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===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.893783 -> [0.885254 0.902313]
RelPosError: 1.19 -> [1.17 1.21]
NumCloser: 1.16 -> [0.82 1.51]
------------------------------------
QueryTime: 0.36 -> [0.35 0.37]
DistComp: 1140.65 -> [1074.37 1206.93]
------------------------------------
ImprEfficiency: 78.35 -> [77.43 79.26]
ImprDistComp: 436.09 -> [436.09 447.14]
------------------------------------
Memory Usage: 810.25 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.73672 -> [0.72458 0.74886]
RelPosError: 1.5 -> [1.46 1.53]
NumCloser: 2.01 -> [1.7 2.31]
------------------------------------
QueryTime: 12.8 -> [12.76 12.84]
DistComp: 9996 -> [9996 9996]
------------------------------------
ImprEfficiency: 2.19 -> [2.12 2.25]
ImprDistComp: 49.92 -> [49.92 49.92]
------------------------------------
Memory Usage: 255.86 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.771038 -> [0.759441 0.782635]
RelPosError: 1.36 -> [1.34 1.39]
NumCloser: 1.07 -> [0.92 1.22]
------------------------------------
QueryTime: 8.84 -> [8.55 9.12]
DistComp: 151509 -> [146680 156338]
------------------------------------
ImprEfficiency: 3.2 -> [3.1 3.3]
ImprDistComp: 3.31 -> [3.31 3.41]
------------------------------------
Memory Usage: 351.4 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.967094 -> [0.962151 0.972038]
RelPosError: 1.03 -> [1.02 1.03]
NumCloser: 0.04 -> [0.03 0.05]
------------------------------------
QueryTime: 5.36 -> [5.23 5.49]
DistComp: 71008.9 -> [69270 72747.8]
------------------------------------
ImprEfficiency: 5.26 -> [5.18 5.35]
ImprDistComp: 7.03 -> [7.03 7.15]
------------------------------------
Memory Usage: 364.47 MB
------------------------------------
===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.684645 -> [0.671777 0.697513]
RelPosError: 3.4 -> [3.19 3.63]
NumCloser: 208.89 -> [184.85 232.92]
------------------------------------
QueryTime: 0.29 -> [0.28 0.29]
DistComp: 641.65 -> [600.97 682.33]
------------------------------------
ImprEfficiency: 100.07 -> [97.76 102.39]
ImprDistComp: 766.1 -> [766.1 799.59]
------------------------------------
Memory Usage: 811.51 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.727944 -> [0.715695 0.740192]
RelPosError: 1.55 -> [1.51 1.59]
NumCloser: 2.95 -> [2.47 3.43]
------------------------------------
QueryTime: 12.38 -> [12.33 12.42]
DistComp: 8887 -> [8887 8887]
------------------------------------
ImprEfficiency: 2.34 -> [2.25 2.43]
ImprDistComp: 56.15 -> [56.15 56.15]
------------------------------------
Memory Usage: 255.84 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.723426 -> [0.711088 0.735765]
RelPosError: 1.54 -> [1.5 1.57]
NumCloser: 2.22 -> [1.87 2.57]
------------------------------------
QueryTime: 3.5 -> [3.34 3.67]
DistComp: 59577.9 -> [56783 62372.9]
------------------------------------
ImprEfficiency: 7.91 -> [6.77 9.06]
ImprDistComp: 7.99 -> [7.99 9.17]
------------------------------------
Memory Usage: 351.39 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.888857 -> [0.88015 0.897565]
RelPosError: 1.1 -> [1.09 1.11]
NumCloser: 0.15 -> [0.13 0.17]
------------------------------------
QueryTime: 1.93 -> [1.87 1.98]
DistComp: 24539.1 -> [23850.8 25227.5]
------------------------------------
ImprEfficiency: 15.03 -> [14.81 15.24]
ImprDistComp: 20.34 -> [20.34 20.64]
------------------------------------
Memory Usage: 355.49 MB
------------------------------------
===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.608874 -> [0.595356 0.622393]
RelPosError: 6.24 -> [5.77 6.76]
NumCloser: 416.35 -> [382.68 450.01]
------------------------------------
QueryTime: 0.28 -> [0.27 0.28]
DistComp: 573.06 -> [537.1 609.02]
------------------------------------
ImprEfficiency: 103.62 -> [100.21 107.03]
ImprDistComp: 863.93 -> [863.93 890.92]
------------------------------------
Memory Usage: 812.99 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.710337 -> [0.6978 0.722874]
RelPosError: 1.58 -> [1.54 1.62]
