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Message-ID: <2vm32rfcbgy4fap77scebqorlrpaihz3angd6bl2lnpslrcp63@kekiknxt5vup>
Date: Sat, 6 Apr 2024 23:12:44 -0400
From: Kent Overstreet <kent.overstreet@...ux.dev>
To: Kuan-Wei Chiu <visitorckw@...il.com>
Cc: bfoster@...hat.com, jserv@...s.ncku.edu.tw,
linux-bcachefs@...r.kernel.org, linux-kernel@...r.kernel.org
Subject: Re: [PATCH] bcachefs: Optimize eytzinger0_sort() with bottom-up
heapsort
On Sun, Apr 07, 2024 at 10:54:46AM +0800, Kuan-Wei Chiu wrote:
> On Sat, Apr 06, 2024 at 10:05:44PM -0400, Kent Overstreet wrote:
> > On Sun, Apr 07, 2024 at 09:33:49AM +0800, Kuan-Wei Chiu wrote:
> > > This optimization reduces the average number of comparisons required
> > > from 2*n*log2(n) - 3*n + o(n) to n*log2(n) + 0.37*n + o(n). When n is
> > > sufficiently large, it results in approximately 50% fewer comparisons.
> > >
> > > Currently, eytzinger0_sort employs the textbook version of heapsort,
> > > where during the heapify process, each level requires two comparisons
> > > to determine the maximum among three elements. In contrast, the
> > > bottom-up heapsort, during heapify, only compares two children at each
> > > level until reaching a leaf node. Then, it backtracks from the leaf
> > > node to find the correct position. Since heapify typically continues
> > > until very close to the leaf node, the standard heapify requires about
> > > 2*log2(n) comparisons, while the bottom-up variant only needs log2(n)
> > > comparisons.
> > >
> > > The experimental data presented below is based on an array generated
> > > by get_random_u32().
> > >
> > > | N | comparisons(old) | comparisons(new) | time(old) | time(new) |
> > > |-------|------------------|------------------|-----------|-----------|
> > > | 10000 | 235381 | 136615 | 25545 us | 20366 us |
> > > | 20000 | 510694 | 293425 | 31336 us | 18312 us |
> > > | 30000 | 800384 | 457412 | 35042 us | 27386 us |
> > > | 40000 | 1101617 | 626831 | 48779 us | 38253 us |
> > > | 50000 | 1409762 | 799637 | 62238 us | 46950 us |
> > > | 60000 | 1721191 | 974521 | 75588 us | 58367 us |
> > > | 70000 | 2038536 | 1152171 | 90823 us | 68778 us |
> > > | 80000 | 2362958 | 1333472 | 104165 us | 78625 us |
> > > | 90000 | 2690900 | 1516065 | 116111 us | 89573 us |
> > > | 100000| 3019413 | 1699879 | 133638 us | 100998 us |
> > >
> > > Refs:
> > > BOTTOM-UP-HEAPSORT, a new variant of HEAPSORT beating, on an average,
> > > QUICKSORT (if n is not very small)
> > > Ingo Wegener
> > > Theoretical Computer Science, 118(1); Pages 81-98, 13 September 1993
> > > https://doi.org/10.1016/0304-3975(93)90364-Y
> > >
> > > Signed-off-by: Kuan-Wei Chiu <visitorckw@...il.com>
> > > ---
> > >
> > > This is the same as the patch I submitted previously [1]. Since we
> > > decided not to move eytzinger.h to generic library code, I resubmitted
> > > this patch.
> > >
> > > This patch has undergone unit testing and micro benchmarking using the
> > > following code [2].
> > >
> > > [1]: https://lore.kernel.org/lkml/20240121153649.2733274-2-visitorckw@gmail.com/
> > > [2]:
> > > static u64 cmp_count = 0;
> > >
> > > static int mycmp(const void *a, const void *b)
> > > {
> > > u32 _a = *(u32 *)a;
> > > u32 _b = *(u32 *)b;
> > >
> > > cmp_count++;
> > > if (_a < _b)
> > > return -1;
> > > else if (_a > _b)
> > > return 1;
> > > else
> > > return 0;
> > > }
> > >
> > > static int test(void)
> > > {
> > > size_t N, i, L, R;
> > > ktime_t start, end;
> > > s64 delta;
> > > u32 *arr;
> > >
> > > for (N = 10000; N <= 100000; N += 10000) {
> > > arr = kmalloc_array(N, sizeof(u32), GFP_KERNEL);
> > > cmp_count = 0;
> > >
> > > for (i = 0; i < N; i++)
> > > arr[i] = get_random_u32();
> > >
> > > start = ktime_get();
> > > eytzinger0_sort(arr, N, sizeof(u32), mycmp, NULL);
> > > end = ktime_get();
> > >
> > > delta = ktime_us_delta(end, start);
> > > printk(KERN_INFO "time: %lld\n", delta);
> > > printk(KERN_INFO "comparisons: %lld\n", cmp_count);
> > >
> > > for (int i = 0; i < N; i++) {
> > > L = 2 * i + 1;
> > > R = 2 * i + 2;
> > > if (L < N && arr[i] < arr[L])
> > > goto err;
> > > if (R < N && arr[i] > arr[R])
> > > goto err;
> > > }
> >
> > Use eytzinger0_for_each() to just compare every element against the
> > previous element, and check in the test code.
> >
>
> I rewrote the testing part as follows:
>
> u32 prev = 0;
> eytzinger0_for_each(i, N) {
> if (prev > arr[i])
> goto err;
> prev = arr[i];
> }
>
> And the test still passed.
Great, can you include that? I'd be fine with it #if 0'd out, I just
want it there.
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