Created
September 23, 2015 23:40
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Hash Tables
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class hashtable_chain(object): | |
'''Chain collision implemented hash table''' | |
def __init__(self, hash_array_size=11): | |
self.size = hash_array_size | |
self.key_values_pairs = [[]]*hash_array_size | |
def _hash_function(self, x): | |
''' Private hash function. | |
Convert x into a string. | |
For each letter in string, position * ord(letter) | |
which ensures that anagrams don't hash to the same value. | |
''' | |
string_x = str(x) | |
sha = 0 | |
for i, letter in enumerate(string_x, start=1): # Q: This is O(n) hash? | |
sha += i * ord(letter) | |
return sha%self.size | |
def add(self, key, value): | |
'''Add this key value pair''' | |
hash_index = self._hash_function(key) | |
this_hash_chain = self.key_values_pairs[hash_index] | |
already_in_hash = False | |
for k_v in this_hash_chain: | |
if k_v[0] == key: | |
already_in_hash=True | |
k_v[1] = value | |
if already_in_hash == False: | |
key_value_pair = [key, value] | |
this_hash_chain.append(key_value_pair) | |
def get(self, key): | |
'''Get the key-value pair''' | |
hash_index = self._hash_function(key) | |
in_hash = False | |
for k_v_pair in self.key_values_pairs[hash_index]: | |
if k_v_pair[0] == key: | |
return k_v_pair | |
if in_hash == False: | |
return None | |
def delete(self, key): | |
''' Delete this keyed item''' | |
hash_index = self._hash_function(key) | |
in_hash = False | |
for i, k_v_pair in enumerate(self.key_values_pairs[hash_index]): | |
if k_v_pair[0] == key: | |
break | |
del self.key_values_pairs[hash_index][i] | |
class hashtable_openaddress(object): | |
'''Hash table implementation with open addressing implemented by linear probing + 1 rehash''' | |
def __init__(self, table_size=11): | |
self.size = table_size | |
self.key_value_pairs = [None]*table_size | |
def _hash_function(self, key): | |
return ord(str(key))%self.size | |
def _reshash_function(self, oldhash): | |
return oldhash+1%self.size | |
def add(self, key, value): | |
''' Q: What do we do if all slots are taken?''' | |
hash_index = self._hash_function(key) | |
kvpair = self.key_values_pairs[hash_index] | |
count = 0 | |
while kvpair != None: | |
if count == self.size: | |
break | |
count += 1 | |
if hash_kvpair[0] == key: | |
hash_kvpair[1] = value | |
return | |
hash_index = self._reshash_function(hash_index) | |
kvpair = self.key_values_pairs(hash_index) | |
def get(self, key): | |
hash_index = self._hash_function(key) | |
kvpair = self.key_values_pairs[hash_index] | |
count = 0 | |
while kvpair != None: | |
if count == self.size: | |
break | |
count += 1 | |
if hash_kvpair[0] == key: | |
return hash_kvpair | |
hash_index = self._reshash_function(hash_index) | |
kvpair = self.key_values_pairs(hash_index) | |
raise exception("Key Error") | |
def delete(self, key): | |
hash_index = self._hash_function(key) | |
kvpair = self.key_value_pairs[hash_index] | |
count = 0 | |
while kvpair != None: | |
if count == self.size: | |
break | |
count += 1 | |
if hash_kvpair[0] == key: | |
hash_kvpair = None #Q: does this work or do I need to do self.key_value_pairs[hash_index] = None? | |
hash_index = self._reshash_function(hash_index) | |
kvpair = self.key_values_pairs(hash_index) | |
raise exception("Key Error") |
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