NumCloser: 2.37 -> [1.98 2.76]
------------------------------------
QueryTime: 11.95 -> [11.92 11.99]
DistComp: 7778 -> [7778 7778]
------------------------------------
ImprEfficiency: 2.37 -> [2.29 2.46]
ImprDistComp: 64.16 -> [64.16 64.16]
------------------------------------
Memory Usage: 255.86 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.663424 -> [0.650339 0.676509]
RelPosError: 1.72 -> [1.68 1.77]
NumCloser: 3.93 -> [3.3 4.55]
------------------------------------
QueryTime: 1.65 -> [1.56 1.74]
DistComp: 28201.5 -> [26712.9 29690]
------------------------------------
ImprEfficiency: 17.37 -> [15.65 19.09]
ImprDistComp: 17.64 -> [17.64 19.51]
------------------------------------
Memory Usage: 351.54 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.736148 -> [0.723937 0.74836]
RelPosError: 1.29 -> [1.27 1.31]
NumCloser: 0.5 -> [0.46 0.53]
------------------------------------
QueryTime: 1.01 -> [0.98 1.04]
DistComp: 12484.7 -> [12123.3 12846]
------------------------------------
ImprEfficiency: 28.51 -> [28.31 28.7]
ImprDistComp: 39.94 -> [39.94 40.23]
------------------------------------
Memory Usage: 355.42 MB
------------------------------------
===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.484354 -> [0.470512 0.498196]
RelPosError: 17.65 -> [16.08 19.37]
NumCloser: 754.66 -> [709.97 799.35]
------------------------------------
QueryTime: 0.26 -> [0.26 0.26]
DistComp: 465.29 -> [439.46 491.12]
------------------------------------
ImprEfficiency: 112.26 -> [108.89 115.63]
ImprDistComp: 1068.2 -> [1068.2 1090.45]
------------------------------------
Memory Usage: 812.24 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.658125 -> [0.645088 0.671161]
RelPosError: 1.75 -> [1.7 1.8]
NumCloser: 3.11 -> [2.54 3.68]
------------------------------------
QueryTime: 11.55 -> [11.51 11.59]
DistComp: 6669 -> [6669 6669]
------------------------------------
ImprEfficiency: 2.47 -> [2.38 2.55]
ImprDistComp: 74.82 -> [74.82 74.82]
------------------------------------
Memory Usage: 255.84 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.625794 -> [0.612516 0.639072]
RelPosError: 1.88 -> [1.82 1.94]
NumCloser: 5.24 -> [4.18 6.3]
------------------------------------
QueryTime: 1.12 -> [1.07 1.17]
DistComp: 19401.5 -> [18556.5 20246.5]
------------------------------------
ImprEfficiency: 23.53 -> [20.13 26.92]
ImprDistComp: 23.32 -> [23.32 26.77]
------------------------------------
Memory Usage: 351.41 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.621621 -> [0.608178 0.635063]
RelPosError: 1.51 -> [1.48 1.53]
NumCloser: 0.92 -> [0.86 0.98]
------------------------------------
QueryTime: 0.59 -> [0.57 0.61]
DistComp: 7120.68 -> [6904.1 7337.26]
------------------------------------
ImprEfficiency: 48.89 -> [47.92 49.86]
ImprDistComp: 69.97 -> [69.97 71.36]
------------------------------------
Memory Usage: 355.42 MB
------------------------------------
===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.36159 -> [0.348287 0.374893]
RelPosError: 59.4 -> [53.9 65.47]
NumCloser: 1146.51 -> [1095.91 1197.11]
------------------------------------
QueryTime: 0.26 -> [0.26 0.26]
DistComp: 352.78 -> [338.06 367.5]
------------------------------------
ImprEfficiency: 109.13 -> [107.24 111.03]
ImprDistComp: 1407.11 -> [1407.11 1423.27]
------------------------------------
Memory Usage: 829.53 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.666598 -> [0.65365 0.679546]
RelPosError: 1.78 -> [1.73 1.84]
NumCloser: 6.96 -> [5.74 8.19]
------------------------------------
QueryTime: 11.29 -> [11.25 11.33]
DistComp: 5560 -> [5560 5560]
------------------------------------
ImprEfficiency: 2.53 -> [2.42 2.63]
ImprDistComp: 89.75 -> [89.75 89.75]
------------------------------------
Memory Usage: 255.84 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.584402 -> [0.57081 0.597995]
RelPosError: 2.08 -> [2.01 2.15]
NumCloser: 7.54 -> [6.02 9.05]
------------------------------------
QueryTime: 0.95 -> [0.91 0.99]
DistComp: 16316.1 -> [15622.5 17009.7]
