code fp growth in php
#1

please,can you provide the php code for fpgrowth algorithm
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#2

code fp growth in php

public function find_frequent_itemsets($transactions, $minimum_support){

$processedTransactions = array();
$items = array();
//var_dump($transactions);
foreach($transactions as $transaction){
if(!is_array($transaction))
continue;
$processed = array();

foreach($transaction as $item){

if(array_key_exists($item, $items)){
$items[$item] += 1;
}else{

$items[$item] = 1;
}
array_push($processed, $item);

}// every transaction.

array_push($processedTransactions, $processed);
}

foreach(array_keys($items) as $index){
if($items[$index] < $minimum_support){
unset($items[$index]);
}
}



$sortedTransactions = array();
//var_dump($processedTransactions);
foreach($processedTransactions as $currentTransactions){
$tmp = array();

foreach($currentTransactions as $item){
if(array_key_exists($item, $items)){
// key exits = frequent item.
//array_push($tmp, array($item, $items[$item]));
$tmp[$item] = $items[$item];
}
}

// sort based on most frequent item.
arsort($tmp);
//var_dump($tmp);
array_push($sortedTransactions, array_keys($tmp));
}

//var_dump($sortedTransactions);
// Create a Fp-Tree
$tree = new FPTree();

// Add all Transactions.
foreach($sortedTransactions as $currentTransactions){
$tree->add($currentTransactions);
}




for itemset in find_with_suffix(master, []):
yield itemset


foreach(find_with_suffix($tree, array(), $minimum_support) as $itemset){
yield $itemset;
}

}// end function`}`


function find_with_suffix($tree, $suffix, $minimum_support){
/* $element = ($item, $nodes)
$item is the item it self like (a, b, ..., e)
$nodes is the linked list for that item (e1 -> e2 -> e3 .... ) */
foreach($tree->getItems() as $element){
$item = $element[0];
$nodes = $element[1];
$support = 0;
/* calculate support of each linked list. */
foreach($nodes as $n){
$support += $n->getCount();
}

if($support >= $minimum_support && !array_key_exists($item, $suffix)){
$found_set = array_merge(array($item), $suffix);
/* yields current found set */
yield $found_set;




$condTree = conditional_tree_from_paths($tree->prefixPaths($item),$minimum_support);


foreach(find_with_suffix($condTree, $found_set, $minimum_support) as $s){
yield $s;
}
}
}}function conditional_tree_from_paths($paths, $minimum_support){

$tree = new FPTree();
$conditionItem = null;
$items = array();

foreach($paths as $path){
if($conditionItem == null){
$conditionItem = end($path)->getItem();
//reset($path);
}

$point = $tree->root;

foreach($path as $node){
//next_point = point.search(node.item)
$nextPoint = $point->search($node->getItem());

if($nextPoint == null){
// Add a new node to the tree.
array_push($items, $node->getItem());
$count = ($node->getItem() == $conditionItem) ? $node->getCount() : 0;
$nextPoint = new FPNode($tree, $node->getItem(), $count);
$point->add($nextPoint);
$tree->updateRoute($nextPoint);
}
$point = $nextPoint;
}
}

// assert condition_item is not None
foreach($tree->prefixPaths($conditionItem) as $path){
$count = end($path)->getCount();
//reset($path);
foreach(array_reverse(array_slice($path, 0, count($path) - 1)) as $node){
$tmpCount = $node->getCount();
$node->setCount($tmpCount + $count);
}
}

// as set.
$items = array_unique($items);


foreach($items as $item){

$currentSupport = 0;
foreach($tree->getNodes($item) as $n){
$currentSupport += $n->getCount();
}

if($currentSupport < $minimum_support){
foreach($tree->getNodes($item) as $n){
$parent = $n->getParent();
if($parent != null){
$parent->remove($n);
}
}
}
}

// Remove leaves .
foreach($tree->getNodes($conditionItem) as $node){
$parent = $node->getParent();
if($parent != null){
$parent->remove($node);
}
}

return $tree;}class FPNode {
var $tree;
var $item;
var $count;
var $parent;
var $children;
var $neighbor;

/**
* @param $tree
* @param $item
* @param int $count
*/
public function __construct($tree, $item, $count=1){
$this->tree = $tree;
$this->item = $item;
$this->count = $count;
$this->parent = null;
$this->children = array();
$this->neighbor = null;
}

/**
* @param $child
*/
public function add($child){
$item = $child->getItem();
if(!array_key_exists($item, $this->children)){
$child->setParent($this);
$this->children[$item] = $child;
}
}


/**
* @param $item
* @return null
*/
public function search($item){
//return array_key_exists($item, $this->children);
if(array_key_exists($item, $this->children)){
return $this->children[$item];
}else{
return null;
}
}

/**
* @param $child
*/
public function remove($child){
$item = $child->getItem();
if($this->search($item)){
unset($this->children[$item]);
$child->setParent(null);
//self._tree._removed(child)
$this->tree->removed($child);
foreach($child->getChildren() as $sub_child){
$sub_item = $sub_child->getItem();
if($this->search($sub_item)){
// self._children[sub_child.item]._count += sub_child.count
$currentCount = $this->children[$sub_child->getItem()]->getCount();
$subCount = $sub_child->getCount();
$this->children[$sub_child->getItem()]->setCount($currentCount + $subCount);
$sub_child->setParent(null);
}else{
$this->add($sub_child);
}
}
$child->setChildren(null);
}
}

