diff --git a/experiments/No_Refresh_0_5s_ttl/details.csv b/experiments/No_Refresh_0_5s_ttl/details.csv index 8021818..2cec60a 100644 --- a/experiments/No_Refresh_0_5s_ttl/details.csv +++ b/experiments/No_Refresh_0_5s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -1,1060,347,713,0,1,32.74,0.08679245283018867 -2,3141,1878,1263,0,3,59.79,0.14804202483285578 -3,1060,336,724,0,1,31.7,0.09245283018867924 -4,1053,360,693,0,1,34.19,0.08072174738841406 -5,2073,1033,1040,0,2,49.83,0.1297636275928606 -6,1063,357,706,0,1,33.58,0.07714016933207903 -7,5210,3700,1510,0,5,71.02,0.16756238003838772 -8,1083,367,716,0,1,33.89,0.08033240997229917 -9,1070,360,710,0,1,33.64,0.07570093457943926 -10,1047,341,706,0,1,32.57,0.08118433619866285 -11,2132,1070,1062,0,2,50.19,0.1299249530956848 -12,1090,390,700,0,1,35.78,0.0908256880733945 -13,1081,382,699,0,1,35.34,0.09250693802035152 -14,1029,328,701,0,1,31.88,0.08843537414965986 -15,2099,1040,1059,0,2,49.55,0.12720343020485947 -16,2130,1100,1030,0,2,51.64,0.12347417840375587 -17,1073,375,698,0,1,34.95,0.08294501397949673 -18,1051,352,699,0,1,33.49,0.0960989533777355 -19,3035,1795,1240,0,3,59.14,0.1456342668863262 -20,1037,358,679,0,1,34.52,0.09064609450337512 -21,1069,360,709,0,1,33.68,0.07015902712815715 -22,1061,363,698,0,1,34.21,0.09707822808671066 -23,1092,365,727,0,1,33.42,0.08058608058608059 -24,2163,1112,1051,0,2,51.41,0.12528895053166897 -25,1075,371,704,0,1,34.51,0.08093023255813954 -26,1061,369,692,0,1,34.78,0.08294062205466542 -27,1076,369,707,0,1,34.29,0.08364312267657993 -28,5197,3680,1517,0,5,70.81,0.169905714835482 -29,1065,359,706,0,1,33.71,0.07981220657276995 -30,1033,343,690,0,1,33.2,0.08422071636011616 -31,1013,306,707,0,1,30.21,0.07206317867719644 -32,4160,2742,1418,0,4,65.91,0.1596153846153846 -33,1072,353,719,0,1,32.93,0.08675373134328358 -34,4331,2901,1430,0,4,66.98,0.17293927499422765 -35,1046,334,712,0,1,31.93,0.07934990439770555 -36,1050,348,702,0,1,33.14,0.08761904761904762 -37,1120,393,727,0,1,35.09,0.09642857142857143 -38,3135,1867,1268,0,3,59.55,0.1448165869218501 -39,8478,6794,1684,0,8,80.14,0.19992922859164897 -40,1031,345,686,0,1,33.46,0.07953443258971872 -41,4223,2808,1415,0,4,66.49,0.14965664219748995 -42,4290,2887,1403,0,4,67.3,0.1606060606060606 -43,2029,1024,1005,0,2,50.47,0.12222769837358305 -44,1059,357,702,0,1,33.71,0.07743153918791312 -45,1074,359,715,0,1,33.43,0.07728119180633147 -46,1078,362,716,0,1,33.58,0.07142857142857142 -47,10634,8863,1771,0,10,83.35,0.2097987586985142 -48,1067,349,718,0,1,32.71,0.07685098406747891 -49,1035,360,675,0,1,34.78,0.08985507246376812 -50,1035,335,700,0,1,32.37,0.08019323671497584 -51,5256,3753,1503,0,5,71.4,0.1767503805175038 -52,9399,7660,1739,0,9,81.5,0.2014044047239068 -53,1080,358,722,0,1,33.15,0.06666666666666667 -54,1075,366,709,0,1,34.05,0.08930232558139535 -55,1007,309,698,0,1,30.69,0.09930486593843098 -56,1031,332,699,0,1,32.2,0.07856450048496605 -57,1101,368,733,0,1,33.42,0.08537693006357856 -58,17979,16087,1892,0,17,89.48,0.2267645586517604 -59,2067,1009,1058,0,2,48.81,0.11320754716981132 -60,1118,385,733,0,1,34.44,0.07692307692307693 -61,27500,25538,1962,0,26,92.87,0.22876363636363636 -62,1046,337,709,0,1,32.22,0.06405353728489484 -63,1067,348,719,0,1,32.61,0.10684161199625117 -64,2126,1052,1074,0,2,49.48,0.13734713076199437 -65,1113,375,738,0,1,33.69,0.06558849955076371 -66,10716,8952,1764,0,10,83.54,0.20296752519596864 -67,1093,362,731,0,1,33.12,0.09881061299176579 -68,72910,70855,2055,0,69,97.18,0.23700452612810313 -69,1070,373,697,0,1,34.86,0.10093457943925234 -70,1041,365,676,0,1,35.06,0.08261287223823247 -71,2094,1029,1065,0,2,49.14,0.12129894937917861 -72,1094,358,736,0,1,32.72,0.08135283363802559 -73,1086,358,728,0,1,32.97,0.072744014732965 -74,1128,389,739,0,1,34.49,0.07801418439716312 -75,3074,1815,1259,0,3,59.04,0.15517241379310345 -76,2044,999,1045,0,2,48.87,0.12426614481409001 -77,2144,1074,1070,0,2,50.09,0.11333955223880597 -78,3206,1937,1269,0,3,60.42,0.14597629444791016 -79,15808,13944,1864,0,15,88.21,0.20850202429149797 -80,1045,353,692,0,1,33.78,0.07272727272727272 -81,1027,344,683,0,1,33.5,0.09737098344693282 -82,5309,3800,1509,0,5,71.58,0.17799962328122057 -83,2121,1053,1068,0,2,49.65,0.12965582272512965 -84,1066,354,712,0,1,33.21,0.09287054409005628 -85,1034,322,712,0,1,31.14,0.0725338491295938 -86,2027,1005,1022,0,2,49.58,0.11840157868771584 -87,1106,381,725,0,1,34.45,0.08589511754068715 -88,2056,997,1059,0,2,48.49,0.13764591439688717 -89,1058,340,718,0,1,32.14,0.08034026465028356 -90,1073,353,720,0,1,32.9,0.06616961789375582 -91,2087,1024,1063,0,2,49.07,0.12697652132247245 -92,2048,1009,1039,0,2,49.27,0.11279296875 -93,3171,1908,1263,0,3,60.17,0.15641753390097762 -94,1000,308,692,0,1,30.8,0.072 -95,2119,1083,1036,0,2,51.11,0.11420481359131666 -96,1026,353,673,0,1,34.41,0.09064327485380116 -97,1015,323,692,0,1,31.82,0.07980295566502463 -98,39278,37270,2008,0,37,94.89,0.23626457558938846 -99,4158,2768,1390,0,4,66.57,0.17412217412217412 -100,2084,1019,1065,0,2,48.9,0.12092130518234165 +1,10164,3264,6900,0,1,32.11,0.08333333333333333 +2,30898,18578,12320,0,3,60.13,0.14978315748592141 +3,10319,3473,6846,0,1,33.66,0.08460122104855122 +4,10227,3369,6858,0,1,32.94,0.08585117825364232 +5,20692,10422,10270,0,2,50.37,0.12700560603131644 +6,10238,3426,6812,0,1,33.46,0.08038679429576089 +7,50801,36152,14649,0,5,71.16,0.17375642211767484 +8,10299,3441,6858,0,1,33.41,0.08505680163122634 +9,10045,3335,6710,0,1,33.2,0.08541562966650075 +10,10202,3384,6818,0,1,33.17,0.08488531660458734 +11,20511,10282,10229,0,2,50.13,0.12403100775193798 +12,10254,3475,6779,0,1,33.89,0.08611273649307587 +13,10221,3350,6871,0,1,32.78,0.07983563252127972 +14,10269,3482,6787,0,1,33.91,0.07878079657220761 +15,20454,10203,10251,0,2,49.88,0.12770118314266157 +16,20508,10231,10277,0,2,49.89,0.1244392432221572 +17,10279,3521,6758,0,1,34.25,0.08249829749975679 +18,10194,3376,6818,0,1,33.12,0.08406906023150873 +19,30646,18385,12261,0,3,59.99,0.14820857534425375 +20,10194,3409,6785,0,1,33.44,0.0799489896017265 +21,10342,3436,6906,0,1,33.22,0.0834461419454651 +22,10296,3490,6806,0,1,33.9,0.08585858585858586 +23,10327,3456,6871,0,1,33.47,0.07950033891740099 +24,20516,10278,10238,0,2,50.1,0.12760772080327548 +25,10143,3379,6764,0,1,33.31,0.08301291531105195 +26,10291,3539,6752,0,1,34.39,0.08288796035370712 +27,10308,3419,6889,0,1,33.17,0.08187815289095848 +28,50863,36244,14619,0,5,71.26,0.17623812987830054 +29,10398,3502,6896,0,1,33.68,0.08001538757453357 +30,10260,3445,6815,0,1,33.58,0.08206627680311891 +31,10202,3387,6815,0,1,33.2,0.08508135659674573 +32,41023,27361,13662,0,4,66.7,0.16866148258294128 +33,10322,3435,6887,0,1,33.28,0.08157333850029064 +34,41011,27379,13632,0,4,66.76,0.16644314939894175 +35,10326,3416,6910,0,1,33.08,0.08270385434824715 +36,10118,3314,6804,0,1,32.75,0.08183435461553666 +37,10319,3481,6838,0,1,33.73,0.08527958135478245 +38,30664,18354,12310,0,3,59.86,0.14929559092094966 +39,81431,65050,16381,0,8,79.88,0.199015117092999 +40,10255,3385,6870,0,1,33.01,0.07791321306679669 +41,40971,27337,13634,0,4,66.72,0.1654340875253228 +42,40942,27312,13630,0,4,66.71,0.16748082653509844 +43,20292,10170,10122,0,2,50.12,0.12487679873841909 +44,10156,3350,6806,0,1,32.99,0.08733753446238676 +45,10135,3350,6785,0,1,33.05,0.08080907745436605 +46,10343,3451,6892,0,1,33.37,0.08382480904959876 +47,102500,85382,17118,0,10,83.3,0.21223414634146343 +48,10067,3307,6760,0,1,32.85,0.0819509287771928 +49,10166,3358,6808,0,1,33.03,0.08193979933110368 +50,10056,3326,6730,0,1,33.07,0.08164280031821798 +51,51319,36667,14652,0,5,71.45,0.17588027825951402 +52,91635,74849,16786,0,9,81.68,0.20417962568887435 +53,10173,3368,6805,0,1,33.11,0.08424260296864249 +54,10262,3467,6795,0,1,33.78,0.07883453517832781 +55,10337,3449,6888,0,1,33.37,0.08397020412111832 +56,10101,3353,6748,0,1,33.19,0.08335808335808335 +57,10262,3421,6841,0,1,33.34,0.08536347690508672 +58,174175,155832,18343,0,17,89.47,0.22248313477824028 +59,20618,10352,10266,0,2,50.21,0.1257638956251819 +60,10328,3494,6834,0,1,33.83,0.08278466305189776 +61,266787,247758,19029,0,26,92.87,0.23090330488367125 +62,10000,3279,6721,0,1,32.79,0.0788 +63,10189,3377,6812,0,1,33.14,0.08420846010403377 +64,20440,10172,10268,0,2,49.77,0.1232876712328767 +65,10310,3473,6837,0,1,33.69,0.08273520853540252 +66,102534,85466,17068,0,10,83.35,0.20803830924376304 +67,10261,3435,6826,0,1,33.48,0.085079426956437 +68,706876,686965,19911,0,69,97.18,0.24237065623956677 +69,10119,3373,6746,0,1,33.33,0.08577922719636327 +70,10273,3450,6823,0,1,33.58,0.08575878516499562 +71,20634,10362,10272,0,2,50.22,0.12537559368033344 +72,10278,3468,6810,0,1,33.74,0.08085230589608873 +73,10291,3394,6897,0,1,32.98,0.0769604508794092 +74,10479,3540,6939,0,1,33.78,0.08121003912587078 +75,30802,18558,12244,0,3,60.25,0.15236023634828907 +76,20439,10245,10194,0,2,50.12,0.1278927540486325 +77,20717,10394,10323,0,2,50.17,0.11956364338465994 +78,30719,18398,12321,0,3,59.89,0.14867020410820664 +79,153586,135511,18075,0,15,88.23,0.2179495526936049 +80,10300,3417,6883,0,1,33.17,0.08067961165048544 +81,10419,3484,6935,0,1,33.44,0.08273346770323448 +82,51383,36765,14618,0,5,71.55,0.17768522663137615 +83,20354,10144,10210,0,2,49.84,0.12533163014640858 +84,10292,3409,6883,0,1,33.12,0.08268558103381267 +85,10338,3422,6916,0,1,33.1,0.08299477655252467 +86,20508,10245,10263,0,2,49.96,0.12497561927052857 +87,10342,3445,6897,0,1,33.31,0.08470315219493328 +88,20517,10243,10274,0,2,49.92,0.1270653604328118 +89,10273,3448,6825,0,1,33.56,0.08244913851844642 +90,10215,3413,6802,0,1,33.41,0.07949094468918258 +91,20496,10288,10208,0,2,50.2,0.12578064012490242 +92,20630,10377,10253,0,2,50.3,0.12331555986427532 +93,31006,18698,12308,0,3,60.3,0.15268012642714313 +94,10107,3281,6826,0,1,32.46,0.08419906995151875 +95,20393,10194,10199,0,2,49.99,0.12484676114352965 +96,10070,3403,6667,0,1,33.79,0.08262164846077458 +97,10166,3356,6810,0,1,33.01,0.08253000196734211 +98,378889,359467,19422,0,37,94.87,0.23680022381225108 +99,41032,27373,13659,0,4,66.71,0.16894131409631508 +100,20321,10085,10236,0,2,49.63,0.12686383544116922 diff --git a/experiments/No_Refresh_0_5s_ttl/hit_age.csv b/experiments/No_Refresh_0_5s_ttl/hit_age.csv index 8635292..610a0a5 100644 --- a/experiments/No_Refresh_0_5s_ttl/hit_age.csv +++ b/experiments/No_Refresh_0_5s_ttl/hit_age.csv @@ -1,101 +1,101 @@ obj_id,hit_rate,avg_age -1,0.3273584905660377,0.26512968299711814 -2,0.5978987583572111,0.2476038338658147 -3,0.3169811320754717,0.2916666666666667 -4,0.3418803418803419,0.2361111111111111 -5,0.4983116256632899,0.26040658276863504 -6,0.33584195672624645,0.22969187675070027 -7,0.710172744721689,0.23594594594594595 -8,0.33887349953831947,0.23705722070844687 -9,0.3364485981308411,0.225 -10,0.3256924546322827,0.24926686217008798 -11,0.50187617260788,0.2588785046728972 -12,0.3577981651376147,0.25384615384615383 -13,0.35337650323774283,0.2617801047120419 -14,0.31875607385811466,0.2774390243902439 -15,0.49547403525488326,0.2567307692307692 -16,0.5164319248826291,0.2390909090909091 -17,0.3494874184529357,0.23733333333333334 -18,0.33491912464319695,0.2869318181818182 -19,0.5914332784184514,0.24623955431754874 -20,0.3452266152362584,0.26256983240223464 -21,0.33676333021515437,0.20833333333333334 -22,0.34213006597549483,0.2837465564738292 -23,0.3342490842490842,0.2410958904109589 -24,0.5141007859454462,0.24370503597122303 -25,0.34511627906976744,0.23450134770889489 -26,0.3477851083883129,0.23848238482384823 -27,0.3429368029739777,0.24390243902439024 -28,0.7081008274004233,0.23994565217391303 -29,0.3370892018779343,0.23676880222841226 -30,0.33204259438528555,0.2536443148688047 -31,0.3020730503455084,0.238562091503268 -32,0.6591346153846154,0.24215900802334062 -33,0.3292910447761194,0.26345609065155806 -34,0.6698222119602864,0.2581868321268528 -35,0.3193116634799235,0.24850299401197604 -36,0.3314285714285714,0.26436781609195403 -37,0.3508928571428571,0.2748091603053435 -38,0.5955342902711324,0.24317086234600965 -39,0.8013682472281198,0.24948483956432146 -40,0.33462657613967023,0.23768115942028986 -41,0.6649301444470755,0.22507122507122507 -42,0.6729603729603729,0.23865604433668167 -43,0.5046821094135042,0.2421875 -44,0.3371104815864023,0.22969187675070027 -45,0.33426443202979517,0.23119777158774374 -46,0.3358070500927644,0.212707182320442 -47,0.833458717321798,0.2517206363533792 -48,0.3270852858481724,0.2349570200573066 -49,0.34782608695652173,0.25833333333333336 -50,0.32367149758454106,0.24776119402985075 -51,0.714041095890411,0.24753530508926191 -52,0.8149803170550058,0.24712793733681462 -53,0.3314814814814815,0.2011173184357542 -54,0.3404651162790698,0.26229508196721313 -55,0.30685203574975173,0.32362459546925565 -56,0.32201745877788557,0.24397590361445784 -57,0.33424159854677565,0.2554347826086957 -58,0.8947661160242505,0.2534344501771617 -59,0.4881470730527334,0.2319127849355798 -60,0.3443649373881932,0.22337662337662337 -61,0.9286545454545454,0.2463387892552275 -62,0.32217973231357555,0.19881305637982197 -63,0.3261480787253983,0.3275862068965517 -64,0.49482596425211667,0.27756653992395436 -65,0.33692722371967654,0.19466666666666665 -66,0.8353863381858903,0.24296246648793565 -67,0.3311985361390668,0.2983425414364641 -68,0.9718145659031683,0.24387834309505327 -69,0.3485981308411215,0.289544235924933 -70,0.3506243996157541,0.2356164383561644 -71,0.49140401146131807,0.2468415937803693 -72,0.3272394881170018,0.24860335195530725 -73,0.3296500920810313,0.2206703910614525 -74,0.3448581560283688,0.2262210796915167 -75,0.5904359141184125,0.2628099173553719 -76,0.48874755381604695,0.25425425425425424 -77,0.5009328358208955,0.22625698324022347 -78,0.6041796631316282,0.24161073825503357 -79,0.882085020242915,0.23637406769936892 -80,0.33779904306220093,0.21529745042492918 -81,0.3349561830574489,0.29069767441860467 -82,0.7157656809191938,0.24868421052631579 -83,0.49646393210749645,0.2611585944919278 -84,0.3320825515947467,0.2796610169491525 -85,0.3114119922630561,0.2329192546583851 -86,0.4958066107548101,0.23880597014925373 -87,0.3444846292947559,0.24934383202099739 -88,0.48492217898832685,0.283851554663992 -89,0.32136105860113423,0.25 -90,0.32898415657036345,0.20113314447592068 -91,0.490656444657403,0.2587890625 -92,0.49267578125,0.22893954410307235 -93,0.6017029328287606,0.259958071278826 -94,0.308,0.23376623376623376 -95,0.511090136857008,0.2234533702677747 -96,0.34405458089668617,0.26345609065155806 -97,0.31822660098522165,0.25077399380804954 -98,0.9488772340750548,0.2489938288167427 -99,0.6657046657046657,0.2615606936416185 -100,0.48896353166986567,0.24730127576054955 +1,0.32113341204250295,0.25949754901960786 +2,0.6012686905301314,0.24911185272903436 +3,0.33656362050586297,0.2513676936366254 +4,0.32942211792314463,0.26061145740575836 +5,0.5036729170693988,0.25215889464594127 +6,0.3346356710294979,0.24022183304144776 +7,0.7116395346548297,0.244163531754813 +8,0.33411010777745415,0.25457715780296425 +9,0.3320059731209557,0.2572713643178411 +10,0.33169966673201334,0.2559101654846336 +11,0.5012919896640827,0.24742268041237114 +12,0.3388921396528184,0.25410071942446044 +13,0.32775657959103804,0.2435820895522388 +14,0.3390787807965722,0.23233773693279725 +15,0.4988266353769434,0.25600313633245125 +16,0.49887848644431443,0.2494379826018962 +17,0.34254304893472126,0.2408406702641295 +18,0.3311752010986855,0.25385071090047395 +19,0.5999151602166678,0.24704922491161274 +20,0.33441239945065726,0.23907304194778528 +21,0.33223747824405336,0.2511641443538999 +22,0.338966588966589,0.2532951289398281 +23,0.334656725089571,0.23755787037037038 +24,0.5009748488984207,0.2547188168904456 +25,0.3331361530119294,0.24918614974844627 +26,0.34389272179574387,0.24102853913534897 +27,0.3316841288319752,0.246855805791167 +28,0.7125808544521558,0.24732369495640658 +29,0.33679553760338526,0.23757852655625358 +30,0.3357699805068226,0.2444121915820029 +31,0.3319937267202509,0.25627398878063185 +32,0.666967311020647,0.25287818427689046 +33,0.3327843441193567,0.24512372634643376 +34,0.6676013752407891,0.24931516855984515 +35,0.3308154173929886,0.25 +36,0.3275350859853726,0.24984912492456246 +37,0.3373388894272701,0.25280091927607007 +38,0.5985520480041743,0.2494279176201373 +39,0.798835824194717,0.2491314373558801 +40,0.33008288639687955,0.23604135893648448 +41,0.6672280393449025,0.24794234919705893 +42,0.6670900297982512,0.2510618043350908 +43,0.5011827321111768,0.24916420845624385 +44,0.329854273335959,0.26477611940298507 +45,0.3305377405032067,0.24447761194029852 +46,0.3336556124915402,0.2512315270935961 +47,0.8329951219512195,0.2547843807828348 +48,0.3284990563226383,0.24947081947384336 +49,0.33031674208144796,0.24806432400238237 +50,0.3307478122513922,0.24684305472038484 +51,0.7144917087238645,0.2461613985327406 +52,0.8168167185027555,0.24996993947814933 +53,0.33107244667256464,0.25445368171021376 +54,0.33784837263691286,0.2333429477934814 +55,0.33365579955499663,0.2516671498985213 +56,0.33194733194733195,0.25111840143155384 +57,0.3333658156304814,0.2560654779304297 +58,0.8946863786421703,0.2486716463884183 +59,0.5020855563100204,0.25048299845440497 +60,0.33830364058869095,0.24470520892959358 +61,0.9286734361119545,0.24863778364371686 +62,0.3279,0.24031716986886245 +63,0.331435862204338,0.254071661237785 +64,0.49765166340508804,0.2477388910735352 +65,0.33685741998060137,0.24560898358767635 +66,0.8335381434451011,0.24958463014532095 +67,0.3347626936945717,0.2541484716157205 +68,0.9718324005907684,0.24939552961213454 +69,0.3333333333333333,0.2573376815890898 +70,0.3358317920763166,0.2553623188405797 +71,0.5021808665309683,0.24966222736923374 +72,0.3374197314652656,0.23961937716262977 +73,0.3298027402584783,0.23335297583971715 +74,0.33781849413111936,0.2403954802259887 +75,0.6024933445880137,0.25288285375579267 +76,0.5012476148539556,0.2551488530990727 +77,0.5017135685668774,0.23831056378680007 +78,0.598912725023601,0.2482335036417002 +79,0.8823134921151667,0.2470205370781708 +80,0.33174757281553396,0.24319578577699735 +81,0.33438909684230733,0.24741676234213547 +82,0.7155090204931592,0.24833401332789337 +83,0.49837869706200255,0.2514787066246057 +84,0.3312281383598912,0.2496333235552948 +85,0.3310118011220739,0.25073056691992984 +86,0.49956114686951436,0.2501708150317228 +87,0.3331077161090698,0.2542815674891147 +88,0.4992445289272311,0.25451527872693547 +89,0.3356371069794607,0.24564965197215777 +90,0.3341164953499755,0.23791385877527102 +91,0.501951600312256,0.25058320373250387 +92,0.5030053320407174,0.24515755998843597 +93,0.6030445720183191,0.2531821585196278 +94,0.32462649648758285,0.2593721426394392 +95,0.49987740891482374,0.2497547577006082 +96,0.33793445878848066,0.24449015574493094 +97,0.33012000786936846,0.25 +98,0.9487396044751893,0.24959453858073202 +99,0.6671134724117762,0.2532422460088408 +100,0.4962846316618277,0.2556271690629648 diff --git a/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf index 4be49cb..7c4bd31 100644 Binary files a/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf index 3e7133f..6084398 100644 Binary files a/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf differ diff --git a/experiments/No_Refresh_0_5s_ttl/objects_in_cache_over_time.pdf b/experiments/No_Refresh_0_5s_ttl/objects_in_cache_over_time.pdf index 7144d73..8c6edc0 100644 Binary files a/experiments/No_Refresh_0_5s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_0_5s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_0_5s_ttl/overall_hit_age.csv b/experiments/No_Refresh_0_5s_ttl/overall_hit_age.csv index 31c7d3a..a962600 100644 --- a/experiments/No_Refresh_0_5s_ttl/overall_hit_age.csv +++ b/experiments/No_Refresh_0_5s_ttl/overall_hit_age.csv @@ -1,9 +1,9 @@ ,hit_rate,avg_age count,100.0,100.0 -mean,0.45981069707251754,0.24812847494166054 -std,0.1784163653354017,0.02303421599819579 -min,0.3020730503455084,0.19466666666666665 -25%,0.3337018368087684,0.2360698198198198 -50%,0.34650586181228565,0.24698476555859195 -75%,0.5146835706797419,0.25914839632437936 -max,0.9718145659031683,0.3275862068965517 +mean,0.4604085321620298,0.24888160993165884 +std,0.1786893776002831,0.006148512551458182 +min,0.32113341204250295,0.23233773693279725 +25%,0.3320029115207795,0.24563948487603743 +50%,0.3378334333840161,0.24952772480958216 +75%,0.5031722282978878,0.25319718039193106 +max,0.9718324005907684,0.26477611940298507 diff --git a/experiments/No_Refresh_1_0s_ttl/details.csv b/experiments/No_Refresh_1_0s_ttl/details.csv index 9139f6b..930e81b 100644 --- a/experiments/No_Refresh_1_0s_ttl/details.csv +++ b/experiments/No_Refresh_1_0s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -1,8497,7552,945,0,8,88.88,0.4606331646463458 -2,1059,533,526,0,1,50.33,0.24834749763928235 -3,1114,579,535,0,1,51.97,0.2585278276481149 -4,3208,2416,792,0,3,75.31,0.38154613466334164 -5,1085,547,538,0,1,50.41,0.24792626728110598 -6,72758,71706,1052,0,68,98.55,0.4781329888122268 -7,5291,4397,894,0,5,83.1,0.4379134379134379 -8,2045,1354,691,0,2,66.21,0.3212713936430318 -9,1078,544,534,0,1,50.46,0.23840445269016697 -10,1068,541,527,0,1,50.66,0.25842696629213485 -11,1096,551,545,0,1,50.27,0.2527372262773723 -12,6409,5485,924,0,6,85.58,0.44874395381494775 -13,1052,528,524,0,1,50.19,0.2461977186311787 -14,1047,521,526,0,1,49.76,0.25501432664756446 -15,1067,534,533,0,1,50.05,0.24461105904404873 -16,1004,488,516,0,1,48.61,0.2300796812749004 -17,1034,511,523,0,1,49.42,0.26305609284332687 -18,2189,1476,713,0,2,67.43,0.33805390589310186 -19,1079,545,534,0,1,50.51,0.25301204819277107 -20,3251,2439,812,0,3,75.02,0.3888034450938173 -21,1035,504,531,0,1,48.7,0.24154589371980675 -22,106777,105720,1057,0,100,99.01,0.4812178652706107 -23,1052,524,528,0,1,49.81,0.2623574144486692 -24,1093,556,537,0,1,50.87,0.25434583714547115 -25,1091,550,541,0,1,50.41,0.24289642529789185 -26,2158,1444,714,0,2,66.91,0.34615384615384615 -27,1115,570,545,0,1,51.12,0.273542600896861 -28,1026,496,530,0,1,48.34,0.23391812865497075 -29,1148,601,547,0,1,52.35,0.25435540069686413 -30,1051,518,533,0,1,49.29,0.2445290199809705 -31,4276,3424,852,0,4,80.07,0.3931244153414406 -32,1082,549,533,0,1,50.74,0.2587800369685767 -33,1047,520,527,0,1,49.67,0.25501432664756446 -34,1070,542,528,0,1,50.65,0.25794392523364484 -35,2102,1394,708,0,2,66.32,0.33206470028544244 -36,3123,2337,786,0,3,74.83,0.3682356708293308 -37,1086,544,542,0,1,50.09,0.2605893186003683 -38,16017,15016,1001,0,15,93.75,0.4535181369794593 -39,14803,13809,994,0,14,93.29,0.47882186043369585 -40,1097,551,546,0,1,50.23,0.26071103008204194 -41,9511,8550,961,0,9,89.9,0.43843970139838084 -42,2122,1407,715,0,2,66.31,0.33176248821866167 -43,1032,512,520,0,1,49.61,0.2315891472868217 -44,1072,530,542,0,1,49.44,0.23507462686567165 -45,2067,1361,706,0,2,65.84,0.3217223028543783 -46,4131,3282,849,0,4,79.45,0.3793270394577584 -47,1018,503,515,0,1,49.41,0.2475442043222004 -48,2107,1400,707,0,2,66.45,0.34219269102990035 -49,2089,1375,714,0,2,65.82,0.32168501675442795 -50,3203,2404,799,0,3,75.05,0.3999375585388698 -51,8539,7589,950,0,8,88.87,0.43506265370652303 -52,1011,490,521,0,1,48.47,0.24727992087042533 -53,2127,1426,701,0,2,67.04,0.31969910672308416 -54,1117,580,537,0,1,51.92,0.2739480752014324 -55,1018,494,524,0,1,48.53,0.2593320235756385 -56,1031,498,533,0,1,48.3,0.25897187196896215 -57,3214,2411,803,0,3,75.02,0.3690105787181083 -58,2074,1369,705,0,2,66.01,0.32690453230472516 -59,1093,557,536,0,1,50.96,0.2808783165599268 -60,1110,568,542,0,1,51.17,0.2702702702702703 -61,3122,2330,792,0,3,74.63,0.35490070467648943 -62,1020,500,520,0,1,49.02,0.2519607843137255 -63,1128,572,556,0,1,50.71,0.26773049645390073 -64,1065,524,541,0,1,49.2,0.2300469483568075 -65,1090,557,533,0,1,51.1,0.25871559633027524 -66,1050,522,528,0,1,49.71,0.24666666666666667 -67,1036,520,516,0,1,50.19,0.2528957528957529 -68,1109,569,540,0,1,51.31,0.27051397655545534 -69,2172,1451,721,0,2,66.8,0.3287292817679558 -70,1056,521,535,0,1,49.34,0.2547348484848485 -71,2040,1334,706,0,2,65.39,0.3137254901960784 -72,3181,2376,805,0,3,74.69,0.37346746306193024 -73,4293,3429,864,0,4,79.87,0.3908688562776613 -74,1058,526,532,0,1,49.72,0.2637051039697543 -75,3147,2356,791,0,3,74.86,0.3708293612964728 -76,1000,483,517,0,1,48.3,0.259 -77,1089,549,540,0,1,50.41,0.2433425160697888 -78,82735,81681,1054,0,78,98.73,0.48756874357889646 -79,1065,539,526,0,1,50.61,0.2403755868544601 -80,3172,2376,796,0,3,74.91,0.38871374527112235 -81,1089,541,548,0,1,49.68,0.2460973370064279 -82,2086,1388,698,0,2,66.54,0.32358581016299137 -83,1132,598,534,0,1,52.83,0.2570671378091873 -84,1097,550,547,0,1,50.14,0.2515952597994531 -85,27763,26736,1027,0,26,96.3,0.4707704498793358 -86,1093,549,544,0,1,50.23,0.23787740164684354 -87,1072,551,521,0,1,51.4,0.25 -88,6527,5606,921,0,6,85.89,0.42699555691741997 -89,1083,552,531,0,1,50.97,0.25577100646352724 -90,1096,563,533,0,1,51.37,0.2518248175182482 -91,1066,529,537,0,1,49.62,0.2298311444652908 -92,1051,521,530,0,1,49.57,0.263558515699334 -93,3116,2324,792,0,3,74.58,0.3796534017971759 -94,1061,519,542,0,1,48.92,0.25164938737040526 -95,1079,543,536,0,1,50.32,0.2715477293790547 -96,1080,542,538,0,1,50.19,0.25092592592592594 -97,1059,530,529,0,1,50.05,0.23418319169027385 -98,1049,516,533,0,1,49.19,0.25738798856053385 -99,2158,1438,720,0,2,66.64,0.33086190917516217 -100,4233,3382,851,0,4,79.9,0.40184266477675407 +1,10321,5191,5130,0,1,50.3,0.2558860575525627 +2,20430,13645,6785,0,2,66.79,0.3350954478707783 +3,40652,32482,8170,0,4,79.9,0.39936534487848074 +4,10296,5146,5150,0,1,49.98,0.24271561771561773 +5,10144,5028,5116,0,1,49.57,0.2430993690851735 +6,10255,5144,5111,0,1,50.16,0.24748902974158946 +7,10292,5137,5155,0,1,49.91,0.24319860085503303 +8,295834,285945,9889,0,29,96.66,0.4777848387947295 +9,10192,5069,5123,0,1,49.74,0.25755494505494503 +10,500429,490403,10026,0,49,98.0,0.4930909279837899 +11,10248,5123,5125,0,1,49.99,0.24775565964090554 +12,10245,5132,5113,0,1,50.09,0.24509516837481699 +13,10072,4994,5078,0,1,49.58,0.24344718030182685 +14,10200,5096,5104,0,1,49.96,0.2513725490196078 +15,10329,5187,5142,0,1,50.22,0.2589795720786136 +16,10166,5054,5112,0,1,49.71,0.2506393861892583 +17,922930,912814,10116,0,90,98.9,0.49657828871095316 +18,10196,5095,5101,0,1,49.97,0.24627304825421734 +19,51302,42761,8541,0,5,83.35,0.4175080893532416 +20,20581,13739,6842,0,2,66.76,0.33351149118118656 +21,10434,5292,5142,0,1,50.72,0.25886524822695034 +22,173975,164325,9650,0,17,94.45,0.47176318436556974 +23,10439,5281,5158,0,1,50.59,0.24877861864163234 +24,10358,5228,5130,0,1,50.47,0.2560339833944777 +25,30679,23015,7664,0,3,75.02,0.37823918641415955 +26,30612,22918,7694,0,3,74.87,0.37811969162419967 +27,20361,13574,6787,0,2,66.67,0.3323019498060017 +28,10273,5165,5108,0,1,50.28,0.25902852136668936 +29,20350,13555,6795,0,2,66.61,0.328992628992629 +30,20492,13637,6855,0,2,66.55,0.33627757173531136 +31,20685,13825,6860,0,2,66.84,0.34072999758278943 +32,10276,5197,5079,0,1,50.57,0.24815103152977813 +33,10295,5207,5088,0,1,50.58,0.2541039339485187 +34,418664,408677,9987,0,41,97.61,0.4910094968757763 +35,20556,13741,6815,0,2,66.85,0.3401926444833625 +36,61554,52775,8779,0,6,85.74,0.4230594274945576 +37,10400,5252,5148,0,1,50.5,0.2570192307692308 +38,234838,225035,9803,0,23,95.83,0.4802246655140991 +39,10238,5105,5133,0,1,49.86,0.2558116819691346 +40,102360,93061,9299,0,10,90.92,0.45374169597499026 +41,10328,5215,5113,0,1,50.49,0.2555189775367932 +42,51435,42894,8541,0,5,83.39,0.41372606202002526 +43,10152,5077,5075,0,1,50.01,0.2518715524034673 +44,20511,13692,6819,0,2,66.75,0.339720150163327 +45,30442,22793,7649,0,3,74.87,0.3702450561723934 +46,20289,13470,6819,0,2,66.39,0.32815811523485633 +47,10192,5118,5074,0,1,50.22,0.2588304552590267 +48,10400,5220,5180,0,1,50.19,0.2547115384615385 +49,10080,5026,5054,0,1,49.86,0.2427579365079365 +50,20564,13754,6810,0,2,66.88,0.3315989107177592 +51,10176,5069,5107,0,1,49.81,0.24597091194968554 +52,10049,4935,5114,0,1,49.11,0.24559657677380833 +53,30768,23098,7670,0,3,75.07,0.37714508580343215 +54,10058,4948,5110,0,1,49.19,0.24169815072579043 +55,10202,5088,5114,0,1,49.87,0.2488727700450892 +56,20279,13452,6827,0,2,66.33,0.3287637457468317 +57,10324,5212,5112,0,1,50.48,0.24961255327392484 +58,10168,5065,5103,0,1,49.81,0.24537765538945713 +59,50847,42342,8505,0,5,83.27,0.41611107833303834 +60,10149,5063,5086,0,1,49.89,0.2488915164055572 +61,10000,4936,5064,0,1,49.36,0.2535 +62,10298,5160,5138,0,1,50.11,0.25043697805399107 +63,10203,5098,5105,0,1,49.97,0.2486523571498579 +64,30986,23292,7694,0,3,75.17,0.37194216743045244 +65,10324,5176,5148,0,1,50.14,0.2516466485858195 +66,31014,23323,7691,0,3,75.2,0.3704778487134842 +67,20419,13597,6822,0,2,66.59,0.32930114109407904 +68,10202,5083,5119,0,1,49.82,0.250735149970594 +69,10332,5187,5145,0,1,50.2,0.24961285327138985 +70,20406,13576,6830,0,2,66.53,0.3301479956875429 +71,50839,42332,8507,0,5,83.27,0.4158421684140129 +72,122940,113497,9443,0,12,92.32,0.4595005693834391 +73,10349,5208,5141,0,1,50.32,0.24939607691564403 +74,40948,32759,8189,0,4,80.0,0.40487935918726187 +75,10482,5304,5178,0,1,50.6,0.25472238122495705 +76,20015,13250,6765,0,2,66.2,0.32880339745191106 +77,10141,5051,5090,0,1,49.81,0.25184893008579035 +78,20454,13645,6809,0,2,66.71,0.32893321599687103 +79,20365,13537,6828,0,2,66.47,0.3289958261723545 +80,20377,13603,6774,0,2,66.76,0.3276242822790401 +81,10297,5165,5132,0,1,50.16,0.25308342235602604 +82,747292,737198,10094,0,73,98.65,0.4909379466125691 +83,20370,13582,6788,0,2,66.68,0.3318605792832597 +84,10160,5073,5087,0,1,49.93,0.2518700787401575 +85,1964390,1954214,10176,0,192,99.48,0.4986204368786239 +86,123492,114064,9428,0,12,92.37,0.4611715738671331 +87,10150,5008,5142,0,1,49.34,0.2504433497536946 +88,10017,4974,5043,0,1,49.66,0.2448836977138864 +89,30598,22933,7665,0,3,74.95,0.3759722857703118 +90,20466,13667,6799,0,2,66.78,0.33699794781588976 +91,92180,82970,9210,0,9,90.01,0.44574745064005206 +92,10110,5015,5095,0,1,49.6,0.24787339268051434 +93,10091,5047,5044,0,1,50.01,0.2511148548211277 +94,10219,5094,5125,0,1,49.85,0.24728447010470692 +95,10172,5093,5079,0,1,50.07,0.24695241840346047 +96,41141,32935,8206,0,4,80.05,0.4031744488466493 +97,10233,5096,5137,0,1,49.8,0.24694615459786964 +98,10153,5038,5115,0,1,49.62,0.24485373781148428 +99,61303,52526,8777,0,6,85.68,0.4244816730013213 +100,10178,5065,5113,0,1,49.76,0.24759284731774414 diff --git a/experiments/No_Refresh_1_0s_ttl/hit_age.csv b/experiments/No_Refresh_1_0s_ttl/hit_age.csv index 3e8cdc7..a9f3c8c 100644 --- a/experiments/No_Refresh_1_0s_ttl/hit_age.csv +++ b/experiments/No_Refresh_1_0s_ttl/hit_age.csv @@ -1,101 +1,101 @@ obj_id,hit_rate,avg_age -1,0.8887842768035777,0.5182733050847458 -2,0.5033050047214354,0.49343339587242024 -3,0.5197486535008977,0.49740932642487046 -4,0.7531172069825436,0.5066225165562914 -5,0.504147465437788,0.49177330895795246 -6,0.9855411088814976,0.48514768638607647 -7,0.831033831033831,0.5269501933136229 -8,0.6621026894865526,0.48522895125553916 -9,0.5046382189239332,0.4724264705882353 -10,0.5065543071161048,0.5101663585951941 -11,0.5027372262773723,0.5027223230490018 -12,0.8558277422374786,0.5243391066545123 -13,0.5019011406844106,0.49053030303030304 -14,0.4976122254059217,0.5124760076775432 -15,0.5004686035613871,0.4887640449438202 -16,0.4860557768924303,0.4733606557377049 -17,0.4941972920696325,0.5322896281800391 -18,0.6742804933759707,0.5013550135501355 -19,0.505097312326228,0.5009174311926605 -20,0.7502306982466933,0.5182451824518245 -21,0.48695652173913045,0.49603174603174605 -22,0.9901008644183672,0.4860291335603481 -23,0.49809885931558934,0.5267175572519084 -24,0.5086916742909423,0.5 -25,0.5041246562786434,0.4818181818181818 -26,0.6691380908248378,0.5173130193905817 -27,0.5112107623318386,0.5350877192982456 -28,0.4834307992202729,0.4838709677419355 -29,0.5235191637630662,0.4858569051580699 -30,0.4928639391056137,0.49613899613899615 -31,0.8007483629560337,0.490946261682243 -32,0.5073937153419593,0.5100182149362478 -33,0.49665711556829034,0.5134615384615384 -34,0.5065420560747663,0.5092250922509225 -35,0.6631779257849667,0.5007173601147776 -36,0.7483189241114313,0.49208386820710315 -37,0.5009208103130756,0.5202205882352942 -38,0.9375039021040145,0.4837506659563133 -39,0.9328514490306019,0.5132884350785719 -40,0.5022789425706472,0.5190562613430127 -41,0.8989590999894859,0.48771929824561405 -42,0.6630537229029217,0.5003553660270078 -43,0.49612403100775193,0.466796875 -44,0.4944029850746269,0.47547169811320755 -45,0.6584421867440735,0.4886113152094049 -46,0.794480755265069,0.4774527726995734 -47,0.49410609037328096,0.5009940357852882 -48,0.6644518272425249,0.515 -49,0.6582096696984203,0.48872727272727273 -50,0.7505463627848892,0.5328618968386023 -51,0.8887457547722216,0.4895243115034919 -52,0.4846686449060336,0.5102040816326531 -53,0.6704278326281147,0.47685834502103785 -54,0.5192479856759177,0.5275862068965518 -55,0.48526522593320237,0.5344129554655871 -56,0.4830261881668283,0.536144578313253 -57,0.7501555693839452,0.49191206968063045 -58,0.6600771456123433,0.4952520087655223 -59,0.5096065873741995,0.5511669658886894 -60,0.5117117117117117,0.528169014084507 -61,0.7463164638052531,0.4755364806866953 -62,0.49019607843137253,0.514 -63,0.5070921985815603,0.527972027972028 -64,0.492018779342723,0.4675572519083969 -65,0.5110091743119266,0.5062836624775583 -66,0.49714285714285716,0.49616858237547895 -67,0.5019305019305019,0.5038461538461538 -68,0.5130748422001803,0.5272407732864675 -69,0.66804788213628,0.49207443142660234 -70,0.4933712121212121,0.5163147792706334 -71,0.653921568627451,0.47976011994003 -72,0.7469349261238605,0.5 -73,0.7987421383647799,0.489355497229513 -74,0.497164461247637,0.5304182509505704 -75,0.7486495074674293,0.4953310696095076 -76,0.483,0.5362318840579711 -77,0.5041322314049587,0.48269581056466304 -78,0.9872605306097783,0.4938602612602686 -79,0.5061032863849765,0.4749536178107607 -80,0.7490542244640606,0.5189393939393939 -81,0.4967860422405877,0.4953789279112754 -82,0.6653883029721956,0.48631123919308356 -83,0.5282685512367491,0.4866220735785953 -84,0.5013673655423884,0.5018181818181818 -85,0.9630083204264669,0.48885397965290245 -86,0.5022872827081427,0.47358834244080145 -87,0.5139925373134329,0.4863883847549909 -88,0.8588938256473112,0.49714591509097394 -89,0.5096952908587258,0.5018115942028986 -90,0.5136861313868614,0.49023090586145646 -91,0.49624765478424016,0.46313799621928164 -92,0.49571836346336823,0.5316698656429942 -93,0.7458279845956355,0.5090361445783133 -94,0.4891611687087653,0.5144508670520231 -95,0.5032437442075997,0.5395948434622467 -96,0.5018518518518519,0.5 -97,0.5004721435316336,0.4679245283018868 -98,0.4918970448045758,0.5232558139534884 -99,0.6663577386468953,0.4965229485396384 -100,0.7989605480746516,0.502956830277942 +1,0.5029551400058134,0.508765170487382 +2,0.6678903573176701,0.5017222425796996 +3,0.7990258781855751,0.49981528231020256 +4,0.4998057498057498,0.4856198989506413 +5,0.49566246056782337,0.4904534606205251 +6,0.5016089712335446,0.49339035769828926 +7,0.4991255343956471,0.48724936733502044 +8,0.966572469695843,0.4943083460105964 +9,0.497350863422292,0.5178536200434011 +10,0.979965189867094,0.5031718810855562 +11,0.4999024199843872,0.49560804216279525 +12,0.5009272816007808,0.4892829306313328 +13,0.4958300238284353,0.49098918702442934 +14,0.4996078431372549,0.5031397174254317 +15,0.5021783328492594,0.5157123578176209 +16,0.49714735392484755,0.5041551246537396 +17,0.9890392554148202,0.5020814755251344 +18,0.49970576696743824,0.4928361138370952 +19,0.833515262562863,0.5009003531255115 +20,0.6675574559059326,0.49959967974379504 +21,0.5071880391029328,0.5103930461073318 +22,0.9445322603822388,0.4994675186368477 +23,0.5058913689050676,0.49176292368869534 +24,0.5047306429812705,0.5072685539403213 +25,0.750187424622706,0.504192917662394 +26,0.7486606559519143,0.5050615236931669 +27,0.6666666666666666,0.4984529247090025 +28,0.5027742626301956,0.5151984511132623 +29,0.6660933660933661,0.49391368498708965 +30,0.6654792113995706,0.5053164185671335 +31,0.6683587140439933,0.5098010849909584 +32,0.505741533670689,0.4906676928997499 +33,0.5057795046138902,0.5024006145573267 +34,0.9761455486977624,0.503008488366118 +35,0.6684666277485892,0.5089149261334692 +36,0.8573772622412841,0.49343439128375177 +37,0.505,0.508948971820259 +38,0.9582563298955025,0.5011442664474415 +39,0.49863254541902713,0.513026444662096 +40,0.9091539663931223,0.49908124778371177 +41,0.5049380325329202,0.5060402684563758 +42,0.8339457567804025,0.49610668158716836 +43,0.5000985027580772,0.503643884183573 +44,0.6675442445517039,0.5089103125912942 +45,0.7487352999145916,0.4944939235730268 +46,0.6639065503474789,0.4942835931700074 +47,0.5021585557299842,0.5154357170769832 +48,0.5019230769230769,0.5074712643678161 +49,0.4986111111111111,0.4868682849184242 +50,0.668838747325423,0.4957830449323833 +51,0.49813286163522014,0.4937857565594792 +52,0.4910936411583242,0.5001013171225938 +53,0.750715028601144,0.502381158541865 +54,0.4919467090872937,0.4913096200485044 +55,0.4987257400509704,0.49901729559748426 +56,0.6633463188520144,0.4956140350877193 +57,0.5048430840759396,0.4944359171143515 +58,0.4981313926042486,0.49259624876604147 +59,0.8327334946014514,0.4996929762410845 +60,0.4988668834367918,0.49891368753703336 +61,0.4936,0.5135737439222042 +62,0.5010681685764226,0.4998062015503876 +63,0.49965696363814566,0.49764613573950567 +64,0.7516943135609631,0.4948050832904001 +65,0.501356063541263,0.5019319938176198 +66,0.752015218933385,0.49264674355786137 +67,0.6658994074146628,0.4945208501875414 +68,0.4982356400705744,0.5032461144993114 +69,0.5020325203252033,0.4972045498361288 +70,0.6652945212192493,0.49624337065409546 +71,0.8326678337496803,0.4994094302182746 +72,0.9231901740686513,0.497731217565222 +73,0.5032370277321481,0.4955837173579109 +74,0.800014652730292,0.5060899294850271 +75,0.5060103033772181,0.503393665158371 +76,0.6620034973769673,0.4966792452830189 +77,0.49807711271077804,0.50564244704019 +78,0.6671066784003129,0.49307438622205935 +79,0.6647188804321139,0.494939794636921 +80,0.6675663738528733,0.490774093949864 +81,0.5016024084684859,0.5045498547918683 +82,0.9864925624789239,0.49766005876304603 +83,0.6667648502700049,0.49771756736857603 +84,0.49931102362204727,0.5044352454169131 +85,0.9948197659324268,0.5012168575191868 +86,0.9236549736015288,0.4992898723523636 +87,0.4933990147783251,0.5075878594249201 +88,0.4965558550464211,0.4931644551668677 +89,0.7494934309431989,0.5016351981860201 +90,0.6677904817746506,0.5046462281407771 +91,0.9000867867216316,0.4952271905508015 +92,0.4960435212660732,0.49970089730807576 +93,0.5001486473094837,0.5020804438280166 +94,0.4984832175359624,0.4960738123282293 +95,0.5006881635863154,0.4932259964657373 +96,0.8005396076906249,0.5036283588887202 +97,0.49799667741620246,0.4958791208791209 +98,0.4962080173347779,0.49344978165938863 +99,0.856825930215487,0.4954117960629022 +100,0.49764197288268813,0.49753208292201384 diff --git a/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf index 3f8fc47..8229d3b 100644 Binary files a/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf index cc0ec1f..15b26eb 100644 Binary files a/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf differ diff --git a/experiments/No_Refresh_1_0s_ttl/objects_in_cache_over_time.pdf b/experiments/No_Refresh_1_0s_ttl/objects_in_cache_over_time.pdf index 9945c7c..96e1ae5 100644 Binary files a/experiments/No_Refresh_1_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_1_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_1_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_1_0s_ttl/overall_hit_age.csv index a4713e0..b7b1ee7 100644 --- a/experiments/No_Refresh_1_0s_ttl/overall_hit_age.csv +++ b/experiments/No_Refresh_1_0s_ttl/overall_hit_age.csv @@ -1,9 +1,9 @@ ,hit_rate,avg_age count,100.0,100.0 -mean,0.6106589394405821,0.5015452422120209 -std,0.15132826274882488,0.019318631378919444 -min,0.483,0.46313799621928164 -25%,0.4998761674999377,0.48838831096845714 -50%,0.5103522325853262,0.5 -75%,0.7459501043980399,0.5153286948176583 -max,0.9901008644183672,0.5511669658886894 +mean,0.6330971683479719,0.49974051080586995 +std,0.16365629584245692,0.006763722459258895 +min,0.4910936411583242,0.4856198989506413 +25%,0.49964468351292296,0.49451411853391275 +50%,0.5058354367594788,0.4993496512853191 +75%,0.7496669293630757,0.5037716943011146 +max,0.9948197659324268,0.5178536200434011 diff --git a/experiments/No_Refresh_2_0s_ttl/details.csv b/experiments/No_Refresh_2_0s_ttl/details.csv index 153ca8e..b94cdd2 100644 --- a/experiments/No_Refresh_2_0s_ttl/details.csv +++ b/experiments/No_Refresh_2_0s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -1,34341,33813,528,0,32,98.46,0.9879153198800268 -2,1078,716,362,0,1,66.42,0.6781076066790352 -3,5386,4900,486,0,5,90.98,0.8821017452655031 -4,15013,14494,519,0,14,96.54,0.9555052288017052 -5,1042,689,353,0,1,66.12,0.6180422264875239 -6,3175,2719,456,0,3,85.64,0.8620472440944882 -7,1046,693,353,0,1,66.25,0.6759082217973231 -8,2109,1679,430,0,2,79.61,0.7652916073968705 -9,3328,2863,465,0,3,86.03,0.8572716346153846 -10,1105,752,353,0,1,68.05,0.6760180995475114 -11,2158,1730,428,0,2,80.17,0.7873030583873958 -12,1069,708,361,0,1,66.23,0.6557530402245089 -13,1076,713,363,0,1,66.26,0.6756505576208178 -14,1102,741,361,0,1,67.24,0.6542649727767695 -15,1054,703,351,0,1,66.7,0.6764705882352942 -16,1088,728,360,0,1,66.91,0.6387867647058824 -17,1103,739,364,0,1,67.0,0.6772438803263826 -18,1091,726,365,0,1,66.54,0.6269477543538039 -19,1065,712,353,0,1,66.85,0.6835680751173709 -20,1087,726,361,0,1,66.79,0.6669733210671573 -21,1060,698,362,0,1,65.85,0.6679245283018868 -22,4199,3722,477,0,4,88.64,0.8994998809240295 -23,1096,735,361,0,1,67.06,0.666058394160584 -24,1057,689,368,0,1,65.18,0.6811731315042573 -25,1036,681,355,0,1,65.73,0.6766409266409267 -26,4312,3833,479,0,4,88.89,0.8919294990723562 -27,2200,1772,428,0,2,80.55,0.7895454545454546 -28,1042,688,354,0,1,66.03,0.6746641074856046 -29,1095,737,358,0,1,67.31,0.6940639269406392 -30,2176,1742,434,0,2,80.06,0.7886029411764706 -31,1000,654,346,0,1,65.4,0.63 -32,1069,706,363,0,1,66.04,0.6950420954162769 -33,1075,705,370,0,1,65.58,0.6827906976744186 -34,1119,752,367,0,1,67.2,0.6586237712243074 -35,1129,763,366,0,1,67.58,0.6634189548272807 -36,1057,700,357,0,1,66.23,0.6357615894039735 -37,2166,1731,435,0,2,79.92,0.8125577100646353 -38,1089,735,354,0,1,67.49,0.657483930211203 -39,11957,11444,513,0,11,95.71,0.9723174709375262 -40,2166,1732,434,0,2,79.96,0.7488457987072945 -41,1084,725,359,0,1,66.88,0.6595940959409594 -42,2131,1703,428,0,2,79.92,0.8047864852182074 -43,1085,721,364,0,1,66.45,0.6626728110599078 -44,24442,23916,526,0,23,97.85,0.9847802962114394 -45,2086,1660,426,0,2,79.58,0.7761265580057526 -46,1067,709,358,0,1,66.45,0.669165885660731 -47,1073,722,351,0,1,67.29,0.6551724137931034 -48,1058,690,368,0,1,65.22,0.6351606805293005 -49,2162,1731,431,0,2,80.06,0.803422756706753 -50,1033,682,351,0,1,66.02,0.6427879961277831 -51,1139,769,370,0,1,67.52,0.6935908691834943 -52,1061,707,354,0,1,66.64,0.6833176248821866 -53,1094,739,355,0,1,67.55,0.6983546617915904 -54,1091,737,354,0,1,67.55,0.6727772685609532 -55,4245,3765,480,0,4,88.69,0.8829210836277974 -56,2059,1635,424,0,2,79.41,0.7931034482758621 -57,1114,759,355,0,1,68.13,0.6651705565529623 -58,1047,693,354,0,1,66.19,0.6838586437440306 -59,1031,682,349,0,1,66.15,0.6576139670223085 -60,3272,2813,459,0,3,85.97,0.8331295843520783 -61,1131,774,357,0,1,68.44,0.695844385499558 -62,1087,733,354,0,1,67.43,0.6614535418583257 -63,1057,693,364,0,1,65.56,0.6281929990539262 -64,1140,777,363,0,1,68.16,0.7096491228070175 -65,1073,710,363,0,1,66.17,0.684995340167754 -66,1149,789,360,0,1,68.67,0.6422976501305483 -67,4365,3885,480,0,4,89.0,0.8923253150057274 -68,18168,17646,522,0,17,97.13,0.9745706737120211 -69,4226,3749,477,0,4,88.71,0.8556554661618552 -70,1156,781,375,0,1,67.56,0.6868512110726643 -71,2120,1693,427,0,2,79.86,0.7768867924528302 -72,1090,728,362,0,1,66.79,0.7018348623853211 -73,1078,712,366,0,1,66.05,0.6669758812615956 -74,1078,714,364,0,1,66.23,0.7022263450834879 -75,1105,748,357,0,1,67.69,0.6950226244343891 -76,1072,725,347,0,1,67.63,0.6781716417910447 -77,7483,6981,502,0,7,93.29,0.9204864359214219 -78,1068,706,362,0,1,66.1,0.6657303370786517 -79,1091,731,360,0,1,67.0,0.6324472960586618 -80,1164,803,361,0,1,68.99,0.6872852233676976 -81,1020,659,361,0,1,64.61,0.6568627450980392 -82,1084,716,368,0,1,66.05,0.6392988929889298 -83,2147,1719,428,0,2,80.07,0.8267349790405216 -84,1061,705,356,0,1,66.45,0.6361922714420358 -85,1098,741,357,0,1,67.49,0.6757741347905283 -86,1082,727,355,0,1,67.19,0.6811460258780037 -87,1099,735,364,0,1,66.88,0.6696997270245678 -88,1049,685,364,0,1,65.3,0.6539561487130601 -89,2139,1711,428,0,2,79.99,0.7980364656381487 -90,1148,789,359,0,1,68.73,0.662020905923345 -91,1118,755,363,0,1,67.53,0.6699463327370304 -92,1088,723,365,0,1,66.45,0.6773897058823529 -93,1137,770,367,0,1,67.72,0.6693051890941073 -94,1064,702,362,0,1,65.98,0.6663533834586466 -95,213645,213109,536,0,199,99.75,0.9526878700648271 -96,2160,1737,423,0,2,80.42,0.7935185185185185 -97,2104,1674,430,0,2,79.56,0.7842205323193916 -98,1085,727,358,0,1,67.0,0.6700460829493088 -99,1112,755,357,0,1,67.9,0.6924460431654677 -100,1059,692,367,0,1,65.34,0.6553352219074599 +1,10104,6718,3386,0,1,66.49,0.660827395091053 +2,10000,6591,3409,0,1,65.91,0.6574 +3,20425,16321,4104,0,2,79.91,0.806217870257038 +4,10313,6891,3422,0,1,66.82,0.6775913895083875 +5,30759,26375,4384,0,3,85.75,0.8561071556292468 +6,10401,6935,3466,0,1,66.68,0.6596481107585809 +7,10443,6970,3473,0,1,66.74,0.6758594273676146 +8,10329,6895,3434,0,1,66.75,0.6658921483202633 +9,20668,16545,4123,0,2,80.05,0.7909812270176118 +10,10313,6874,3439,0,1,66.65,0.6701250848443712 +11,10251,6801,3450,0,1,66.34,0.6685201443761585 +12,112754,107837,4917,0,11,95.64,0.9583872855951895 +13,10198,6768,3430,0,1,66.37,0.6693469307707394 +14,10418,6974,3444,0,1,66.94,0.6684584373200231 +15,10205,6797,3408,0,1,66.6,0.6775110240078392 +16,92491,87622,4869,0,9,94.74,0.9381669567849845 +17,10340,6892,3448,0,1,66.65,0.6625725338491296 +18,10342,6928,3414,0,1,66.99,0.6865209824018565 +19,10374,6928,3446,0,1,66.78,0.6789088104877579 +20,10326,6907,3419,0,1,66.89,0.6616308347859772 +21,10273,6849,3424,0,1,66.67,0.66338946753626 +22,10075,6690,3385,0,1,66.4,0.6625310173697271 +23,10241,6836,3405,0,1,66.75,0.6706376330436481 +24,10354,6909,3445,0,1,66.73,0.6609039984547035 +25,10217,6775,3442,0,1,66.31,0.6645786434374082 +26,134088,129133,4955,0,13,96.3,0.9625544418590776 +27,20646,16526,4120,0,2,80.04,0.7985566211372663 +28,20629,16518,4111,0,2,80.07,0.7993116486499589 +29,10110,6690,3420,0,1,66.17,0.6439169139465876 +30,20311,16220,4091,0,2,79.86,0.8037516616611688 +31,10298,6872,3426,0,1,66.73,0.667216935327248 +32,20693,16549,4144,0,2,79.97,0.7979026724012951 +33,92953,88081,4872,0,9,94.76,0.943186341484406 +34,154493,149517,4976,0,15,96.78,0.9748143928851145 +35,10082,6671,3411,0,1,66.17,0.6580043642134498 +36,10130,6718,3412,0,1,66.32,0.6568608094768016 +37,10403,6948,3455,0,1,66.79,0.6757666057867923 +38,10282,6835,3447,0,1,66.48,0.6668936004668352 +39,31120,26696,4424,0,3,85.78,0.8627570694087403 +40,113233,108317,4916,0,11,95.66,0.9557461164148261 +41,669320,664216,5104,0,65,99.24,0.9823193689117313 +42,10308,6844,3464,0,1,66.4,0.6667636786961583 +43,20631,16510,4121,0,2,80.03,0.802384760796859 +44,10290,6866,3424,0,1,66.72,0.6727891156462585 +45,10290,6846,3444,0,1,66.53,0.6646258503401361 +46,10118,6736,3382,0,1,66.57,0.6720695789681755 +47,10130,6708,3422,0,1,66.22,0.6615004935834156 +48,92556,87680,4876,0,9,94.73,0.9463676044772894 +49,10237,6807,3430,0,1,66.49,0.66269414867637 +50,10366,6917,3449,0,1,66.73,0.6664094153964886 +51,10066,6678,3388,0,1,66.34,0.6649115835485794 +52,10338,6900,3438,0,1,66.74,0.6627007158057652 +53,31189,26781,4408,0,3,85.87,0.8622591298214114 +54,10381,6952,3429,0,1,66.97,0.6724785666120797 +55,10299,6871,3428,0,1,66.72,0.6700650548596951 +56,10251,6822,3429,0,1,66.55,0.6652033947907521 +57,10164,6752,3412,0,1,66.43,0.6712908303817394 +58,10155,6734,3421,0,1,66.31,0.683505662235352 +59,31048,26625,4423,0,3,85.75,0.8572532852357639 +60,10415,6982,3433,0,1,67.04,0.6662506000960153 +61,10223,6820,3403,0,1,66.71,0.6738726401252079 +62,10360,6942,3418,0,1,67.01,0.6756756756756757 +63,72258,67453,4805,0,7,93.35,0.9317169033186636 +64,20608,16514,4094,0,2,80.13,0.806046195652174 +65,92677,87807,4870,0,9,94.75,0.951541374882657 +66,20544,16448,4096,0,2,80.06,0.806756230529595 +67,20607,16467,4140,0,2,79.91,0.8011355364681905 +68,41070,36496,4574,0,4,88.86,0.8941806671536401 +69,10325,6922,3403,0,1,67.04,0.6650847457627118 +70,41221,36648,4573,0,4,88.91,0.8889158438659907 +71,10123,6701,3422,0,1,66.2,0.6680825842141658 +72,10296,6869,3427,0,1,66.72,0.668997668997669 +73,10084,6671,3413,0,1,66.15,0.653312177707259 +74,10412,6968,3444,0,1,66.92,0.6566461774875144 +75,10390,6975,3415,0,1,67.13,0.6796920115495669 +76,20528,16406,4122,0,2,79.92,0.7993472330475448 +77,10219,6770,3449,0,1,66.25,0.6641550053821313 +78,10241,6864,3377,0,1,67.02,0.6729811541841617 +79,10085,6658,3427,0,1,66.02,0.6535448686167575 +80,10262,6839,3423,0,1,66.64,0.6625414149288638 +81,184351,179346,5005,0,18,97.29,0.9742122364402689 +82,10247,6824,3423,0,1,66.6,0.6655606518981165 +83,10282,6845,3437,0,1,66.57,0.6648511962653181 +84,10355,6904,3451,0,1,66.67,0.6693384838242395 +85,20551,16412,4139,0,2,79.86,0.8041457836601625 +86,10181,6802,3379,0,1,66.81,0.6746881445830468 +87,51114,46447,4667,0,5,90.87,0.9127244981805376 +88,10189,6779,3410,0,1,66.53,0.6714103444891549 +89,10313,6884,3429,0,1,66.75,0.6650829050712693 +90,30827,26416,4411,0,3,85.69,0.848152593505693 +91,10282,6875,3407,0,1,66.86,0.682260260649679 +92,10264,6830,3434,0,1,66.54,0.6677708495713173 +93,10190,6788,3402,0,1,66.61,0.6714425907752699 +94,20797,16660,4137,0,2,80.11,0.8132903784199644 +95,10408,6985,3423,0,1,67.11,0.6622790161414297 +96,30763,26365,4398,0,3,85.7,0.8571010629652505 +97,10291,6857,3434,0,1,66.63,0.6533864541832669 +98,10268,6832,3436,0,1,66.54,0.6722828204129334 +99,10391,6944,3447,0,1,66.83,0.6803964969685304 +100,10253,6836,3417,0,1,66.67,0.6542475373061543 diff --git a/experiments/No_Refresh_2_0s_ttl/hit_age.csv b/experiments/No_Refresh_2_0s_ttl/hit_age.csv index 044712e..3565404 100644 --- a/experiments/No_Refresh_2_0s_ttl/hit_age.csv +++ b/experiments/No_Refresh_2_0s_ttl/hit_age.csv @@ -1,101 +1,101 @@ obj_id,hit_rate,avg_age -1,0.9846247925220581,1.0033419099163043 -2,0.6641929499072357,1.020949720670391 -3,0.9097660601559598,0.9695918367346938 -4,0.9654299607007261,0.9897198840899682 -5,0.6612284069097889,0.9346879535558781 -6,0.8563779527559056,1.0066200809121 -7,0.6625239005736138,1.02020202020202 -8,0.7961119013750593,0.9612864800476474 -9,0.8602764423076923,0.9965071603213412 -10,0.6805429864253394,0.9933510638297872 -11,0.8016682113067656,0.9820809248554914 -12,0.6623012160898035,0.9901129943502824 -13,0.662639405204461,1.0196353436185133 -14,0.6724137931034483,0.9730094466936572 -15,0.6669829222011385,1.0142247510668563 -16,0.6691176470588235,0.9546703296703297 -17,0.6699909338168631,1.0108254397834913 -18,0.6654445462878094,0.9421487603305785 -19,0.6685446009389672,1.0224719101123596 -20,0.6678932842686293,0.9986225895316805 -21,0.6584905660377358,1.0143266475644699 -22,0.886401524172422,1.0147770016120365 -23,0.6706204379562044,0.9931972789115646 -24,0.651844843897824,1.0449927431059507 -25,0.6573359073359073,1.0293685756240822 -26,0.8889146567717996,1.0033915992695017 -27,0.8054545454545454,0.9802483069977427 -28,0.6602687140115163,1.0218023255813953 -29,0.6730593607305936,1.0312075983717774 -30,0.8005514705882353,0.9850746268656716 -31,0.654,0.963302752293578 -32,0.6604303086997194,1.0524079320113315 -33,0.6558139534883721,1.0411347517730496 -34,0.6720285969615728,0.9800531914893617 -35,0.6758193091231178,0.981651376146789 -36,0.6622516556291391,0.96 -37,0.7991689750692521,1.0167533217793183 -38,0.6749311294765841,0.9741496598639455 -39,0.9570962616040813,1.015903530234184 -40,0.7996306555863343,0.9364896073903002 -41,0.6688191881918819,0.9862068965517241 -42,0.7991553261379634,1.0070463887257781 -43,0.6645161290322581,0.9972260748959778 -44,0.9784796661484331,1.0064392038802474 -45,0.7957813998082455,0.9753012048192771 -46,0.6644798500468604,1.007052186177715 -47,0.6728797763280522,0.9736842105263158 -48,0.6521739130434783,0.9739130434782609 -49,0.8006475485661425,1.0034662045060658 -50,0.6602129719264279,0.9736070381231672 -51,0.675153643546971,1.0273081924577374 -52,0.6663524976437323,1.0254596888260255 -53,0.6755027422303473,1.03382949932341 -54,0.6755270394133822,0.9959294436906377 -55,0.8869257950530035,0.9954847277556441 -56,0.7940747935891209,0.998776758409786 -57,0.6813285457809695,0.9762845849802372 -58,0.66189111747851,1.0331890331890332 -59,0.6614936954413191,0.9941348973607038 -60,0.8597188264058679,0.9690721649484536 -61,0.6843501326259946,1.016795865633075 -62,0.6743330266789328,0.9809004092769441 -63,0.6556291390728477,0.9581529581529582 -64,0.6815789473684211,1.0411840411840412 -65,0.6616961789375583,1.0352112676056338 -66,0.6866840731070496,0.935361216730038 -67,0.8900343642611683,1.0025740025740026 -68,0.9712681638044914,1.0034002040122407 -69,0.8871273071462376,0.9645238730328087 -70,0.6756055363321799,1.0166453265044815 -71,0.7985849056603773,0.9728292971057295 -72,0.6678899082568808,1.0508241758241759 -73,0.660482374768089,1.0098314606741574 -74,0.6623376623376623,1.0602240896358543 -75,0.676923076923077,1.0267379679144386 -76,0.6763059701492538,1.0027586206896553 -77,0.9329146064412669,0.9866781263429308 -78,0.6610486891385767,1.0070821529745042 -79,0.6700274977085243,0.9439124487004104 -80,0.6898625429553265,0.9962640099626401 -81,0.6460784313725491,1.0166919575113809 -82,0.6605166051660517,0.9678770949720671 -83,0.8006520726595249,1.0325770796974985 -84,0.6644674835061263,0.9574468085106383 -85,0.674863387978142,1.001349527665317 -86,0.6719038817005545,1.0137551581843192 -87,0.6687898089171974,1.0013605442176872 -88,0.6530028598665396,1.0014598540145985 -89,0.7999064983637214,0.9976621858562245 -90,0.6872822299651568,0.9632446134347274 -91,0.6753130590339893,0.9920529801324504 -92,0.6645220588235294,1.0193637621023512 -93,0.6772207563764292,0.9883116883116884 -94,0.6597744360902256,1.0099715099715099 -95,0.9974911652507664,0.9550840180377178 -96,0.8041666666666667,0.9867587795048935 -97,0.7956273764258555,0.985663082437276 -98,0.6700460829493088,1.0 -99,0.6789568345323741,1.0198675496688743 -100,0.6534466477809254,1.0028901734104045 +1,0.6648851939825812,0.9938969931527241 +2,0.6591,0.9974207252313761 +3,0.7990697674418604,1.0089455302983885 +4,0.6681857849316397,1.0140763314468146 +5,0.8574726096427062,0.9984075829383886 +6,0.6667628112681473,0.9893294881038212 +7,0.6674327300584123,1.0126255380200861 +8,0.6675379998063704,0.9975344452501813 +9,0.8005128701374105,0.9880930794802055 +10,0.6665373800058179,1.0053826011056153 +11,0.6634474685396546,1.0076459344214086 +12,0.9563917909785905,1.0020864823761788 +13,0.6636595410864875,1.0085697399527187 +14,0.6694183144557496,0.998566102667049 +15,0.666046055854973,1.0172134765337648 +16,0.9473570401444464,0.9902992399169158 +17,0.6665377176015473,0.9940510737086478 +18,0.6698897698704313,1.0248267898383372 +19,0.6678234046655099,1.0165993071593533 +20,0.6688940538446639,0.9891414507021862 +21,0.6666991141828094,0.9950357716454957 +22,0.6640198511166253,0.9977578475336323 +23,0.6675129381896299,1.0046811000585139 +24,0.667278346532741,0.990447242726878 +25,0.6631105021043359,1.0022140221402214 +26,0.9630466559274506,0.9994888990420729 +27,0.8004456068972198,0.9976400822945661 +28,0.8007174366183528,0.9982443395084151 +29,0.6617210682492581,0.9730941704035875 +30,0.7985820491359362,1.0064734895191123 +31,0.6673140415614682,0.9998544819557625 +32,0.7997390421881796,0.9977037887485649 +33,0.9475864146396566,0.9953565468148636 +34,0.9677914209705294,1.007256699907034 +35,0.6616742709779806,0.9944536051566482 +36,0.6631786771964462,0.9904733551652277 +37,0.6678842641545708,1.0118019573978123 +38,0.6647539389223887,1.003218727139722 +39,0.857840616966581,1.0057311956847468 +40,0.9565850944512642,0.9991229446901225 +41,0.9923743500866551,0.9898677538632011 +42,0.6639503298409003,1.0042372881355932 +43,0.800252047889099,1.002665051483949 +44,0.6672497570456755,1.008301776871541 +45,0.6653061224489796,0.9989775051124744 +46,0.6657442182249457,1.009501187648456 +47,0.6621915103652517,0.9989564698867024 +48,0.9473183802238645,0.9989963503649635 +49,0.6649409006544886,0.9966211253121786 +50,0.6672776384333398,0.9986988578863669 +51,0.6634214186369958,1.0022461814914645 +52,0.6674405107370864,0.9928985507246377 +53,0.8586681201705729,1.0041820693775438 +54,0.6696850014449475,1.0041714614499424 +55,0.6671521506942422,1.0043661766846166 +56,0.6654960491659351,0.9995602462620933 +57,0.6643053915781189,1.0105154028436019 +58,0.663121614967996,1.0307395307395308 +59,0.8575431589796444,0.9996619718309859 +60,0.670379260681709,0.993841306215984 +61,0.66712315367309,1.0101173020527858 +62,0.67007722007722,1.0083549409392105 +63,0.9335021727697971,0.9980875572620936 +64,0.8013392857142857,1.0058738040450528 +65,0.9474519028453662,1.0043162845786782 +66,0.8006230529595015,1.007660505836576 +67,0.7990973940893871,1.002550555656768 +68,0.8886291697102507,1.0062472599736958 +69,0.670411622276029,0.9920543195608206 +70,0.8890614007423401,0.9998362802881466 +71,0.6619579176133558,1.0092523503954633 +72,0.6671522921522921,1.002766050371233 +73,0.661543038476795,0.9875580872432919 +74,0.6692278140606992,0.9811997703788748 +75,0.6713185755534168,1.0124731182795699 +76,0.7992010911925176,1.0001828599292941 +77,0.6624914375183482,1.0025110782865583 +78,0.6702470461868958,1.004079254079254 +79,0.6601883986117997,0.9899369179933915 +80,0.6664392905866303,0.9941511916946922 +81,0.9728507032779861,1.001399529401269 +82,0.6659510100517224,0.9994138335287222 +83,0.6657265123516826,0.9986851716581446 +84,0.6667310478029937,1.0039107763615296 +85,0.7985986083402268,1.0069461369729467 +86,0.6681072586189962,1.0098500441046752 +87,0.908694291192237,1.004435162658514 +88,0.6653253508685838,1.0091458917244431 +89,0.6675070299621837,0.9963683904706566 +90,0.8569111493171571,0.9897789218655361 +91,0.6686442326395643,1.0203636363636364 +92,0.6654325798908808,1.0035139092240117 +93,0.6661432777232581,1.007955215085445 +94,0.8010770784247728,1.0152460984393759 +95,0.6711183704842429,0.9868289191123837 +96,0.8570360498000845,1.0000758581452684 +97,0.6663103682829657,0.980603762578387 +98,0.6653681340085703,1.0103922716627636 +99,0.6682706188047348,1.0181451612903225 +100,0.6667316882863552,0.981275599765945 diff --git a/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf index 837eb62..a3e40f6 100644 Binary files a/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf index bfecb3a..77d1e0e 100644 Binary files a/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf differ diff --git a/experiments/No_Refresh_2_0s_ttl/objects_in_cache_over_time.pdf b/experiments/No_Refresh_2_0s_ttl/objects_in_cache_over_time.pdf index e036323..1bd6a7d 100644 Binary files a/experiments/No_Refresh_2_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_2_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_2_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_2_0s_ttl/overall_hit_age.csv index 5952dac..9a41fa5 100644 --- a/experiments/No_Refresh_2_0s_ttl/overall_hit_age.csv +++ b/experiments/No_Refresh_2_0s_ttl/overall_hit_age.csv @@ -1,9 +1,9 @@ ,hit_rate,avg_age count,100.0,100.0 -mean,0.7277601169941756,0.9972298475197796 -std,0.09830526281613299,0.027196423303013563 -min,0.6460784313725491,0.9346879535558781 -25%,0.6626105290467492,0.9791110398620806 -50%,0.6745982073285375,0.999388379204893 -75%,0.7991587383707855,1.0166569842562063 -max,0.9974911652507664,1.0602240896358543 +mean,0.733978802245101,1.0013731222328242 +std,0.10479274510693432,0.009391010197280551 +min,0.6591,0.9730941704035875 +25%,0.6656688965552457,0.9965579416017981 +50%,0.6676807022359401,1.001743005888724 +75%,0.8004624227072674,1.0073540085356276 +max,0.9923743500866551,1.0307395307395308 diff --git a/experiments/No_Refresh_3_0s_ttl/details.csv b/experiments/No_Refresh_3_0s_ttl/details.csv index 5a20551..9971f7f 100644 --- a/experiments/No_Refresh_3_0s_ttl/details.csv +++ b/experiments/No_Refresh_3_0s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -1,3243,2919,324,0,3,90.01,1.3200740055504163 -2,1114,842,272,0,1,75.58,1.1301615798922802 -3,1070,805,265,0,1,75.23,1.1158878504672898 -4,4305,3973,332,0,4,92.29,1.3440185830429734 -5,1115,843,272,0,1,75.61,1.105829596412556 -6,28028,27673,355,0,26,98.73,1.4631796774653918 -7,2159,1853,306,0,2,85.83,1.2802223251505327 -8,1082,819,263,0,1,75.69,1.156192236598891 -9,1081,805,276,0,1,74.47,1.0555041628122108 -10,1095,832,263,0,1,75.98,1.1461187214611872 -11,3252,2930,322,0,3,90.1,1.3766912669126692 -12,4343,4012,331,0,4,92.38,1.388671425282063 -13,1074,801,273,0,1,74.58,1.1517690875232776 -14,2071,1767,304,0,2,85.32,1.3109608884596813 -15,1088,819,269,0,1,75.28,1.1865808823529411 -16,7567,7223,344,0,7,95.45,1.4121844852649663 -17,12012,11663,349,0,11,97.09,1.4805194805194806 -18,3250,2929,321,0,3,90.12,1.361846153846154 -19,1085,812,273,0,1,74.84,1.1216589861751152 -20,1061,795,266,0,1,74.93,1.1225259189443921 -21,1036,771,265,0,1,74.42,1.1447876447876448 -22,3152,2825,327,0,3,89.63,1.3480329949238579 -23,2119,1814,305,0,2,85.61,1.315714959886739 -24,1040,771,269,0,1,74.13,1.0913461538461537 -25,1078,807,271,0,1,74.86,1.1456400742115027 -26,58220,57862,358,0,54,99.39,1.4793713500515286 -27,242887,242528,359,0,225,99.85,1.4382531794620543 -28,1045,779,266,0,1,74.55,1.1330143540669857 -29,1034,759,275,0,1,73.4,1.1179883945841393 -30,1092,819,273,0,1,75.0,1.1007326007326008 -31,2118,1811,307,0,2,85.51,1.2889518413597734 -32,1000,740,260,0,1,74.0,1.128 -33,8585,8240,345,0,8,95.98,1.4399534071054165 -34,2217,1911,306,0,2,86.2,1.298150654036987 -35,2169,1858,311,0,2,85.66,1.2706316274781004 -36,2144,1837,307,0,2,85.68,1.2630597014925373 -37,1097,821,276,0,1,74.84,1.1330902461257977 -38,1090,813,277,0,1,74.59,1.110091743119266 -39,1051,777,274,0,1,73.93,1.076117982873454 -40,1060,792,268,0,1,74.72,1.1226415094339623 -41,1119,844,275,0,1,75.42,1.1438784629133154 -42,1049,779,270,0,1,74.26,1.0972354623450906 -43,1130,854,276,0,1,75.58,1.14070796460177 -44,1131,866,265,0,1,76.57,1.169761273209549 -45,5320,4981,339,0,5,93.63,1.3855263157894737 -46,1106,831,275,0,1,75.14,1.1157323688969258 -47,5611,5272,339,0,5,93.96,1.3671359828907503 -48,5314,4976,338,0,5,93.64,1.4002634550244637 -49,19463,19110,353,0,18,98.19,1.4851256229769305 -50,5327,4991,336,0,5,93.69,1.3974094236906327 -51,1134,864,270,0,1,76.19,1.13668430335097 -52,1151,876,275,0,1,76.11,1.1685490877497828 -53,1148,876,272,0,1,76.31,1.1724738675958188 -54,1073,801,272,0,1,74.65,1.0987884436160298 -55,1087,816,271,0,1,75.07,1.1352345906163754 -56,1011,748,263,0,1,73.99,1.1612265084075173 -57,34310,33954,356,0,32,98.96,1.4917516758962401 -58,1075,809,266,0,1,75.26,1.1590697674418604 -59,1077,810,267,0,1,75.21,1.1188486536675952 -60,4269,3938,331,0,4,92.25,1.3799484656828298 -61,1112,840,272,0,1,75.54,1.0845323741007193 -62,1084,810,274,0,1,74.72,1.1439114391143912 -63,6354,6013,341,0,6,94.63,1.4186339313818068 -64,1046,781,265,0,1,74.67,1.054493307839388 -65,4457,4127,330,0,4,92.6,1.3874803679605117 -66,1160,888,272,0,1,76.55,1.1594827586206897 -67,2106,1800,306,0,2,85.47,1.2692307692307692 -68,1049,790,259,0,1,75.31,1.1782650142993327 -69,1105,837,268,0,1,75.75,1.1402714932126696 -70,5405,5067,338,0,5,93.75,1.3851988899167438 -71,1073,802,271,0,1,74.74,1.1295433364398881 -72,1050,783,267,0,1,74.57,1.1361904761904762 -73,1075,805,270,0,1,74.88,1.0465116279069768 -74,2225,1913,312,0,2,85.98,1.2957303370786517 -75,1090,814,276,0,1,74.68,1.1055045871559632 -76,1089,816,273,0,1,74.93,1.0312213039485767 -77,1162,893,269,0,1,76.85,1.1686746987951808 -78,1062,789,273,0,1,74.29,1.128060263653484 -79,1084,812,272,0,1,74.91,1.080258302583026 -80,1079,812,267,0,1,75.25,1.118628359592215 -81,6563,6222,341,0,6,94.8,1.4360810604906293 -82,2168,1860,308,0,2,85.79,1.3044280442804428 -83,1112,843,269,0,1,75.81,1.1573741007194245 -84,1071,796,275,0,1,74.32,1.1727357609710551 -85,1048,786,262,0,1,75.0,1.133587786259542 -86,6450,6109,341,0,6,94.71,1.4203100775193798 -87,1112,840,272,0,1,75.54,1.1267985611510791 -88,1103,830,273,0,1,75.25,1.0942883046237535 -89,1112,841,271,0,1,75.63,1.143884892086331 -90,4311,3981,330,0,4,92.35,1.3825098585015079 -91,2191,1885,306,0,2,86.03,1.2765860337745323 -92,3237,2914,323,0,3,90.02,1.3710225517454433 -93,1055,791,264,0,1,74.98,1.1601895734597156 -94,1047,776,271,0,1,74.12,1.0983763132760267 -95,1090,821,269,0,1,75.32,1.1394495412844037 -96,1073,801,272,0,1,74.65,1.1286113699906803 -97,2155,1848,307,0,2,85.75,1.265429234338747 -98,2170,1860,310,0,2,85.71,1.2792626728110599 -99,1086,819,267,0,1,75.41,1.156537753222836 -100,4283,3951,332,0,4,92.25,1.394349754844735 +1,30567,27493,3074,0,3,89.94,1.337128275591324 +2,10330,7769,2561,0,1,75.21,1.1316553727008714 +3,10302,7743,2559,0,1,75.16,1.135701805474665 +4,10270,7712,2558,0,1,75.09,1.1236611489776047 +5,10256,7680,2576,0,1,74.88,1.127242589703588 +6,10247,7682,2565,0,1,74.97,1.1255001463843075 +7,10171,7618,2553,0,1,74.9,1.138826074132337 +8,10279,7742,2537,0,1,75.32,1.1329895904270844 +9,470989,467598,3391,0,46,99.28,1.497631579506103 +10,10323,7756,2567,0,1,75.13,1.1152765668894702 +11,10371,7791,2580,0,1,75.12,1.1276636775624338 +12,10239,7680,2559,0,1,75.01,1.1261841976755542 +13,40736,37582,3154,0,4,92.26,1.3787313432835822 +14,10201,7649,2552,0,1,74.98,1.1466522889912754 +15,10274,7727,2547,0,1,75.21,1.1216663422230875 +16,102392,99087,3305,0,10,96.77,1.4431010235174624 +17,20553,17622,2931,0,2,85.74,1.2870140612076095 +18,10255,7690,2565,0,1,74.99,1.1212091662603607 +19,10243,7681,2562,0,1,74.99,1.1168602948354973 +20,71505,68246,3259,0,7,95.44,1.4363051534857703 +21,41259,38101,3158,0,4,92.35,1.3931505853268378 +22,10160,7594,2566,0,1,74.74,1.1190944881889764 +23,10292,7730,2562,0,1,75.11,1.112417411581811 +24,61350,58112,3238,0,6,94.72,1.4142461287693562 +25,41234,38078,3156,0,4,92.35,1.3850948246592618 +26,81902,78622,3280,0,8,96.0,1.4366193743742521 +27,10147,7590,2557,0,1,74.8,1.1366906474820144 +28,71544,68280,3264,0,7,95.44,1.430308621268031 +29,40964,37814,3150,0,4,92.31,1.3832145298310712 +30,10371,7809,2562,0,1,75.3,1.142030662424067 +31,40686,37537,3149,0,4,92.26,1.3885857543135232 +32,10101,7533,2568,0,1,74.58,1.1287001287001286 +33,10292,7747,2545,0,1,75.27,1.1353478429848427 +34,20207,17288,2919,0,2,85.55,1.286138466867917 +35,10143,7582,2561,0,1,74.75,1.1277728482697427 +36,10253,7689,2564,0,1,74.99,1.125426704379206 +37,10380,7806,2574,0,1,75.2,1.1270712909441234 +38,10000,7445,2555,0,1,74.45,1.1287 +39,10185,7630,2555,0,1,74.91,1.1270495827196858 +40,10136,7583,2553,0,1,74.81,1.1037884767166535 +41,10437,7875,2562,0,1,75.45,1.1317428379802625 +42,40917,37766,3151,0,4,92.3,1.3858787301121782 +43,10373,7809,2564,0,1,75.28,1.1315916321218549 +44,30434,27370,3064,0,3,89.93,1.346126043241112 +45,10262,7712,2550,0,1,75.15,1.120249464042097 +46,10246,7693,2553,0,1,75.08,1.1247316025766152 +47,10363,7794,2569,0,1,75.21,1.1348065232075655 +48,40600,37449,3151,0,4,92.24,1.3829310344827586 +49,10177,7622,2555,0,1,74.89,1.1257738036749534 +50,50976,47779,3197,0,5,93.73,1.4054260828625236 +51,30487,27407,3080,0,3,89.9,1.345917932233411 +52,71920,68658,3262,0,7,95.46,1.4373748609566184 +53,143192,139856,3336,0,14,97.67,1.4652424716464607 +54,10271,7708,2563,0,1,75.05,1.1308538603836042 +55,10314,7741,2573,0,1,75.05,1.1037424859414389 +56,10431,7866,2565,0,1,75.41,1.1262582686223757 +57,10304,7743,2561,0,1,75.15,1.1184976708074534 +58,10334,7781,2553,0,1,75.3,1.1323785562221793 +59,10375,7802,2573,0,1,75.2,1.1201927710843373 +60,10288,7732,2556,0,1,75.16,1.1369556765163298 +61,10256,7709,2547,0,1,75.17,1.1382605304212168 +62,143793,140458,3335,0,14,97.68,1.455182102049474 +63,40843,37698,3145,0,4,92.3,1.395710403251475 +64,10290,7720,2570,0,1,75.02,1.1291545189504373 +65,10065,7489,2576,0,1,74.41,1.127471435668157 +66,10159,7598,2561,0,1,74.79,1.1202874298651442 +67,30822,27744,3078,0,3,90.01,1.3478684056842516 +68,10292,7736,2556,0,1,75.17,1.1420520792848814 +69,10280,7738,2542,0,1,75.27,1.1160505836575876 +70,30689,27627,3062,0,3,90.02,1.356837954967578 +71,61315,58082,3233,0,6,94.73,1.4129658321780967 +72,10413,7815,2598,0,1,75.05,1.1094785364448285 +73,30522,27445,3077,0,3,89.92,1.344603892274425 +74,10281,7717,2564,0,1,75.06,1.129073047368933 +75,10192,7635,2557,0,1,74.91,1.1304945054945055 +76,10231,7667,2564,0,1,74.94,1.1153357443065195 +77,10225,7664,2561,0,1,74.95,1.1271393643031784 +78,10323,7745,2578,0,1,75.03,1.1218637992831542 +79,10161,7607,2554,0,1,74.86,1.1370928058261982 +80,10378,7817,2561,0,1,75.32,1.1160146463673155 +81,10335,7774,2561,0,1,75.22,1.126463473633285 +82,10284,7734,2550,0,1,75.2,1.1260210035005835 +83,10283,7711,2572,0,1,74.99,1.1354663036078965 +84,30821,27753,3068,0,3,90.05,1.3493397358943577 +85,10344,7784,2560,0,1,75.25,1.120262954369683 +86,10255,7683,2572,0,1,74.92,1.1198439785470502 +87,10224,7647,2577,0,1,74.79,1.107394366197183 +88,2059016,2055606,3410,0,201,99.83,1.4875770756516704 +89,20550,17618,2932,0,2,85.73,1.282043795620438 +90,20552,17629,2923,0,2,85.78,1.2814811210587778 +91,20548,17623,2925,0,2,85.77,1.2788592563753163 +92,10190,7642,2548,0,1,75.0,1.1343473994111875 +93,10103,7552,2551,0,1,74.75,1.1411461941997427 +94,10415,7852,2563,0,1,75.39,1.1408545367258762 +95,20601,17672,2929,0,2,85.78,1.2943546429784962 +96,10120,7559,2561,0,1,74.69,1.1271739130434784 +97,41195,38037,3158,0,4,92.33,1.3787352834081805 +98,10184,7628,2556,0,1,74.9,1.1277494108405341 +99,10508,7948,2560,0,1,75.64,1.122287780738485 +100,10332,7777,2555,0,1,75.27,1.131145954316686 diff --git a/experiments/No_Refresh_3_0s_ttl/hit_age.csv b/experiments/No_Refresh_3_0s_ttl/hit_age.csv index 60d0502..ffcb9b8 100644 --- a/experiments/No_Refresh_3_0s_ttl/hit_age.csv +++ b/experiments/No_Refresh_3_0s_ttl/hit_age.csv @@ -1,101 +1,101 @@ obj_id,hit_rate,avg_age -1,0.9000925069380203,1.4665981500513874 -2,0.755834829443447,1.495249406175772 -3,0.7523364485981309,1.4832298136645963 -4,0.9228803716608595,1.456330229046061 -5,0.7560538116591928,1.4626334519572954 -6,0.9873340944769516,1.4819499150796807 -7,0.8582677165354331,1.4916351861845656 -8,0.7569316081330869,1.5274725274725274 -9,0.7446808510638298,1.4173913043478261 -10,0.7598173515981735,1.5084134615384615 -11,0.9009840098400984,1.5279863481228668 -12,0.9237854017959936,1.5032402791625126 -13,0.7458100558659218,1.5443196004993758 -14,0.8532110091743119,1.5365025466893039 -15,0.7527573529411765,1.5763125763125763 -16,0.9545394476014273,1.4794406756195486 -17,0.970945720945721,1.5248220869416103 -18,0.9012307692307693,1.5110959371799249 -19,0.7483870967741936,1.498768472906404 -20,0.7492931196983977,1.4981132075471697 -21,0.7442084942084942,1.5382619974059664 -22,0.896256345177665,1.504070796460177 -23,0.8560641812175555,1.5369349503858876 -24,0.7413461538461539,1.4721141374837874 -25,0.74860853432282,1.530359355638166 -26,0.9938509103400893,1.4885244201721337 -27,0.9985219464195284,1.440382141443462 -28,0.7454545454545455,1.5198973042362003 -29,0.7340425531914894,1.523056653491436 -30,0.75,1.4676434676434675 -31,0.8550519357884797,1.507454445057979 -32,0.74,1.5243243243243243 -33,0.9598136284216657,1.5002427184466018 -34,0.8619756427604871,1.5060177917320774 -35,0.8566159520516367,1.4833153928955867 -36,0.8568097014925373,1.4741426238432227 -37,0.7484047402005469,1.5140073081607794 -38,0.7458715596330275,1.4883148831488315 -39,0.7392959086584205,1.4555984555984556 -40,0.7471698113207547,1.5025252525252526 -41,0.7542448614834674,1.5165876777251184 -42,0.7426120114394662,1.4775353016688062 -43,0.7557522123893805,1.509367681498829 -44,0.7656940760389036,1.5277136258660509 -45,0.9362781954887218,1.4798233286488658 -46,0.7513562386980108,1.4849578820697955 -47,0.9395829620388523,1.4550455235204856 -48,0.9363944298080542,1.4953778135048232 -49,0.981863022144582,1.512558869701727 -50,0.9369250985545335,1.4914846724103386 -51,0.7619047619047619,1.4918981481481481 -52,0.7610773240660296,1.5353881278538812 -53,0.7630662020905923,1.5365296803652968 -54,0.7465051258154707,1.4719101123595506 -55,0.7506899724011039,1.5122549019607843 -56,0.7398615232443125,1.5695187165775402 -57,0.9896240163217721,1.5073923543617835 -58,0.7525581395348837,1.5401730531520395 -59,0.7520891364902507,1.4876543209876543 -60,0.9224642773483251,1.4959370238699847 -61,0.7553956834532374,1.4357142857142857 -62,0.7472324723247232,1.5308641975308641 -63,0.946333018570979,1.4990853151505072 -64,0.7466539196940727,1.412291933418694 -65,0.925959165357864,1.498425006057669 -66,0.7655172413793103,1.5146396396396395 -67,0.8547008547008547,1.485 -68,0.7530981887511916,1.5645569620253164 -69,0.7574660633484163,1.5053763440860215 -70,0.9374653098982424,1.4776001578843496 -71,0.7474370922646785,1.5112219451371571 -72,0.7457142857142857,1.5236270753512133 -73,0.7488372093023256,1.3975155279503106 -74,0.8597752808988764,1.5070569785676948 -75,0.7467889908256881,1.4803439803439804 -76,0.7493112947658402,1.3762254901960784 -77,0.7685025817555938,1.520716685330347 -78,0.7429378531073446,1.5183776932826363 -79,0.7490774907749077,1.4421182266009853 -80,0.752548656163114,1.4864532019704433 -81,0.9480420539387475,1.5147862423657987 -82,0.8579335793357934,1.5204301075268818 -83,0.7580935251798561,1.5266903914590748 -84,0.7432306255835668,1.5778894472361809 -85,0.75,1.5114503816793894 -86,0.9471317829457364,1.4995907677197577 -87,0.7553956834532374,1.4916666666666667 -88,0.7524932003626473,1.4542168674698794 -89,0.7562949640287769,1.5124851367419738 -90,0.9234516353514266,1.4971112785732228 -91,0.8603377453217709,1.483819628647215 -92,0.90021624961384,1.5229924502402197 -93,0.7497630331753554,1.5474083438685209 -94,0.7411652340019103,1.481958762886598 -95,0.7532110091743119,1.51278928136419 -96,0.7465051258154707,1.511860174781523 -97,0.8575406032482599,1.4756493506493507 -98,0.8571428571428571,1.4924731182795699 -99,0.7541436464088398,1.5335775335775337 -100,0.9224842400186785,1.5115160718805365 +1,0.899434030163248,1.4866329611173754 +2,0.752081316553727,1.5046981593512678 +3,0.7516016307513105,1.5110422316931422 +4,0.7509250243427459,1.4963692946058091 +5,0.748829953198128,1.5053385416666667 +6,0.7496828340001952,1.5013017443374121 +7,0.7489922328187986,1.5204778156996588 +8,0.7531861075980154,1.5042624644794627 +9,0.9928002564815739,1.5084923374351473 +10,0.7513319771384287,1.484399174832388 +11,0.7512293896442002,1.5010910024387114 +12,0.7500732493407559,1.5014322916666667 +13,0.9225746268656716,1.4944388270980788 +14,0.7498284481913537,1.529219505817754 +15,0.7520926610862371,1.4913938138993141 +16,0.9677220876630986,1.4912349753247147 +17,0.8573930813019998,1.5010781977074112 +18,0.749878108239883,1.49518855656697 +19,0.7498779654398126,1.4893894024215597 +20,0.9544227676386267,1.5048940597251121 +21,0.9234591240698999,1.5086218209495814 +22,0.7474409448818897,1.4972346589412695 +23,0.7510687912942091,1.4811125485122898 +24,0.9472208638956805,1.4930479074889869 +25,0.9234612213222099,1.4998949524659908 +26,0.9599521379209299,1.4965531276233115 +27,0.7480043362570218,1.519631093544137 +28,0.9543777255954378,1.4986818980667838 +29,0.9231032125768968,1.4984397313164437 +30,0.7529649985536593,1.5167114867460623 +31,0.9226023693653836,1.505074992673895 +32,0.7457677457677457,1.5134740475242268 +33,0.7527205596579868,1.508325803536853 +34,0.8555451081308457,1.5032970846830171 +35,0.7475105984422754,1.5087048272223689 +36,0.7499268506778504,1.5007153075822603 +37,0.7520231213872832,1.4987189341532154 +38,0.7445,1.516051040967092 +39,0.7491408934707904,1.5044560943643512 +40,0.7481254932912391,1.4754055123302123 +41,0.7545271629778671,1.499936507936508 +42,0.9229904440697021,1.5015092940740349 +43,0.7528198206883254,1.5031374055576898 +44,0.8993231254517974,1.4968213372305443 +45,0.7515104268173846,1.4906639004149378 +46,0.7508295920359165,1.49798518133368 +47,0.752098813085014,1.5088529638183217 +48,0.9223891625615763,1.499292370957836 +49,0.7489436965706986,1.503148779847809 +50,0.93728421217828,1.4994662927227442 +51,0.8989733328959885,1.4971722552632538 +52,0.9546440489432703,1.505665763640071 +53,0.9767026090843064,1.5001930557144492 +54,0.7504624671404927,1.5068759730150494 +55,0.7505332557688579,1.4706110321663868 +56,0.7540983606557377,1.4935163996948895 +57,0.7514557453416149,1.488441172672091 +58,0.7529514224888717,1.5039198046523583 +59,0.752,1.489618046654704 +60,0.7515552099533437,1.5128039317123643 +61,0.7516575663026521,1.5143338954468804 +62,0.9768069377507945,1.489733585840607 +63,0.9229978209240262,1.5121491856331901 +64,0.750242954324587,1.5050518134715025 +65,0.7440635866865375,1.5152890906663106 +66,0.7479082586868786,1.4978941826796526 +67,0.9001362663032899,1.4974048442906573 +68,0.7516517683637777,1.5193898655635987 +69,0.7527237354085603,1.4826828637890928 +70,0.9002248362605494,1.5072211966554458 +71,0.94727228247574,1.4916153025033574 +72,0.7505041774704696,1.4783109404990402 +73,0.8991874713321538,1.4953543450537439 +74,0.7506079175177512,1.504211481145523 +75,0.7491169544740973,1.5091028159790438 +76,0.7493891115238002,1.4883265944958914 +77,0.7495354523227384,1.5037839248434237 +78,0.7502663954276857,1.4952872821174952 +79,0.7486467867335892,1.5188642040226108 +80,0.753227982270187,1.4816425738774466 +81,0.7522012578616353,1.4975559557499356 +82,0.7520420070011669,1.4972847168347556 +83,0.7498784401439269,1.51420049280249 +84,0.9004574802894131,1.4985046661622168 +85,0.7525135344160866,1.4886947584789312 +86,0.7491955143832277,1.494728621632175 +87,0.7479460093896714,1.480580619850922 +88,0.9983438691102935,1.4900447848469016 +89,0.857323600973236,1.495402429333636 +90,0.8577753989879331,1.4939588178569403 +91,0.8576503795989877,1.4911195596663451 +92,0.7499509322865554,1.5125621565035332 +93,0.7475007423537563,1.5266154661016949 +94,0.7539126260201632,1.5132450331125828 +95,0.8578224358040872,1.5088841104572204 +96,0.7469367588932806,1.50906204524408 +97,0.9233402111906784,1.4932039855929753 +98,0.7490180675569521,1.5056371263765076 +99,0.7563760944042635,1.4837695017614494 +100,0.752710027100271,1.5027645621705028 diff --git a/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf index 52b9f00..cf1712b 100644 Binary files a/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf index c2e35ea..12435c4 100644 Binary files a/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf differ diff --git a/experiments/No_Refresh_3_0s_ttl/objects_in_cache_over_time.pdf b/experiments/No_Refresh_3_0s_ttl/objects_in_cache_over_time.pdf index 183faf9..aaf3aa5 100644 Binary files a/experiments/No_Refresh_3_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_3_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_3_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_3_0s_ttl/overall_hit_age.csv index c88cae8..88179d7 100644 --- a/experiments/No_Refresh_3_0s_ttl/overall_hit_age.csv +++ b/experiments/No_Refresh_3_0s_ttl/overall_hit_age.csv @@ -1,9 +1,9 @@ ,hit_rate,avg_age count,100.0,100.0 -mean,0.8159040915293513,1.4993537506269705 -std,0.08567749535403389,0.034432376657342924 -min,0.7340425531914894,1.3762254901960784 -25%,0.7487800405574492,1.4829120509700968 -50%,0.7566132860809319,1.5028827658438826 -75%,0.9001234426069753,1.5205017519777482 -max,0.9985219464195284,1.5778894472361809 +mean,0.8084803040405154,1.5004162909676702 +std,0.08449567004331755,0.01094342334307551 +min,0.7440635866865375,1.4706110321663868 +25%,0.749878357167916,1.4938482133164275 +50%,0.752086988819982,1.5000647818254786 +75%,0.89935085162966,1.5074973483757976 +max,0.9983438691102935,1.529219505817754 diff --git a/experiments/No_Refresh_4_0s_ttl/details.csv b/experiments/No_Refresh_4_0s_ttl/details.csv