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coalesced_hashing.py
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178 lines (144 loc) · 5.02 KB
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#!/usr/bin/env python3
"""
Coalesced hashing (hybrid of open addressing + chaining inside the table).
Reference: https://en.wikipedia.org/wiki/Hash_table#Coalesced_hashing
"""
from __future__ import annotations
from collections.abc import Iterator, MutableMapping
from dataclasses import dataclass
from typing import TypeVar
KEY = TypeVar("KEY")
VAL = TypeVar("VAL")
@dataclass(slots=True)
class _Node[KEY, VAL]:
key: KEY
val: VAL
next: int # -1 means end of chain
class CoalescedHashMap(MutableMapping[KEY, VAL]):
"""
Coalesced hashing stores the chain pointers inside the array.
This implementation uses:
- Primary area: all indices, chaining occurs via `next` pointers.
- Free slot choice: highest-index free slot (easy to explain + deterministic).
>>> ch = CoalescedHashMap(5)
>>> ch["a"] = 1
>>> ch["b"] = 2
>>> ch["a"]
1
>>> len(ch)
2
"""
def __init__(self, capacity: int = 8, capacity_factor: float = 0.8) -> None:
if capacity < 1:
raise ValueError("capacity must be >= 1")
if not (0.0 < capacity_factor < 1.0):
raise ValueError("capacity_factor must be between 0 and 1")
self._capacity_factor = capacity_factor
self._table: list[_Node[KEY, VAL] | None] = [None] * capacity
self._len = 0
def _home(self, key: KEY) -> int:
return hash(key) % len(self._table)
def _is_full(self) -> bool:
return self._len >= int(len(self._table) * self._capacity_factor)
def _find_free_from_end(self) -> int:
for i in range(len(self._table) - 1, -1, -1):
if self._table[i] is None:
return i
return -1
def _resize(self, new_capacity: int) -> None:
old_items = list(self.items())
self._table = [None] * new_capacity
self._len = 0
for k, v in old_items:
self[k] = v
def __setitem__(self, key: KEY, val: VAL) -> None:
if self._is_full():
self._resize(len(self._table) * 2)
home = self._home(key)
node = self._table[home]
if node is None:
self._table[home] = _Node(key, val, -1)
self._len += 1
return
# Search chain for update.
cur = home
while True:
n = self._table[cur]
if n is None:
break
# FIX: Ensure n is not None before access
assert n is not None
if n.key == key:
n.val = val
return
if n.next == -1:
break
cur = n.next
# Insert new node at a free slot and link it.
free = self._find_free_from_end()
if free == -1:
self._resize(len(self._table) * 2)
self[key] = val
return
self._table[free] = _Node(key, val, -1)
# FIX: Ensure we are linking from a valid node
if (tail_node := self._table[cur]) is not None:
tail_node.next = free
self._len += 1
def __getitem__(self, key: KEY) -> VAL:
home = self._home(key)
cur = home
while cur != -1:
node = self._table[cur]
if node is None:
break
assert node is not None
if node.key == key:
return node.val
cur = node.next
raise KeyError(key)
def __delitem__(self, key: KEY) -> None:
home = self._home(key)
prev = -1
cur = home
while cur != -1:
node = self._table[cur]
if node is None:
break
assert node is not None
if node.key == key:
# If deleting head: copy next node into home if exists
# (keeps chains valid).
if prev == -1:
if node.next == -1:
self._table[cur] = None
else:
nxt = node.next
# Safely copy next node data
nxt_node = self._table[nxt]
# Mypy needs to know nxt_node exists if we are copying from it
if nxt_node is not None:
self._table[cur] = _Node(
nxt_node.key,
nxt_node.val,
nxt_node.next,
)
self._table[nxt] = None
else:
prev_node = self._table[prev]
if prev_node is not None:
prev_node.next = node.next
self._table[cur] = None
self._len -= 1
return
prev, cur = cur, node.next
raise KeyError(key)
def __iter__(self) -> Iterator[KEY]:
for node in self._table:
if node is not None:
yield node.key
def __len__(self) -> int:
return self._len
if __name__ == "__main__":
import doctest
doctest.testmod()