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Dictionary.cpp
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Dictionary.cpp
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/*
* Dictionary.cpp
*
* Created on: Sep 23, 2016
* Author: duclv
*/
#ifndef _Dictionary_
#define _Dictionary_
#include <stdio.h>
#include <stdlib.h>
#include <string>
#include <iostream>
#include <sstream>
#include <iterator>
#include <map>
#include <unordered_map>
#include <algorithm>
#include <locale>
#include "Dictionary.h"
#include "porter2_stemmer.h"
using namespace std;
template<class T>
bool compFunc(T value1, T value2) {
return value1 < value2;
};
template<class T>
bool equalFunc(T value1, T value2) {
return value1 == value2;
};
bool equalFunc(string value1, int value2) {
return false;
};
void strTolower(string& value) {
transform(value.begin(), value.end(), value.begin(), ::tolower);
}
void strTolower(int& value) {
// do nothing
}
template<class T>
T* Dictionary<T>::lookup(size_t index) {
if (items->empty() || index < 0 || index >= items->size()) {
return NULL;
} else {
return &items->at(index);
}
}
template<class T>
void Dictionary<T>::search(T& value, ColumnBase::OP_TYPE opType, vector<size_t>& result) {
if (sorted) searchWithSorted(value, opType, result);
else searchWithNoSorted(value, opType, result);
}
template<class T>
void Dictionary<T>::searchWithSorted(T& value, ColumnBase::OP_TYPE opType, vector<size_t>& result) {
if (items->empty()) {
// return -1 to show no result
result.push_back(-1);
} else {
// find the lower bound for value in vector
typename vector<T>::iterator lower;
lower = std::lower_bound(items->begin(), items->end(), value,
compFunc<T>);
// based on operator to find exact position in dictionary
switch (opType) {
case ColumnBase::equalOp: {
if (lower != items->end() && equalFunc(*lower, value)) {
result.push_back(lower - items->begin());
} else {
// return -1 to show no result
result.push_back(-1);
}
break;
}
case ColumnBase::neOp: {
int exclusivePosition = -1;
if (lower != items->end() && equalFunc(*lower, value)) {
exclusivePosition = lower - items->begin();
}
// return all dictionary positions except exclusiveValue
for (size_t i = 0; i < items->size(); i++) {
if (i != exclusivePosition) {
result.push_back(i);
}
}
break;
}
case ColumnBase::ltOp: {
// return positions from 0 to lower
for (size_t i = 0;
(lower == items->end()) ?
i < items->size() : i < (lower - items->begin());
i++) {
result.push_back(i);
}
break;
}
case ColumnBase::leOp: {
unsigned int position = -1;
if (lower == items->end()) {
position = items->size();
} else if (equalFunc(*lower, value)) {
position = (lower - items->begin()) + 1;
} else {
position = lower - items->begin();
}
// return from 0 to position
for (size_t i = 0; i < position; i++) {
result.push_back(i);
}
break;
}
case ColumnBase::gtOp: {
unsigned int position = items->size();
if (lower == items->end()) {
// all items are less than value
position = items->size();
} else if (equalFunc(*lower, value)) {
position = (lower - items->begin()) + 1;
} else {
position = lower - items->begin();
}
// return from postion to items.size()
for (size_t i = position; i < items->size(); i++) {
result.push_back(i);
}
break;
}
case ColumnBase::geOp: {
// return from lower to items.size()
unsigned int i =
(lower == items->end()) ?
items->size() : (lower - items->begin());
for (; i < items->size(); i++) {
result.push_back(i);
}
break;
}
case ColumnBase::containOp: {
// search by inverted index
struct invertedIndex idxContain;
strTolower(value); // lower to compare with index
Porter2Stemmer::stem(value); // stem to compare with index
idxContain.word = value;
typename vector<invertedIndex>::iterator lowerIdx;
lowerIdx = std::lower_bound(vecIndexLevel0->begin(), vecIndexLevel0->end(), idxContain);
// found
if (lowerIdx != vecIndexLevel0->end() && *lowerIdx == idxContain) {
invertedIndex idx = vecIndexLevel0->at(lowerIdx - vecIndexLevel0->begin());
result.insert(result.end(), idx.location.begin(), idx.location.end());
// sort result
std::sort(result.begin(), result.end());
}
break;
}
}
}
}
template<class T>
void Dictionary<T>::searchWithNoSorted(T& value, ColumnBase::OP_TYPE opType, vector<size_t>& result) {
if (items->empty()) {
// return -1 to show no result
result.push_back(-1);
} else {
// Search with no sorted dictionary => scan through all items
for (size_t i = 0; i < items->size(); i++) {
T dictionaryValue = items->at(i);
// based on operator to find exact position in dictionary
switch (opType) {
case ColumnBase::equalOp: {
// equal
if (equalFunc(dictionaryValue, value)) {
result.push_back(i);
// return immediately because dictionary has no duplicate
