Situations where different keys generate the same hash code.

Collision resolution:

  • Chaining method (Separate chaining): Each bucket contains a list (or another data structure) of elements with the same hash code.
  • Open addressing method: When a collision occurs, searching for a free bucket is performed using various strategies (linear probing, quadratic probing, double hashing).

Characteristics:

  • Fast access: Ideally O(1) for insert, search, and delete operations.
  • Dependence on hash function: The quality of the hash function and collision resolution strategy greatly affect performance.
  • Memory usage: Requires additional memory for the array of buckets.

Usage in QA:

  • Storing test data (key - parameter name, value - expected or actual value).
  • Checking the uniqueness of elements (e.g., user IDs).
  • Implementing caches.
What is a hash table? — QA / QA Automation - sobes.tech