\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ QPS (1/s) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0153, 1240.265919288611) (0.0897, 299.6262729621818) (0.3012, 85.80720902207432) (0.8122, 31.20114364955493) (0.8131, 31.074541169015816) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.23479999999999998, 3542.3069776869415) (0.23879999999999998, 3199.785170673356) (0.24020000000000002, 3133.0540132528886) (0.5566, 934.8309157424903) (0.557, 818.8897175679529) (0.6929000000000001, 320.9910972370287) (0.6948000000000001, 281.6787562386752) (0.795, 91.72510565555166) (0.7956000000000001, 82.65569542090091) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.0147, 779.5220244544764) (0.0159, 691.8744297687007) (0.073, 179.72681105130937) (0.23079999999999998, 58.98452934150923) (0.23370000000000002, 58.18691693051772) (0.6503, 22.123293153930966) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.0902, 575.7396187353562) (0.0903, 488.3561579239125) (0.09330000000000001, 405.76300359723365) (0.49539999999999995, 135.9431533031711) (0.9178000000000001, 45.51129432172519) (0.9208999999999999, 45.196375927154925) (0.9833000000000001, 17.412423941732538) (0.984, 17.33588163620361) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.0484, 5453.132333534853) (0.0492, 5446.51851928803) (0.2427, 1217.2235384799333) (0.2447, 1164.2093470852187) (0.6346, 395.05279798422765) (0.8813000000000001, 96.06819367071012) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0728, 2842.9656611720657) (0.0731, 2718.687450089709) (0.0737, 2679.9756941138735) (0.2774, 662.2059680736918) (0.2783, 646.509487155062) (0.5786, 179.84784191585732) (0.579, 170.60340540228552) (0.7691, 49.93996803168798) (0.7692, 49.75207670507219) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0333, 16485.48879036569) (0.034, 15780.102860453653) (0.0346, 15008.870837880877) (0.1756, 3677.9170853786645) (0.1759, 3573.278854861616) (0.5353, 1258.943206686743) (0.5393, 1199.0505488674883) (0.9611000000000001, 522.910457762831) (0.9612, 510.11912254681073) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.27149999999999996, 4710.758597297519) (0.8211999999999999, 1111.0762618834688) (0.9602999999999999, 395.41174613954706) (0.9608000000000001, 363.34000476795046) (0.962, 358.44695865185855) (0.9948, 92.33250827866925) (0.9949999999999999, 89.99265585275369) (0.9951000000000001, 88.63147287224021) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0019, 3731.6436280619905) (0.002, 3469.498092493391) (0.0072, 937.5673254868615) (0.007299999999999999, 884.827033493782) (0.0078, 878.7603881685606) (0.0079, 873.9932302732313) (0.0083, 861.2065257229328) (0.023, 307.31000437705507) (0.023200000000000002, 302.64136833626634) (0.0233, 291.33018639890867) (0.0601, 84.07238440383891) (0.061, 81.79861373295282) (0.061399999999999996, 75.38359452676409) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.0038, 119.91615512057476) (0.0043, 83.38818250437558) (0.023799999999999998, 33.825340232331634) (0.0258, 33.78036263208461) (0.1103, 12.256776579833378) (0.1119, 12.176047745180444) (0.1121, 12.055930542361775) (0.1127, 12.03294727585413) (0.11279999999999998, 11.698268281697947) (0.3805, 4.6994657278497405) (0.38130000000000003, 4.688792150564077) (0.38170000000000004, 4.636924918588205) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-QPS (1/s) tradeoff - up and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Build time (s) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.8122, 8.497428894042969) (0.8131, 8.581430196762085) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.7933, 259.0427348613739) (0.795, 319.04064893722534) (0.7952, 451.9243676662445) (0.7956000000000001, 456.65114879608154) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.6503, 23.01564621925354) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.9832000000000001, 502.5143802165985) (0.9833000000000001, 506.1759741306305) (0.984, 805.5767941474915) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.8797, 35.84559345245361) (0.8811, 36.20997595787048) (0.8813000000000001, 45.375641107559204) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.7692, 76.51220440864563) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.9608000000000001, 9.504552841186523) (0.9612, 9.572721719741821) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.9945999999999999, 