return;
}
break;
}
case ColumnBase::neOp: {
// not equal
if (!equalFunc(value, dictionaryValue)) {
result.push_back(i);
}
break;
}
case ColumnBase::ltOp: {
// less than
if (compFunc(dictionaryValue, value)){
result.push_back(i);
}
break;
}
case ColumnBase::leOp: {
// less than or equal = not greater than
if (!compFunc(value, dictionaryValue)) {
result.push_back(i);
}
break;
}
case ColumnBase::gtOp: {
// greater than
if (compFunc(value, dictionaryValue)){
result.push_back(i);
}
break;
}
case ColumnBase::geOp: {
// greater than or equal = not less than
if (!compFunc(dictionaryValue, value)) {
result.push_back(i);
}
break;
}
case ColumnBase::containOp: {
// search by inverted index
struct invertedIndex idxContain;
strTolower(value); // to lower to compare with index
idxContain.word = value;
typename vector<invertedIndex>::iterator lowerIdx;
lowerIdx = std::lower_bound(vecIndexLevel0->begin(), vecIndexLevel0->end(),
idxContain);
// found
if (lowerIdx != vecIndexLevel0->end() && *lowerIdx == idxContain) {
invertedIndex idx = vecIndexLevel0->at(lowerIdx - vecIndexLevel0->begin());
result.insert(result.end(), idx.location.begin(), idx.location.end());
// sort result
std::sort(result.begin(), result.end());
}
break;
}
}
}
}
}
template<class T>
size_t Dictionary<T>::addNewElement(T& value, vector<size_t>* vecValue, bool sorted, bool bulkInsert) {
// bulk insert
if (bulkInsert) bulkVecValue->push_back(value);
if (items->empty()) {
items->push_back(value);
vecValue->push_back(0);
(*sMap)[value] = 1;
return 0;
} else if (!sorted) {
// check if value existed on dictionary
if ((*sMap)[value] == 0) {
items->push_back(value);
vecValue->push_back(items->size() - 1);
(*sMap)[value] = vecValue->back() + 1;
}
else {
vecValue->push_back((*sMap)[value] - 1);
}
return vecValue->back();
} else {
// find the lower bound for value in vector
typename vector<T>::iterator lower;
lower = std::lower_bound(items->begin(), items->end(), value,
compFunc<T>);
// value existed
if (lower != items->end() && equalFunc(value, *lower)) {
// return the position of lower
long elementPos = lower - items->begin();
vecValue->push_back(elementPos);
return elementPos;
} else {
// The position of new element in dictionary
size_t newElementPos = 0L;
if (lower == items->end()) {
// insert to the end of dictionary
newElementPos = items->size();
items->push_back(value);
vecValue->push_back(newElementPos);
} else {
newElementPos = lower - items->begin();
// insert into dictionary
items->insert(lower, value);
// update (+1) to all elements in vecValue have value >= newElementPos
if (!bulkInsert) {
for (int i = 0; i < vecValue->size(); i++) {
if (vecValue->at(i) >= newElementPos) {
++vecValue->at(i);
}
}
}
vecValue->push_back(newElementPos);
}
// return the position of new element
return newElementPos;
}
}
}
template<class T>
void Dictionary<T>::sort() {
std::sort(items->begin(), items->end(), compFunc<T>);
}
template<>
void Dictionary<string>::buildInvertedIndex() {
// make an unordered_map of words from all items
vector<string>* strItems = (vector<string>*) items;
unordered_map<string, vector<size_t>> mapWordsLevel0;
size_t wordCount = 0;
for (size_t i = 0; i < strItems->size(); i++) {
// split item into word by whitespace
vector<string> words;
istringstream iss(strItems->at(i));
copy(istream_iterator<string>(iss), istream_iterator<string>(), back_inserter(words));
// add to map
for (size_t j = 0; j < words.size(); j++) {
string word = words[j];
// by pass if work length < 4
if (word.size() < 4) continue;
// just create inverted index for 'gift'
if (word.find("gift") == string::npos) continue;
Porter2Stemmer::trim(word); // normalize word
Porter2Stemmer::stem(word); // stem by porter algorithm
vector<size_t> locationLevel0 = mapWordsLevel0[word];
locationLevel0.push_back(i);
mapWordsLevel0[word] = locationLevel0;
}
wordCount += words.size();
}
cout << "Total words count: " << wordCount << endl;
// create vector of inverted index level 0 from map
for (const auto& m : mapWordsLevel0) {
string word = m.first;
vector<size_t> location = m.second;
// inverted index level 0
invertedIndex idxLevel0;
idxLevel0.word = word;
idxLevel0.location = location;
vecIndexLevel0->push_back(idxLevel0);
}
// sort vector of inverted index
std::sort(vecIndexLevel0->begin(), vecIndexLevel0->end());
}
template<class T>
size_t Dictionary<T>::size() {
return items->size();
}
template<class T>
void Dictionary<T>::print(int row) {
for (int i = 0; i < items->size() && i < row; i++) {
cout << "Dictionary[" << i << "] = " << items->at(i) << "\n";
}
}
template class Dictionary<string> ;
template class Dictionary<int> ;
#endif