add test...

1 files changed, 190 insertions, 0 deletions

diff --git a/meowpp.test/src/KD_Tree.cpp b/meowpp.test/src/KD_Tree.cpp
new file mode 100644
index 0000000..8d4232e
--- /dev/null
+++ b/meowpp.test/src/KD_Tree.cpp
@@ -0,0 +1,190 @@
+#include "meowpp/dsa/KD_Tree.h"
+#include "meowpp/utility.h"
+
+#include "dsa.h"
+
+#include <vector>
+
+#include <cmath>
+#include <cstdlib>
+#include <algorithm>
+#include <ctime>
+#include <queue>
+
+static int N = 10000;
+static int D = 5;
+
+static double dist2(std::vector<double> const& v1, std::vector<double> const& v2){
+  double ret = 0;
+  for(int i = 0; i < D; i++){
+    ret += meow::squ(v1[i] - v2[i]);
+  }
+  return ret;
+}
+
+static std::vector< std::vector<double> > data;
+static std::vector<             double  > dist;
+static std::vector<             int     > order;
+
+
+struct Answer{
+  double dist;
+  int    id;
+  Answer(double _dist, int _id): dist(_dist), id(_id){ }
+  bool operator<(Answer const& b) const{
+    if(dist != b.dist) return (dist < b.dist);
+    return (id < b.id);
+  }
+};
+
+
+static void find(std::vector<double> const& v, int k){
+  std::priority_queue<Answer> qu;
+  for(int i = 0; i < k; i++){
+    qu.push(Answer(dist2(v, data[i]), i));
+  }
+  for(int i = k; i < N; i++){
+    qu.push(Answer(dist2(v, data[i]), i));
+    qu.pop();
+  }
+  order.resize(k);
+  for(int i = qu.size() - 1; i >= 0; i--){
+    order[i] = qu.top().id;
+    qu.pop();
+  }
+}
+
+static std::vector<double> v;
+
+/*
+static bool sf(const int& a, const int& b){
+  if(dist[a] != dist[b])
+    return (dist[a] < dist[b]);
+  return (a < b);
+}
+
+static void show(std::vector<double> const& ask, std::vector<int> kd, std::vector<int> me, int k){
+  if(N <= 30 && D <= 3){
+    printf("\nData:\n");
+    for(int i = 0; i < N; i++){
+      printf("  %2d) <", i);
+      for(int j = 0; j < D; j++){
+        printf("%.7f", data[i][j]);
+        if(j < D - 1) printf(", ");
+        else          printf(">");
+      }
+      printf("\n");
+    }
+    printf("Ask  <");
+    for(int j = 0; j < D; j++){
+      printf("%.7f", ask[j]);
+      if(j < D - 1) printf(", ");
+      else          printf(">");
+    }
+    printf("\n");
+    printf("MyAnswer: ");
+    for(int i = 0; i < k; i++) printf("%d ", me[i]);
+    printf("\n");
+    printf("KdAnswer: ");
+    for(int i = 0; i < k; i++) printf("%d ", kd[i]);
+    printf("\n");
+    order.resize(N);
+    dist .resize(N);
+    for(int i = 0; i < N; i++){
+      dist [i] = dist2(ask, data[i]);
+      order[i] = i;
+    }
+    std::sort(order.begin(), order.end(), sf);
+    printf("Sorted:\n");
+    for(int i = 0; i < N; i++){
+      printf("  %2d) <", order[i]);
+      for(int j = 0; j < D; j++){
+        printf("%.7f", data[order[i]][j]);
+        if(j < D - 1) printf(", ");
+        else          printf(">");
+      }
+      printf(" ((%.7f))", dist[order[i]]);
+      printf("\n");
+    }
+  }
+}
+// */
+
+struct Node{
+  std::vector<double> v;
+  int id;
+  double& operator[](size_t d)       { return v[d]; }
+  double  operator[](size_t d) const { return v[d]; }
+  bool operator<(Node const& n) const{ return (id < n.id); }
+};
+
+TEST(KD_Tree, "It is very slow"){
+  
+  int t0, t1, t2;
+  
+  meow::KD_Tree<Node, double> tree(D);
+  
+  meow::messagePrintf(1, "Create data (N = %d, D = %d)", N, D);
+  data.resize(N);
+  for(int i = 0; i < N; i++){
+    data[i].resize(D);
+    Node nd;
+    nd.v.resize(D);
+    nd.id = i;
+    for(int j = 0; j < D; j++){
+      data[i][j] = 12345.0 * (1.0 * rand() / RAND_MAX - 0.3);
+      nd[j] = data[i][j];
+    }
+    tree.insert(nd);
+  }
+  meow::messagePrintf(-1, "ok");
+  meow::messagePrintf(1, "build");
+  t0 = clock();
+  tree.build();
+  meow::messagePrintf(-1, "ok, %.3f seconds", (clock() - t0) * 1.0 / CLOCKS_PER_SEC);
+  
+  meow::messagePrintf(1, "query...");
+  v.resize(D);
+  meow::KD_Tree<Node, double>::Vectors ret;
+  for(int k = 1; k <= std::min(100, N); k++){
+    meow::messagePrintf(1, "range k = %d", k);
+    t1 = t2 = 0;
+    for(int i = 0; i < 10; i++){
+      Node nd;
+      nd.v.resize(D);
+      for(int d = 0; d < D; d++){
+        v[d] = 12345.0 * (1.0 * rand() / RAND_MAX - 0.3);
+        nd[d] = v[d];
+      }
+      t0 = clock();
+      tree.build();
+      ret = tree.query(nd, k, true);
+      t1 += clock() - t0;
+      
+      t0 = clock();
+      find(v, k);
+      t2 += clock() - t0;
+      if((int)ret.size() != (int)std::min(k, N)){
+        meow::messagePrintf(-1, "(%d)query fail, size error", i);
+        meow::messagePrintf(-1, "fail");
+        return false;
+      }
+      for(int kk = 1; kk <= k; kk++){
+        if(order[kk - 1] != ret[kk - 1].id){
+          //show(v, ret, order, k);
+          meow::messagePrintf(-1, "(%d)query fail", i);
+          meow::messagePrintf(-1, "fail");
+          return false;
+        }
+      }
+    }
+    meow::messagePrintf(-1, "ok %.3f/%.3f",
+                        t1 * 1.0 / CLOCKS_PER_SEC,
+                        t2 * 1.0 / CLOCKS_PER_SEC
+                        );
+  }
+  meow::messagePrintf(-1, "ok");
+  
+  
+  return true;
+}