25.462316513061523) (0.9949999999999999, 25.68654179573059) (0.9951000000000001, 31.3517849445343) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0601, 36.10692477226257) (0.060899999999999996, 36.304073333740234) (0.061399999999999996, 44.6589732170105) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.3785, 588.7694096565247) (0.3805, 589.8732917308807) (0.38130000000000003, 950.4950485229492) (0.38170000000000004, 1777.7102267742157) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Build time (s) tradeoff - down and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Index size (kB) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.8131, 297276.0) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.7933, 5197596.0) (0.795, 6566632.0) (0.7952, 9305108.0) (0.7956000000000001, 9305240.0) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.6498999999999999, 463684.0) (0.6503, 463692.0) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.9832000000000001, 5485028.0) (0.9833000000000001, 5485032.0) (0.984, 7199184.0) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.8797, 644112.0) (0.8811, 644116.0) (0.8813000000000001, 813892.0) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.7675, 1170496.0) (0.7692, 1170500.0) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.9612, 275800.0) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.9945999999999999, 537828.0) (0.9949999999999999, 537836.0) (0.9951000000000001, 678080.0) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0601, 654836.0) (0.060899999999999996, 654840.0) (0.061399999999999996, 802820.0) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.3805, 14225128.0) (0.38130000000000003, 26829896.0) (0.38170000000000004, 52039392.0) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Index size (kB) tradeoff - down and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Distance comp. }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0153, 1009) (0.0897, 5009) (0.3012, 15009) (0.8131, 40009) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.24020000000000002, 1009) (0.557, 5009) (0.6948000000000001, 15009) (0.7956000000000001, 40009) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.0159, 1009) (0.073, 5009) (0.23370000000000002, 15009) (0.6503, 40009) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.09330000000000001, 1009) (0.49539999999999995, 5009) (0.9208999999999999, 15009) (0.984, 40009) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.0492, 1009) (0.2447, 5009) (0.6346, 15009) (0.8813000000000001, 40009) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0737, 1009) (0.2783, 5009) (0.579, 15009) (0.7692, 40009) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0346, 1009) (0.1759, 5009) (0.5393, 15009) (0.9612, 40009) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.27149999999999996, 1009) (0.8211999999999999, 5009) (0.962, 15009) (0.9951000000000001, 40009) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.002, 1009) (0.0083, 5009) (0.0233, 15009) (0.061399999999999996, 40009) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.0043, 1009) (0.0258, 5009) (0.11279999999999998, 15009) (0.38170000000000004, 40009) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Distance comp. tradeoff - down and to the right is better } \label{} \end{figure}
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\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Candidates generated }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.8131, 10.0) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.7956000000000001, 10.0) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.6503, 10.0) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.984, 10.0) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.8813000000000001, 10.0) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.7692, 10.0) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.9612, 10.0) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.9951000000000001, 10.0) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.061399999999999996, 10.0) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.38170000000000004, 10.0) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Candidates generated tradeoff - down and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Index size (kB)/QPS (s) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0153, 