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hashtable.py
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hashtable.py
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from unittest import TestCase
import unittest
class HashTable(object):
"""
HashMap Data Type
HashMap() Create a new, empty map. It returns an empty map collection.
put(key, val) Add a new key-value pair to the map. If the key is already in the map then replace
the old value with the new value.
get(key) Given a key, return the value stored in the map or None otherwise.
del_(key) or del map[key] Delete the key-value pair from the map using a statement of the form del map[key].
len() Return the number of key-value pairs stored in the map.
in Return True for a statement of the form key in map, if the given key is in the map, False otherwise.
"""
_empty = object()
_deleted = object()
def __init__(self, size=11):
self.size = size
self._len = 0
self._keys = [self._empty] * size # keys
self._values = [self._empty] * size # values
def put(self, key, value):
initial_hash = hash_ = self.hash(key)
while True:
if self._keys[hash_] is self._empty or self._keys[hash_] is self._deleted:
# can assign to hash_ index
self._keys[hash_] = key
self._values[hash_] = value
self._len += 1
return
elif self._keys[hash_] == key:
# key already exists here, assign over
self._keys[hash_] = key
self._values[hash_] = value
return
hash_ = self._rehash(hash_)
if initial_hash == hash_:
# table is full
raise ValueError("Table is full")
def get(self, key):
initial_hash = hash_ = self.hash(key)
while True:
if self._keys[hash_] is self._empty:
# That key was never assigned
return None
elif self._keys[hash_] == key:
# key found
return self._values[hash_]
hash_ = self._rehash(hash_)
if initial_hash == hash_:
# table is full and wrapped around
return None
def del_(self, key):
initial_hash = hash_ = self.hash(key)
while True:
if self._keys[hash_] is self._empty:
# That key was never assigned
return None
elif self._keys[hash_] == key:
# key found, assign with deleted sentinel
self._keys[hash_] = self._deleted
self._values[hash_] = self._deleted
self._len -= 1
return
hash_ = self._rehash(hash_)
if initial_hash == hash_:
# table is full and wrapped around
return None
def hash(self, key):
return key % self.size
def _rehash(self, old_hash):
"""
linear probing
"""
return (old_hash + 1) % self.size
def __getitem__(self, key):
return self.get(key)
def __delitem__(self, key):
return self.del_(key)
def __setitem__(self, key, value):
self.put(key, value)
def __len__(self):
return self._len
class ResizableHashTable(HashTable):
MIN_SIZE = 8
def __init__(self):
super().__init__(self.MIN_SIZE)
def put(self, key, value):
rv = super().put(key, value)
# increase size of dict * 2 if filled >= 2/3 size (like python dict)
if len(self) >= (self.size * 2) / 3:
self.__resize()
def __resize(self):
keys, values = self._keys, self._values
self.size *= 2 # this will be the new size
self._len = 0
self._keys = [self._empty] * self.size
self._values = [self._empty] * self.size
for key, value in zip(keys, values):
if key is not self._empty and key is not self._deleted:
self.put(key, value)
class TestHashTable(TestCase):
def test_one_entry(self):
m = HashTable(10)
m.put(1, '1')
self.assertEqual('1', m.get(1))
def test_add_entry_bigger_than_table_size(self):
m = HashTable(10)
m.put(11, '1')
self.assertEqual('1', m.get(11))
def test_get_none_if_key_missing_and_hash_collision(self):
m = HashTable(10)
m.put(1, '1')
self.assertEqual(None, m.get(11))
def test_two_entries_with_same_hash(self):
m = HashTable(10)
m.put(1, '1')
m.put(11, '11')
self.assertEqual('1', m.get(1))
self.assertEqual('11', m.get(11))
def test_get_on_full_table_does_halts(self):
# and does not search forever
m = HashTable(10)
for i in range(10, 20):
m.put(i, i)
self.assertEqual(None, m.get(1))
def test_delete_key(self):
m = HashTable(10)
for i in range(5):
m.put(i, i**2)
m.del_(1)
self.assertEqual(None, m.get(1))
self.assertEqual(4,m.get(2))
def test_delete_key_and_reassign(self):
m = HashTable(10)
m.put(1, 1)
del m[1]
m.put(1, 2)
self.assertEqual(2, m.get(1))
def test_assigning_to_full_table_throws_error(self):
m = HashTable(3)
m.put(1, 1)
m.put(2, 2)
m.put(3, 3)
with self.assertRaises(ValueError):
m.put(4, 4)
def test_len_trivial(self):
m = HashTable(10)
self.assertEqual(0, len(m))
for i in range(10):
m.put(i, i)
self.assertEqual(i + 1, len(m))
def test_len_after_deletions(self):
m = HashTable(10)
m.put(1, 1)
self.assertEqual(1, len(m))
m.del_(1)
self.assertEqual(0, len(m))
m.put(11, 42)
self.assertEqual(1, len(m))
def test_resizable_hash_table(self):
m = ResizableHashTable()
self.assertEqual(ResizableHashTable.MIN_SIZE, m.size)
for i in range(ResizableHashTable.MIN_SIZE):
m.put(i, 'foo')
self.assertEqual(ResizableHashTable.MIN_SIZE * 2, m.size)
self.assertEqual('foo', m.get(1))
self.assertEqual('foo', m.get(3))
self.assertEqual('foo', m.get(ResizableHashTable.MIN_SIZE - 1))
def test_fill_up_the_limit(self):
m = HashTable(10)
for i in range(10):
m.put(i,i**2)
for i in range(10):
self.assertEqual(i**2,m.get(i))
if __name__ == "__main__":
unittest.main()