diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml new file mode 100644 index 0000000..de8649a --- /dev/null +++ b/.github/workflows/ci.yaml @@ -0,0 +1,31 @@ +name: CI + +on: [push, pull_request] + +jobs: + test: + runs-on: ubuntu-latest + + steps: + - name: Checkout code + uses: actions/checkout@v2 + + - name: Set up Python + uses: actions/setup-python@v2 + with: + python-version: '3.12' + + - name: Set PYTHONPATH + run: echo "PYTHONPATH=$PWD" >> $GITHUB_ENV + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install uv + uv sync --frozen + + - name: Run pre-commit + run: uv run pre-commit run --all-files + + - name: Run tests + run: uv run pytest diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..68b686d --- /dev/null +++ b/.gitignore @@ -0,0 +1,6 @@ +__pycache__ +.venv +.vscode +.pytest_cache +.ruff_cache +.python-version diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..4deaa8b --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,16 @@ +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v5.0.0 + hooks: + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-yaml + - id: check-added-large-files + + - repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.11.8 + hooks: + - id: ruff + args: + - --fix + - id: ruff-format diff --git a/LT vs TP 2.png b/LT vs TP 2.png new file mode 100644 index 0000000..d594fa8 Binary files /dev/null and b/LT vs TP 2.png differ diff --git a/TP vs N 1.png b/TP vs N 1.png new file mode 100644 index 0000000..10976fe Binary files /dev/null and b/TP vs N 1.png differ diff --git a/TP vs N 2.png b/TP vs N 2.png new file mode 100644 index 0000000..3c77e74 Binary files /dev/null and b/TP vs N 2.png differ diff --git a/client.py b/client.py deleted file mode 100644 index 47cbd27..0000000 --- a/client.py +++ /dev/null @@ -1,15 +0,0 @@ -from server import Server - - -class Client: - def __init__(self) -> None: - pass - - def store_data(self, server: Server, id: int, data: str): - pass - - def retrieve_data(self, server: Server, id: int): - pass - - def delete_data(self, server: Server, id: int, data: str): - pass \ No newline at end of file diff --git a/main.py b/main.py deleted file mode 100644 index 6a523ea..0000000 --- a/main.py +++ /dev/null @@ -1,6 +0,0 @@ -def main(): - print("Hello from oram!") - - -if __name__ == "__main__": - main() diff --git a/pyproject.toml b/pyproject.toml index 55fb2ea..cf9c0bf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,5 +5,14 @@ description = "Add your description here" readme = "README.md" requires-python = ">=3.12" dependencies = [ - "crypto>=1.4.1", + "cryptography>=45.0.2", + "matplotlib>=3.10.3", + "pydantic>=2.11.4", + "ruff>=0.11.9", +] + +[dependency-groups] +dev = [ + "pre-commit>=4.2.0", + "pytest>=8.3.5", ] diff --git a/server.py b/server.py deleted file mode 100644 index d0ef3e6..0000000 --- a/server.py +++ /dev/null @@ -1,9 +0,0 @@ -class Server: - def __init__(self) -> None: - pass - - def remap_block(self, position: int): - pass - - def read_path(self, path): - pass \ No newline at end of file diff --git a/src/__init__.py b/src/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/benchmark.py b/src/benchmark.py new file mode 100644 index 0000000..6cfbb8f --- /dev/null +++ b/src/benchmark.py @@ -0,0 +1,59 @@ +import time + +import matplotlib.pyplot as plt + +from src.client import Client +from src.server import Server + + +def benchmark_throughput_vs_db_size(db_sizes): + throughputs = [] + latencies = [] + for num_blocks in db_sizes: + server = Server(num_blocks=num_blocks) + client = Client(num_blocks=num_blocks) + client._initialize_server_tree(server) + + repeats = 1000 // num_blocks + + start = time.time() + for _ in range(repeats): + for i in range(num_blocks): + client.store_data(server, i, f"data_{i}") + client.retrieve_data(server, i) + + for i in range(num_blocks): + client.retrieve_data(server, i) + client.delete_data(server, i) + end = time.time() + + delta = end - start + total_requests = repeats * 4 * num_blocks + throughput = total_requests / delta + latency = delta / total_requests + throughputs.append(throughput) + latencies.append(latency) + print(f"{delta=}") + print(f"N={num_blocks}: {throughput:.2f} req/sec") + + return throughputs, latencies + + +if __name__ == "__main__": + db_sizes = [10, 50, 100, 200, 500, 1000] + throughputs, latencies = benchmark_throughput_vs_db_size(db_sizes) + plt.figure() + plt.plot(db_sizes, throughputs, marker="o") + plt.xlabel("N (DB size)") + plt.ylabel("Throughput (requests/sec)") + plt.title("Throughput vs. DB Size") + plt.grid(True) + plt.show() + + plt.figure() + plt.plot(throughputs, [latency * 1000 for latency in latencies], marker="o") + plt.xlabel("Throughput (requests/sec)") + plt.ylabel("Latency (ms/request)") + plt.title("Latency vs. Throughput") + plt.grid(True) + plt.show() diff --git a/src/client.py b/src/client.py new file mode 100644 index 0000000..1e378ff --- /dev/null +++ b/src/client.py @@ -0,0 +1,201 @@ +import logging +import math +import random +from typing import List + +from cryptography.fernet import Fernet +from pydantic import BaseModel + +from src.server import Server + +logging.basicConfig( + level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s" +) + + +class Block(BaseModel): + id: int = -1 + data: str = "xxxx" + + +class Bucket(BaseModel): + blocks: List[Block] + + def __init__(self, num_blocks: int = 4, blocks: List[Block] = None, **data) -> None: + if blocks: + super().__init__(blocks=blocks, **data) + else: + super().__init__(blocks=[Block() for _ in range(num_blocks)], **data) + + +class Client: + def __init__(self, num_blocks: int = 100, blocks_per_bucket: int = 4) -> None: + self._logger = logging.getLogger(__name__) + self._num_blocks = num_blocks + self._num_blocks_per_bucket = blocks_per_bucket + self._tree_height = round(math.log2(num_blocks)) + self._stash: dict[int, Block] = {} # Changed from List to dict + self._position_map = {} + self._key = Fernet.generate_key() + self._cipher = Fernet(self._key) + + def _remap_block(self, block_id: int): + new_position = random.randint(0, int(2**self._tree_height) - 1) + self._position_map[block_id] = new_position + self._logger.debug(f"Block {block_id} remapped to position {new_position}.") + + def store_data(self, server: Server, id: int, data: str): + self._logger.info(f"Storing data for block {id}.") + leaf_index = self._position_map.get(id) + self._remap_block(id) + if not leaf_index: # if new block + leaf_index = self._position_map.get(id) + self._logger.debug(f"Leaf index for block {id}: {leaf_index}.") + self._fetch_decrypt_and_update_stash(leaf_index, server) + + # write new data to stash + self._stash[id] = Block(id=id, data=data) + self._logger.debug(f"Stash updated with block {id}.") + + self._build_encrypt_and_set_path(leaf_index, server) + self._logger.info(f"Data for block {id} stored successfully.") + + def retrieve_data(self, server: Server, id: int) -> str: + self._logger.info(f"Retrieving data for block {id}.") + leaf_index = self._position_map.get(id) + if leaf_index is None: + self._logger.warning(f"Block {id} not found.") + return None + self._remap_block(id) + self._fetch_decrypt_and_update_stash(leaf_index, server) + + block = self._stash.get(id) + + self._build_encrypt_and_set_path(leaf_index, server) + self._logger.info(f"Data for block {id} retrieved successfully.") + return block.data + + def delete_data(self, server: Server, id: int, data=None) -> None: + self._logger.info(f"Deleting data for block {id}.") + leaf_index = self._position_map.get(id) + if leaf_index is None: + self._logger.warning(f"Block {id} not found.") + return None + self._fetch_decrypt_and_update_stash(leaf_index, server) + + # remove block from stash and position map + del self._stash[id] + del self._position_map[id] + self._logger.debug(f"Block {id} removed from stash.") + + self._build_encrypt_and_set_path(leaf_index, server) + self._logger.info(f"Data for block {id} deleted successfully.") + + def _update_stash(self, path: List[Bucket], id: int) -> None: + self._logger.debug(f"Updating stash with path for block {id}.") + for