239.6905335998535) (0.0897, 992.1693350219726) (0.3012, 3464.5107723236083) (0.8122, 9527.855880508425) (0.8131, 9566.54511431408) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.23879999999999998, 1624.3577999038696) (0.24020000000000002, 2969.9800771512987) (0.5446, 6507.627365627289) (0.5566, 7024.406113895417) (0.557, 8018.94548084259) (0.6864, 18994.17470442867) (0.6929000000000001, 20457.36488183975) (0.6948000000000001, 33034.93711863517) (0.7933, 68760.35612683868) (0.795, 71590.34544652558) (0.7956000000000001, 112578.32811902046) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.0147, 594.8414354610443) (0.0159, 1873.1954011268617) (0.073, 2579.9823481407166) (0.23079999999999998, 7861.247774230957) (0.23290000000000002, 8058.142778707504) (0.23370000000000002, 12737.021294408798) (0.6503, 20959.447437309263) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.0902, 9526.93165714073) (0.0903, 14741.659101023675) (0.09330000000000001, 26190.569139587402) (0.49539999999999995, 40347.98271721458) (0.9178000000000001, 120520.23748710823) (0.9208999999999999, 159286.75369023514) (0.9833000000000001, 315006.8030938511) (0.984, 415276.48556191643) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.0484, 118.1178010368347) (0.0492, 118.26196821308137) (0.2427, 529.1682091560364) (0.2447, 709.5533356933594) (0.6346, 1630.4554816131592) (0.8811, 6886.272402908325) (0.8813000000000001, 8472.023558491706) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0728, 411.71795213222504) (0.0731, 430.53716967773437) (0.0737, 522.2435423851014) (0.2774, 1767.5769419670107) (0.2783, 1810.485419403076) (0.5786, 6508.257132980346) (0.579, 8203.82217283249) (0.7692, 23526.656122088432) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0333, 16.729864883422852) (0.0346, 18.375799417495724) (0.1756, 74.98809614181519) (0.1759, 119.35368531894683) (0.5353, 219.07263054847718) (0.5393, 355.6847544107437) (0.9612, 540.6580302715302) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.27149999999999996, 114.17014667415617) (0.8211999999999999, 484.06038221740727) (0.9602999999999999, 1360.1720364933012) (0.9608000000000001, 1480.2553887329104) (0.962, 2674.471011291504) (0.9949999999999999, 5976.443243102073) (0.9951000000000001, 7650.55547454834) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0019, 175.48299496650694) (0.002, 316.43654809188837) (0.007000000000000001, 716.2196966743469) (0.007299999999999999, 740.0723251123427) (0.0083, 932.2038048028948) (0.023200000000000002, 2163.7359214963913) (0.0233, 2247.758833694458) (0.0601, 7788.954775619506) (0.060899999999999996, 8361.646998939514) (0.061399999999999996, 10649.797280693056) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.0038, 118625.61792192841) (0.023799999999999998, 420546.48681413836) (0.0258, 421106.4326020279) (0.1103, 1160592.910162468) (0.1119, 1168287.797297003) (0.1121, 2225451.44115802) (0.1127, 2229702.780617855) (0.3805, 3026967.0689797252) (0.38130000000000003, 5722133.790206988) (0.38170000000000004, 11222823.94338279) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Index size (kB)/QPS (s) tradeoff - down and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Eps 0.01 Recall }, ylabel={ QPS (1/s) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0155, 1240.265919288611) (0.0907, 299.6262729621818) (0.30369999999999997, 85.80720902207432) (0.8154, 31.20114364955493) (0.8164, 31.074541169015816) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.0001, 3199.785170673356) (0.00030000000000000003, 3133.0540132528886) (0.0008, 934.8309157424903) (0.0009, 818.8897175679529) (0.001, 779.3095490830027) (0.0019, 320.9910972370287) (0.0023, 281.6787562386752) (0.0053, 91.72510565555166) (0.0054, 76.52151195110422) (0.0055, 74.81135091676948) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.014799999999999999, 779.5220244544764) (0.016, 691.8744297687007) (0.0731, 179.72681105130937) (0.2318, 58.98452934150923) (0.2347, 58.18691693051772) (0.6527000000000001, 22.123293153930966) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.0021000000000000003, 575.7396187353562) (0.0021999999999999997, 560.7811861788286) (0.0024000000000000002, 405.76300359723365) (0.0106, 135.9431533031711) (0.0306, 45.51129432172519) (0.030699999999999998, 45.455312938880475) (0.0309, 44.75045486329903) (0.08, 