------------------------------------
ImprEfficiency: 28.26 -> [23.02 33.5]
ImprDistComp: 28.16 -> [28.16 33.63]
------------------------------------
Memory Usage: 351.56 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.525351 -> [0.511529 0.539173]
RelPosError: 1.8 -> [1.77 1.84]
NumCloser: 1.59 -> [1.49 1.69]
------------------------------------
QueryTime: 0.36 -> [0.35 0.37]
DistComp: 4295.52 -> [4163.12 4427.92]
------------------------------------
ImprEfficiency: 79.57 -> [78.18 80.96]
ImprDistComp: 116.01 -> [116.01 118.06]
------------------------------------
Memory Usage: 355.34 MB
------------------------------------
===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.297288 -> [0.284633 0.309943]
RelPosError: 117.6 -> [106.91 129.36]
NumCloser: 1408.77 -> [1354.17 1463.36]
------------------------------------
QueryTime: 0.24 -> [0.24 0.24]
DistComp: 302.07 -> [292.92 311.23]
------------------------------------
ImprEfficiency: 119.54 -> [115.82 123.27]
ImprDistComp: 1622.12 -> [1622.12 1658.4]
------------------------------------
Memory Usage: 824.15 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.633066 -> [0.619726 0.646407]
RelPosError: 1.91 -> [1.85 1.97]
NumCloser: 4.76 -> [3.99 5.53]
------------------------------------
QueryTime: 10.64 -> [10.61 10.68]
DistComp: 4451 -> [4451 4451]
------------------------------------
ImprEfficiency: 2.71 -> [2.64 2.77]
ImprDistComp: 112.11 -> [112.11 112.11]
------------------------------------
Memory Usage: 255.85 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.561799 -> [0.54811 0.575489]
RelPosError: 2.22 -> [2.14 2.29]
NumCloser: 6.08 -> [4.93 7.23]
------------------------------------
QueryTime: 0.65 -> [0.62 0.68]
DistComp: 11416.1 -> [10931.6 11900.7]
------------------------------------
ImprEfficiency: 37.15 -> [28.46 45.84]
ImprDistComp: 36.29 -> [36.29 44.98]
------------------------------------
Memory Usage: 351.33 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.404483 -> [0.390883 0.418082]
RelPosError: 2.59 -> [2.52 2.67]
NumCloser: 4.24 -> [3.87 4.6]
------------------------------------
QueryTime: 0.15 -> [0.15 0.16]
DistComp: 1761 -> [1701.67 1820.33]
------------------------------------
ImprEfficiency: 185.96 -> [184.15 187.76]
ImprDistComp: 283.26 -> [283.26 286.28]
------------------------------------
Memory Usage: 355.42 MB
------------------------------------
===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.212052 -> [0.200729 0.223375]
RelPosError: 231.42 -> [212.08 252.53]
NumCloser: 1602.62 -> [1546.4 1658.83]
------------------------------------
QueryTime: 0.22 -> [0.22 0.22]
DistComp: 265.99 -> [262.29 269.69]
------------------------------------
ImprEfficiency: 133.38 -> [130.8 135.97]
ImprDistComp: 1867.92 -> [1867.92 1877.66]
------------------------------------
Memory Usage: 818.94 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.596504 -> [0.582998 0.61001]
RelPosError: 2.14 -> [2.07 2.21]
NumCloser: 6.91 -> [5.79 8.03]
------------------------------------
QueryTime: 10.34 -> [10.3 10.37]
DistComp: 3342 -> [3342 3342]
------------------------------------
ImprEfficiency: 2.8 -> [2.73 2.86]
ImprDistComp: 149.31 -> [149.31 149.31]
------------------------------------
Memory Usage: 255.85 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.523919 -> [0.510118 0.53772]
RelPosError: 2.63 -> [2.53 2.74]
NumCloser: 15.73 -> [12.38 19.08]
------------------------------------
QueryTime: 0.69 -> [0.67 0.72]
DistComp: 12307.3 -> [11828.8 12785.8]
------------------------------------
ImprEfficiency: 41.3 -> [38.81 43.78]
ImprDistComp: 40.1 -> [40.1 42.57]
------------------------------------
Memory Usage: 351.29 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.334243 -> [0.321179 0.347308]
RelPosError: 3.38 -> [3.28 3.49]
NumCloser: 6.82 -> [6.24 7.4]
------------------------------------
QueryTime: 0.09 -> [0.09 0.1]
DistComp: 1031.38 -> [996.11 1066.64]
------------------------------------
ImprEfficiency: 308.2 -> [302.91 313.5]
ImprDistComp: 483.54 -> [483.54 491.06]