bucket in path: + for block in bucket.blocks: + if block.id != -1: # not a dummy block + self._stash[block.id] = block + + def _build_new_path(self, leaf_index: int) -> List[Bucket]: + """ + Constructs a new path from the leaf node up to the root, filling each bucket along + the path with blocks from the stash that are reachable from the current node in the path. + For example: + 0 + / \ + 1 2 + / \ / \ + 3 4 5 6 + When we build the path for leaf index 3, we will first fill the bucket of node 3 with + all the blocks that are mapped to node 3 because it is a leaf. + Then, we got to the next node in the path -> 1. + We will node 1 bucket with all the blocks that are mapped to leaves that are reachable + from node 1, which are 3 and 4. + Finally, we will fill the bucket of the root node with all the blocks that are left in + the stash, because every leaf is reachable from the root. + + Args: + leaf_index (int): The index of the leaf node for which the path is being built + Returns: + List[Bucket]: A list of Bucket objects representing the path from the leaf to + the root, with each bucket filled with as many appropriate blocks from the + stash as possible + Side Effects: + Removes blocks from the stash that are placed into the path buckets. + """ + self._logger.debug(f"Building new path for leaf index {leaf_index}.") + path = [ + Bucket(self._num_blocks_per_bucket) for _ in range(self._tree_height + 1) + ] + + # iterate over the tree levels from leaf to root + for level in range(self._tree_height, -1, -1): + reachable_leaves = self._calculate_reachable_leaves(leaf_index, level) + bucket_index = self._tree_height - level + num_written_blocks = 0 + block_ids = list( + self._stash.keys() + ) # to avoid modifying dict during iteration + for block_id in block_ids: + if num_written_blocks >= self._num_blocks_per_bucket: + break + if self._position_map.get(block_id) in reachable_leaves: + path[bucket_index].blocks[num_written_blocks] = self._stash[ + block_id + ] + del self._stash[block_id] + num_written_blocks += 1 + return path + + def _calculate_reachable_leaves(self, leaf_index: int, level: int) -> List[int]: + binary = format(leaf_index, f"0{self._tree_height}b") + # get first level bits (path so far) + path_bits = binary[:level] + # compute base index: decimal of path_bits * 2^(L-level) + base = ( + int(path_bits, 2) * (1 << (self._tree_height - level)) if path_bits else 0 + ) + # number of reachable leaves: 2^(L-level) + num_leaves = 1 << (self._tree_height - level) + # list of reachable leaves + return list(range(base, base + num_leaves)) + + def _decrypt_and_parse_path(self, path: List[List[bytes]]) -> List[Bucket]: + new_path = [] + for bucket in path: + blocks = [ + Block.model_validate_json(self._cipher.decrypt(data).decode()) + for data in bucket + ] + new_path.append(Bucket(blocks=blocks)) + return new_path + + def _unparse_and_encrypt_path(self, path: List[Bucket]) -> List[List[bytes]]: + server_path = [] + for bucket in path: + bucket_data = [ + self._cipher.encrypt(block.model_dump_json().encode()) + for block in bucket.blocks + ] + server_path.append(bucket_data) + return server_path + + def _initialize_server_tree(self, server: Server) -> None: + dummy_elements = [ + Bucket(self._num_blocks_per_bucket) + for _ in range(int(2 ** (self._tree_height + 1) - 1)) + ] + dummy_elements = self._unparse_and_encrypt_path(dummy_elements) + server.initialize_tree(dummy_elements) + + def _fetch_decrypt_and_update_stash(self, leaf_index: int, server: Server) -> None: + path = server.get_path(leaf_index) + path = self._decrypt_and_parse_path(path) + self._update_stash(path, id) + + def _build_encrypt_and_set_path(self, leaf_index: int, server: Server) -> None: + path = self._build_new_path(leaf_index) + path = self._unparse_and_encrypt_path(path) + server.set_path(path, leaf_index) diff --git a/src/server.py b/src/server.py new file mode 100644 index 0000000..100f8d1 --- /dev/null +++ b/src/server.py @@ -0,0 +1,102 @@ +import logging +import math +from typing import List + +from pydantic import