17.412423941732538) (0.0804, 17.33588163620361) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.010100000000000001, 5453.132333534853) (0.0104, 4546.799150978781) (0.032600000000000004, 1217.2235384799333) (0.0328, 1208.9770270659787) (0.033, 1184.0235590625155) (0.0344, 1164.2093470852187) (0.0349, 1147.0427366882677) (0.0733, 395.05279798422765) (0.07339999999999999, 382.14121326599) (0.0746, 345.3429709479257) (0.1461, 96.06819367071012) (0.14650000000000002, 93.53623590724733) (0.1466, 92.30894643467241) (0.1469, 90.58186227302616) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0426, 2842.9656611720657) (0.0427, 2679.9756941138735) (0.043, 2244.025727917958) (0.0431, 2215.6411661013512) (0.1059, 662.2059680736918) (0.10629999999999999, 646.509487155062) (0.1817, 179.84784191585732) (0.2817, 49.93996803168798) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0009, 16485.48879036569) (0.001, 15780.102860453653) (0.0012000000000000001, 14300.68122771008) (0.0060999999999999995, 3677.9170853786645) (0.0064, 3484.95818602545) (0.0193, 1258.943206686743) (0.0451, 522.910457762831) (0.045200000000000004, 507.15540296585806) (0.0454, 493.7266301715264) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.0055, 4710.758597297519) (0.0057, 4612.688703470923) (0.0058000000000000005, 4365.792322424848) (0.023200000000000002, 1111.0762618834688) (0.0241, 1100.9475232051052) (0.0553, 395.41174613954706) (0.05620000000000001, 358.44695865185855) (0.0573, 346.14194009471584) (0.12350000000000001, 92.33250827866925) (0.1244, 92.22696294457721) (0.1248, 86.46982963874434) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0013, 3731.6436280619905) (0.0015, 3469.498092493391) (0.0056, 937.5673254868615) (0.0059, 878.7603881685606) (0.0062, 873.9932302732313) (0.016900000000000002, 307.31000437705507) (0.0173, 302.64136833626634) (0.0174, 291.33018639890867) (0.0444, 84.07238440383891) (0.0453, 81.79861373295282) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.0038, 119.91615512057476) (0.0043, 83.38818250437558) (0.0241, 33.825340232331634) (0.0261, 33.78036263208461) (0.11180000000000001, 12.256776579833378) (0.1135, 12.176047745180444) (0.11379999999999998, 12.055930542361775) (0.11439999999999999, 12.03294727585413) (0.38370000000000004, 4.6994657278497405) (0.3851, 4.688792150564077) (0.3852, 4.636924918588205) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Eps 0.01 Recall-QPS (1/s) tradeoff - up and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Eps 0.1 Recall }, ylabel={ QPS (1/s) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0166, 1240.265919288611) (0.0986, 299.6262729621818) (0.3298, 85.80720902207432) (0.8596999999999999, 31.20114364955493) (0.8605, 31.074541169015816) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.0001, 3199.785170673356) (0.00030000000000000003, 3133.0540132528886) (0.0009, 934.8309157424903) (0.001, 818.8897175679529) (0.0010999999999999998, 779.3095490830027) (0.0021000000000000003, 320.9910972370287) (0.0025, 281.6787562386752) (0.0056, 91.72510565555166) (0.0058000000000000005, 82.65569542090091) (0.006, 76.52151195110422) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.016, 779.5220244544764) (0.0177, 691.8744297687007) (0.08080000000000001, 179.72681105130937) (0.0814, 172.32420025118725) (0.2542, 58.98452934150923) (0.2572, 58.18691693051772) (0.6993, 22.123293153930966) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.0021999999999999997, 575.7396187353562) (0.0023, 560.7811861788286) (0.0025, 405.76300359723365) (0.0108, 135.9431533031711) (0.033600000000000005, 45.51129432172519) (0.033800000000000004, 45.455312938880475) (0.0342, 44.75045486329903) (0.0871, 17.412423941732538) (0.0874, 17.33588163620361) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.011, 5453.132333534853) (0.0112, 4546.799150978781) (0.035199999999999995, 1217.2235384799333) (0.0356, 1184.0235590625155) (0.0368, 1164.2093470852187) (0.0376, 1147.0427366882677) (0.07880000000000001, 395.05279798422765) (0.0791, 382.14121326599) (0.08020000000000001, 345.3429709479257) (0.15589999999999998, 96.06819367071012) (0.1565, 93.53623590724733) (0.15660000000000002, 92.30894643467241) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0466, 2842.9656611720657) (0.0469, 2244.025727917958) (0.0472, 2215.6411661013512) (0.1167, 662.2059680736918) (0.1176, 