How to optimize this algorithm?
I have two sets of arrays like this for example.
$Arr1['uid'][]='user 1'; $Arr1['weight'][]=1;
$Arr1['uid'][]='user 2'; $Arr1['weight'][]=10;
$Arr1['uid'][]='user 3'; $Arr1['weight'][]=5;
$Arr2['uid'][]='user 1'; $Arr2['weight'][]=3;
$Arr2['uid'][]='user 4'; $Arr2['weight'][]=20;
$Arr2['uid'][]='user 5'; $Arr2['weight'][]=15;
$Arr2['uid'][]='user 2'; $Arr2['weight'][]=2;
The size of two arrays could be different of course. $Arr1 has coefficient of 0.7 and $Arr2 has coefficient of 0.3. I need to calculate following formula
$result=$Arr1['weight'][$index]*$Arr1Coeff+$Arr2['weight'][$index]*$Arr2Coeff;
where $Arr1['uid']=$Arr2['uid']
. So when $Arr1['uid']
doesn't exists in $Arr2
then we need to omit $Arr2
and vice versa.
foreach($Arr1['uid'] as $index=>$arr1_uid){
$pos=array_search($arr1_uid, $Arr2['uid']);
if ($pos===false){
$result=$Arr1['weight'][$index]*$Arr1Coeff;
echo "<br>$arr1_uid has not found and RES=".$result;
}else{
$result=$Arr1['weight'][$index]*$Arr1Coeff+$Arr2['weight'][$pos]*$Arr2Coeff;
echo "<br>$arr1_uid has found on $pos and RES=".$result;
}
}
开发者_Python百科foreach($Arr2['uid'] as $index=>$arr2_uid){
if (!in_array($arr2_uid, $Arr1['uid'])){
$result=$Arr2['weight'][$index]*$Arr2Coeff;
echo "<br>$arr2_uid has not found and RES=".$result;
}else{
echo "<br>$arr2_uid has found somewhere";
}
}
The question is how can I optimize this algorithm? Can you offer other better solution for this problem?
Thank you.Due to the way you have your arrays organized, you can use array_combine($keys, $values) to assemble $Arr1
and $Arr2
into associative arrays using keys from ['uid']
and values from ['weight']
. Using the associative arrays simplifies the calculation quite a bit:
$combi1 = array_combine($Arr1['uid'], $Arr1['weight']);
$combi2 = array_combine($Arr2['uid'], $Arr2['weight']);
// loop through the keys from both arrays
foreach (array_keys($combi1+$combi2) as $uid) {
// use the value from $combi1, or 0 if it isn't set
$value1 = isset($combi1[$uid]) ? $combi1[$uid] : 0;
// use the value from $combi2, or 0 if it isn't set
$value2 = isset($combi2[$uid]) ? $combi2[$uid] : 0;
// calculate our final weight
$result = $value1 * $Arr1Coeff + $value2 * $Arr2Coeff;
echo "<br>$uid final weight: ".$result."\n";
}
Results Compared
Your code:
user 1 has found on 0 and RES=1.6 user 2 has found on 3 and RES=7.6 user 3 has not found and RES=3.5 user 1 has found somewhere user 4 has not found and RES=6 user 5 has not found and RES=4.5 user 2 has found somewhere
My Code:
user 1 final weight: 1.6 user 2 final weight: 7.6 user 3 final weight: 3.5 user 4 final weight: 6 user 5 final weight: 4.5
It would be easier if you used the user as the array key. Something like this:
$Arr1['user 1'] => array('weight'=>1);
$Arr1['user 2'] => array('weight'=>10);
...
Then you can use array_diff_assoc and array_intersect_assoc to find out what which elements are in and not in the other array.
You can impelement binary searching in O(log(n))
complexity insead of your linear O(n)
array_search
. But you must before create tree from this or sort this array in O(n*log(n))
.
More information about binary searching you can find at:
- http://en.wikipedia.org/wiki/Binary_search_algorithm
- http://en.wikipedia.org/wiki/Binary_search_tree
Firstly you should intialize the array as the associative array. Calculations would be more easily.
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