BaseModel + +logging.basicConfig( + level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s" +) + + +class Bucket(BaseModel): + blocks: List[bytes] + + +class TreeNode[T]: + def __init__(self, value: T) -> None: + self._value: T = value + self._left: TreeNode[T] = None + self._right: TreeNode[T] = None + + +class Server: + def __init__(self, num_blocks: int = 100) -> None: + self._logger = logging.getLogger(__name__) + self._tree_height = round(math.log2(num_blocks)) + self._root: TreeNode[Bucket] = None + + def initialize_tree(self, elements: List[List[bytes]]) -> TreeNode[Bucket]: + def recursive_init(level: int, i: int) -> TreeNode[Bucket]: + if level < 0: + return None + node = TreeNode(Bucket(blocks=elements[i])) + node._left = recursive_init(level - 1, i + 1) + node._right = recursive_init(level - 1, i + 2) + return node + + self._root = recursive_init(self._tree_height, 0) + + def get_path(self, leaf_index: int) -> List[List[bytes]]: + """ + Retrieve the path from the root of the tree to the specified leaf. + + This method runs through the tree from the root to the leaf and collects the + buckets. The path is determined by the binary representation of `leaf_index`, + where each bit indicates whether to move to the left (0) or right (1) child + at each level of the tree. + + Args: + leaf_index (int): The index of the leaf node to retrieve the path for + + Returns: + List[List[bytes]]: A list of buckets represented as list of bytes, representing + the values of the nodes along the path from the root to the specified leaf + + Raises: + ValueError: If the `leaf_index` is out of bounds for the tree height + """ + if leaf_index < 0 or leaf_index >= 2**self._tree_height: + raise ValueError( + f"Leaf index {leaf_index} is out of bounds for tree height {self._tree_height}" + ) + self._logger.debug(f"Retrieving path for leaf index {leaf_index}") + node = self._root + path = [node._value.blocks] + for level in range(self._tree_height - 1, -1, -1): + if (leaf_index >> level) & 1: + path.append(node._right._value.blocks) + node = node._right + else: + path.append(node._left._value.blocks) + node = node._left + return path + + def set_path(self, path: List[List[bytes]], leaf_index: int) -> None: + """ + Write the specified path to the tree on the path to the leaf + + This method runs through the tree from the root to the leaf, and writes the + provided path of `Bucket` objects to the corresponding nodes in the tree. + + Args: + path (List[List[bytes]]): The list of buckets to write to the tree + leaf_index (int): The index of the leaf to write the path for + + Raises: + ValueError: If the `leaf_index` is out of bounds for the tree height + """ + if leaf_index < 0 or leaf_index >= 2**self._tree_height: + raise ValueError( + f"Leaf index {leaf_index} is out of bounds for tree height {self._tree_height}" + ) + self._logger.debug(f"Writing path for leaf index {leaf_index}") + node = self._root + self._root._value.blocks = path.pop() + for level in range(self._tree_height - 1, -1, -1): + if (leaf_index >> level) & 1: + node._right._value.blocks = path.pop() + node = node._right + else: + node._left._value.blocks = path.pop() + node = node._left diff --git a/tests/test_code.py b/tests/test_code.py new file mode 100644 index 0000000..bb62f87 --- /dev/null +++ b/tests/test_code.py @@ -0,0 +1,167 @@ +from unittest.mock import patch + +import pytest + +from src.client import Block, Bucket, Client +from src.server import Server + + +@pytest.fixture +def server() -> Server: + return Server() + + +@pytest.fixture +def client(server: Server) -> Client: + c = Client() + c._initialize_server_tree(server) + return c + + +@pytest.fixture +def block_id() -> int: + return 1 + + +@pytest.fixture +def block_data() -> str: + return "data" + + +def test_store_data(client: Client, server: Server, block_id: int, block_data: str): + # Arrange + leaf_index = 0 + + # Act + with patch("random.randint", return_value=leaf_index): + client.store_data(server, block_id, block_data) + + # Assert + assert not client._stash # block