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===================================
list of clusters
bucketSize=400,maxLeavesToVisit=500
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.999 -> [0.999 1]
PrecisionOfApprox: 1 -> [1 1]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1 -> [1 1]
NumCloser: 0 -> [0 0]
------------------------------------
QueryTime: 18.2 -> [17.81 18.6]
DistComp: 11340.3 -> [11283 11397.5]
------------------------------------
ImprEfficiency: 1.07 -> [1.05 1.08]
ImprDistComp: 1.02 -> [1.02 1.03]
------------------------------------
Memory Usage: 67.62 MB
------------------------------------
===================================
list of clusters
bucketSize=400,maxLeavesToVisit=429
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.999 -> [0.999 1]
PrecisionOfApprox: 1 -> [1 1]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1 -> [1 1]
NumCloser: 0 -> [0 0]
------------------------------------
QueryTime: 18.2 -> [17.81 18.59]
DistComp: 11340.3 -> [11283 11397.5]
------------------------------------
ImprEfficiency: 1.07 -> [1.05 1.08]
ImprDistComp: 1.02 -> [1.02 1.03]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
list of clusters
bucketSize=400,maxLeavesToVisit=358
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.999 -> [0.999 1]
PrecisionOfApprox: 1 -> [1 1]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1 -> [1 1]
NumCloser: 0 -> [0 0]
------------------------------------
QueryTime: 18.2 -> [17.81 18.6]
DistComp: 11340.3 -> [11283 11397.5]
------------------------------------
ImprEfficiency: 1.07 -> [1.05 1.08]
ImprDistComp: 1.02 -> [1.02 1.03]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
list of clusters
bucketSize=400,maxLeavesToVisit=287
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.999 -> [0.999 1]
PrecisionOfApprox: 1 -> [1 1]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1 -> [1 1]
NumCloser: 0 -> [0 0]
------------------------------------
QueryTime: 18.2 -> [17.81 18.6]
DistComp: 11340.3 -> [11283 11397.5]
------------------------------------
ImprEfficiency: 1.07 -> [1.05 1.08]
ImprDistComp: 1.02 -> [1.02 1.03]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
list of clusters
bucketSize=400,maxLeavesToVisit=216
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.999 -> [0.999 1]
PrecisionOfApprox: 1 -> [1 1]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1 -> [1 1]
NumCloser: 0 -> [0 0]
------------------------------------
QueryTime: 18.2 -> [17.81 18.6]
DistComp: 11340.3 -> [11283 11397.5]
------------------------------------
ImprEfficiency: 1.07 -> [1.05 1.08]
ImprDistComp: 1.02 -> [1.02 1.03]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
list of clusters
bucketSize=400,maxLeavesToVisit=145
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.999 -> [0.999 1]
PrecisionOfApprox: 1 -> [1 1]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1 -> [1 1]
NumCloser: 0 -> [0 0]
------------------------------------
QueryTime: 18.2 -> [17.81 18.6]
DistComp: 11340.3 -> [11283 11397.5]
------------------------------------
ImprEfficiency: 1.07 -> [1.05 1.08]
ImprDistComp: 1.02 -> [1.02 1.03]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (vptree)
numPivot=128,dbScanFrac=0.2,alphaLeft=3,alphaRight=3
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.853 -> [0.839 0.868]
PrecisionOfApprox: 0.883 -> [0.872 0.895]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.17 -> [1.15 1.18]
NumCloser: 0.23 -> [0.23 0.23]
------------------------------------
QueryTime: 6.84 -> [6.74 6.95]
DistComp: 2428 -> [2428 2428]
------------------------------------
ImprEfficiency: 2.84 -> [2.83 2.84]
ImprDistComp: 4.74 -> [4.74 4.74]
------------------------------------
Memory Usage: 55.53 MB
------------------------------------
===================================
permutation (vptree)
numPivot=128,dbScanFrac=0.166666666666667,alphaLeft=3,alphaRight=3
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.832 -> [0.817 0.847]
PrecisionOfApprox: 0.865 -> [0.853 0.876]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.2 -> [1.18 1.22]
NumCloser: 0.27 -> [0.27 0.27]
------------------------------------
QueryTime: 5.87 -> [5.78 5.96]
DistComp: 2044 -> [2044 2044]
------------------------------------
ImprEfficiency: 3.3 -> [3.3 3.31]
