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pkg/adt: interval tree
This commit is contained in:
parent
8dbc6cfd43
commit
c0b06a7a32
526
pkg/adt/interval_tree.go
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526
pkg/adt/interval_tree.go
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// Copyright 2016 CoreOS, Inc.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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package adt
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import (
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"math"
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)
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// Comparable is an interface for trichotomic comparisons.
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type Comparable interface {
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// Compare gives the result of a 3-way comparison
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// a.Compare(b) = 1 => a > b
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// a.Compare(b) = 0 => a == b
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// a.Compare(b) = -1 => a < b
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Compare(c Comparable) int
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}
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type rbcolor bool
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const black = true
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const red = false
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// Interval implements a Comparable interval [begin, end)
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// TODO: support different sorts of intervals: (a,b), [a,b], (a, b]
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type Interval struct {
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Begin Comparable
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End Comparable
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}
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// Compare on an interval gives == if the interval overlaps.
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func (ivl *Interval) Compare(c Comparable) int {
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ivl2 := c.(*Interval)
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ivbCmpBegin := ivl.Begin.Compare(ivl2.Begin)
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ivbCmpEnd := ivl.Begin.Compare(ivl2.End)
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iveCmpBegin := ivl.End.Compare(ivl2.Begin)
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// ivl is left of ivl2
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if ivbCmpBegin < 0 && iveCmpBegin <= 0 {
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return -1
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}
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// iv is right of iv2
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if ivbCmpEnd >= 0 {
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return 1
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}
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return 0
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}
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type intervalNode struct {
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// iv is the interval-value pair entry.
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iv IntervalValue
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// max endpoint of all descendent nodes.
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max Comparable
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// left and right are sorted by low endpoint of key interval
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left, right *intervalNode
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// parent is the direct ancestor of the node
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parent *intervalNode
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c rbcolor
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}
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func (x *intervalNode) color() rbcolor {
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if x == nil {
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return black
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}
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return x.c
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}
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func (n *intervalNode) height() int {
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if n == nil {
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return 0
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}
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ld := n.left.height()
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rd := n.right.height()
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if ld < rd {
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return rd + 1
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}
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return ld + 1
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}
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func (x *intervalNode) min() *intervalNode {
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for x.left != nil {
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x = x.left
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}
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return x
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}
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// successor is the next in-order node in the tree
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func (x *intervalNode) successor() *intervalNode {
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if x.right != nil {
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return x.right.min()
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}
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y := x.parent
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for y != nil && x == y.right {
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x = y
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y = y.parent
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}
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return y
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}
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// updateMax updates the maximum values for a node and its ancestors
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func (x *intervalNode) updateMax() {
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for x != nil {
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oldmax := x.max
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max := x.iv.Ivl.End
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if x.left != nil && x.left.max.Compare(max) > 0 {
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max = x.left.max
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}
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if x.right != nil && x.right.max.Compare(max) > 0 {
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max = x.right.max
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}
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if oldmax.Compare(max) == 0 {
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break
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}
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x.max = max
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x = x.parent
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}
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}
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type nodeVisitor func(n *intervalNode) bool
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// visit will call a node visitor on each node that overlaps the given interval
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func (x *intervalNode) visit(iv *Interval, nv nodeVisitor) {
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if x == nil {
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return
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}
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v := iv.Compare(&x.iv.Ivl)
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switch {
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case v < 0:
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x.left.visit(iv, nv)
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case v > 0:
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maxiv := Interval{x.iv.Ivl.Begin, x.max}
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if maxiv.Compare(iv) == 0 {
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x.left.visit(iv, nv)
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x.right.visit(iv, nv)
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}
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default:
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nv(x)
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x.left.visit(iv, nv)
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x.right.visit(iv, nv)
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}
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}
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type IntervalValue struct {
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Ivl Interval
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Val interface{}
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}
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// IntervalTree represents a (mostly) textbook implementation of the
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// "Introduction to Algorithms" (Cormen et al, 2nd ed.) chapter 13 red-black tree
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// and chapter 14.3 interval tree with search supporting "stabbing queries".
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type IntervalTree struct {
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root *intervalNode
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count int
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}
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// Delete removes the node with the given interval from the tree, returning
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// true if a node is in fact removed.