/**
*
*/
public function increment(){
$this->count++;
}

/**
* @return bool
*/
public function isRoot(){
return $this->item == null && $this->count == null;
}
/**
* @return mixed
*/
public function getTree()
{
return $this->tree;
}

/**
* @param mixed $tree
*/
public function setTree($tree)
{
$this->tree = $tree;
}

/**
* @return mixed
*/
public function getItem()
{
return $this->item;
}

/**
* @param mixed $item
*/
public function setItem($item)
{
$this->item = $item;
}

/**
* @return int
*/
public function getCount()
{
return $this->count;
}

/**
* @param int $count
*/
public function setCount($count)
{
$this->count = $count;
}

/**
* @return null
*/
public function getParent()
{
return $this->parent;
}

/**
* @param null $parent
*/
public function setParent($parent)
{
$this->parent = $parent;
}

/**
* @return null
*/
public function getNeighbor()
{
return $this->neighbor;
}

/**
* @param null $neighbor
*/
public function setNeighbor($neighbor)
{
$this->neighbor = $neighbor;
}

/**
* @return array
*/
public function getChildren()
{
return $this->children;
}

/**
* @param array $children
*/
public function setChildren($children)
{
$this->children = $children;
}}class FPTree {

var $root;
var $routes;

public function __construct(){
$this->root = new FPNode($this, null, null);
// Item -> (head, tail)
$this->routes = array();
}

public function add($transaction){
$point = $this->root;

foreach($transaction as $item){
$nextPoint = $point->search($item);

if($nextPoint != null){
$nextPoint->increment();
}else{
// Null
$nextPoint = new FPNode($this, $item, 1);
$point->add($nextPoint);
$this->updateRoute($nextPoint);
}

$point = $nextPoint;
}
}

public function updateRoute($point){
$item = $point->getItem();

if(array_key_exists($item, $this->routes)){
$route = $this->routes[$item];
$route[1]->setNeighbor($point);
$this->routes[$item] = array($route[0], $point);
}else{
// $item not found.
// add new pair with the same item.
// used as linked list but (head, tail) only.
$this->routes[$item] = array($point, $point);
}
}

public function getItems(){
$items = array();
foreach(array_keys($this->routes) as $item){
array_push($items, array($item, $this->getNodes($item)));
}

return $items;
}

public function getNodes($item){

if(array_key_exists($item, $this->routes)){

$node = $this->routes[$item][0];
$nodes = array();


while($node != null){
array_push($nodes, $node);
$node = $node->getNeighbor();
}
return $nodes;
}else{
return null;
}
}

public function getPath($node){
$path = array();
while($node != null && !$node->isRoot()){
array_push($path, $node);
$node = $node->getParent();
}
return array_reverse($path);
}

public function prefixPaths($item){
$paths = array();

foreach($this->getNodes($item) as $node){
array_push($paths, $this->getPath($node));
}

return $paths;
}

public function removed($node){
$item = $node->getItem();
if(array_key_exists($item, $this->routes)){
$route = $this->routes[$item];

$head = $route[0];
$tail = $route[1];

if($node == $head){
if($node == $tail || $node != $node->getNeighbor()){
unset($this->routes[$item]);
}else{

$this->routes[$item] = array($node->getNeighbor(), $tail);
}
}else{

$nodes = $this->getNodes($item);
foreach($nodes as $n){
// if n.neighbor is node:
if($n->getNeighbor() == $node){
$n->setNeighbor($node->getNeighbor());
if($node == $tail){
$this->routes[$item] = array($head, $n);
}
}

}
}
}
}

public function printTree(){
echo "Tree\n";
echo "Root";
$this->inspect($this->root, 0);
}

public function inspect($node, $level){
for($i = 0; $i < $level; ++$i){
echo '..';
}
if($node != null){


echo "(". $node->getItem() . ":" . $node->getCount() . ")" . " ==> ";
foreach($node->getChildren() as $child){
echo "(" . $child->getItem() . ":" . $child->getCount() . "), ";
}
echo "\n";
foreach($node->getChildren() as $child){
$this->inspect($child, $level + 1);
}
}
}

public function printNeighbors($item){
$nodes = $this->getNodes($item);

if($nodes != null){
foreach($nodes as $node){
echo "(" . $node->getItem() . ":" . $node->getCount() . ") -> ";
}
}
echo "\n";
}

public function printAllPrefix($item){
$paths = $this->prefixPaths($item);

foreach($paths as $path){
foreach($path as $node){
echo "(" . $node->getItem() . ":" . $node->getCount() . ") -> ";
}

echo "\n";
}
}

public function getRoot()
{
return $this->root;
}


public function setRoot($root)
{
$this->root = $root;
}


public function getRoutes()
{
return $this->routes;
}


public function setRoutes ($routes)
{
$this->routes = $routes;
}

}
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