ImprDistComp: 5.63 -> [5.63 5.63]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (vptree)
numPivot=128,dbScanFrac=0.133333333333333,alphaLeft=3,alphaRight=3
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.804 -> [0.789 0.819]
PrecisionOfApprox: 0.84 -> [0.829 0.852]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.25 -> [1.22 1.27]
NumCloser: 0.35 -> [0.34 0.35]
------------------------------------
QueryTime: 4.89 -> [4.81 4.96]
DistComp: 1661 -> [1661 1661]
------------------------------------
ImprEfficiency: 3.97 -> [3.96 3.98]
ImprDistComp: 6.92 -> [6.92 6.92]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (vptree)
numPivot=128,dbScanFrac=0.1,alphaLeft=3,alphaRight=3
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.767 -> [0.752 0.783]
PrecisionOfApprox: 0.81 -> [0.797 0.824]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.31 -> [1.28 1.34]
NumCloser: 0.42 -> [0.39 0.45]
------------------------------------
QueryTime: 3.87 -> [3.81 3.93]
DistComp: 1278 -> [1278 1278]
------------------------------------
ImprEfficiency: 5.01 -> [5 5.03]
ImprDistComp: 9 -> [9 9]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (vptree)
numPivot=128,dbScanFrac=0.0666666666666667,alphaLeft=3,alphaRight=3
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.712 -> [0.698 0.725]
PrecisionOfApprox: 0.762 -> [0.75 0.774]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.42 -> [1.4 1.45]
NumCloser: 0.59 -> [0.59 0.59]
------------------------------------
QueryTime: 2.81 -> [2.77 2.85]
DistComp: 894 -> [894 894]
------------------------------------
ImprEfficiency: 6.91 -> [6.88 6.94]
ImprDistComp: 12.86 -> [12.86 12.86]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (vptree)
numPivot=128,dbScanFrac=0.0333333333333333,alphaLeft=3,alphaRight=3
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.621 -> [0.608 0.633]
PrecisionOfApprox: 0.681 -> [0.67 0.693]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.68 -> [1.64 1.71]
NumCloser: 1.01 -> [0.96 1.06]
------------------------------------
QueryTime: 1.69 -> [1.67 1.72]
DistComp: 511 -> [511 511]
------------------------------------
ImprEfficiency: 11.46 -> [11.43 11.5]
ImprDistComp: 22.5 -> [22.5 22.5]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (incr. sorting)
numPivot=128,dbScanFrac=0.2
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.863 -> [0.858 0.867]
PrecisionOfApprox: 0.891 -> [0.889 0.894]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.15 -> [1.15 1.16]
NumCloser: 0.18 -> [0.18 0.19]
------------------------------------
QueryTime: 6.46 -> [6.36 6.57]
DistComp: 2428 -> [2428 2428]
------------------------------------
ImprEfficiency: 3 -> [2.99 3.02]
ImprDistComp: 4.74 -> [4.74 4.74]
------------------------------------
Memory Usage: 48.01 MB
------------------------------------
===================================
permutation (incr. sorting)
numPivot=128,dbScanFrac=0.166666666666667
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.841 -> [0.836 0.846]
PrecisionOfApprox: 0.874 -> [0.871 0.877]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.18 -> [1.18 1.19]
NumCloser: 0.22 -> [0.2 0.24]
------------------------------------
QueryTime: 5.6 -> [5.51 5.69]
DistComp: 2044 -> [2044 2044]
------------------------------------
ImprEfficiency: 3.46 -> [3.44 3.48]
ImprDistComp: 5.63 -> [5.63 5.63]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (incr. sorting)
numPivot=128,dbScanFrac=0.133333333333333
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.814 -> [0.811 0.817]
PrecisionOfApprox: 0.852 -> [0.85 0.855]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.22 -> [1.22 1.23]
NumCloser: 0.27 -> [0.25 0.3]
------------------------------------
QueryTime: 4.72 -> [4.65 4.8]
DistComp: 1661 -> [1661 1661]
------------------------------------
ImprEfficiency: 4.11 -> [4.08 4.13]
ImprDistComp: 6.92 -> [6.92 6.92]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (incr. sorting)
numPivot=128,dbScanFrac=0.1
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.778 -> [0.773 0.782]
PrecisionOfApprox: 0.821 -> [0.818 0.825]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.29 -> [1.28 1.29]
NumCloser: 0.38 -> [0.34 0.41]
------------------------------------
QueryTime: 3.82 -> [3.76 3.88]
DistComp: 1278 -> [1278 1278]
------------------------------------
ImprEfficiency: 5.08 -> [5.05 5.11]