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func (ivt *IntervalTree) Delete(ivl Interval) bool {
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z := ivt.find(ivl)
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if z == nil {
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return false
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}
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y := z
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if z.left != nil && z.right != nil {
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y = z.successor()
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}
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x := y.left
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if x == nil {
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x = y.right
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}
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if x != nil {
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x.parent = y.parent
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}
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if y.parent == nil {
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ivt.root = x
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} else {
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if y == y.parent.left {
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y.parent.left = x
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} else {
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y.parent.right = x
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}
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y.parent.updateMax()
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}
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if y != z {
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z.iv = y.iv
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z.updateMax()
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}
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if y.color() == black && x != nil {
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ivt.deleteFixup(x)
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}
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ivt.count--
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return true
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}
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func (ivt *IntervalTree) deleteFixup(x *intervalNode) {
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for x != ivt.root && x.color() == black && x.parent != nil {
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if x == x.parent.left {
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w := x.parent.right
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if w.color() == red {
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w.c = black
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x.parent.c = red
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ivt.rotateLeft(x.parent)
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w = x.parent.right
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}
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if w == nil {
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break
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}
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if w.left.color() == black && w.right.color() == black {
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w.c = red
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x = x.parent
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} else {
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if w.right.color() == black {
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w.left.c = black
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w.c = red
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ivt.rotateRight(w)
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w = x.parent.right
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}
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w.c = x.parent.color()
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x.parent.c = black
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w.right.c = black
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ivt.rotateLeft(x.parent)
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x = ivt.root
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}
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} else {
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// same as above but with left and right exchanged
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w := x.parent.left
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if w.color() == red {
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w.c = black
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x.parent.c = red
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ivt.rotateRight(x.parent)
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w = x.parent.left
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}
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if w == nil {
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break
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}
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if w.left.color() == black && w.right.color() == black {
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w.c = red
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x = x.parent
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} else {
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if w.left.color() == black {
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w.right.c = black
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w.c = red
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ivt.rotateLeft(w)
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w = x.parent.left
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}
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w.c = x.parent.color()
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x.parent.c = black
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w.left.c = black
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ivt.rotateRight(x.parent)
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x = ivt.root
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}
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}
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}
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if x != nil {
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x.c = black
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}
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}
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// Insert adds a node with the given interval into the tree.
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func (ivt *IntervalTree) Insert(ivl Interval, val interface{}) {
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var y *intervalNode
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z := &intervalNode{iv: IntervalValue{ivl, val}, max: ivl.End, c: red}
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x := ivt.root
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for x != nil {
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y = x
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if z.iv.Ivl.Begin.Compare(x.iv.Ivl.Begin) < 0 {
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x = x.left
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} else {
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x = x.right
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}
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}
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z.parent = y
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if y == nil {
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ivt.root = z
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} else {
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if z.iv.Ivl.Begin.Compare(y.iv.Ivl.Begin) < 0 {
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y.left = z
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} else {
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y.right = z
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}
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y.updateMax()
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}
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z.c = red
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ivt.insertFixup(z)
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ivt.count++
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}
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func (ivt *IntervalTree) insertFixup(z *intervalNode) {
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for z.parent != nil && z.parent.parent != nil && z.parent.color() == red {
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if z.parent == z.parent.parent.left {
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y := z.parent.parent.right
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if y.color() == red {
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y.c = black
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z.parent.c = black
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z.parent.parent.c = red
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z = z.parent.parent
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} else {
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if z == z.parent.right {
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z = z.parent
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ivt.rotateLeft(z)
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}
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z.parent.c = black
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z.parent.parent.c = red
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ivt.rotateRight(z.parent.parent)
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}
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} else {
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// same as then with left/right exchanged
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y := z.parent.parent.left
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if y.color() == red {
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y.c = black
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z.parent.c = black
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z.parent.parent.c = red
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z = z.parent.parent
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} else {
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if z == z.parent.left {
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z = z.parent
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ivt.rotateRight(z)
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}
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z.parent.c = black
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z.parent.parent.c = red
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ivt.rotateLeft(z.parent.parent)
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}
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}
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}
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ivt.root.c = black
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}
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// rotateLeft moves x so it is left of its right child
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func (ivt *IntervalTree) rotateLeft(x *intervalNode) {
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y := x.right
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x.right = y.left
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if y.left != nil {
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y.left.parent = x
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}
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x.updateMax()
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ivt.replaceParent(x, y)
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y.left = x
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y.updateMax()
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}
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// rotateLeft moves x so it is right of its left child
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func (ivt *IntervalTree) rotateRight(x *intervalNode) {
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if x == nil {
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return
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}
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y := x.left
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x.left = y.right
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if y.right != nil {
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y.right.parent = x
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}
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x.updateMax()
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ivt.replaceParent(x, y)
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y.right = x
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y.updateMax()
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}
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// replaceParent replaces x's parent with y
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func (ivt *IntervalTree) replaceParent(x *intervalNode, y *intervalNode) {
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y.parent = x.parent
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if x.parent == nil {
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ivt.root = y
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} else {
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if x == x.parent.left {
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x.parent.left = y
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} else {
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x.parent.right = y
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}
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x.parent.updateMax()
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}
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x.parent = y
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}
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// Len gives the number of elements in the tree
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func (ivt *IntervalTree) Len() int { return ivt.count }
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// Height is the number of levels in the tree; one node has height 1.