646.509487155062) (0.202, 179.84784191585732) (0.2022, 171.65590927861044) (0.3096, 49.93996803168798) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0010999999999999998, 16485.48879036569) (0.0012000000000000001, 15780.102860453653) (0.0014, 14300.68122771008) (0.0066, 3677.9170853786645) (0.006900000000000001, 3484.95818602545) (0.020999999999999998, 1258.943206686743) (0.05, 522.910457762831) (0.0501, 507.15540296585806) (0.0502, 504.5519460772426) (0.0503, 493.7266301715264) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.0060999999999999995, 4710.758597297519) (0.0062, 4612.688703470923) (0.006500000000000001, 4365.792322424848) (0.0252, 1111.0762618834688) (0.0261, 1100.9475232051052) (0.059399999999999994, 395.41174613954706) (0.0601, 358.44695865185855) (0.061399999999999996, 346.14194009471584) (0.13169999999999998, 92.33250827866925) (0.1329, 92.22696294457721) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0013, 3731.6436280619905) (0.0015, 3469.498092493391) (0.0057, 937.5673254868615) (0.0059, 878.7603881685606) (0.0062, 873.9932302732313) (0.0172, 307.31000437705507) (0.0177, 302.64136833626634) (0.0178, 291.33018639890867) (0.0458, 84.07238440383891) (0.046400000000000004, 81.79861373295282) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.004, 119.91615512057476) (0.0045, 83.38818250437558) (0.0258, 33.825340232331634) (0.0279, 33.78036263208461) (0.1206, 12.256776579833378) (0.12250000000000001, 12.176047745180444) (0.12310000000000001, 12.03294727585413) (0.12350000000000001, 11.698268281697947) (0.4084, 4.6994657278497405) (0.4103, 4.688792150564077) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Eps 0.1 Recall-QPS (1/s) tradeoff - up and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Percentile 50 (millis) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0153, 0.80108642578125) (0.0897, 3.2988786697387695) (0.3012, 11.589646339416504) (0.8122, 31.95810317993164) (0.8131, 32.04071521759033) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.23479999999999998, 0.2745389938354492) (0.23879999999999998, 0.30922889709472656) (0.24020000000000002, 0.31197071075439453) (0.5566, 1.042485237121582) (0.557, 1.2072324752807617) (0.6929000000000001, 2.933621406555176) (0.6948000000000001, 3.440380096435547) (0.795, 10.5820894241333) (0.7956000000000001, 12.058734893798828) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.0147, 1.2564659118652344) (0.0159, 1.4140605926513672) (0.073, 5.506038665771484) (0.23079999999999998, 16.85917377471924) (0.23370000000000002, 17.075061798095703) (0.6503, 44.97039318084717) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.0902, 1.737833023071289) (0.0903, 2.050638198852539) (0.09330000000000001, 2.4906396865844727) (0.49539999999999995, 7.294893264770508) (0.9178000000000001, 21.847844123840332) (0.9208999999999999, 22.025108337402344) (0.9833000000000001, 57.17766284942627) (0.984, 57.43563175201416) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.0492, 0.17762184143066406) (0.2427, 0.8090734481811523) (0.2447, 0.8449554443359375) (0.6346, 2.4766921997070312) (0.8813000000000001, 10.5665922164917) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0728, 0.34880638122558594) (0.0731, 0.3631114959716797) (0.0737, 0.36525726318359375) (0.2774, 1.491546630859375) (0.2783, 1.5119314193725586) (0.5786, 5.524992942810059) (0.579, 5.683302879333496) (0.7691, 19.913792610168457) (0.7692, 20.04718780517578) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0333, 0.057697296142578125) (0.0346, 0.05793571472167969) (0.1756, 0.26738643646240234) (0.1759, 0.2695322036743164) (0.5353, 0.7841587066650391) (0.5393, 0.8084774017333984) (0.9611000000000001, 1.871347427368164) (0.9612, 1.9283294677734375) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.27149999999999996, 0.20754337310791016) (0.8211999999999999, 0.8802413940429688) (0.9602999999999999, 2.482295036315918) (0.9608000000000001, 2.662777900695801) (0.962, 2.7104616165161133) (0.9948, 10.789275169372559) (0.9949999999999999, 11.357784271240234) (0.9951000000000001, 11.418700218200684) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0019, 0.2620220184326172) (0.002, 0.2810955047607422) (0.0072, 1.0504722595214844) (0.007299999999999999, 1.1196136474609375) (0.0079, 1.123666763305664) (0.0083, 1.1453628540039062) (0.023, 3.167271614074707) (0.023200000000000002, 