SHA-1 Hash Function | Generated by AI
Let’s dive into how the given code snippet works, specifically the lines:
hash_obj = hashlib.sha1(piece)
hashes.append(hash_obj.hexdigest())
return hashes
The user has asked us to explain this without using a library, so I’ll first explain what the code does with the hashlib
library, then explore how the same functionality could be achieved without it.
Understanding the Code with hashlib
This snippet computes a hash for a piece of data and stores it in a list. Here’s a step-by-step breakdown of what’s happening:
hash_obj = hashlib.sha1(piece)
- What it does: This line uses Python’s
hashlib
module to create a SHA-1 hash object. SHA-1 (Secure Hash Algorithm 1) is a cryptographic hash function that takes an input (here,piece
) and produces a 160-bit (20-byte) hash value. - Input:
piece
is a chunk of data, likely bytes, read from a file or another source. - Process: The
hashlib.sha1()
function initializes a hash object and immediately updates it with the data inpiece
. Think of it as feeding the data into a hashing machine that starts crunching numbers.
- What it does: This line uses Python’s
hashes.append(hash_obj.hexdigest())
- What it does: The
hexdigest()
method retrieves the hash value computed by the hash object and converts it into a hexadecimal string (a human-readable format using digits 0-9 and letters a-f). - Output: For SHA-1, this string is 40 characters long because each of the 20 bytes is represented by two hexadecimal digits (e.g., a byte value of 255 becomes “ff”).
- Storage: The resulting string is appended to a list called
hashes
, which presumably collects hashes for multiple pieces of data.
- What it does: The
return hashes
- What it does: After processing all pieces (assuming this code is in a loop or function), the list
hashes
containing all the hexadecimal hash strings is returned.
- What it does: After processing all pieces (assuming this code is in a loop or function), the list
In summary: For each piece
of data, the code computes its SHA-1 hash using hashlib.sha1()
, converts the hash to a hexadecimal string with hexdigest()
, and stores it in the hashes
list, which is then returned.
Without Using a Library: Computing SHA-1 from Scratch
The user’s instruction “do not use lib” suggests they want to understand how this could work without relying on hashlib
. Implementing SHA-1 from scratch is complex, but I’ll explain the process clearly and provide a simplified version you could build upon.
What is SHA-1?
SHA-1 is a hash function that:
- Takes any input data (e.g.,
piece
). - Produces a fixed 160-bit (20-byte) output.
- Uses a series of bitwise operations, rotations, and additions to transform the input.
Without hashlib
, we’d need to replicate this algorithm ourselves. Here’s how it could work for the given code:
Step-by-Step SHA-1 Process
- Prepare the Input (Padding)
- SHA-1 processes data in 512-bit (64-byte) blocks. If
piece
isn’t exactly 64 bytes, we pad it:- Append a
1
bit (e.g.,0x80
in bytes). - Add enough
0
bits to make the length 448 bits (56 bytes) modulo 512. - Append the original length of
piece
(in bits) as a 64-bit integer.
- Append a
- For simplicity, if
piece
is smaller than 64 bytes, we can pad it to one block.
- SHA-1 processes data in 512-bit (64-byte) blocks. If
- Initialize Hash Values
- SHA-1 uses five 32-bit variables (160 bits total), initialized to specific constants:
h0 = 0x67452301
h1 = 0xEFCDAB89
h2 = 0x98BADCFE
h3 = 0x10325476
h4 = 0xC3D2E1F0
- SHA-1 uses five 32-bit variables (160 bits total), initialized to specific constants:
- Process the Data Block
- Split the 64-byte block into 16 32-bit words (4 bytes each).
- Expand these into 80 words using the formula:
w[i] = left_rotate(w[i-3] ^ w[i-8] ^ w[i-14] ^ w[i-16], 1) # for i = 16 to 79
where
left_rotate
shifts bits left and wraps them around. - For 80 rounds, update temporary variables
a
,b
,c
,d
,e
(starting as copies ofh0
toh4
):- Use different functions and constants based on the round number (0-19, 20-39, etc.).
