/
ptree.go
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/
ptree.go
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/*
conflux - Distributed database synchronization library
Based on the algorithm described in
"Set Reconciliation with Nearly Optimal Communication Complexity",
Yaron Minsky, Ari Trachtenberg, and Richard Zippel, 2004.
Copyright (c) 2012-2015 Casey Marshall <cmars@cmarstech.com>
This program is free software: you can redistribute it and/or modify
it under the terms of the GNU Affero General Public License as published by
the Free Software Foundation, version 3.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
GNU Affero General Public License for more details.
You should have received a copy of the GNU Affero General Public License
along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
package recon
import (
"errors"
"fmt"
cf "gopkg.in/hockeypuck/conflux.v2"
)
type PrefixTree interface {
Init()
Create() error
Drop() error
Close() error
Points() []*cf.Zp
Root() (PrefixNode, error)
Node(key *cf.Bitstring) (PrefixNode, error)
Insert(z *cf.Zp) error
Remove(z *cf.Zp) error
}
type PrefixNode interface {
Config() *PTreeConfig
Parent() (PrefixNode, bool, error)
Key() *cf.Bitstring
Elements() ([]*cf.Zp, error)
Size() int
Children() ([]PrefixNode, error)
SValues() []*cf.Zp
IsLeaf() bool
}
func MustElements(node PrefixNode) []*cf.Zp {
elements, err := node.Elements()
if err != nil {
panic(err)
}
return elements
}
func MustChildren(node PrefixNode) []PrefixNode {
children, err := node.Children()
if err != nil {
panic(err)
}
return children
}
var ErrSamplePointElement = errors.New("sample point added to elements")
var ErrUnexpectedLeafNode = errors.New("unexpected leaf node")
type MemPrefixTree struct {
PTreeConfig
// points are the sample data points for interpolation.
points []*cf.Zp
// Tree's root node
root *MemPrefixNode
allElements *cf.ZSet
}
func (t *MemPrefixTree) Points() []*cf.Zp { return t.points }
func (t *MemPrefixTree) Root() (PrefixNode, error) { return t.root, nil }
// Init configures the tree with default settings if not already set,
// and initializes the internal state with sample data points, root node, etc.
func (t *MemPrefixTree) Init() {
t.PTreeConfig = defaultPTreeConfig
t.points = cf.Zpoints(cf.P_SKS, t.NumSamples())
t.allElements = cf.NewZSet()
t.Create()
}
func (t *MemPrefixTree) Create() error {
t.root = &MemPrefixNode{}
t.root.init(t)
return nil
}
func (t *MemPrefixTree) Drop() error {
t.root = &MemPrefixNode{}
t.root.init(t)
return nil
}
func (t *MemPrefixTree) Close() error { return nil }
func Find(t PrefixTree, z *cf.Zp) (PrefixNode, error) {
bs := cf.NewZpBitstring(z)
return t.Node(bs)
}
func AddElementArray(t PrefixTree, z *cf.Zp) (marray []*cf.Zp, err error) {
points := t.Points()
marray = make([]*cf.Zp, len(points))
for i := 0; i < len(points); i++ {
marray[i] = cf.Z(z.P).Sub(points[i], z)
if marray[i].IsZero() {
err = ErrSamplePointElement
return
}
}
return
}
func DelElementArray(t PrefixTree, z *cf.Zp) (marray []*cf.Zp) {
points := t.Points()
marray = make([]*cf.Zp, len(points))
for i := 0; i < len(points); i++ {
marray[i] = cf.Z(z.P).Sub(points[i], z).Inv()
}
return
}
func (t *MemPrefixTree) Node(bs *cf.Bitstring) (PrefixNode, error) {
node := t.root
nbq := t.BitQuantum
for i := 0; i < bs.BitLen() && !node.IsLeaf(); i += nbq {
childIndex := 0
for j := 0; j < nbq; j++ {
mask := 1 << uint(j)
if bs.Get(i+j) == 1 {
childIndex |= mask
}
}
node = node.children[childIndex]
}
return node, nil
}
// Insert a Z/Zp integer into the prefix tree
func (t *MemPrefixTree) Insert(z *cf.Zp) error {
if t.allElements.Has(z) {
return fmt.Errorf("duplicate: %q", z.String())
}
bs := cf.NewZpBitstring(z)
marray, err := AddElementArray(t, z)
if err != nil {
return err
}
err = t.root.insert(z, marray, bs, 0)
if err != nil {
return err
}
t.allElements.Add(z)
return nil
}
// Remove a Z/Zp integer from the prefix tree
func (t *MemPrefixTree) Remove(z *cf.Zp) error {
bs := cf.NewZpBitstring(z)
err := t.root.remove(z, DelElementArray(t, z), bs, 0)
if err != nil {
return err
}
t.allElements.Remove(z)
return nil
}
type MemPrefixNode struct {
// All nodes share the tree definition as a common context
*MemPrefixTree
// Parent of this node. Root's parent == nil
parent *MemPrefixNode
// Key in parent's children collection (0..(1<<bitquantum))
key int
// Child nodes, indexed by bitstring counting order
// Each node will have 2**bitquantum children when leaf == false
children []*MemPrefixNode
// Zp elements stored at this node, if it's a leaf node
elements []*cf.Zp
// Number of total elements at or below this node
numElements int
// Sample values at this node
svalues []*cf.Zp
}
func (n *MemPrefixNode) Config() *PTreeConfig {
return &n.PTreeConfig
}
func (n *MemPrefixNode) Parent() (PrefixNode, bool, error) {
return n.parent, n.parent != nil, nil
}
func (n *MemPrefixNode) Key() *cf.Bitstring {
var keys []int
for cur := n; cur != nil && cur.parent != nil; cur = cur.parent {
keys = append([]int{cur.key}, keys...)