3.1675100326538086) (0.0233, 3.2987594604492188) (0.0601, 11.805891990661621) (0.061, 12.278318405151367) (0.061399999999999996, 13.277530670166016) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.0038, 8.304834365844727) (0.0043, 11.913418769836426) (0.023799999999999998, 29.394865036010742) (0.0258, 29.407501220703125) (0.1103, 81.0481309890747) (0.1119, 81.71260356903076) (0.1121, 82.47005939483643) (0.1127, 82.785964012146) (0.11279999999999998, 85.0834846496582) (0.3805, 212.07475662231445) (0.38130000000000003, 212.2802734375) (0.38170000000000004, 215.0423526763916) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Percentile 50 (millis) tradeoff - down and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Percentile 95 (millis) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0153, 0.8728861808776854) (0.0897, 3.6180615425109863) (0.30019999999999997, 12.31989860534668) (0.3012, 12.38187551498413) (0.8122, 33.415138721466064) (0.8131, 33.55764150619507) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.23479999999999998, 0.33907890319824213) (0.24020000000000002, 0.3732204437255858) (0.5566, 1.2694835662841795) (0.557, 1.3566136360168457) (0.6929000000000001, 4.202771186828612) (0.6948000000000001, 4.326426982879639) (0.795, 13.547432422637938) (0.7956000000000001, 14.25715684890747) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.013800000000000002, 1.3830900192260742) (0.0147, 1.431727409362793) (0.0159, 1.638185977935791) (0.073, 6.06546401977539) (0.23079999999999998, 17.88642406463623) (0.23370000000000002, 18.1219220161438) (0.6503, 47.23355770111084) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.0902, 1.8649101257324219) (0.0903, 2.328920364379883) (0.09330000000000001, 2.851283550262451) (0.4932, 7.8845977783203125) (0.49539999999999995, 7.981240749359131) (0.9160999999999999, 22.878670692443844) (0.9178000000000001, 22.963547706604004) (0.9208999999999999, 23.191869258880615) (0.9833000000000001, 59.46781635284424) (0.984, 59.960949420928955) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.0492, 0.21555423736572263) (0.2412, 0.8928894996643066) (0.2427, 0.9142518043518065) (0.2447, 0.9343862533569336) (0.6346, 2.8696298599243164) (0.8813000000000001, 11.630856990814209) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0728, 0.3843545913696289) (0.0731, 0.40916204452514643) (0.0737, 0.43590068817138666) (0.2774, 1.6513347625732422) (0.2783, 1.7409563064575195) (0.5786, 6.584107875823975) (0.579, 7.4924349784851065) (0.7692, 21.179115772247314) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0333, 0.07414817810058594) (0.034, 0.07796287536621094) (0.0344, 0.07945299148559565) (0.0346, 0.11467933654785156) (0.1756, 0.29139518737792963) (0.1759, 0.30853748321533203) (0.5353, 0.8460164070129395) (0.5393, 0.8823871612548828) (0.9611000000000001, 2.0533084869384766) (0.9612, 2.149832248687744) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.27149999999999996, 0.24390220642089844) (0.8182, 0.9813666343688964) (0.8211999999999999, 0.994265079498291) (0.9602999999999999, 2.8760910034179688) (0.962, 3.3241033554077144) (0.9948, 12.19475269317627) (0.9949999999999999, 12.544512748718262) (0.9951000000000001, 12.673342227935791) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0019, 0.31337738037109364) (0.002, 0.3361821174621582) (0.0072, 1.1741399765014646) (0.0078, 1.2195348739624023) (0.0083, 1.2670516967773438) (0.0217, 3.8144826889038086) (0.023, 3.8217186927795406) (0.023200000000000002, 4.096353054046631) (0.0233, 4.396212100982665) (0.061, 13.946843147277832) (0.061399999999999996, 14.554738998413086) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.0038, 8.794713020324707) (0.0043, 13.004565238952637) (0.023799999999999998, 30.756545066833496) (0.0258, 30.87475299835205) (0.1103, 84.99191999435425) (0.1119, 85.53001880645752) (0.1127, 85.97902059555052) (0.11279999999999998, 88.6811375617981) (0.3786, 219.31493282318115) (0.3805, 219.75572109222412) (0.38130000000000003, 220.0628161430359) (0.38170000000000004, 222.00552225112915) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Percentile 95 (millis) tradeoff - down and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Percentile 99 (millis) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0153, 0.9203791618347167) (0.0897, 3.8651227951049805) (0.30019999999999997, 