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{
"metadata": {
"name": "",
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"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Chapter 11 : Hash Tables"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Example 11.1 Page No : 535"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" \n",
"class DataItem:\n",
" def __init__(self,ii):\n",
" self.iData = ii\n",
"\n",
" def getKey(self):\n",
" return self.iData\n",
"\n",
"class HashTable:\n",
" def __init__(self,size):\n",
" self.hashArray = [] # array is the hash table\n",
" for i in range(size):\n",
" self.hashArray.append(DataItem(0))\n",
" self.arraySize = size\n",
" self.nonItem = None # for deleted items\n",
"\n",
" def displayTable(self):\n",
" print 'Table: ',\n",
" for j in range(self.arraySize):\n",
" if(self.hashArray[j] != None):\n",
" print self.hashArray[j].getKey() ,\n",
" else:\n",
" print '** ' ,\n",
" print ''\n",
"\n",
"\n",
" def hashFunc(self,key):\n",
" return key % self.arraySize\n",
"\n",
" # insert a DataItem\n",
" def insert(self,item):\n",
" key = item.getKey() # extract key\n",
" hashVal = self.hashFunc(key) # hash the key\n",
" while(self.hashArray[hashVal] != None and self.hashArray[hashVal].getKey() != -1):\n",
" hashVal += 1\n",
" hashVal %= self.arraySize # wraparound if necessary\n",
" self.hashArray[hashVal] = item # insert item\n",
"\n",
" def delete(self,key): # delete a DataItem\n",
" hashVal = hashFunc(key) # hash the key\n",
" while(self.hashArray[hashVal] != None): # until empty cell,\n",
" # is correct hashVal?\n",
" if(self.hashArray[hashVal].getKey() == key):\n",
" temp = self.hashArray[hashVal] # save item\n",
" self.hashArray[hashVal] = nonItem # delete item\n",
" return temp # return item\n",
" hashVal += 1\n",
" hashVal %= self.arraySize # for wraparound\n",
" return None # cant find item\n",
"\n",
" def find(self,key): # find item with key\n",
" # (assumes table not full)\n",
" hashVal = hashFunc(key) # hash the key\n",
" while(self.hashArray[hashVal] != None): # until empty cell,\n",
" # is correct hashVal?\n",
" if(self.hashArray[hashVal].getKey() == key):\n",
" return self.hashArray[hashVal] # yes, return item\n",
" hashVal += 1 # add the step\n",
" hashVal %= self.arraySize\n",
" # for wraparound\n",
" return None # cant find item\n",
"\n",
"print 'Enter size of hash table: ',\n",
"size = int(raw_input())\n",
"print 'Enter initial number of items: ',\n",
"n = int(raw_input()) # make table\n",
"theHashTable = HashTable(size)\n",
"keysPerCell = 10\n",
"import random\n",
"for j in range(n): # insert data\n",
" aKey = int(random.random() * keysPerCell * size)\n",
" aDataItem = DataItem(aKey) \n",
" theHashTable.insert(aDataItem)\n",
"\n",
"while(True):\n",
" print 'Enter first letter of show, '\n",
" print 'insert, find, delete, or traverse: ',\n",
" choice = raw_input()\n",
" if choice == 's':\n",
" theHashTable.displayTable()\n",
" elif choice == 'i':\n",
" print 'Enter value to key to insert: '\n",
" value = int(raw_input())\n",
" aDataItem = DataItem(aKey)\n",
" theHashTable.insert(aDataItem)\n",
" elif choice == 'f':\n",
" print 'Enter key value to find: ',\n",
" value = int(raw_input())\n",
" aDataItem = theHashTable.find(aKey)\n",
" if(aDataItem != None):\n",
" print 'Found ' , aKey\n",
" else:\n",
" print 'Could not find ' , aKey\n",
"\n",
" elif choice=='d':\n",
" print 'Enter key value to delete: ',\n",
" value = int(raw_input())\n",
" theHashTable.delete(value)\n",
" else:\n",
" print 'Invalid entry'\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Enter size of hash table: "
]
},
{
"name": "stdout",
"output_type": "stream",
"stream": "stdout",
"text": [
"12\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Enter initial number of items: "
]
},
{
"name": "stdout",
"output_type": "stream",
"stream": "stdout",
"text": [
"8\n"
]
}
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Example 11.2 Page no: 546"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" \n",
"class DataItem:\n",
" def __init__(self,ii):\n",
" self.iData = ii\n",