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func (ivt *IntervalTree) Height() int { return ivt.root.height() }
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// MaxHeight is the expected maximum tree height given the number of nodes
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func (ivt *IntervalTree) MaxHeight() int {
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return int((2 * math.Log2(float64(ivt.Len()+1))) + 0.5)
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}
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// InternalVisitor is used on tree searchs; return false to stop searching.
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type IntervalVisitor func(n *IntervalValue) bool
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// Visit calls a visitor function on every tree node intersecting the given interval.
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func (ivt *IntervalTree) Visit(ivl Interval, ivv IntervalVisitor) {
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ivt.root.visit(&ivl, func(n *intervalNode) bool { return ivv(&n.iv) })
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}
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// find the exact node for a given interval
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func (ivt *IntervalTree) find(ivl Interval) (ret *intervalNode) {
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f := func(n *intervalNode) bool {
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if n.iv.Ivl != ivl {
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return true
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}
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ret = n
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return false
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}
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ivt.root.visit(&ivl, f)
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return ret
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}
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// Find gets the IntervalValue for the node matching the given interval
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func (ivt *IntervalTree) Find(ivl Interval) (ret *IntervalValue) {
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n := ivt.find(ivl)
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if n == nil {
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return nil
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}
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return &n.iv
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}
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// Contains returns true if there is some tree node intersecting the given interval.
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func (ivt *IntervalTree) Contains(iv Interval) bool {
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x := ivt.root
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for x != nil && iv.Compare(&x.iv.Ivl) != 0 {
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if x.left != nil && x.left.max.Compare(iv.Begin) > 0 {
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x = x.left
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} else {
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x = x.right
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}
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}
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return x != nil
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}
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// Stab returns a slice with all elements in the tree intersecting the interval.
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func (ivt *IntervalTree) Stab(iv Interval) (ivs []*IntervalValue) {
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f := func(n *IntervalValue) bool { ivs = append(ivs, n); return true }
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ivt.Visit(iv, f)
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return ivs
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}
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type StringComparable string
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func (s StringComparable) Compare(c Comparable) int {
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sc := c.(StringComparable)
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if s < sc {
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return -1
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}
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if s > sc {
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return 1
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}
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return 0
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}
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func NewStringInterval(begin, end string) Interval {
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return Interval{StringComparable(begin), StringComparable(end)}
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}
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func NewStringPoint(s string) Interval {
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return Interval{StringComparable(s), StringComparable(s + "\x00")}
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}
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// StringAffineComparable treats "" as > all other strings
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type StringAffineComparable string
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func (s StringAffineComparable) Compare(c Comparable) int {
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sc := c.(StringAffineComparable)
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if len(s) == 0 {
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if len(sc) == 0 {
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return 0
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}
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return 1
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}
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if len(sc) == 0 {
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return -1
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}
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if s < sc {
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return -1
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}
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if s > sc {
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return 1
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}
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return 0
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}
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func NewStringAffineInterval(begin, end string) Interval {
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return Interval{StringAffineComparable(begin), StringAffineComparable(end)}
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}
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func NewStringAffinePoint(s string) Interval {
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return NewStringAffineInterval(s, s+"\x00")
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}
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func NewInt64Interval(a int64, b int64) Interval {
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return Interval{Int64Comparable(a), Int64Comparable(b)}
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}
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func NewInt64Point(a int64) Interval {
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return Interval{Int64Comparable(a), Int64Comparable(a + 1)}
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}
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type Int64Comparable int64
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func (v Int64Comparable) Compare(c Comparable) int {
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vc := c.(Int64Comparable)
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cmp := v - vc
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if cmp < 0 {
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return -1
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}
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if cmp > 0 {
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return 1
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}
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return 0
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}
|
138
pkg/adt/interval_tree_test.go
Normal file
138
pkg/adt/interval_tree_test.go
Normal file
@ -0,0 +1,138 @@
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// Copyright 2016 CoreOS, Inc.