should be in root + path = client._decrypt_and_parse_path(server.get_path(leaf_index)) + assert path[-1].blocks[0].data == block_data + assert client._position_map.get(block_id) == leaf_index + + +def test_retrieve_after_store_new_leaf_id( + client: Client, server: Server, block_id: int, block_data: str +): + # Arrange + leaf_index = 0 + new_leaf_index = 2**client._tree_height - 1 + + # Act + with patch("random.randint", return_value=leaf_index): + client.store_data(server, block_id, block_data) + with patch("random.randint", return_value=new_leaf_index): + result = client.retrieve_data(server, block_id) + + # Assert + assert result == block_data + assert not client._stash # block should be in root + print(client._decrypt_and_parse_path(server.get_path(leaf_index))) + assert ( + client._decrypt_and_parse_path([server._root._value.blocks])[0].blocks[0].data + == block_data + ) + assert client._position_map.get(block_id) == new_leaf_index + + +def test_retrieve_after_store_same_leaf_id( + client: Client, server: Server, block_id: int, block_data: str +): + # Arrange + leaf_index = 0 + + # Act + with patch("random.randint", return_value=leaf_index): + client.store_data(server, block_id, block_data) + result = client.retrieve_data(server, block_id) + + # Assert + assert result == block_data + assert not client._stash # Stash should be empty after retrieval + assert block_id in client._position_map + + +def test_encryption(block_id: int, block_data: str): + # Arrange + client = Client(num_blocks=6, blocks_per_bucket=2) + path = [ + Bucket(blocks=[Block(id=block_id, data=block_data), Block()]), + Bucket(2), + Bucket(2), + Bucket(2), + ] + + # Act + encrypted_path = client._unparse_and_encrypt_path(path) + decrypted_path = client._decrypt_and_parse_path(encrypted_path) + + # Assert + assert decrypted_path[0].blocks[0].id == block_id + assert decrypted_path[0].blocks[0].data == block_data + + +def test_delete(client: Client, server: Server, block_id: int, block_data: str): + # Act + client.store_data(server, block_id, block_data) + client.delete_data(server, block_id) + + # Assert + assert not client._stash # Stash should be empty after retrieval + assert not client._position_map + + +def test_retrieve_not_found(client: Client, server: Server, block_id: int): + # Act + result = client.retrieve_data(server, block_id) + + # Assert + assert result is None # Should return None if block is not found + + +def test_flow(client: Client, server: Server, block_id: int, block_data: str): + # Act & Assert + client.store_data(server, block_id, block_data) + assert client.retrieve_data(server, block_id) == block_data + + client.store_data(server, 2, block_data) + client.delete_data(server, block_id) + assert not client.retrieve_data(server, block_id) + assert client.retrieve_data(server, 2) == block_data + assert client.retrieve_data(server, 2) == block_data + + +def test_smart_stash_retrieval( + client: Client, server: Server, block_id: int, block_data: str +): + # Act + with patch("random.randint", return_value=0): + client.store_data(server, block_id, block_data) + with patch("random.randint", return_value=1): + result = client.retrieve_data(server, block_id) + + # Assert + assert result == block_data + assert not client._stash + # During the path building in the client side, we take elements from the stash + # even though the block is now mapped to leaf 1, and we build path for lead 0, + # there are nodes in the path that are mutual for both paths to leaves 0 and 1. + # Therefor, when we reach to a node where the path to any of the leaves in the stash + # goes through, we can take the block from the stash and add it to the path, + # and not just the block that is mapped to the same leaf we build the path for. + # For the leftest leaf and the rightest leaf, the mutual node is the root, + # which is in any path + # This test should pass. + + +def test_reachable_leaves(): + # Arrange + client = Client(num_blocks=8) + + leaf_index = 5 + reachable_leaves = 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