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Add Simon's Algorithm #13754
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244d2de Add Merkle Tree construction and verification algorithm
Rajasree2004 825b730 [pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] ee5b1bf Added doctest to sha256 function in merkle tree
Rajasree2004 f357809 Merge branch 'add-merkle-tree-algo' of https://github.com/Rajasree200…
Rajasree2004 65c0e39 Add Simon's Algorithm Simulation'
Rajasree2004 ed920a3 [pre-commit.ci] auto fixes from pre-commit.com hooks
pre-commit-ci[bot] 7b90b1c Add Parameter Rename to Simon's Algorithm'
Rajasree2004 90618a2 Add Parameter Rename to Simon's Algorithm'
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,107 @@ | ||
| """ | ||
| Merkle Tree Construction and Verification | ||
| | ||
| This module implements the construction of a Merkle Tree and | ||
| verification of inclusion proofs for blockchain data integrity. | ||
| | ||
| Each leaf is a SHA-256 hash of a transaction, and internal nodes are | ||
| computed by hashing the concatenation of their child nodes. | ||
| | ||
| References: | ||
| https://en.wikipedia.org/wiki/Merkle_tree | ||
| """ | ||
| | ||
| import hashlib | ||
| | ||
| | ||
| def sha256(data: str) -> str: | ||
| """ | ||
| Compute the SHA-256 hash of the given string. | ||
| | ||
| Args: | ||
| data (str): Input string. | ||
| | ||
| Returns: | ||
| str: Hexadecimal SHA-256 hash of the input. | ||
| | ||
| Example: | ||
| >>> sha256("abc") | ||
| 'ba7816bf8f01cfea414140de5dae2223b00361a396177a9cb410ff61f20015ad' | ||
| """ | ||
| return hashlib.sha256(data.encode()).hexdigest() | ||
| | ||
| | ||
| def build_merkle_tree(leaves: list[str]) -> list[list[str]]: | ||
| """ | ||
| Build a Merkle Tree from the given leaf nodes. | ||
| | ||
| Args: | ||
| leaves: List of data strings (transactions). | ||
| | ||
| Returns: | ||
| A list of lists representing tree levels, | ||
| with the last level containing the Merkle root. | ||
| | ||
| >>> len(build_merkle_tree(["a", "b", "c", "d"])[-1][0]) | ||
| 64 | ||
| """ | ||
| if not leaves: | ||
| raise ValueError("Leaf list cannot be empty.") | ||
| | ||
| current_level = [sha256(x) for x in leaves] | ||
| tree = [current_level] | ||
| | ||
| while len(current_level) > 1: | ||
| next_level = [] | ||
| for i in range(0, len(current_level), 2): | ||
| left = current_level[i] | ||
| right = current_level[i + 1] if i + 1 < len(current_level) else left | ||
| next_level.append(sha256(left + right)) | ||
| current_level = next_level | ||
| tree.append(current_level) | ||
| | ||
| return tree | ||
| | ||
| | ||
| def merkle_root(leaves: list[str]) -> str: | ||
| """ | ||
| Return the Merkle root hash for a given list of data. | ||
| | ||
| >>> r = merkle_root(["tx1", "tx2", "tx3"]) | ||
| >>> isinstance(r, str) | ||
| True | ||
| """ | ||
| return build_merkle_tree(leaves)[-1][0] | ||
| | ||
| | ||
| def verify_proof(leaf: str, proof: list[str], root: str) -> bool: | ||
| """ | ||
| Verify inclusion of a leaf using a Merkle proof. | ||
| | ||
| Args: | ||
| leaf: Original data string. | ||
| proof: List of sibling hashes up the path. | ||
| root: Expected Merkle root hash. | ||
| | ||
| Returns: | ||
| True if proof is valid, else False. | ||
| | ||
| >>> data = ["a", "b", "c", "d"] | ||
| >>> tree = build_merkle_tree(data) | ||
| >>> root = tree[-1][0] | ||
| >>> leaf = "a" | ||
| >>> proof = [sha256("b"), sha256(sha256("c") + sha256("d"))] | ||
| >>> verify_proof(leaf, proof, root) | ||
| True | ||
| """ | ||
| computed_hash = sha256(leaf) | ||
| for sibling in proof: | ||
| combined = sha256(computed_hash + sibling) | ||
| computed_hash = combined | ||
| return computed_hash == root | ||
| | ||
| | ||
| if __name__ == "__main__": | ||
| import doctest | ||
| | ||
| doctest.testmod() |
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|---|---|---|
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| """ | ||
| Simon's Algorithm (Classical Simulation) | ||
| | ||
| Simon's algorithm finds a hidden bitstring s such that | ||
| f(input_bits) = f(other_bits) if and only if input_bits XOR other_bits = s. | ||
| | ||
| Here we simulate the mapping behavior classically to | ||
| illustrate how the hidden period can be discovered by | ||
| analyzing collisions in f(input_bits). | ||
| | ||
| References: | ||
| https://en.wikipedia.org/wiki/Simon's_problem | ||
| """ | ||
| | ||
| from collections.abc import Callable | ||
| from itertools import product | ||
| | ||
| | ||
| def xor_bits(bits1: list[int], bits2: list[int]) -> list[int]: | ||
| """ | ||
| Return the bitwise XOR of two equal-length bit lists. | ||
| | ||
| >>> xor_bits([1, 0, 1], [1, 1, 0]) | ||
| [0, 1, 1] | ||
| """ | ||
| if len(bits1) != len(bits2): | ||
| raise ValueError("Bit lists must be of equal length.") | ||
| return [x ^ y for x, y in zip(bits1, bits2)] | ||
| | ||
| | ||
| def simons_algorithm(f: Callable[[list[int]], list[int]], num_bits: int) -> list[int]: | ||
| """ | ||
| Simulate Simon's algorithm classically to find the hidden bitstring s. | ||
| | ||
| Args: | ||
| f: A function mapping n-bit input to n-bit output. | ||
| num_bits: Number of bits in the input. | ||
| | ||
| Returns: | ||
| The hidden bitstring s as a list of bits. | ||
| | ||
| >>> # Example with hidden bitstring s = [1, 0, 1] | ||
| >>> s = [1, 0, 1] | ||
| >>> def f(input_bits): | ||
| ... mapping = { | ||
| ... (0,0,0): (1,1,0), | ||
| ... (1,0,1): (1,1,0), | ||
| ... (0,0,1): (0,1,1), | ||
| ... (1,0,0): (0,1,1), | ||
| ... (0,1,0): (1,0,1), | ||
| ... (1,1,1): (1,0,1), | ||
| ... (0,1,1): (0,0,0), | ||
| ... (1,1,0): (0,0,0), | ||
| ... } | ||
| ... return mapping[tuple(input_bits)] | ||
| >>> simons_algorithm(f, 3) | ||
| [1, 0, 1] | ||
| """ | ||
| mapping: dict[tuple[int, ...], tuple[int, ...]] = {} | ||
| inputs = list(product([0, 1], repeat=num_bits)) | ||
| | ||
| for bits in inputs: | ||
| fx = tuple(f(list(bits))) | ||
| if fx in mapping: | ||
| prev_bits = mapping[fx] | ||
| return xor_bits(list(bits), list(prev_bits)) | ||
| mapping[fx] = bits | ||
| | ||
| # If no collision found, function might be constant | ||
| return [0] * num_bits | ||
| | ||
| | ||
| if __name__ == "__main__": | ||
| import doctest | ||
| | ||
| doctest.testmod() | ||
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