ImprDistComp: 9 -> [9 9]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (incr. sorting)
numPivot=128,dbScanFrac=0.0666666666666667
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.724 -> [0.721 0.728]
PrecisionOfApprox: 0.775 -> [0.772 0.779]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.39 -> [1.38 1.4]
NumCloser: 0.53 -> [0.5 0.57]
------------------------------------
QueryTime: 2.86 -> [2.82 2.9]
DistComp: 894 -> [894 894]
------------------------------------
ImprEfficiency: 6.78 -> [6.74 6.83]
ImprDistComp: 12.86 -> [12.86 12.86]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (incr. sorting)
numPivot=128,dbScanFrac=0.0333333333333333
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.634 -> [0.631 0.636]
PrecisionOfApprox: 0.693 -> [0.693 0.694]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.63 -> [1.63 1.63]
NumCloser: 0.89 -> [0.87 0.92]
------------------------------------
QueryTime: 1.8 -> [1.78 1.83]
DistComp: 511 -> [511 511]
------------------------------------
ImprEfficiency: 10.75 -> [10.65 10.85]
ImprDistComp: 22.5 -> [22.5 22.5]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
small_world_rand
NN=15,initIndexAttempts=4,initSearchAttempts=23,indexThreadQty=4
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.991 -> [0.99 0.992]
PrecisionOfApprox: 0.993 -> [0.992 0.994]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.01 -> [1.01 1.01]
NumCloser: 0.01 -> [0 0.01]
------------------------------------
QueryTime: 19.96 -> [19.68 20.25]
DistComp: 7390.89 -> [7372.24 7409.53]
------------------------------------
ImprEfficiency: 0.97 -> [0.97 0.97]
ImprDistComp: 1.56 -> [1.56 1.56]
------------------------------------
Memory Usage: 189.2 MB
------------------------------------
===================================
small_world_rand
NN=15,initIndexAttempts=4,initSearchAttempts=19,indexThreadQty=4
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.989 -> [0.989 0.989]
PrecisionOfApprox: 0.992 -> [0.992 0.992]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.01 -> [1.01 1.01]
NumCloser: 0.01 -> [0 0.01]
------------------------------------
QueryTime: 18.18 -> [17.91 18.44]
DistComp: 6720.04 -> [6700.67 6739.4]
------------------------------------
ImprEfficiency: 1.07 -> [1.06 1.07]
ImprDistComp: 1.71 -> [1.71 1.72]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
small_world_rand
NN=15,initIndexAttempts=4,initSearchAttempts=15,indexThreadQty=4
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.987 -> [0.986 0.987]
PrecisionOfApprox: 0.99 -> [0.99 0.991]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.01 -> [1.01 1.02]
NumCloser: 0.01 -> [0 0.01]
------------------------------------
QueryTime: 15.9 -> [15.66 16.13]
DistComp: 5858.51 -> [5838.7 5878.33]
------------------------------------
ImprEfficiency: 1.22 -> [1.22 1.22]
ImprDistComp: 1.96 -> [1.96 1.97]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
small_world_rand
NN=15,initIndexAttempts=4,initSearchAttempts=11,indexThreadQty=4
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.984 -> [0.983 0.985]
PrecisionOfApprox: 0.988 -> [0.987 0.989]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.02 -> [1.02 1.02]
NumCloser: 0.01 -> [0.01 0.02]
------------------------------------
QueryTime: 13.16 -> [12.95 13.36]
DistComp: 4825.85 -> [4805.05 4846.65]
------------------------------------
ImprEfficiency: 1.47 -> [1.47 1.48]
ImprDistComp: 2.38 -> [2.38 2.39]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
small_world_rand
NN=15,initIndexAttempts=4,initSearchAttempts=7,indexThreadQty=4
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.977 -> [0.976 0.978]
PrecisionOfApprox: 0.982 -> [0.982 0.983]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.02 -> [1.02 1.02]
NumCloser: 0.02 -> [0.02 0.03]
------------------------------------
QueryTime: 9.43 -> [9.27 9.59]
DistComp: 3473.18 -> [3454.01 3492.35]
------------------------------------
ImprEfficiency: 2.06 -> [2.06 2.06]
ImprDistComp: 3.31 -> [3.31 3.32]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
small_world_rand
NN=15,initIndexAttempts=4,initSearchAttempts=3,indexThreadQty=4
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.954 -> [0.953 0.954]
PrecisionOfApprox: 0.964 -> [0.963 0.964]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.05 -> [1.05 1.05]