- Example for rounds 0-19:
f = (b & c) | (~b & d) k = 0x5A827999 temp = (left_rotate(a, 5) + f + e + k + w[i]) & 0xFFFFFFFF
- Shift variables:
e = d
,d = c
,c = left_rotate(b, 30)
,b = a
,a = temp
.
- Update Hash Values
- After 80 rounds, add the results to the initial hash values:
h0 = (h0 + a) & 0xFFFFFFFF h1 = (h1 + b) & 0xFFFFFFFF # ...and so on for h2, h3, h4
- After 80 rounds, add the results to the initial hash values:
- Produce the Hexadecimal Output
- Concatenate
h0
toh4
as a 160-bit value and convert to a 40-character hexadecimal string.
- Concatenate
Simplified Python Implementation
Here’s a basic version of how you might rewrite the code without hashlib
:
def left_rotate(value, shift):
"""Rotate a 32-bit integer left by 'shift' bits."""
return ((value << shift) | (value >> (32 - shift))) & 0xFFFFFFFF
def custom_sha1(piece):
"""Compute SHA-1 hash of 'piece' and return it as a hex string."""
# For simplicity, assume piece is less than 56 bytes and pad to one block
message = piece + b'\x80' + (b'\x00' * (55 - len(piece))) + (len(piece) * 8).to_bytes(8, 'big')
# Initialize hash values
h0, h1, h2, h3, h4 = (
0x67452301, 0xEFCDAB89, 0x98BADCFE, 0x10325476, 0xC3D2E1F0
)
# Split into 16 32-bit words
w = [int.from_bytes(message[i:i+4], 'big') for i in range(0, 64, 4)]
# Expand to 80 words
for i in range(16, 80):
w.append(left_rotate(w[i-3] ^ w[i-8] ^ w[i-14] ^ w[i-16], 1))
# Initialize working variables
a, b, c, d, e = h0, h1, h2, h3, h4
# 80 rounds of processing
for i in range(80):
if 0 <= i < 20:
f = (b & c) | (~b & d)
k = 0x5A827999
elif 20 <= i < 40:
f = b ^ c ^ d
k = 0x6ED9EBA1
elif 40 <= i < 60:
f = (b & c) | (b & d) | (c & d)
k = 0x8F1BBCDC
else:
f = b ^ c ^ d
k = 0xCA62C1D6
temp = (left_rotate(a, 5) + f + e + k + w[i]) & 0xFFFFFFFF
e = d
d = c
c = left_rotate(b, 30)
b = a
a = temp
# Update hash values
h0 = (h0 + a) & 0xFFFFFFFF
h1 = (h1 + b) & 0xFFFFFFFF
h2 = (h2 + c) & 0xFFFFFFFF
h3 = (h3 + d) & 0xFFFFFFFF
h4 = (h4 + e) & 0xFFFFFFFF
# Return as 40-character hex string
return f"{h0:08x}{h1:08x}{h2:08x}{h3:08x}{h4:08x}"
# Rewritten code without hashlib
def compute_hashes(pieces):
hashes = []
for piece in pieces: # Assuming pieces is a list of byte chunks
hash_value = custom_sha1(piece)
hashes.append(hash_value)
return hashes
# Example usage
pieces = [b"hello", b"world"]
hashes = compute_hashes(pieces)
print(hashes)
How It Matches the Original
hash_obj = hashlib.sha1(piece)
: Replaced bycustom_sha1(piece)
, which computes the SHA-1 hash manually.hashes.append(hash_obj.hexdigest())
: Thecustom_sha1
function returns the hex string directly, so we append it tohashes
.return hashes
: Remains the same, returning the list of hash strings.
Key Differences and Caveats
- Simplification: This implementation assumes each
piece
fits in one 512-bit block (less than 56 bytes due to padding). A full SHA-1 implementation would handle multiple blocks. - Performance: A manual implementation is slower and less optimized than
hashlib
. - Reliability: Libraries like
hashlib
are tested and secure; a custom version might have bugs unless thoroughly validated.
In essence, the original code uses hashlib
as a shortcut to compute SHA-1 hashes efficiently, while doing it without a library requires manually coding the entire SHA-1 algorithm, handling padding, and converting the result to hexadecimal format. The logic remains the same: process each piece, compute its hash, store it, and return the collection.