"\n",
" def getKey(self):\n",
" return self.iData\n",
"\n",
"class HashTable:\n",
" def __init__(self,size):\n",
" self.hashArray = [] # array is the hash table\n",
" for i in range(size):\n",
" self.hashArray.append(DataItem(0))\n",
" self.arraySize = size\n",
" self.nonItem = None # for deleted items\n",
"\n",
" def displayTable(self):\n",
" print 'Table: ',\n",
" for j in range(self.arraySize):\n",
" if(self.hashArray[j] != None):\n",
" print self.hashArray[j].getKey() ,\n",
" else:\n",
" print '** ' ,\n",
" print ''\n",
"\n",
" def hashFunc1(self,key):\n",
" return key % self.arraySize\n",
"\n",
" def hashFunc2(self,key):\n",
" # non-zero, less than array size, different from hF1\n",
" # array size must be relatively prime to 5, 4, 3, and 2\n",
" return 5 - key % 5\n",
" \n",
" # insert a DataItem\n",
" def insert(self,key,item):\n",
" # (assumes table not full)\n",
" hashVal = self.hashFunc1(key) # hash the key\n",
" stepSize = self.hashFunc2(key) # get step size\n",
" # until empty cell or -1\n",
" while(self.hashArray[hashVal] != None and self.hashArray[hashVal].getKey() != -1):\n",
" hashVal += stepSize # add the step\n",
" hashVal %= self.arraySize # for wraparound\n",
" self.hashArray[hashVal] = item # insert item\n",
"\n",
" def delete(self,key): # delete a DataItem\n",
" hashVal = hashFunc1(key) # hash the key\n",
" stepSize = hashFunc2(key) # get step size\n",
" while(self.hashArray[hashVal] != None): # until empty cell,\n",
" # is correct hashVal?\n",
" if(self.hashArray[hashVal].getKey() == key):\n",
" temp = self.hashArray[hashVal] # save item\n",
" self.hashArray[hashVal] = nonItem # delete item\n",
" return temp # return item\n",
" hashVal += stepSize # add the step\n",
" hashVal %= self.arraySize # for wraparound\n",
" return None # cant find item\n",
"\n",
" def find(self,key): # find item with key\n",
" # (assumes table not full)\n",
" hashVal = hashFunc1(key) # hash the key\n",
" stepSize = hashFunc2(key) # get step size\n",
" while(self.hashArray[hashVal] != None): # until empty cell,\n",
" # is correct hashVal?\n",
" if(self.hashArray[hashVal].getKey() == key):\n",
" return self.hashArray[hashVal] # yes, return item\n",
" hashVal += stepSize # add the step\n",
" hashVal %= self.arraySize\n",
" # for wraparound\n",
" return None # cant find item\n",
"\n",
"print 'Enter size of hash table: ',\n",
"size = int(raw_input())\n",
"print 'Enter initial number of items: ',\n",
"n = int(raw_input()) # make table\n",
"theHashTable = HashTable(size)\n",
"import random\n",
"for j in range(n): # insert data\n",
" aKey = int(random.random() * 2 * size)\n",
" aDataItem = DataItem(aKey) \n",
" theHashTable.insert(aKey, aDataItem)\n",
"\n",
"while(True):\n",
" print 'Enter first letter of show, '\n",
" print 'insert, find, delete, or traverse: ',\n",
" choice = raw_input()\n",
" if choice == 's':\n",
" theHashTable.displayTable()\n",
" elif choice == 'i':\n",
" print 'Enter value to key to insert: '\n",
" value = int(raw_input())\n",
" aDataItem = DataItem(aKey)\n",
" theHashTable.insert(aKey, aDataItem)\n",
" elif choice == 'f':\n",
" print 'Enter key value to find: ',\n",
" value = int(raw_input())\n",
" aDataItem = theHashTable.find(aKey)\n",
" if(aDataItem != None):\n",
" print 'Found ' , aKey\n",
" else:\n",
" print 'Could not find ' , aKey\n",
"\n",
" elif choice=='d':\n",
" print 'Enter key value to delete: ',\n",
" value = int(raw_input())\n",
" theHashTable.delete(value)\n",
" else:\n",
" print 'Invalid entry'\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Enter size of hash table: "
]
},
{
"name": "stdout",
"output_type": "stream",
"stream": "stdout",
"text": [
"2\n"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" Enter initial number of items: "
]
},
{
"name": "stdout",
"output_type": "stream",
"stream": "stdout",
"text": [
"2\n"
]
}
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Example 11.3 Page no : 555"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" \n",
"class Link:\n",
" def __init__(self,ii):\n",
" self.iData = ii\n",
"\n",
" def getKey(self):\n",
