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Introduction

A hash table is a data structure which offers a fast implementation of the associative array API. As the terminology around hash tables can be confusing, I've added a summary below.

A hash table consists of an array of 'buckets', each of which stores a key-value pair. In order to locate the bucket where a key-value pair should be stored, the key is passed through a hashing function. This function returns an integer which is used as the pair's index in the array of buckets. When we want to retrieve a key-value pair, we supply the key to the same hashing function, receive its index, and use the index to find it in the array.

Array indexing has algorithmic complexity O(1), making hash tables fast at storing and retrieving data.

Our hash table will map string keys to string values, but the principals given here are applicable to hash tables which map arbitrary key types to arbitrary value types. Only ASCII strings will be supported, as supporting unicode is non-trivial and out of scope of this tutorial.

API

Associative arrays are a collection of unordered key-value pairs. Duplicate keys are not permitted. The following operations are supported:

  • search(a, k): return the value v associated with key k from the associative array a, or NULL if the key does not exist.
  • insert(a, k, v): store the pair k:v in the associative array a.
  • delete(a, k): delete the k:v pair associated with k, or do nothing if k does not exist.

Setup

To set up C on your computer, please consult Daniel Holden's guide in the Build Your Own Lisp book. Build Your Own Lisp is a great book, and I recommend working through it.

Code structure

Code should be laid out in the following directory structure.

.
├── build
└── src
    ├── hash_table.c
    ├── hash_table.h
    ├── prime.c
    └── prime.h

src will contain our code, build will contain our compiled binaries.

Terminology

There are lots of names which are used interchangeably. In this article, we'll use the following:

  • Associative array: an abstract data structure which implements the API described above. Also called a map, symbol table or dictionary.

  • Hash table: a fast implementation of the associative array API which makes use of a hash function. Also called a hash map, map, hash or dictionary.

Associative arrays can be implemented with many different underlying data structures. A (non-performant) one can be implemented by simply storing items in an array, and iterating through the array when searching. Associative arrays and hash tables are often confused because associative arrays are so often implemented as hash tables.

Next section: Hash table structure Table of contents