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#include "pch.h" // use stdafx.h in Visual Studio 2017 and earlier
#include "KDtree.h"
9 months ago
KDtree kdtree;
bool cmp0(const point &a, const point &b)
{
return a.x[0] < b.x[0];
}
bool cmp1(const point &a, const point &b)
{
return a.x[1] < b.x[1];
}
bool cmp2(const point &a, const point &b)
{
return a.x[2] < b.x[2];
}
point::point()
{
x[0] = x[1] = x[2] = 0;
id = 0;
}
bool node::operator<(node b) const
{
return dis < b.dis || (dis == b.dis && id < b.id);
}
node::node()
{
dis = 0;
id = 0;
}
node::node(int id1, double dis1)
{
dis = dis1;
id = id1;
}
tree::tree()
{
ls = rs = id = 0;
}
KDtree::KDtree()
{
X = Y = Z = 0;
n = tot = root = 0;
}
double KDtree::dis(tree &x)
{
double P = (x.p.x[0] - X) * (x.p.x[0] - X);
double Q = (x.p.x[1] - Y) * (x.p.x[1] - Y);
double O = (x.p.x[2] - Z) * (x.p.x[2] - Z);
return P + Q + O;
}
double KDtree::mndis(tree &x)
{
double P = (x.mn[0] - X) * (x.mn[0] - X);
double M = (x.mx[0] - X) * (x.mx[0] - X);
if (X >= x.mn[0] && X <= x.mx[0])
P = M = 0;
double Q = (x.mn[1] - Y) * (x.mn[1] - Y);
double N = (x.mx[1] - Y) * (x.mx[1] - Y);
if (Y >= x.mn[1] && Y <= x.mx[1])
Q = N = 0;
double O = (x.mn[2] - Z) * (x.mn[2] - Z);
double U = (x.mx[2] - Z) * (x.mx[2] - Z);
if (Z >= x.mn[2] && Z <= x.mx[2])
O = U = 0;
return min(P, M) + min(Q, N) + min(O, U);
}
void KDtree::update(int x)
{
if (!x)
return;
int l = t[x].ls, r = t[x].rs;
if (l)
t[x].mn[0] = min(t[x].mn[0], t[l].mn[0]),
t[x].mn[1] = min(t[x].mn[1], t[l].mn[1]),
t[x].mn[2] = min(t[x].mn[2], t[l].mn[2]),
t[x].mx[0] = max(t[x].mx[0], t[l].mx[0]),
t[x].mx[1] = max(t[x].mx[1], t[l].mx[1]),
t[x].mx[2] = max(t[x].mx[2], t[l].mx[2]);
if (r)
t[x].mn[0] = min(t[x].mn[0], t[r].mn[0]),
t[x].mn[1] = min(t[x].mn[1], t[r].mn[1]),
t[x].mn[2] = min(t[x].mn[2], t[r].mn[2]),
t[x].mx[0] = max(t[x].mx[0], t[r].mx[0]),
t[x].mx[1] = max(t[x].mx[1], t[r].mx[1]),
t[x].mx[2] = max(t[x].mx[2], t[r].mx[2]);
}
void KDtree::query(int x)
{
if (!x)
return;
double res = dis(t[x]);
if (res < q.top().dis || (res == q.top().dis && t[x].id < q.top().id))
q.pop(), q.push(node(t[x].id, res));
int l = t[x].ls, r = t[x].rs;
double ld = 0, rd = 0;
if (l)
ld = mndis(t[l]);
if (r)
rd = mndis(t[r]);
// cout<<x<<" "<<ld<<" "<<rd<<" "<<res<<" "<<q.top().id<<" "<<q.top().dis<<endl;
if (ld < rd)
{
if (ld <= q.top().dis)
query(l);
if (rd <= q.top().dis)
query(r);
}
else
{
if (rd <= q.top().dis)
query(r);
if (ld <= q.top().dis)
query(l);
}
}
void KDtree::queryd(int x, double d)
{
if (!x)
return;
double res = dis(t[x]);
// cout<<t[x].p.id<<" "<<res<<endl;
if (res <= d * d)
vec.push_back(t[x].p.id);
int l = t[x].ls, r = t[x].rs;
double ld = 0, rd = 0;
if (l)
ld = mndis(t[l]);
if (r)
rd = mndis(t[r]);
// cout<<x<<" "<<ld<<" "<<rd<<" "<<res<<" "<<q.top().id<<" "<<q.top().dis<<endl;
if (ld < rd)
{
if (ld <= d * d)
queryd(l, d);
if (rd <= d * d)
queryd(r, d);
}
else
{
if (rd <= d * d)
queryd(r, d);
if (ld <= d * d)
queryd(l, d);
}
}
void KDtree::add(P &s)
{
n++;
p[n].x[0] = s.x;
p[n].x[1] = s.y;
p[n].x[2] = s.z;
p[n].id = n;
}
void KDtree::build(int &x, int l, int r, int k)
{
if (l > r)
return;
x = ++tot;
int mid = (l + r) >> 1;
// cout<<"stage1 "<<x<<endl;
if (k == 0)
nth_element(p + l, p + mid, p + r + 1, cmp0);
else if (k == 1)
nth_element(p + l, p + mid, p + r + 1, cmp1);
else if (k == 2)
nth_element(p + l, p + mid, p + r + 1, cmp2);
// cout<<"stage2"<<endl;
t[x].p = p[mid];
t[x].id = t[x].p.id;
t[x].mn[0] = t[x].mx[0] = t[x].p.x[0];
t[x].mn[1] = t[x].mx[1] = t[x].p.x[1];
t[x].mn[2] = t[x].mx[2] = t[x].p.x[2];
build(t[x].ls, l, mid - 1, (k + 1) % 3);
build(t[x].rs, mid + 1, r, (k + 1) % 3);
// cout<<"stage3"<<endl;
update(x);
// cout<<x<<" "<<t[x].ls<<" "<<t[x].rs<<" "<<t[x].mx[0]<<" "<<t[x].mx[1]<<" "<<t[x].mx[2]<<endl;
}
void KDtree::build()
{
cout << root << " " << n << endl;
build(root, 1, n, 0);
}
9 months ago
// 返回离s最近的k个点的编号
vector<int> KDtree::search_by_k(P &s, int k)
{
X = s.x;
Y = s.y;
Z = s.z;
while (q.size())
q.pop();
for (int j = 1; j <= k; j++)
q.push(node(0, 1e9));
query(root);
vector<int> veck;
while (q.size())
{
if (q.top().id != 0)
veck.push_back(q.top().id);
q.pop();
}
return veck;
}
// 返回距离s点d以内的所有点的编号
vector<int> KDtree::search_by_dis(P &s, double d)
{
X = s.x;
Y = s.y;
Z = s.z;
vec.clear();
queryd(root, d);
return vec;
}