08-heaps
Top-K with a Heap
Keep only the largest k values by maintaining a small min-heap.
Algorithm
Steps
- Store the heap in an array.
- Compare parent and child indexes instead of building explicit tree nodes.
- Swap only when the heap order is violated.
- Print the deterministic final heap state for replay comparison.
Complexity
- Time: O(n log k)
- Space: O(k)
bounded heap
For top-k largest values, a min-heap of size k keeps the current cutoff at the root.
PHP DSA Implementation
basic.php
<?php
function list_string(array $values): string { return "[" . implode(", ", $values) . "]"; }
function heap_insert(array &$heap, int $value): void {
$heap[] = $value;
$child = count($heap) - 1;
while ($child > 0) {
$parent = intdiv($child - 1, 2);
if ($heap[$parent] <= $heap[$child]) break;
[$heap[$parent], $heap[$child]] = [$heap[$child], $heap[$parent]];
$child = $parent;
}
}
function heap_pop(array &$heap): int {
$smallest = $heap[0];
$heap[0] = array_pop($heap);
$parent = 0;
while (true) {
$left = $parent * 2 + 1; $right = $left + 1;
if ($left >= count($heap)) break;
$child = $left;
if ($right < count($heap) && $heap[$right] < $heap[$left]) $child = $right;
if ($heap[$parent] <= $heap[$child]) break;
[$heap[$parent], $heap[$child]] = [$heap[$child], $heap[$parent]];
$parent = $child;
}
return $smallest;
}
$heap = [];
foreach ([5, 1, 9, 3, 7, 2] as $value) { heap_insert($heap, $value); if (count($heap) > 3) heap_pop($heap); }
rsort($heap);
echo list_string($heap) . PHP_EOL;
?>
Implementation notes
- The input values are the PHP array literal
[5, 1, 9, 3, 7, 2]. $heap = []starts empty, andkis the literal size guardcount($heap) > 3.heap_insert(array &$heap, int $value): voidandheap_pop(array &$heap): intboth mutate the same heap array by reference.- The helpers use min-heap order: parent values must be
<=child values, and sift-down chooses the smaller child when both children exist. - Parent indexes use
intdiv($child - 1, 2); child indexes use$left = $parent * 2 + 1and$right = $left + 1. - Swaps use PHP array destructuring assignment between heap slots.
- Each input is inserted first; when the heap grows to four items,
heap_pop($heap)removes the current smallest cutoff. - The trace keeps
[5], then[1, 5], then[1, 5, 9]. - Considering
3inserts then pops1, leaving[3, 5, 9]; considering7inserts then pops3, leaving[5, 7, 9]. - Considering
2inserts then pops2, so the top-k heap remains[5, 7, 9]. rsort($heap)mutates the heap array into descending output order before printing.echo list_string($heap) . PHP_EOLprints[9, 7, 5].
Output
[9, 7, 5]