This tutorial aims to provide an in-depth understanding of hash functions, their properties, and their role in cryptography. We will also delve into practical examples and use cases of hash functions.
By the end of this tutorial, you will learn:
- What a hash function is
- The properties of a hash function
- The role of hash functions in cryptography
- How to use hash functions in practical scenarios
Basic knowledge of any programming language will be helpful. No prior knowledge of cryptography or hash functions is required.
A hash function is a function that can take in input of any size and returns an output (hash) of fixed size. The output is unique to each unique input.
Key properties of hash functions:
- Deterministic: For a given input, the function will always output the same hash.
- Fast computation: The function should be capable of returning the hash quickly.
- Preimage resistance: It should be computationally infeasible to retrieve the original input given only the hash.
- Small changes in input produce drastic changes in output: Even a small change in input should result in a significantly different hash.
Let's consider a simple hash function that takes a string and returns an integer. For every character in the string, we add its ASCII value. The sum is then returned as the hash.
It's important to use a well-tested hash function for sensitive data. Avoid creating your own hash function for critical applications as it can lead to security vulnerabilities.
def simple_hash(input_string):
return sum(ord(char) for char in input_string)
This function takes a string as input and returns the sum of ASCII values of each character as the hash.
Python's hashlib module provides a range of hash functions. Here is an example using SHA256.
import hashlib
def hash_with_sha256(input_string):
return hashlib.sha256(input_string.encode()).hexdigest()
This function takes a string as input, encodes it to bytes, hashes it using SHA256, and then returns the hexadecimal result.
This tutorial covered the basic concept of hash functions, their properties, and their role in cryptography. We also worked with a simple hash function and a more complex one using Python's hashlib module.
For further learning, you can explore other hash functions provided by Python's hashlib, such as SHA224, SHA384, SHA512, SHA3, and blake2b.
Write a hash function that takes a string and returns a hash by multiplying the ASCII values of each character instead of adding.
Use Python's hashlib to hash a string with the SHA512 algorithm.
sum
, we'll use Python's reduce
function from the functools
module.from functools import reduce
def simple_hash(input_string):
return reduce(lambda x, y: x * y, (ord(char) for char in input_string))
import hashlib
def hash_with_sha512(input_string):
return hashlib.sha512(input_string.encode()).hexdigest()
Try to apply hash functions in different scenarios to get a better understanding. Happy learning!