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cockroachdb/cockroach

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topk.go 3.22 KB
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// Copyright 2016 The Cockroach Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
// implied. See the License for the specific language governing
// permissions and limitations under the License.
package util
import (
"fmt"
"math/rand"
"sort"
)
// moveTopKToFront swaps elements in the range [start, end) so that all elements
// in the range [start, k) are <= than all elements in the range [k, end).
func moveTopKToFront(data sort.Interface, start, end, k int, rng *rand.Rand) {
if k < start || k > end {
panic(fmt.Sprintf("k (%d) outside of range [%d, %d)", k, start, end))
}
if k == start || k == end {
return
}
// The strategy is to choose a random pivot and partition the data into
// three regions: elements < pivot, elements == pivot, elements > pivot.
//
// We first partition into two regions: elements <= pivot and
// elements > pivot and further refine the first region if necessary.
// Choose a random pivot and move it to the front.
data.Swap(start, start+rng.Intn(end-start))
pivot := start
l, r := start+1, end
for l < r {
// Invariants:
// - elements in the range [start, l) are <= pivot
// - elements in the range [r, end) are > pivot
if !data.Less(pivot, l) {
l++
} else if data.Less(pivot, r-1) {
r--
} else {
data.Swap(l, r-1)
l++
r--
}
}
mid := l
// Everything in the range [start, mid) is <= than the pivot.
// Everything in the range [mid, end) is > than the pivot.
if k >= mid {
// In this case, we eliminated at least the pivot (and all elements
// equal to it).
moveTopKToFront(data, mid, end, k, rng)
return
}
// If we eliminated a decent amount of elements, we can recurse on [0, mid).
// If the elements were distinct we would do this unconditionally, but in
// general we could have a lot of elements equal to the pivot.
if end-mid > (end-start)/4 {
moveTopKToFront(data, start, mid, k, rng)
return
}
// Now we work on the range [0, mid). Move everything that is equal to the
// pivot to the back.
data.Swap(pivot, mid-1)
pivot = mid - 1
for l, r = start, pivot-1; l <= r; {
if data.Less(l, pivot) {
l++
} else {
data.Swap(l, r)
r--
}
}
// Now everything in the range [start, l) is < than the pivot. Everything in the
// range [l, mid) is equal to the pivot. If k is in the [l, mid) range we
// are done, otherwise we recurse on [start, l).
if k <= l {
moveTopKToFront(data, start, l, k, rng)
}
}
// MoveTopKToFront moves the top K elements to the front. It makes O(n) calls to
// data.Less and data.Swap (with very high probability). It uses Hoare's
// selection algorithm (aka quickselect).
func MoveTopKToFront(data sort.Interface, k int) {
if data.Len() <= k {
return
}
// We want the call to be deterministic so we use a predictable seed.
r := rand.New(rand.NewSource(int64(data.Len()*1000 + k)))
moveTopKToFront(data, 0, data.Len(), k, r)
}
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