Re: [PATCH 7/7] platform/chrome: Implement quickselect for median calculation
From: Tzung-Bi Shih
Date: Fri Nov 10 2023 - 13:18:51 EST
On Fri, Nov 10, 2023 at 02:54:39AM +0800, Kuan-Wei Chiu wrote:
> /*
> * cros_ec_sensor_ring_median: Gets median of an array of numbers
> *
> - * For now it's implemented using an inefficient > O(n) sort then return
> - * the middle element. A more optimal method would be something like
> - * quickselect, but given that n = 64 we can probably live with it in the
> - * name of clarity.
> + * It's implemented using the quickselect algorithm, which achieves an
> + * average time complexity of O(n) the middle element. In the worst case,
> + * the runtime of quickselect could regress to O(n^2). To mitigate this,
> + * algorithms like median-of-medians exist, which can guarantee O(n) even
> + * in the worst case. However, these algorithms come with a higher
> + * overhead and are more complex to implement, making quickselect a
> + * pragmatic choice for our use case.
I am wondering if the patch helps given that n = 64.
> static s64 cros_ec_sensor_ring_median(s64 *array, size_t length)
> {
> - sort(array, length, sizeof(s64), cros_ec_sensor_ring_median_cmp, NULL);
> - return array[length / 2];
> + const int k = length / 2;
`k` doesn't help readability. Could you put `length / 2` to the code inline
or at least give it a better name.
> + int lo = 0;
> + int hi = length - 1;
> +
> + while (lo <= hi) {
> + int mid = lo + (hi - lo) / 2;
> + int pivot, pivot_index;
> + int i = lo - 1;
The be clear, I would prefer to initialize `i` when we really use it (i.e. at
the for-loop).
> +
> + /* We employ the median-of-three rule to choose the pivot, mitigating
https://www.kernel.org/doc/html/latest/process/coding-style.html#commenting
> + * worst-case scenarios such as already sorted arrays and aiming to reduce
> + * the expected number of necessary comparisons. This strategy enhances the
> + * algorithm's performance and ensures a more balanced partitioning.
> + */
$ ./scripts/checkpatch.pl --strict ...
ERROR: code indent should use tabs where possible
#284: FILE: drivers/platform/chrome/cros_ec_sensorhub_ring.c:171:
+ */$
> + if (array[lo] > array[mid])
> + cros_ec_sensor_ring_median_swap(&array[lo],
> + &array[mid]);
It can fit into 100-column.
> + if (array[lo] > array[hi])
> + cros_ec_sensor_ring_median_swap(&array[lo], &array[hi]);
> + if (array[mid] < array[hi])
> + cros_ec_sensor_ring_median_swap(&array[mid],
> + &array[hi]);
Ditto.
> +
> + pivot = array[hi];
> +
> + for (int j = lo; j < hi; j++)
> + if (array[j] < pivot)
> + cros_ec_sensor_ring_median_swap(&array[++i],
> + &array[j]);
Ditto.
> + cros_ec_sensor_ring_median_swap(&array[i + 1], &array[hi]);
> + pivot_index = i + 1;
> + if (pivot_index == k)
> + return array[pivot_index];
> + if (pivot_index > k)
> + hi = pivot_index - 1;
> + else
> + lo = pivot_index + 1;
Add a comment and thus `pivot_index` can be eliminated.