mirror of
https://github.com/TheAlgorithms/Python.git
synced 2024-11-23 21:11:08 +00:00
Create PoWAlgorithm.py
This commit is contained in:
parent
18e367f647
commit
37549d5700
129
blockchain/PoWAlgorithm.py
Normal file
129
blockchain/PoWAlgorithm.py
Normal file
|
@ -0,0 +1,129 @@
|
|||
"""
|
||||
# Title: Proof of Work Algorithm for Blockchain
|
||||
|
||||
## Algorithm Statement:
|
||||
The algorithm implements the Proof of Work (PoW) consensus mechanism used in blockchain to validate blocks. PoW is used to ensure that participants (miners) must perform a computational task to create a valid block and add it to the blockchain. The difficulty of the task is defined by the number of leading zeros required in the hash of the block.
|
||||
|
||||
## Approach:
|
||||
1. Each block contains a list of transactions, a previous block's hash, a timestamp, and a nonce (random value).
|
||||
2. The block is hashed using the SHA-256 cryptographic hash function.
|
||||
3. The miner's goal is to find a nonce such that the resulting hash has a certain number of leading zeros, which defines the difficulty level.
|
||||
4. The difficulty is adjustable. The more leading zeros required, the harder it is to find a valid nonce.
|
||||
5. This process is repeated until a valid hash is found, which demonstrates that computational work has been done (Proof of Work).
|
||||
|
||||
## Steps:
|
||||
1. Create a `Block` class to hold block details (transactions, previous hash, timestamp, and nonce).
|
||||
2. Implement a `Blockchain` class that adds new blocks to the chain by solving the PoW problem.
|
||||
3. Implement the hashing function using SHA-256.
|
||||
4. Adjust the difficulty by varying the number of leading zeros required in the hash.
|
||||
5. Use test cases to validate the PoW algorithm.
|
||||
"""
|
||||
|
||||
import hashlib
|
||||
import time
|
||||
|
||||
class Block:
|
||||
def __init__(self, index, previous_hash, transactions, timestamp, difficulty):
|
||||
self.index = index
|
||||
self.previous_hash = previous_hash
|
||||
self.transactions = transactions
|
||||
self.timestamp = timestamp
|
||||
self.nonce = 0 # Start with nonce 0
|
||||
self.difficulty = difficulty
|
||||
self.hash = self.compute_hash()
|
||||
|
||||
def compute_hash(self):
|
||||
"""
|
||||
Generates the hash of the block content.
|
||||
Combines index, previous hash, transactions, timestamp, and nonce into a string,
|
||||
which is then hashed using SHA-256.
|
||||
"""
|
||||
block_string = f"{self.index}{self.previous_hash}{self.transactions}{self.timestamp}{self.nonce}"
|
||||
return hashlib.sha256(block_string.encode()).hexdigest()
|
||||
|
||||
def mine_block(self):
|
||||
"""
|
||||
Performs Proof of Work by adjusting the nonce until a valid hash is found.
|
||||
A valid hash has the required number of leading zeros based on the difficulty level.
|
||||
"""
|
||||
target = '0' * self.difficulty # Target hash should start with 'difficulty' number of zeros
|
||||
while self.hash[:self.difficulty] != target:
|
||||
self.nonce += 1
|
||||
self.hash = self.compute_hash()
|
||||
|
||||
print(f"Block mined with nonce {self.nonce}, hash: {self.hash}")
|
||||
|
||||
class Blockchain:
|
||||
def __init__(self, difficulty):
|
||||
self.chain = []
|
||||
self.difficulty = difficulty
|
||||
self.create_genesis_block()
|
||||
|
||||
def create_genesis_block(self):
|
||||
"""
|
||||
Creates the first block in the blockchain (the Genesis block).
|
||||
"""
|
||||
genesis_block = Block(0, "0", "Genesis Block", time.time(), self.difficulty)
|
||||
genesis_block.mine_block()
|
||||
self.chain.append(genesis_block)
|
||||
|
||||
def add_block(self, transactions):
|
||||
"""
|
||||
Adds a new block to the blockchain after performing Proof of Work.
|
||||
"""
|
||||
previous_block = self.chain[-1]
|
||||
new_block = Block(len(self.chain), previous_block.hash, transactions, time.time(), self.difficulty)
|
||||
new_block.mine_block()
|
||||
self.chain.append(new_block)
|
||||
|
||||
def is_chain_valid(self):
|
||||
"""
|
||||
Verifies the integrity of the blockchain by ensuring each block's previous hash matches
|
||||
and that all blocks meet the Proof of Work requirement.
|
||||
"""
|
||||
for i in range(1, len(self.chain)):
|
||||
current_block = self.chain[i]
|
||||
previous_block = self.chain[i - 1]
|
||||
|
||||
if current_block.hash != current_block.compute_hash():
|
||||
print(f"Invalid block at index {i}. Hash mismatch.")
|
||||
return False
|
||||
|
||||
if current_block.previous_hash != previous_block.hash:
|
||||
print(f"Invalid chain at index {i}. Previous hash mismatch.")
|
||||
return False
|
||||
|
||||
return True
|
||||
|
||||
# Test cases
|
||||
|
||||
def test_blockchain():
|
||||
"""
|
||||
Test cases for the Blockchain proof of work algorithm.
|
||||
"""
|
||||
# Create blockchain with difficulty level of 4 (hash should start with 4 zeros)
|
||||
blockchain = Blockchain(difficulty=4)
|
||||
|
||||
# Add new blocks
|
||||
blockchain.add_block("Transaction 1: Alice pays Bob 5 BTC")
|
||||
blockchain.add_block("Transaction 2: Bob pays Charlie 3 BTC")
|
||||
|
||||
# Verify the integrity of the blockchain
|
||||
assert blockchain.is_chain_valid() == True, "Blockchain should be valid"
|
||||
|
||||
# Tamper with the blockchain and check validation
|
||||
blockchain.chain[1].transactions = "Transaction 1: Alice pays Bob 50 BTC" # Tampering the transaction
|
||||
assert blockchain.is_chain_valid() == False, "Blockchain should be invalid due to tampering"
|
||||
|
||||
print("All test cases passed.")
|
||||
|
||||
if __name__ == "__main__":
|
||||
test_blockchain()
|
||||
|
||||
"""
|
||||
# Output:
|
||||
- Block mined with nonce X, hash: 0000abcd...
|
||||
- Block mined with nonce Y, hash: 0000xyz...
|
||||
- Block mined with nonce Z, hash: 0000pqrs...
|
||||
- All test cases passed.
|
||||
"""
|
Loading…
Reference in New Issue
Block a user