12.614762783050537) (0.3012, 12.781636714935303) (0.8115, 34.116108417510986) (0.8122, 34.33425426483154) (0.8131, 34.38772678375244) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.23479999999999998, 0.406675338745117) (0.24020000000000002, 0.4326701164245604) (0.5536, 1.5114784240722654) (0.5566, 1.516454219818115) (0.557, 1.5181875228881836) (0.6948000000000001, 4.924380779266357) (0.795, 14.130337238311768) (0.7956000000000001, 14.94300365447998) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.013800000000000002, 1.4543795585632324) (0.0147, 1.4723730087280273) (0.0159, 1.7128849029541016) (0.0712, 6.3152313232421875) (0.073, 6.455428600311279) (0.23079999999999998, 18.41078758239746) (0.23290000000000002, 18.63013505935669) (0.23370000000000002, 18.631856441497803) (0.6503, 48.32362174987793) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.0902, 1.9791412353515623) (0.0903, 2.4585795402526855) (0.09330000000000001, 3.020768165588379) (0.4932, 8.159899711608887) (0.49539999999999995, 8.357586860656738) (0.9160999999999999, 23.313918113708496) (0.9178000000000001, 23.56372833251953) (0.9208999999999999, 23.76873016357422) (0.9833000000000001, 60.999770164489746) (0.984, 61.551523208618164) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.0484, 0.23961782455444336) (0.0492, 0.25300741195678705) (0.2405, 0.9441637992858886) (0.2412, 0.9580111503601073) (0.2427, 0.9635496139526366) (0.2447, 1.005282402038574) (0.6308, 3.2933521270751953) (0.6346, 3.3122897148132324) (0.8813000000000001, 11.983418464660645) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0728, 0.40842533111572266) (0.0731, 0.4346442222595215) (0.0737, 0.5095052719116211) (0.2774, 1.7378902435302734) (0.2783, 1.984710693359375) (0.5786, 6.960875988006591) (0.579, 8.134708404541016) (0.7691, 21.73933506011963) (0.7692, 21.774446964263916) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0333, 0.0880193710327148) (0.034, 0.09824991226196288) (0.0346, 0.13427019119262693) (0.1746, 0.31709909439086914) (0.1756, 0.3240919113159177) (0.1759, 0.4282760620117178) (0.5353, 0.9167551994323729) (0.5376000000000001, 1.0264372825622559) (0.5393, 1.7814922332763672) (0.9612, 2.296426296234131) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.27149999999999996, 0.2811527252197265) (0.8182, 1.0242629051208496) (0.8194000000000001, 1.0495448112487793) (0.8211999999999999, 1.0861825942993162) (0.9602999999999999, 3.137660026550293) (0.962, 3.932423591613769) (0.9945999999999999, 12.782416343688965) (0.9948, 12.853360176086426) (0.9949999999999999, 13.214600086212158) (0.9951000000000001, 13.766453266143797) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0015, 0.35580635070800776) (0.0019, 0.35813570022583) (0.002, 0.3893446922302246) (0.0072, 1.232900619506836) (0.0078, 1.3084864616394043) (0.0079, 1.3185334205627441) (0.0083, 1.3466024398803709) (0.0217, 4.1658711433410645) (0.023, 4.35060977935791) (0.023200000000000002, 4.723637104034424) (0.0233, 4.971477985382079) (0.061, 14.582903385162354) (0.061399999999999996, 15.163934230804443) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.0038, 9.196488857269285) (0.0043, 13.530478477478027) (0.0258, 31.545047760009762) (0.1103, 86.87491655349731) (0.1127, 87.58930444717407) (0.11279999999999998, 90.69260358810425) (0.38130000000000003, 223.2019066810608) (0.38170000000000004, 225.80693483352658) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Percentile 99 (millis) tradeoff - down and to the right is better } \label{} \end{figure}
\begin{figure} \centering \begin{tikzpicture} \begin{axis}[ xlabel={ Recall }, ylabel={ Percentile 99.9 (millis) }, ymode = log, yticklabel style={/pgf/number format/fixed, /pgf/number format/precision=3}, legend style = { anchor=west} ] \addplot [ color=red!90!black, mark=o, mark size=2.5pt, line width=1pt ] coordinates { (0.0153, 1.134584665298479) (0.088, 4.4462733268738015) (0.0897, 4.468585491180433) (0.30019999999999997, 12.848523616790935) (0.3012, 13.280592679977522) (0.8112, 34.91174197196977) (0.8115, 35.24467754364018) (0.8131, 35.40546464920055) }; \addlegendentry{ cifar10-512-euclidean (k = 10) }; \addplot [ color=blue!80!black, mark=square, mark size=2.5pt, line width=1pt ] coordinates { (0.23479999999999998, 0.6259615421295268) (0.23879999999999998, 0.6381137371063327) (0.24020000000000002, 0.7072670459747421) (0.5446, 