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//
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// 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 adt
|
||||
|
||||
import (
|
||||
"math/rand"
|
||||
"testing"
|
||||
"time"
|
||||
)
|
||||
|
||||
func TestIntervalTreeContains(t *testing.T) {
|
||||
ivt := &IntervalTree{}
|
||||
ivt.Insert(NewStringInterval("1", "3"), 123)
|
||||
|
||||
if ivt.Contains(NewStringPoint("0")) {
|
||||
t.Errorf("contains 0")
|
||||
}
|
||||
if !ivt.Contains(NewStringPoint("1")) {
|
||||
t.Errorf("missing 1")
|
||||
}
|
||||
if !ivt.Contains(NewStringPoint("11")) {
|
||||
t.Errorf("missing 11")
|
||||
}
|
||||
if !ivt.Contains(NewStringPoint("2")) {
|
||||
t.Errorf("missing 2")
|
||||
}
|
||||
if ivt.Contains(NewStringPoint("3")) {
|
||||
t.Errorf("contains 3")
|
||||
}
|
||||
}
|
||||
|
||||
func TestIntervalTreeStringAffine(t *testing.T) {
|
||||
ivt := &IntervalTree{}
|
||||
ivt.Insert(NewStringAffineInterval("8", ""), 123)
|
||||
if !ivt.Contains(NewStringAffinePoint("9")) {
|
||||
t.Errorf("missing 9")
|
||||
}
|
||||
if ivt.Contains(NewStringAffinePoint("7")) {
|
||||
t.Errorf("contains 7")
|
||||
}
|
||||
}
|
||||
|
||||
func TestIntervalTreeStab(t *testing.T) {
|
||||
ivt := &IntervalTree{}
|
||||
ivt.Insert(NewStringInterval("0", "1"), 123)
|
||||
ivt.Insert(NewStringInterval("0", "2"), 456)
|
||||
ivt.Insert(NewStringInterval("5", "6"), 789)
|
||||
ivt.Insert(NewStringInterval("6", "8"), 999)
|
||||
ivt.Insert(NewStringInterval("0", "3"), 0)
|
||||
|
||||
if ivt.root.max.Compare(StringComparable("8")) != 0 {
|
||||
t.Fatalf("wrong root max got %v, expected 8", ivt.root.max)
|
||||
}
|
||||
if x := len(ivt.Stab(NewStringPoint("0"))); x != 3 {
|
||||
t.Errorf("got %d, expected 3", x)
|
||||
}
|
||||
if x := len(ivt.Stab(NewStringPoint("1"))); x != 2 {
|
||||
t.Errorf("got %d, expected 2", x)
|
||||
}
|
||||
if x := len(ivt.Stab(NewStringPoint("2"))); x != 1 {
|
||||
t.Errorf("got %d, expected 1", x)
|
||||
}
|
||||
if x := len(ivt.Stab(NewStringPoint("3"))); x != 0 {
|
||||
t.Errorf("got %d, expected 0", x)
|
||||
}
|
||||
if x := len(ivt.Stab(NewStringPoint("5"))); x != 1 {
|
||||
t.Errorf("got %d, expected 1", x)
|
||||
}
|
||||
if x := len(ivt.Stab(NewStringPoint("55"))); x != 1 {
|
||||
t.Errorf("got %d, expected 1", x)
|
||||
}
|
||||
if x := len(ivt.Stab(NewStringPoint("6"))); x != 1 {
|
||||
t.Errorf("got %d, expected 1", x)
|
||||
}
|
||||
}
|
||||
|
||||
type xy struct {
|
||||
x int64
|
||||
y int64
|
||||
}
|
||||
|
||||
func TestIntervalTreeRandom(t *testing.T) {
|
||||
// generate unique intervals
|
||||
ivs := make(map[xy]struct{})
|
||||
ivt := &IntervalTree{}
|
||||
maxv := 128
|
||||
rand.Seed(time.Now().UnixNano())
|
||||
|
||||
for i := rand.Intn(maxv) + 1; i != 0; i-- {
|
||||
x, y := int64(rand.Intn(maxv)), int64(rand.Intn(maxv))
|
||||
if x > y {
|
||||
t := x
|
||||
x = y
|
||||
y = t
|
||||
} else if x == y {
|
||||
y++
|
||||
}
|
||||
iv := xy{x, y}
|
||||
if _, ok := ivs[iv]; ok {
|
||||
// don't double insert
|
||||
continue
|
||||
}
|
||||
ivt.Insert(NewInt64Interval(x, y), 123)
|
||||
ivs[iv] = struct{}{}
|
||||
}
|
||||
|
||||
for ab := range ivs {
|
||||
for xy := range ivs {
|
||||
v := xy.x + int64(rand.Intn(int(xy.y-xy.x)))
|
||||
if slen := len(ivt.Stab(NewInt64Point(v))); slen == 0 {
|
||||
t.Fatalf("expected %v stab non-zero for [%+v)", v, xy)
|
||||
}
|
||||
if !ivt.Contains(NewInt64Point(v)) {
|
||||
t.Fatalf("did not get %d as expected for [%+v)", v, xy)
|
||||
}
|
||||
}
|
||||
if !ivt.Delete(NewInt64Interval(ab.x, ab.y)) {
|
||||
t.Errorf("did not delete %v as expected", ab)
|
||||
}
|
||||
delete(ivs, ab)
|
||||
}
|
||||
|
||||
if ivt.Len() != 0 {
|
||||
t.Errorf("got ivt.Len() = %v, expected 0", ivt.Len())
|
||||
}
|
||||
}
|
Loading…
x
Reference in New Issue
Block a user