NumCloser: 0.07 -> [0.06 0.07]
------------------------------------
QueryTime: 4.62 -> [4.53 4.71]
DistComp: 1699.36 -> [1683.75 1714.97]
------------------------------------
ImprEfficiency: 4.2 -> [4.18 4.21]
ImprDistComp: 6.77 -> [6.77 6.79]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (inverted index over neighboring pivots)
numPivot=1024,numPrefix=18,useSort=0,invProcAlg=scan,minTimes=1,indexThreadQty=4,chunkIndexSize=32768
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.972 -> [0.971 0.973]
PrecisionOfApprox: 0.978 -> [0.977 0.979]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.03 -> [1.02 1.03]
NumCloser: 0.03 -> [0.03 0.04]
------------------------------------
QueryTime: 8.18 -> [7.97 8.39]
DistComp: 4208.77 -> [4161.03 4256.5]
------------------------------------
ImprEfficiency: 2.37 -> [2.37 2.37]
ImprDistComp: 2.73 -> [2.73 2.75]
------------------------------------
Memory Usage: 45.45 MB
------------------------------------
===================================
permutation (inverted index over neighboring pivots)
numPivot=1024,numPrefix=18,useSort=0,invProcAlg=scan,minTimes=2,indexThreadQty=4,chunkIndexSize=32768
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.928 -> [0.927 0.929]
PrecisionOfApprox: 0.944 -> [0.942 0.945]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.07 -> [1.07 1.08]
NumCloser: 0.12 -> [0.11 0.12]
------------------------------------
QueryTime: 4.73 -> [4.6 4.86]
DistComp: 2365.43 -> [2341.15 2389.7]
------------------------------------
ImprEfficiency: 4.09 -> [4.07 4.12]
ImprDistComp: 4.86 -> [4.86 4.89]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (inverted index over neighboring pivots)
numPivot=1024,numPrefix=18,useSort=0,invProcAlg=scan,minTimes=3,indexThreadQty=4,chunkIndexSize=32768
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.873 -> [0.872 0.873]
PrecisionOfApprox: 0.898 -> [0.897 0.899]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.15 -> [1.15 1.15]
NumCloser: 0.22 -> [0.21 0.24]
------------------------------------
QueryTime: 3.32 -> [3.24 3.41]
DistComp: 1723.94 -> [1711.78 1736.11]
------------------------------------
ImprEfficiency: 5.83 -> [5.78 5.87]
ImprDistComp: 6.67 -> [6.67 6.7]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (inverted index over neighboring pivots)
numPivot=1024,numPrefix=18,useSort=0,invProcAlg=scan,minTimes=4,indexThreadQty=4,chunkIndexSize=32768
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.813 -> [0.812 0.814]
PrecisionOfApprox: 0.846 -> [0.845 0.848]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.26 -> [1.26 1.27]
NumCloser: 0.62 -> [0.44 0.8]
------------------------------------
QueryTime: 2.65 -> [2.59 2.72]
DistComp: 1444.45 -> [1436.84 1452.06]
------------------------------------
ImprEfficiency: 7.3 -> [7.22 7.38]
ImprDistComp: 7.96 -> [7.96 7.97]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (inverted index over neighboring pivots)
numPivot=1024,numPrefix=18,useSort=0,invProcAlg=scan,minTimes=5,indexThreadQty=4,chunkIndexSize=32768
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.748 -> [0.748 0.749]
PrecisionOfApprox: 0.788 -> [0.788 0.788]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.45 -> [1.44 1.45]
NumCloser: 2.07 -> [1.4 2.74]
------------------------------------
QueryTime: 2.3 -> [2.25 2.35]
DistComp: 1300.34 -> [1294.21 1306.46]
------------------------------------
ImprEfficiency: 8.42 -> [8.29 8.54]
ImprDistComp: 8.84 -> [8.84 8.85]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------
===================================
permutation (inverted index over neighboring pivots)
numPivot=1024,numPrefix=18,useSort=0,invProcAlg=scan,minTimes=6,indexThreadQty=4,chunkIndexSize=32768
===================================
# of points: 11500
# of queries: 1000
------------------------------------
Recall: 0.683 -> [0.68 0.686]
PrecisionOfApprox: 0.728 -> [0.726 0.729]
ClassAccuracy: 0 -> [0 0]
RelPosError: 1.72 -> [1.71 1.73]
NumCloser: 10.79 -> [6.34 15.24]
------------------------------------
QueryTime: 2.1 -> [2.05 2.15]
DistComp: 1215.79 -> [1210.34 1221.23]
------------------------------------
ImprEfficiency: 9.23 -> [9.08 9.38]
ImprDistComp: 9.46 -> [9.46 9.47]
------------------------------------
Memory Usage: 45.19 MB
------------------------------------