Created
September 25, 2022 22:54
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class ConsistentHashingWithTokens: | |
def __init__( | |
self, | |
server_tokens: Dict[ServerId, int], | |
seed: int = SEED, | |
): | |
assert all(tokens >= 1 for tokens in server_tokens.values()) | |
self._seed = seed | |
self._server_tokens = server_tokens | |
self._allocate_servers() | |
def key_lookup(self, key: str) -> ServerToken: | |
key_hash = ServerToken( | |
server_id=key, | |
token_idx=0, # dummy value | |
_seed=self._seed, | |
).hash_value | |
distances = ( | |
( | |
key_hash - server_token_obj.hash_value, | |
server_id, | |
) | |
for (server_id, _), server_token_obj | |
in self._server_allocations.items() | |
) | |
return self._find_closest(distances=distances) | |
def _find_closest( | |
self, | |
distances: Iterable[Tuple[int, ServerId]], | |
) -> ServerId: | |
# find the server with the smallest positive distance | |
# assign None if no such server exists | |
# which means that the server with the largest hash is | |
# responsible for this key | |
closest = min(( | |
(dist, server_id) | |
for dist, server_id in distances | |
if dist >= 0 | |
), default=None) | |
return ( | |
# get the ID of the server with the largest hash value | |
max(self._server_allocations.values()).server_id | |
if closest is None | |
else closest[1] | |
) | |
def _allocate_servers(self): | |
self._server_allocations = { | |
(server_id, token_idx): ServerToken( | |
server_id=server_id, | |
token_idx=token_idx, | |
_seed=self._seed, | |
) | |
for server_id, token_count in self._server_tokens.items() | |
for token_idx in range(token_count) | |
} |
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