1.9316942691803218) (0.5566, 1.9629161357879867) (0.557, 2.1501526832581077) (0.6864, 5.578553438186714) (0.6929000000000001, 5.824604988098169) (0.6948000000000001, 5.991878271102921) (0.795, 14.829050064086926) (0.7956000000000001, 15.87187075614943) }; \addlegendentry{ deep10m-96-euclidean (k = 10) }; \addplot [ color=green!70!black, mark=triangle, mark size=2.5pt, line width=1pt ] coordinates { (0.0147, 1.6023464202881015) (0.0159, 2.1801369190216096) (0.073, 6.844851255416878) (0.23079999999999998, 19.289515018463177) (0.23290000000000002, 19.356084823608427) (0.23370000000000002, 19.56665897369388) (0.6503, 49.72882199287417) }; \addlegendentry{ fashion-mnist-784-euclidean (k = 10) }; \addplot [ color=orange!90!black, mark=diamond, mark size=2.5pt, line width=1pt ] coordinates { (0.0902, 2.1846776008606215) (0.0903, 2.6162431240081854) (0.09330000000000001, 3.1136002540588676) (0.4932, 8.478224515914922) (0.49539999999999995, 8.894973993301397) (0.9160999999999999, 23.690546751022346) (0.9208999999999999, 24.108117580413833) (0.9833000000000001, 61.75393152236958) (0.984, 63.33656191825873) }; \addlegendentry{ gist-960-euclidean (k = 10) }; \addplot [ color=violet!90!black, mark=x, mark size=2.5pt, line width=1pt ] coordinates { (0.048, 0.4389483928680652) (0.0492, 0.48088455200197405) (0.2427, 1.6416888236999885) (0.2447, 1.685812711715737) (0.6346, 4.78244280815131) (0.8813000000000001, 12.845616579055859) }; \addlegendentry{ glove-100-euclidean (k = 10) }; \addplot [ color=teal!90!black, mark=pentagon, mark size=2.5pt, line width=1pt ] coordinates { (0.0728, 0.6631639003753772) (0.0731, 0.7175531387329238) (0.0737, 0.7669939994812227) (0.2774, 2.583371400833161) (0.2783, 2.738994359970118) (0.5786, 7.603741407394461) (0.579, 10.042668819427554) (0.7691, 22.272161006927494) (0.7692, 22.908513784408704) }; \addlegendentry{ glove-200-euclidean (k = 10) }; \addplot [ color=magenta!90!black, mark=star, mark size=2.5pt, line width=1pt ] coordinates { (0.0333, 0.22514748573303947) (0.0346, 0.2502582073211811) (0.17470000000000002, 0.5472452640533729) (0.1756, 0.5797183513641897) (0.1759, 1.2281239032745388) (0.5353, 1.4848654270172974) (0.5376000000000001, 1.6141805648804004) (0.5393, 1.9971640110016449) (0.9612, 3.7530620098114977) }; \addlegendentry{ glove-25-euclidean (k = 10) }; \addplot [ color=olive!90!black, mark=otimes, mark size=2.5pt, line width=1pt ] coordinates { (0.27149999999999996, 0.509194374084488) (0.8211999999999999, 1.753987312316932) (0.9602999999999999, 4.718987226486289) (0.962, 5.076484441757273) (0.9945999999999999, 13.255546569824258) (0.9948, 13.630244255065927) (0.9949999999999999, 14.023406505584726) (0.9951000000000001, 15.466948270797754) }; \addlegendentry{ music-100-euclidean (k = 10) }; \addplot [ color=cyan!70!black, mark=asterisk, mark size=2.5pt, line width=1pt ] coordinates { (0.0019, 0.5406072139740091) (0.002, 0.5817971229553488) (0.007000000000000001, 1.864329338073764) (0.007299999999999999, 1.8954956531524934) (0.0079, 1.994345664978068) (0.0083, 2.120363473892243) (0.023, 5.108666419982981) (0.0233, 5.681719541549723) (0.0607, 14.974417686462601) (0.060899999999999996, 15.179090738296523) (0.061, 15.380244731903085) (0.061399999999999996, 15.986142158508382) }; \addlegendentry{ sift-128-euclidean (k = 10) }; \addplot [ color=brown!90!black, mark=oplus, mark size=2.5pt, line width=1pt ] coordinates { (0.0038, 9.530490875244329) (0.0043, 13.935917377472128) (0.0258, 32.3399708271027) (0.1103, 88.52732872962956) (0.1121, 89.11716032028205) (0.1127, 90.0074558258057) (0.11279999999999998, 92.39165472984315) (0.38130000000000003, 226.29087162017828) (0.38170000000000004, 228.74179720878635) }; \addlegendentry{ trevi-4096-euclidean (k = 10) }; \end{axis} \end{tikzpicture} \caption{ Recall-Percentile 99.9 (millis) tradeoff - down and to the right is better } \label{} \end{figure}
P2HNNS-benchmarks is a fork of the original ANN-BENCHMARKS repository, which was developed by Martin Aumueller (maau@itu.dk), Erik Bernhardsson (mail@erikbern.com), and Alec Faitfull (alef@itu.dk). This fork, reconfigured by Søren Majlund Jensen and Christian Porsmose Stender, includes minor modifications to address the P2HNNS problem. We acknowledge and give full credit to the original developers for their work. Please use GitHub to submit your implementations or improvements.