The patch titled Subject: lib min_heap: optimize number of comparisons in min_heapify() has been added to the -mm mm-nonmm-unstable branch. Its filename is lib-min_heap-optimize-number-of-comparisons-in-min_heapify.patch This patch will shortly appear at https://git.kernel.org/pub/scm/linux/kernel/git/akpm/25-new.git/tree/patches/lib-min_heap-optimize-number-of-comparisons-in-min_heapify.patch This patch will later appear in the mm-nonmm-unstable branch at git://git.kernel.org/pub/scm/linux/kernel/git/akpm/mm Before you just go and hit "reply", please: a) Consider who else should be cc'ed b) Prefer to cc a suitable mailing list as well c) Ideally: find the original patch on the mailing list and do a reply-to-all to that, adding suitable additional cc's *** Remember to use Documentation/process/submit-checklist.rst when testing your code *** The -mm tree is included into linux-next via the mm-everything branch at git://git.kernel.org/pub/scm/linux/kernel/git/akpm/mm and is updated there every 2-3 working days ------------------------------------------------------ From: Kuan-Wei Chiu <visitorckw@xxxxxxxxx> Subject: lib min_heap: optimize number of comparisons in min_heapify() Date: Wed, 10 Jan 2024 16:12:13 +0800 Optimize the min_heapify() function, resulting in a significant reduction of approximately 50% in the number of comparisons for large random inputs, while maintaining identical results. The current implementation performs two comparisons per level to identify the minimum among three elements. In contrast, the proposed bottom-up variation uses only one comparison per level to assess two children until reaching the leaves. Then, it sifts up until the correct position is determined. Typically, the process of sifting down proceeds to the leaf level, resulting in O(1) secondary comparisons instead of log2(n). This optimization significantly reduces the number of costly indirect function calls and improves overall performance. Link: https://lkml.kernel.org/r/20240110081213.2289636-3-visitorckw@xxxxxxxxx Signed-off-by: Kuan-Wei Chiu <visitorckw@xxxxxxxxx> Cc: Adrian Hunter <adrian.hunter@xxxxxxxxx> Cc: Alexander Shishkin <alexander.shishkin@xxxxxxxxxxxxxxx> Cc: Arnaldo Carvalho de Melo <acme@xxxxxxxxxx> Cc: Ian Rogers <irogers@xxxxxxxxxx> Cc: Ingo Molnar <mingo@xxxxxxxxxx> Cc: Jiri Olsa <jolsa@xxxxxxxxxx> Cc: Mark Rutland <mark.rutland@xxxxxxx> Cc: Namhyung Kim <namhyung@xxxxxxxxxx> Cc: Peter Zijlstra <peterz@xxxxxxxxxxxxx> Signed-off-by: Andrew Morton <akpm@xxxxxxxxxxxxxxxxxxxx> --- include/linux/min_heap.h | 40 +++++++++++++++++++------------------ 1 file changed, 21 insertions(+), 19 deletions(-) --- a/include/linux/min_heap.h~lib-min_heap-optimize-number-of-comparisons-in-min_heapify +++ a/include/linux/min_heap.h @@ -35,31 +35,33 @@ static __always_inline void min_heapify(struct min_heap *heap, int pos, const struct min_heap_callbacks *func) { - void *left, *right, *parent, *smallest; + void *left, *right; void *data = heap->data; + void *root = data + pos * func->elem_size; + int i = pos, j; + /* Find the sift-down path all the way to the leaves. */ for (;;) { - if (pos * 2 + 1 >= heap->nr) + if (i * 2 + 2 >= heap->nr) break; + left = data + (i * 2 + 1) * func->elem_size; + right = data + (i * 2 + 2) * func->elem_size; + i = func->less(left, right) ? i * 2 + 1 : i * 2 + 2; + } - left = data + ((pos * 2 + 1) * func->elem_size); - parent = data + (pos * func->elem_size); - smallest = parent; - if (func->less(left, smallest)) - smallest = left; + /* Special case for the last leaf with no sibling. */ + if (i * 2 + 2 == heap->nr) + i = i * 2 + 1; - if (pos * 2 + 2 < heap->nr) { - right = data + ((pos * 2 + 2) * func->elem_size); - if (func->less(right, smallest)) - smallest = right; - } - if (smallest == parent) - break; - func->swp(smallest, parent); - if (smallest == left) - pos = (pos * 2) + 1; - else - pos = (pos * 2) + 2; + /* Backtrack to the correct location. */ + while (i != pos && func->less(root, data + i * func->elem_size)) + i = (i - 1) / 2; + + /* Shift the element into its correct place. */ + j = i; + while (i != pos) { + i = (i - 1) / 2; + func->swp(data + i * func->elem_size, data + j * func->elem_size); } } _ Patches currently in -mm which might be from visitorckw@xxxxxxxxx are lib-min_heap-optimize-number-of-calls-to-min_heapify.patch lib-min_heap-optimize-number-of-comparisons-in-min_heapify.patch