------------------------------------
Memory Usage: 360.38 MB
------------------------------------
===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.158397 -> [0.148283 0.168512]
RelPosError: 368.53 -> [340.46 398.91]
NumCloser: 1754.14 -> [1696.21 1812.08]
------------------------------------
QueryTime: 0.3 -> [0.3 0.3]
DistComp: 251.51 -> [250.26 252.75]
------------------------------------
ImprEfficiency: 95.74 -> [90.3 101.18]
ImprDistComp: 1982.68 -> [1982.68 1987.34]
------------------------------------
Memory Usage: 818.12 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.523807 -> [0.510025 0.53759]
RelPosError: 2.71 -> [2.61 2.82]
NumCloser: 11.39 -> [9.88 12.89]
------------------------------------
QueryTime: 9.63 -> [9.59 9.67]
DistComp: 2233 -> [2233 2233]
------------------------------------
ImprEfficiency: 3 -> [2.95 3.05]
ImprDistComp: 223.47 -> [223.47 223.47]
------------------------------------
Memory Usage: 255.84 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.500092 -> [0.486348 0.513837]
RelPosError: 2.89 -> [2.77 3.01]
NumCloser: 22.25 -> [17.53 26.97]
------------------------------------
QueryTime: 0.37 -> [0.35 0.38]
DistComp: 6418.95 -> [6140.23 6697.67]
------------------------------------
ImprEfficiency: 58.67 -> [45.25 72.08]
ImprDistComp: 57.55 -> [57.55 70.88]
------------------------------------
Memory Usage: 351.31 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.250223 -> [0.238221 0.262224]
RelPosError: 7.53 -> [7.17 7.9]
NumCloser: 42.67 -> [34.93 50.41]
------------------------------------
QueryTime: 0.03 -> [0.03 0.03]
DistComp: 291.07 -> [280.22 301.92]
------------------------------------
ImprEfficiency: 986.18 -> [981.85 990.51]
ImprDistComp: 1713.41 -> [1713.41 1720.15]
------------------------------------
Memory Usage: 368.93 MB
------------------------------------
===================================
multiprobe lsh
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.122391 -> [0.113311 0.131472]
RelPosError: 488.14 -> [454.1 524.72]
NumCloser: 1813.86 -> [1756.97 1870.75]
------------------------------------
QueryTime: 0.28 -> [0.28 0.28]
DistComp: 247.28 -> [246.56 248]
------------------------------------
ImprEfficiency: 104.21 -> [94.07 114.35]
ImprDistComp: 2016.46 -> [2016.46 2020.54]
------------------------------------
Memory Usage: 815.29 MB
------------------------------------
===================================
permutation (incr. sorting)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.44663 -> [0.43286 0.4604]
RelPosError: 3.83 -> [3.66 4.01]
NumCloser: 30.39 -> [26.59 34.18]
------------------------------------
QueryTime: 9.7 -> [9.66 9.73]
DistComp: 1124 -> [1124 1124]
------------------------------------
ImprEfficiency: 2.96 -> [2.88 3.05]
ImprDistComp: 443.95 -> [443.95 443.95]
------------------------------------
Memory Usage: 255.84 MB
------------------------------------
===================================
permutation (pref. index)
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.553689 -> [0.540085 0.567293]
RelPosError: 2.35 -> [2.27 2.44]
NumCloser: 16.31 -> [11.77 20.85]
------------------------------------
QueryTime: 0.45 -> [0.43 0.47]
DistComp: 8022.17 -> [7717.7 8326.64]
------------------------------------
ImprEfficiency: 52.04 -> [39.9 64.17]
ImprDistComp: 50.64 -> [50.64 62.54]
------------------------------------
Memory Usage: 351.34 MB
------------------------------------
===================================
vptree: triangle inequality
===================================
# of points: 499000
# of queries: 1000
------------------------------------
Recall: 0.17402 -> [0.163513 0.184527]
RelPosError: 54.62 -> [50.04 59.62]
NumCloser: 7207.24 -> [6218.93 8195.54]
------------------------------------
QueryTime: 0.01 -> [0.01 0.01]
DistComp: 44.13 -> [43.97 44.29]
------------------------------------
ImprEfficiency: 5345.56 -> [5339.17 5351.94]
ImprDistComp: 11293.3 -> [11293.3 11315.8]
------------------------------------
Memory Usage: 355.44 MB
------------------------------------