" return self.iData\n",
"\n",
" def displayLink(self):\n",
" print self.iData ,\n",
"\n",
"class SortedList:\n",
" def __init__(self):\n",
" self.first = None\n",
"\n",
" def insert(self,theLink): # insert link, in order\n",
" key = theLink.getKey()\n",
" self.previous = None # start at self.first\n",
" current = self.first # until end of list,\n",
" while( current != None and key > current.getKey() ): # or current > key,\n",
" self.previous = current \n",
" current = current.next # go to next item\n",
" if(self.previous==None): # if beginning of list,\n",
" self.first = theLink\n",
" else: # not at beginning,\n",
" self.previous.next = theLink\n",
" theLink.next = current # new link --> current\n",
"\n",
" def delete(self,key): # delete link\n",
" # (assumes non-empty list)\n",
" self.previous = None # start at self.first\n",
" current = self.first # until end of list,\n",
" while( current != None and key != current.getKey() ): # or key == current,\n",
" self.previous = current\n",
" current = current.next # go to next link\n",
" if(self.previous==None):\n",
" self.first = self.first.next\n",
" else:\n",
" self.previous.next = current.next \n",
"\n",
" def find(self,key): # find link\n",
" current = self.first # start at self.first\n",
" # until end of list,\n",
" while(current != None and current.getKey() <= key): # or key too small,\n",
" if(current.getKey() == key):# is this the link?\n",
" return current # found it, return link\n",
" current = current.next # go to next item\n",
" return None # didnt find it\n",
"\n",
" def displayList(self):\n",
" print 'List (self.first-->last): ',\n",
" current = self.first # start at beginning of list\n",
" while(current != None): # until end of list,\n",
" current.displayLink() # print data\n",
" current = current.next # move to next link\n",
" print ''\n",
"\n",
"class HashTable:\n",
" def __init__(self,size):\n",
" self.hashArray = [] # array is the hash table\n",
" for i in range(size):\n",
" self.hashArray.append(SortedList())\n",
" self.arraySize = size\n",
" self.nonItem = None # for deleted items\n",
"\n",
" def displayTable(self):\n",
" print 'Table: ',\n",
" for j in range(self.arraySize):\n",
" print j, \n",
" self.hashArray[j].displayList()\n",
"\n",
" def hashFunc(self,key):\n",
" return key % self.arraySize\n",
"\n",
" def insert(self,theLink):\n",
" key = theLink.getKey()\n",
" hashVal = self.hashFunc(key)\n",
" self.hashArray[hashVal].insert(theLink)\n",
"\n",
" def delete(self,key): # delete a DataItem\n",
" hashVal = self.hashFunc(key) # hash the key\n",
" self.hashArray[hashVal].delete(key) # delete link\n",
"\n",
" def find(self,key): # find link\n",
" hashVal = self.hashFunc(key)# hash the key\n",
" theLink = self.hashArray[hashVal].find(key) # get link\n",
" return theLink # return link\n",
"\n",
"keysPerCell = 100 \n",
"print 'Enter size of hash table: ',\n",
"size = int(raw_input())\n",
"print 'Enter initial number of items: ',\n",
"n = int(raw_input()) # make table\n",
"theHashTable = HashTable(size)\n",
"import random\n",
"for j in range(n): # insert data\n",
" aKey = int(random.random() * 2 * size)\n",
" aDataItem = Link(aKey) \n",
" theHashTable.insert(aDataItem)\n",
"\n",
"while(True):\n",
" print 'Enter self.first letter of show, '\n",
" print 'insert, find, delete, or show: ',\n",
" choice = raw_input()\n",
" if choice == 's':\n",
" theHashTable.displayTable()\n",
" elif choice == 'i':\n",
" print 'Enter value to key to insert: '\n",
" value = int(raw_input())\n",
" aDataItem = Link(aKey)\n",
" theHashTable.insert(aDataItem)\n",
" elif choice == 'f':\n",
" print 'Enter key value to find: ',\n",
" value = int(raw_input())\n",
" aDataItem = theHashTable.find(aKey)\n",
" if(aDataItem != None):\n",
" print 'Found ' , aKey\n",
" else:\n",
" print 'Could not find ' , aKey\n",
"\n",
" elif choice=='d':\n",
" print 'Enter key value to delete: ',\n",
" value = int(raw_input())\n",
" theHashTable.delete(value)\n",
" else:\n",
" print 'Invalid entry'\n"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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