}
bs := cf.NewBitstring(len(keys) * n.BitQuantum)
for i := len(keys) - 1; i >= 0; i-- {
for j := 0; j < n.BitQuantum; j++ {
if ((keys[i] >> uint(j)) & 0x01) == 1 {
bs.Set(i*n.BitQuantum + j)
} else {
bs.Clear(i*n.BitQuantum + j)
}
}
}
return bs
}
func (n *MemPrefixNode) Children() ([]PrefixNode, error) {
var result []PrefixNode
for _, child := range n.children {
result = append(result, child)
}
return result, nil
}
func (n *MemPrefixNode) Elements() ([]*cf.Zp, error) {
if n.IsLeaf() {
return n.elements, nil
}
var result []*cf.Zp
for _, child := range n.children {
elements, err := child.Elements()
if err != nil {
return nil, err
}
result = append(result, elements...)
}
return result, nil
}
func (n *MemPrefixNode) Size() int { return n.numElements }
func (n *MemPrefixNode) SValues() []*cf.Zp { return n.svalues }
func (n *MemPrefixNode) init(t *MemPrefixTree) {
n.MemPrefixTree = t
n.svalues = make([]*cf.Zp, t.NumSamples())
for i := 0; i < len(n.svalues); i++ {
n.svalues[i] = cf.Zi(cf.P_SKS, 1)
}
}
func (n *MemPrefixNode) IsLeaf() bool {
return len(n.children) == 0
}
func (n *MemPrefixNode) insert(z *cf.Zp, marray []*cf.Zp, bs *cf.Bitstring, depth int) error {
n.updateSvalues(z, marray)
n.numElements++
if n.IsLeaf() {
if len(n.elements) > n.SplitThreshold() {
err := n.split(depth)
if err != nil {
return err
}
} else {
for _, nz := range n.elements {
if nz.Cmp(z) == 0 {
return fmt.Errorf("duplicate: %q", z.String())
}
}
n.elements = append(n.elements, z)
return nil
}
}
childIndex := NextChild(n, bs, depth)
children, err := n.Children()
if err != nil {
return err
}
child := children[childIndex].(*MemPrefixNode)
return child.insert(z, marray, bs, depth+1)
}
func (n *MemPrefixNode) split(depth int) error {
// Create child nodes
numChildren := 1 << uint(n.BitQuantum)
for i := 0; i < numChildren; i++ {
child := &MemPrefixNode{parent: n}
child.key = i
child.init(n.MemPrefixTree)
n.children = append(n.children, child)
}
// Move elements into child nodes
for _, element := range n.elements {
bs := cf.NewZpBitstring(element)
childIndex := NextChild(n, bs, depth)
child := n.children[childIndex]
marray, err := AddElementArray(n.MemPrefixTree, element)
if err != nil {
return err
}
err = child.insert(element, marray, bs, depth+1)
if err != nil {
return err
}
}
n.elements = nil
return nil
}
func NextChild(n PrefixNode, bs *cf.Bitstring, depth int) int {
if n.IsLeaf() {
panic("Cannot dereference child of leaf node")
}
childIndex := 0
nbq := n.Config().BitQuantum
for i := 0; i < nbq; i++ {
mask := 1 << uint(i)
if bs.Get(depth*nbq+i) == 1 {
childIndex |= mask
}
}
return childIndex
}
func (n *MemPrefixNode) updateSvalues(z *cf.Zp, marray []*cf.Zp) {
if len(marray) != len(n.points) {
panic("Inconsistent NumSamples size")
}
for i := 0; i < len(marray); i++ {
n.svalues[i] = cf.Z(z.P).Mul(n.svalues[i], marray[i])
}
}
func (n *MemPrefixNode) remove(z *cf.Zp, marray []*cf.Zp, bs *cf.Bitstring, depth int) error {
n.updateSvalues(z, marray)
n.numElements--
if !n.IsLeaf() {
if n.numElements <= n.JoinThreshold() {
n.join()
} else {
childIndex := NextChild(n, bs, depth)
children, err := n.Children()
if err != nil {
return err
}
child := children[childIndex].(*MemPrefixNode)
return child.remove(z, marray, bs, depth+1)
}
}
n.elements = withRemoved(n.elements, z)
return nil
}
func (n *MemPrefixNode) join() {
var childNode *MemPrefixNode
for len(n.children) > 0 {
childNode, n.children = n.children[0], n.children[1:]
n.elements = append(n.elements, childNode.elements...)
n.children = append(n.children, childNode.children...)
childNode.children = nil
}
n.children = nil
}
func withRemoved(elements []*cf.Zp, z *cf.Zp) (result []*cf.Zp) {
var has bool
for _, element := range elements {
if element.Cmp(z) != 0 {
result = append(result, element)
} else {
has = true
}
}
if !has {
panic("Remove non-existent element from node")
}
return
}