The Python hashlib
module is primarily used for performing hash operations.
Hashing is an algorithm that maps input data of any length to fixed-length output data. It is commonly used in scenarios such as verifying data integrity and securely storing passwords.
The output of a hash function is usually a string of seemingly random letters and numbers.
The hashlib
module provides implementations of common hash algorithms like MD5, SHA-1, SHA-256, and more.
Importing the hashlib
Module
To use the functions from the hashlib
module, you must first import it:
import hashlib
Exploring the hashlib
Module
To view the contents of the hashlib
module:
>>> import hashlib >>> dir(hashlib) ['__all__', '__block_openssl_constructor', '__builtin_constructor_cache', '__builtins__', '__cached__', '__doc__', '__file__', '__get_builtin_constructor', '__loader__', '__name__', '__package__', '__spec__', '_hashlib', 'algorithms_available', 'algorithms_guaranteed', 'blake2b', 'blake2s', 'md5', 'new', 'pbkdf2_hmac', 'scrypt', 'sha1', 'sha224', 'sha256', 'sha384', 'sha3_224', 'sha3_256', 'sha3_384', 'sha3_512', 'sha512', 'shake_128', 'shake_256']
Common Methods and Hash Algorithms
Here are some of the common methods in the hashlib
module and an introduction to different hash algorithms:
Common Methods
hashlib.new(name, data=None)
: Creates a new hash object. Thename
parameter specifies the hash algorithm, and thedata
parameter is the data to be hashed.
Example:
import hashlib sha256_hash = hashlib.new('sha256') sha256_hash.update(b'PMeve') print(sha256_hash.hexdigest())
Output:
673dc967d03201db7fe47b7eabd56c47ca5bc694222de303106a5504e5d0daa8
hashlib.md5()
/hashlib.sha1()
/hashlib.sha256()
/ ...: Directly create a hash object using a specific hash algorithm.
Example:
import hashlib md5_hash = hashlib.md5(b'PMeve') print(md5_hash.hexdigest())
Output:
18fa661e2a4a7dd6471cc1407290cf6e
Hash Object Methods
update(data)
: Updates the hash object with additional data.
Example:
import hashlib sha256_hash = hashlib.sha256() sha256_hash.update(b'Hello, ') sha256_hash.update(b'PMeve!') print(sha256_hash.hexdigest())
Output:
1b56561022276e9a5a8e1cda72e1b39fca6f6074326a74d39f6dfd9540c8ecd7
hexdigest()
: Retrieves the hexadecimal representation of the hash value.
Example:
import hashlib md5_hash = hashlib.md5(b'PMeve') print(md5_hash.hexdigest())
Output:
18fa661e2a4a7dd6471cc1407290cf6e
digest()
: Retrieves the binary representation of the hash value.
Example:
import hashlib sha1_hash = hashlib.sha1(b'PMeve') print(sha1_hash.digest())
Output:
b'4\x17\t\xd0\xdb\xc2f3/\x1c\xbc\xd8\xc2_\xd4\xa0T\x12\xb7\xd4'
Common Hash Algorithms
MD5
Example:
import hashlib md5_hash = hashlib.md5(b'PMeve') print(md5_hash.hexdigest())
Output:
18fa661e2a4a7dd6471cc1407290cf6e
SHA-1
Example:
import hashlib sha1_hash = hashlib.sha1(b'PMeve') print(sha1_hash.hexdigest())
Output:
341709d0dbc266332f1cbcd8c25fd4a05412b7d4
SHA-256
Example:
import hashlib sha256_hash = hashlib.sha256(b'PMeve') print(sha256_hash.hexdigest())
Output:
673dc967d03201db7fe47b7eabd56c47ca5bc694222de303106a5504e5d0daa8
SHA-512
Example:
import hashlib
sha512_hash = hashlib.sha512(b'PMeve')
print(sha512_hash.hexdigest())
Output:
7cfe50493eebd48ee7330c797459c2d0d5ca943bd1c84ad7a0b6783b11cd49d06b4a1dc84ee9ea5e20d0bfedbdb67e716500a20e5870abecea3f32dc8484a811
Choosing the Right Hash Algorithm
The choice of a suitable hash algorithm depends on the specific requirements. It is important to note that MD5 and SHA-1 are now considered insecure, especially in security-related fields. It is recommended to use stronger algorithms like SHA-256 or SHA-512.
Common Hash Algorithms in Python hashlib
Module:
Algorithm | Digest Length (bits) | Output Length (bytes) | Security | Usage |
---|---|---|---|---|
MD5 | 128 | 16 | Insecure | Data integrity verification, password storage, etc. |
SHA-1 | 160 | 20 | Insecure | Data integrity verification, password storage, etc. |
SHA-224 | 224 | 28 | Low | Data integrity verification, digital signatures, etc. |
SHA-256 | 256 | 32 | Medium | Data integrity verification, digital signatures, etc. |
SHA-384 | 384 | 48 | High | Digital signatures, encryption, etc. |
SHA-512 | 512 | 64 | High | Digital signatures, encryption, etc. |
SHA3-224 | 224 | 28 | High | Future SHA-3 family standard, suitable for digital signatures, etc. |
SHA3-256 | 256 | 32 | High | Future SHA-3 family standard, suitable for digital signatures, etc. |
SHA3-384 | 384 | 48 | High | Future SHA-3 family standard, suitable for digital signatures, etc. |
SHA3-512 | 512 | 64 | High | Future SHA-3 family standard, suitable for digital signatures, etc. |
SHAKE-128 | Variable | Variable | High | SHAKE series is a variable-length version of SHA-3, suitable for various applications |
SHAKE-256 | Variable | Variable | High | SHAKE series is a variable-length version of SHA-3, suitable for various applications |
Note:
Digest Length (bits): Represents the length of the hash output in bits.
Output Length (bytes): Represents the length of the hash output in bytes.
Security: Indicates the general security level of the algorithm, categorized as "Insecure", "Low", "Medium", or "High".