index 4a28b06..f1fcacd 100644 --- a/experiments/No_Refresh_4_0s_ttl/details.csv +++ b/experiments/No_Refresh_4_0s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -1,1046,835,211,0,1,79.83,1.511472275334608 -2,3155,2907,248,0,3,92.14,1.8263074484944533 -3,1124,909,215,0,1,80.87,1.596085409252669 -4,1092,876,216,0,1,80.22,1.6272893772893773 -5,2111,1876,235,0,2,88.87,1.7721459024159165 -6,1096,883,213,0,1,80.57,1.6177007299270072 -7,36484,36219,265,0,34,99.27,1.9837737090231333 -8,1106,890,216,0,1,80.47,1.6012658227848102 -9,7586,7329,257,0,7,96.61,1.9272343791194306 -10,1061,850,211,0,1,80.11,1.589066918001885 -11,3225,2979,246,0,3,92.37,1.8316279069767443 -12,1115,899,216,0,1,80.63,1.5919282511210762 -13,3169,2924,245,0,3,92.27,1.8554749132218364 -14,11820,11559,261,0,11,97.79,1.9683587140439933 -15,1094,883,211,0,1,80.71,1.6206581352833638 -16,1056,844,212,0,1,79.92,1.6420454545454546 -17,1067,853,214,0,1,79.94,1.5941893158388003 -18,1078,862,216,0,1,79.96,1.5584415584415585 -19,1058,843,215,0,1,79.68,1.61531190926276 -20,1073,861,212,0,1,80.24,1.6150978564771667 -21,1037,822,215,0,1,79.27,1.5641272902603665 -22,1075,862,213,0,1,80.19,1.6353488372093024 -23,1030,821,209,0,1,79.71,1.5747572815533981 -24,1064,852,212,0,1,80.08,1.6165413533834587 -25,5471,5216,255,0,5,95.34,1.9296289526594772 -26,128924,128658,266,0,121,99.79,1.9766296422698644 -27,1072,855,217,0,1,79.76,1.6100746268656716 -28,2007,1773,234,0,2,88.34,1.7842551071250623 -29,2180,1943,237,0,2,89.13,1.7605504587155962 -30,27777,27513,264,0,26,99.05,1.9725672318824927 -31,1032,816,216,0,1,79.07,1.569767441860465 -32,1025,812,213,0,1,79.22,1.575609756097561 -33,2070,1832,238,0,2,88.5,1.8169082125603864 -34,16940,16677,263,0,16,98.45,1.9874852420306965 -35,1008,801,207,0,1,79.46,1.6001984126984128 -36,1096,884,212,0,1,80.66,1.5857664233576643 -37,4275,4023,252,0,4,94.11,1.88046783625731 -38,1028,815,213,0,1,79.28,1.5807392996108949 -39,1068,856,212,0,1,80.15,1.5795880149812733 -40,8461,8202,259,0,8,96.94,1.9666706063113106 -41,1002,793,209,0,1,79.14,1.562874251497006 -42,2114,1876,238,0,2,88.74,1.7913907284768211 -43,2067,1833,234,0,2,88.68,1.7397194000967586 -44,1046,832,214,0,1,79.54,1.5334608030592733 -45,1102,893,209,0,1,81.03,1.6234119782214156 -46,1011,798,213,0,1,78.93,1.5618199802176063 -47,1132,920,212,0,1,81.27,1.6236749116607774 -48,9644,9384,260,0,9,97.3,1.9399626710908338 -49,2163,1925,238,0,2,89.0,1.765603328710125 -50,1008,798,210,0,1,79.17,1.6587301587301588 -51,1034,819,215,0,1,79.21,1.574468085106383 -52,1052,834,218,0,1,79.28,1.591254752851711 -53,1050,833,217,0,1,79.33,1.6752380952380952 -54,14782,14520,262,0,14,98.23,1.9263293194425652 -55,2138,1900,238,0,2,88.87,1.7600561272217026 -56,4326,4075,251,0,4,94.2,1.9059177068885806 -57,4249,3997,252,0,4,94.07,1.8696163803247823 -58,1064,850,214,0,1,79.89,1.574248120300752 -59,1070,856,214,0,1,80.0,1.5841121495327102 -60,6313,6058,255,0,6,95.96,1.939489941390781 -61,2143,1904,239,0,2,88.85,1.7368175454969668 -62,1066,853,213,0,1,80.02,1.6303939962476548 -63,5272,5017,255,0,5,95.16,1.8988998482549317 -64,1037,827,210,0,1,79.75,1.6663452266152363 -65,5142,4889,253,0,5,95.08,1.9224037339556592 -66,1000,783,217,0,1,78.3,1.57 -67,1064,848,216,0,1,79.7,1.5780075187969924 -68,1093,877,216,0,1,80.24,1.6413540713632204 -69,1085,875,210,0,1,80.65,1.5594470046082949 -70,2123,1885,238,0,2,88.79,1.7644842204427698 -71,1051,838,213,0,1,79.73,1.659372026641294 -72,1074,859,215,0,1,79.98,1.5614525139664805 -73,3227,2979,248,0,3,92.31,1.8404090486519988 -74,1069,855,214,0,1,79.98,1.5930776426566884 -75,1051,838,213,0,1,79.73,1.5470980019029497 -76,1138,920,218,0,1,80.84,1.5500878734622143 -77,2082,1844,238,0,2,88.57,1.749759846301633 -78,1107,894,213,0,1,80.76,1.6567299006323397 -79,1091,875,216,0,1,80.2,1.6223648029330888 -80,1089,876,213,0,1,80.44,1.5583103764921946 -81,4088,3838,250,0,4,93.88,1.8732876712328768 -82,1095,882,213,0,1,80.55,1.5726027397260274 -83,1091,882,209,0,1,80.84,1.620531622364803 -84,2151,1912,239,0,2,88.89,1.7759181775918178 -85,1068,859,209,0,1,80.43,1.5627340823970037 -86,3221,2973,248,0,3,92.3,1.887923005277864 -87,3221,2973,248,0,3,92.3,1.8593604470661285 -88,1059,847,212,0,1,79.98,1.591123701605288 -89,2107,1871,236,0,2,88.8,1.7816801139060274 -90,1030,820,210,0,1,79.61,1.5388349514563107 -91,1067,853,214,0,1,79.94,1.5829428303655109 -92,10619,10359,260,0,10,97.55,1.9609191072605707 -93,2161,1923,238,0,2,88.99,1.7954650624710782 -94,2104,1869,235,0,2,88.83,1.7599809885931559 -95,2143,1906,237,0,2,88.94,1.7223518432104525 -96,1124,905,219,0,1,80.52,1.5951957295373667 -97,1036,824,212,0,1,79.54,1.6303088803088803 -98,1066,850,216,0,1,79.74,1.596622889305816 -99,2203,1964,239,0,2,89.15,1.7748524738992284 -100,2107,1867,240,0,2,88.61,1.7508305647840532 +1,20435,18160,2275,0,2,88.87,1.7857597259603621 +2,81256,78782,2474,0,8,96.96,1.950932854189229 +3,10278,8246,2032,0,1,80.23,1.6109165207238763 +4,20294,18024,2270,0,2,88.81,1.783433527150882 +5,10110,8071,2039,0,1,79.83,1.5979228486646884 +6,40580,38182,2398,0,4,94.09,1.8920896993592904 +7,81588,79113,2475,0,8,96.97,1.9418174241309996 +8,10025,7994,2031,0,1,79.74,1.5697755610972568 +9,30536,28180,2356,0,3,92.28,1.8446096410793817 +10,20308,18048,2260,0,2,88.87,1.7812684656293087 +11,61345,58898,2447,0,6,96.01,1.9128209308012063 +12,10244,8193,2051,0,1,79.98,1.6127489262007029 +13,10287,8252,2035,0,1,80.22,1.5930786429474093 +14,10228,8187,2041,0,1,80.04,1.596304262807978 +15,10154,8111,2043,0,1,79.88,1.5791806184754777 +16,10277,8222,2055,0,1,80.0,1.5889851123868832 +17,10303,8249,2054,0,1,80.06,1.6019605940017472 +18,20458,18185,2273,0,2,88.89,1.7886401407762245 +19,51095,48666,2429,0,5,95.25,1.910695762794794 +20,10226,8197,2029,0,1,80.16,1.5989634265597497 +21,20571,18300,2271,0,2,88.96,1.7734188906713335 +22,20516,18246,2270,0,2,88.94,1.7836810294404368 +23,295812,293282,2530,0,29,99.14,1.9740612280772922 +24,10305,8270,2035,0,1,80.25,1.606501698204755 +25,20376,18103,2273,0,2,88.84,1.7651158225363173 +26,20402,18132,2270,0,2,88.87,1.7657582589942162 +27,10030,7995,2035,0,1,79.71,1.6048853439680957 +28,10125,8071,2054,0,1,79.71,1.5887407407407408 +29,112722,110227,2495,0,11,97.79,1.9490339064246553 +30,10190,8155,2035,0,1,80.03,1.6080471050049068 +31,20412,18140,2272,0,2,88.87,1.763668430335097 +32,10216,8176,2040,0,1,80.03,1.600626468285043 +33,10224,8187,2037,0,1,80.08,1.6048513302034428 +34,10359,8303,2056,0,1,80.15,1.591080220098465 +35,10388,8335,2053,0,1,80.24,1.6205236811705814 +36,20367,18099,2268,0,2,88.86,1.77713949035204 +37,20371,18107,2264,0,2,88.89,1.781257670217466 +38,30393,28038,2355,0,3,92.25,1.867403678478597 +39,20361,18092,2269,0,2,88.86,1.7774667256028682 +40,10214,8164,2050,0,1,79.93,1.5947718817309575 +41,20237,17970,2267,0,2,88.8,1.7825764688441963 +42,40847,38438,2409,0,4,94.1,1.8866746639900116 +43,30414,28066,2348,0,3,92.28,1.8445123956072862 +44,10204,8157,2047,0,1,79.94,1.5944727557820462 +45,10350,8296,2054,0,1,80.15,1.5795169082125604 +46,20228,17968,2260,0,2,88.83,1.766363456594819 +47,10295,8259,2036,0,1,80.22,1.602525497814473 +48,10227,8183,2044,0,1,80.01,1.594113620807666 +49,40854,38454,2400,0,4,94.13,1.8942576002349831 +50,10355,8314,2041,0,1,80.29,1.614196040560116 +51,10294,8242,2052,0,1,80.07,1.5964639595881096 +52,10228,8181,2047,0,1,79.99,1.6165428236214314 +53,81599,79123,2476,0,8,96.97,1.938798269586637 +54,20433,18155,2278,0,2,88.85,1.788968824940048 +55,10169,8122,2047,0,1,79.87,1.5943553938440358 +56,10174,8131,2043,0,1,79.92,1.5905248673088264 +57,10247,8208,2039,0,1,80.1,1.592563677173807 +58,10367,8311,2056,0,1,80.17,1.6178257933828495 +59,10238,8193,2045,0,1,80.03,1.6112521976948624 +60,10266,8232,2034,0,1,80.19,1.6083187219949346 +61,10131,8079,2052,0,1,79.75,1.5869114598756293 +62,10230,8186,2044,0,1,80.02,1.6131964809384165 +63,10180,8159,2021,0,1,80.15,1.619056974459725 +64,20508,18244,2264,0,2,88.96,1.7919836161497953 +65,10284,8234,2050,0,1,80.07,1.6067677946324388 +66,30601,28244,2357,0,3,92.3,1.8235024999183034 +67,10167,8126,2041,0,1,79.93,1.6418805940788828 +68,10063,8010,2053,0,1,79.6,1.5928649508098975 +69,20183,17916,2267,0,2,88.77,1.7774364564237228 +70,20651,18382,2269,0,2,89.01,1.7801075008474165 +71,10281,8240,2041,0,1,80.15,1.5826281490127418 +72,10214,8178,2036,0,1,80.07,1.5974153123164285 +73,51166,48737,2429,0,5,95.25,1.9054645663135676 +74,10238,8185,2053,0,1,79.95,1.6050986520804844 +75,10027,7986,2041,0,1,79.64,1.5802333699012665 +76,10050,8036,2014,0,1,79.96,1.6217910447761195 +77,10184,8145,2039,0,1,79.98,1.6089945011783189 +78,10220,8193,2027,0,1,80.17,1.6072407045009784 +79,10160,8137,2023,0,1,80.09,1.6166338582677164 +80,122432,119933,2499,0,12,97.96,1.9536395713538943 +81,40903,38502,2401,0,4,94.13,1.870425152189326 +82,81311,78838,2473,0,8,96.96,1.9353961948567844 +83,10199,8154,2045,0,1,79.95,1.6078046867339935 +84,10202,8154,2048,0,1,79.93,1.6100764555969418 +85,20238,17974,2264,0,2,88.81,1.7719142207728036 +86,10137,8087,2050,0,1,79.78,1.609450527769557 +87,10143,8102,2041,0,1,79.88,1.5938085379079168 +88,10110,8073,2037,0,1,79.85,1.5952522255192878 +89,10221,8176,2045,0,1,79.99,1.609822913609236 +90,40845,38443,2402,0,4,94.12,1.9007467254253887 +91,10242,8201,2041,0,1,80.07,1.5639523530560437 +92,20294,18022,2272,0,2,88.8,1.7786537892973293 +93,40970,38565,2405,0,4,94.13,1.8723456187454235 +94,30953,28591,2362,0,3,92.37,1.8392724453203244 +95,20475,18207,2268,0,2,88.92,1.773040293040293 +96,10000,7977,2023,0,1,79.77,1.5817 +97,10281,8238,2043,0,1,80.13,1.6159906623869273 +98,10136,8094,2042,0,1,79.85,1.6071428571428572 +99,20392,18127,2265,0,2,88.89,1.7948705374656728 +100,10191,8155,2036,0,1,80.02,1.5958198410362083 diff --git a/experiments/No_Refresh_4_0s_ttl/hit_age.csv b/experiments/No_Refresh_4_0s_ttl/hit_age.csv index e066d99..e4d6f85 100644 --- a/experiments/No_Refresh_4_0s_ttl/hit_age.csv +++ b/experiments/No_Refresh_4_0s_ttl/hit_age.csv @@ -1,101 +1,101 @@ obj_id,hit_rate,avg_age -1,0.7982791586998088,1.8934131736526947 -2,0.9213946117274168,1.9821121431028552 -3,0.8087188612099644,1.9735973597359735 -4,0.8021978021978022,2.028538812785388 -5,0.8886783514921838,1.994136460554371 -6,0.8056569343065694,2.0079275198187996 -7,0.9927365420458283,1.9982881912808195 -8,0.8047016274864376,1.989887640449438 -9,0.9661218033219088,1.994815118024287 -10,0.8011310084825636,1.983529411764706 -11,0.9237209302325582,1.9828801611278952 -12,0.8062780269058296,1.974416017797553 -13,0.9226885452824235,2.0109439124487003 -14,0.9779187817258883,2.0128038757678 -15,0.8071297989031079,2.0079275198187996 -16,0.7992424242424242,2.0545023696682465 -17,0.7994376757263355,1.9941383352872215 -18,0.7996289424860853,1.948955916473318 -19,0.7967863894139886,2.0272835112692764 -20,0.8024231127679403,2.012775842044135 -21,0.7926711668273867,1.97323600973236 -22,0.8018604651162791,2.039443155452436 -23,0.7970873786407767,1.9756394640682096 -24,0.8007518796992481,2.0187793427230045 -25,0.9533906050082251,2.0239647239263805 -26,0.9979367689491483,1.9807163176794291 -27,0.7975746268656716,2.0187134502923976 -28,0.8834080717488789,2.0197405527354766 -29,0.8912844036697247,1.975295934122491 -30,0.9904957338805487,1.9914949296696107 -31,0.7906976744186046,1.9852941176470589 -32,0.7921951219512195,1.9889162561576355 -33,0.885024154589372,2.052947598253275 -34,0.9844746162927981,2.0188283264376086 -35,0.7946428571428571,2.013732833957553 -36,0.8065693430656934,1.9660633484162895 -37,0.9410526315789474,1.9982600049714143 -38,0.7928015564202334,1.9938650306748467 -39,0.8014981273408239,1.9707943925233644 -40,0.9693889611157074,2.028773469885394 -41,0.7914171656686627,1.974779319041614 -42,0.8874172185430463,2.0186567164179103 -43,0.8867924528301887,1.961811238406983 -44,0.7954110898661568,1.9278846153846154 -45,0.8103448275862069,2.003359462486002 -46,0.7893175074183977,1.9786967418546366 -47,0.8127208480565371,1.9978260869565216 -48,0.9730402322687681,1.9937127024722934 -49,0.889967637540453,1.9838961038961038 -50,0.7916666666666666,2.0952380952380953 -51,0.7920696324951644,1.9877899877899878 -52,0.7927756653992395,2.0071942446043165 -53,0.7933333333333333,2.1116446578631454 -54,0.9822757407657963,1.9610881542699725 -55,0.8886810102899907,1.9805263157894737 -56,0.9419787332408691,2.0233128834355827 -57,0.9406919275123559,1.9874906179634726 -58,0.7988721804511278,1.9705882352941178 -59,0.8,1.980140186915888 -60,0.9596071598289244,2.021129085506768 -61,0.8884741017265516,1.9548319327731092 -62,0.800187617260788,2.037514654161782 -63,0.9516312594840668,1.9954155870041859 -64,0.7974927675988428,2.089480048367594 -65,0.9507973551147414,2.021885866230313 -66,0.783,2.005108556832695 -67,0.7969924812030075,1.9799528301886793 -68,0.8023787740164684,2.0456100342075256 -69,0.8064516129032258,1.9337142857142857 -70,0.8878944889307584,1.9872679045092838 -71,0.7973358705994291,2.081145584725537 -72,0.7998137802607076,1.9522700814901048 -73,0.9231484350790208,1.9936220208123532 -74,0.7998129092609916,1.991812865497076 -75,0.7973358705994291,1.9403341288782816 -76,0.8084358523725835,1.9173913043478261 -77,0.8856868395773295,1.9755965292841648 -78,0.8075880758807588,2.0514541387024607 -79,0.8020164986251146,2.0228571428571427 -80,0.8044077134986226,1.937214611872146 -81,0.9388454011741683,1.9953100573215217 -82,0.8054794520547945,1.9523809523809523 -83,0.8084326306141155,2.00453514739229 -84,0.8888888888888888,1.997907949790795 -85,0.8043071161048689,1.9429569266589057 -86,0.9230052778640174,2.0454086781029264 -87,0.9230052778640174,2.0144635048772286 -88,0.7998111425873465,1.989374262101535 -89,0.8879924062648316,2.006413682522715 -90,0.7961165048543689,1.9329268292682926 -91,0.7994376757263355,1.9800703399765534 -92,0.9755155852716828,2.0101361135244713 -93,0.8898658028690422,2.017680707228289 -94,0.8883079847908745,1.9812734082397003 -95,0.8894073728418106,1.9365162644281217 -96,0.8051601423487544,1.9812154696132596 -97,0.7953667953667953,2.049757281553398 -98,0.797373358348968,2.0023529411764707 -99,0.8915115751248298,1.990835030549898 -100,0.88609397247271,1.9758971612212104 +1,0.8886713971127966,2.0094713656387664 +2,0.9695530176233139,2.0121982178670255 +3,0.8022961665693715,2.007882609750182 +4,0.8881442790972701,2.0080448291167334 +5,0.7983184965380811,2.0016107049931855 +6,0.9409068506653524,2.0109213765648737 +7,0.9696646565671422,2.0025659499702955 +8,0.7974064837905237,1.9686014510883163 +9,0.9228451663610165,1.9988289567068842 +10,0.888713807366555,2.0043218085106385 +11,0.9601108484799087,1.99229175863357 +12,0.7997852401405701,2.0164774807762726 +13,0.8021775055895791,1.9859428017450316 +14,0.8004497457958545,1.9942591914010015 +15,0.798798503052984,1.9769448896560227 +16,0.8000389218643573,1.9861347603989297 +17,0.8006405901193827,2.0008485877076008 +18,0.8888943200703882,2.012207863623866 +19,0.9524611018690674,2.006061726872971 +20,0.8015841971445336,1.994754178357936 +21,0.8896018667055564,1.9934972677595628 +22,0.8893546500292455,2.00559026635975 +23,0.9914472705637364,1.9910904862896461 +24,0.8025230470645318,2.001813784764208 +25,0.8884471927758146,1.9867425288626195 +26,0.8887363983923144,1.9868188837414515 +27,0.7971086739780658,2.013383364602877 +28,0.7971358024691358,1.9930615784908934 +29,0.9778659001792019,1.9931504985166975 +30,0.8002944062806673,2.009319435928878 +31,0.8886929257299627,1.9845644983461963 +32,0.8003132341425215,2.0 +33,0.8007629107981221,2.004152925369488 +34,0.8015252437493967,1.9850656389256895 +35,0.802368117058144,2.0196760647870424 +36,0.8886433937251436,1.9998342449859108 +37,0.8888616170045653,2.003976362732645 +38,0.9225150528082124,2.0242527997717383 +39,0.8885614655468789,2.0003869113420296 +40,0.7992950851772077,1.9952229299363058 +41,0.887977467015862,2.007456872565387 +42,0.94102382059882,2.0049170092096364 +43,0.922798711119879,1.998824200099765 +44,0.7993923951391612,1.994605859997548 +45,0.8015458937198068,1.9705882352941178 +46,0.888273680047459,1.9885351736420303 +47,0.8022340942204954,1.9975783993219518 +48,0.8001368925393566,1.992301112061591 +49,0.9412542223527683,2.0124824465595257 +50,0.8028971511347175,2.0104642771229253 +51,0.8006605789780454,1.993933511283669 +52,0.79986312084474,2.0210243246546877 +53,0.9696564908883687,1.9994691808955676 +54,0.888513678852836,2.0134398237400166 +55,0.7987019372603009,1.9961832061068703 +56,0.799194023982701,1.9901611117943672 +57,0.8010149311993754,1.988182261208577 +58,0.8016784026237098,2.01804836963061 +59,0.8002539558507521,2.013426095447333 +60,0.8018702513150204,2.005709426627794 +61,0.7974533609712763,1.9899740066839955 +62,0.8001955034213099,2.01600293183484 +63,0.8014734774066797,2.020100502512563 +64,0.8896040569533841,2.0143608857706643 +65,0.8006612213146636,2.006801068739373 +66,0.9229763733211332,1.9756762498229712 +67,0.7992524835251303,2.0542702436623186 +68,0.7959852926562655,2.001123595505618 +69,0.8876777486003072,2.0023442732752845 +70,0.8901263861314223,1.9998367968664998 +71,0.8014784554031709,1.974635922330097 +72,0.8006657528881926,1.9951088285644412 +73,0.9525270687565962,2.0004308841332046 +74,0.7994725532330533,2.007697006719609 +75,0.7964495861174828,1.9840971700475833 +76,0.7996019900497513,2.0282478845196614 +77,0.7997839748625295,2.0117863720073665 +78,0.8016634050880627,2.004882216526303 +79,0.8008858267716535,2.0185572078161487 +80,0.9795886696288552,1.9943468436543736 +81,0.9413001491333154,1.9870656069814554 +82,0.969585910885366,1.9961059387604962 +83,0.7994901460927542,2.011037527593819 +84,0.7992550480297981,2.0144714250674514 +85,0.8881312382646507,1.9951040391676866 +86,0.7977705435533196,2.017435390132311 +87,0.7987774820072957,1.9953098000493705 +88,0.7985163204747775,1.9977703455964326 +89,0.799921729772038,2.0124755381604698 +90,0.9411923124005386,2.0195094035325027 +91,0.8007225151337629,1.9531764418973296 +92,0.8880457278013206,2.002885362334924 +93,0.9412985111056871,1.9891092959937768 +94,0.9236907569540916,1.99122101360568 +95,0.8892307692307693,1.9939034437304333 +96,0.7977,1.9828256236680457 +97,0.8012839217974905,2.0167516387472686 +98,0.7985398579321231,2.0126019273535953 +99,0.8889270302079246,2.019142715286589 +100,0.8002158767539986,1.9942366646229308 diff --git a/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf index 22974ce..db77be2 100644 Binary files a/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf index d0e8f67..10225f8 100644 Binary files a/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf differ diff --git a/experiments/No_Refresh_4_0s_ttl/objects_in_cache_over_time.pdf b/experiments/No_Refresh_4_0s_ttl/objects_in_cache_over_time.pdf index 676c410..2dedae0 100644 Binary files a/experiments/No_Refresh_4_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_4_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_4_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_4_0s_ttl/overall_hit_age.csv index dafb901..4553211 100644 --- a/experiments/No_Refresh_4_0s_ttl/overall_hit_age.csv +++ b/experiments/No_Refresh_4_0s_ttl/overall_hit_age.csv @@ -1,9 +1,9 @@ ,hit_rate,avg_age count,100.0,100.0 -mean,0.8529286517016675,1.9959603082017114 -std,0.06775773364762111,0.0367534968685268 -min,0.783,1.8934131736526947 -25%,0.7991498632946001,1.9758327369329602 -50%,0.8065104779844596,1.9937888665735701 -75%,0.891341196533501,2.0179247095256945 -max,0.9979367689491483,2.1116446578631454 +mean,0.8510557628431259,2.0010172191143316 +std,0.06321177863870277,0.014208951960786203 +min,0.7959852926562655,1.9531764418973296 +25%,0.7999070775402135,1.9931282685102465 +50%,0.8017743269693651,2.0006397359204025 +75%,0.8892617394303883,2.011224738697206 +max,0.9914472705637364,2.0542702436623186 diff --git a/experiments/No_Refresh_5_0s_ttl/details.csv b/experiments/No_Refresh_5_0s_ttl/details.csv index 556b6f4..2defd23 100644 --- a/experiments/No_Refresh_5_0s_ttl/details.csv +++ b/experiments/No_Refresh_5_0s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -1,1017,842,175,0,1,82.79,2.057030481809243 -2,20019,19810,209,0,19,98.96,2.4550676856985865 -3,1075,896,179,0,1,83.35,2.046511627906977 -4,1095,918,177,0,1,83.84,2.0182648401826486 -5,1010,834,176,0,1,82.57,2.0287128712871287 -6,5324,5120,204,0,5,96.17,2.432757325319309 -7,2139,1944,195,0,2,90.88,2.2954651706404863 -8,1059,883,176,0,1,83.38,2.075542965061379 -9,1017,844,173,0,1,82.99,2.062930186823992 -10,3214,3015,199,0,3,93.81,2.3378967019290604 -11,1041,864,177,0,1,83.0,2.143131604226705 -12,3188,2990,198,0,3,93.79,2.3808030112923464 -13,1022,845,177,0,1,82.68,2.080234833659491 -14,1067,890,177,0,1,83.41,2.121836925960637 -15,1042,867,175,0,1,83.21,2.1833013435700575 -16,1097,921,176,0,1,83.96,2.1011850501367366 -17,5256,5053,203,0,5,96.14,2.4185692541856927 -18,2164,1970,194,0,2,91.04,2.2384473197781887 -19,12809,12601,208,0,12,98.38,2.4585838082598173 -20,1028,850,178,0,1,82.68,2.0428015564202333 -21,1118,940,178,0,1,84.08,2.186046511627907 -22,4223,4020,203,0,4,95.19,2.4106085721051387 -23,1063,889,174,0,1,83.63,1.9614299153339605 -24,1098,922,176,0,1,83.97,2.0 -25,3158,2960,198,0,3,93.73,2.3556048131728944 -26,1062,887,175,0,1,83.52,2.1421845574387945 -27,1058,880,178,0,1,83.18,2.112476370510397 -28,97039,96828,211,0,92,99.78,2.4460680757221325 -29,2078,1886,192,0,2,90.76,2.296438883541867 -30,5251,5048,203,0,5,96.13,2.410588459341078 -31,1093,913,180,0,1,83.53,2.0347666971637692 -32,1039,865,174,0,1,83.25,2.051973051010587 -33,1034,862,172,0,1,83.37,2.0599613152804643 -34,1057,881,176,0,1,83.35,2.1712393566698203 -35,1135,957,178,0,1,84.32,2.1145374449339207 -36,5214,5012,202,0,5,96.13,2.345416187188339 -37,32649,32439,210,0,31,99.36,2.521853655548409 -38,2052,1861,191,0,2,90.69,2.257797270955166 -39,2122,1931,191,0,2,91.0,2.2582469368520264 -40,5396,5191,205,0,5,96.2,2.38880652335063 -41,1062,882,180,0,1,83.05,2.083804143126177 -42,2069,1879,190,0,2,90.82,2.247462542290962 -43,2051,1858,193,0,2,90.59,2.262311067771819 -44,1098,919,179,0,1,83.7,2.0564663023679417 -45,1047,871,176,0,1,83.19,2.0448901623686724 -46,1087,916,171,0,1,84.27,2.044158233670653 -47,1020,845,175,0,1,82.84,2.0764705882352943 -48,1066,892,174,0,1,83.68,2.1397748592870545 -49,2105,1914,191,0,2,90.93,2.2679334916864606 -50,1098,921,177,0,1,83.88,2.0801457194899817 -51,1081,906,175,0,1,83.81,2.087881591119334 -52,1029,855,174,0,1,83.09,2.072886297376093 -53,5238,5035,203,0,5,96.12,2.4014891179839633 -54,1044,868,176,0,1,83.14,2.057471264367816 -55,1028,855,173,0,1,83.17,2.0836575875486383 -56,4234,4031,203,0,4,95.21,2.411667453944261 -57,3136,2938,198,0,3,93.69,2.314732142857143 -58,2111,1919,192,0,2,90.9,2.286120322122217 -59,1077,901,176,0,1,83.66,2.071494893221913 -60,1083,904,179,0,1,83.47,2.1865189289012004 -61,1052,874,178,0,1,83.08,2.008555133079848 -62,2113,1922,191,0,2,90.96,2.2749645054424987 -63,3164,2966,198,0,3,93.74,2.326801517067004 -64,1078,901,177,0,1,83.58,2.047309833024119 -65,5165,4962,203,0,5,96.07,2.3688286544046466 -66,1081,903,178,0,1,83.53,2.057354301572618 -67,1001,828,173,0,1,82.72,2.07992007992008 -68,2105,1913,192,0,2,90.88,2.224228028503563 -69,2164,1969,195,0,2,90.99,2.2523105360443623 -70,1099,921,178,0,1,83.8,2.1255686988171063 -71,1000,825,175,0,1,82.5,2.077 -72,1025,851,174,0,1,83.02,2.1365853658536587 -73,2080,1887,193,0,2,90.72,2.3610576923076922 -74,1111,934,177,0,1,84.07,2.1467146714671466 -75,1022,847,175,0,1,82.88,2.00293542074364 -76,1109,932,177,0,1,84.04,2.1199278629395852 -77,1053,876,177,0,1,83.19,2.0579297245963915 -78,1059,884,175,0,1,83.47,2.169971671388102 -79,1055,879,176,0,1,83.32,2.104265402843602 -80,1059,882,177,0,1,83.29,2.1359773371104818 -81,1052,877,175,0,1,83.37,2.0627376425855513 -82,1052,875,177,0,1,83.17,2.0665399239543727 -83,1082,904,178,0,1,83.55,2.093345656192237 -84,2116,1924,192,0,2,90.93,2.2485822306238186 -85,2042,1850,192,0,2,90.6,2.225269343780607 -86,1092,914,178,0,1,83.7,2.022893772893773 -87,37129,36919,210,0,35,99.43,2.4789517627730344 -88,5299,5096,203,0,5,96.17,2.383657293829024 -89,2089,1899,190,0,2,90.9,2.2264241263762568 -90,1095,920,175,0,1,84.02,2.14337899543379 -91,1072,895,177,0,1,83.49,2.058768656716418 -92,4172,3970,202,0,4,95.16,2.4206615532118887 -93,1042,864,178,0,1,82.92,2.1228406909788866 -94,1081,906,175,0,1,83.81,2.026827012025902 -95,1066,890,176,0,1,83.49,2.0881801125703565 -96,1028,854,174,0,1,83.07,2.09727626459144 -97,1041,866,175,0,1,83.19,2.1248799231508166 -98,1053,875,178,0,1,83.1,2.0313390313390314 -99,1047,869,178,0,1,83.0,2.09360076408787 -100,1030,853,177,0,1,82.82,2.0893203883495146 +1,20339,18479,1860,0,2,90.86,2.27017060819116 +2,10130,8439,1691,0,1,83.31,2.0746298124383022 +3,10236,8533,1703,0,1,83.36,2.1051191871824932 +4,10206,8504,1702,0,1,83.32,2.067705271408975 +5,337084,335059,2025,0,33,99.4,2.4886942127184914 +6,10235,8540,1695,0,1,83.44,2.0965315095261357 +7,10061,8368,1693,0,1,83.17,2.1009839976145512 +8,20019,18166,1853,0,2,90.74,2.2494130575952846 +9,40733,38791,1942,0,4,95.23,2.3839147619865955 +10,10170,8483,1687,0,1,83.41,2.0863323500491644 +11,60945,58976,1969,0,6,96.77,2.429977848880138 +12,20228,18381,1847,0,2,90.87,2.245451848922286 +13,30786,28873,1913,0,3,93.79,2.340446956408757 +14,20305,18456,1849,0,2,90.89,2.2825412459985226 +15,10133,8430,1703,0,1,83.19,2.1018454554426134 +16,10232,8535,1697,0,1,83.41,2.083463643471462 +17,20384,18527,1857,0,2,90.89,2.282182103610675 +18,172949,170936,2013,0,17,98.84,2.476631839443998 +19,10273,8579,1694,0,1,83.51,2.06823712644797 +20,10053,8356,1697,0,1,83.12,2.0936038993335324 +21,40600,38661,1939,0,4,95.22,2.3798029556650246 +22,10251,8545,1706,0,1,83.36,2.0913081650570677 +23,10000,8294,1706,0,1,82.94,2.0405 +24,10159,8461,1698,0,1,83.29,2.059553105620632 +25,10015,8309,1706,0,1,82.97,2.059211183225162 +26,10136,8428,1708,0,1,83.15,2.0944159431728493 +27,10193,8498,1695,0,1,83.37,2.0631806141469635 +28,51036,49073,1963,0,5,96.15,2.4281879457637747 +29,70592,68613,1979,0,7,97.2,2.430969514959202 +30,10219,8513,1706,0,1,83.31,2.111361189940307 +31,10178,8483,1695,0,1,83.35,2.1005109058754177 +32,81130,79143,1987,0,8,97.55,2.4394675212621717 +33,30477,28564,1913,0,3,93.72,2.350854742920891 +34,10178,8470,1708,0,1,83.22,2.1021811750835133 +35,91956,89964,1992,0,9,97.83,2.4512592979250947 +36,10253,8552,1701,0,1,83.41,2.094703989076368 +37,10180,8484,1696,0,1,83.34,2.0740667976424363 +38,20269,18418,1851,0,2,90.87,2.2567467561300507 +39,20493,18637,1856,0,2,90.94,2.272092909774069 +40,10164,8460,1704,0,1,83.23,2.0839236521054705 +41,20209,18358,1851,0,2,90.84,2.261715077440744 +42,10327,8624,1703,0,1,83.51,2.048997772828508 +43,10160,8465,1695,0,1,83.32,2.0996062992125983 +44,112266,110266,2000,0,11,98.22,2.4545454545454546 +45,10315,8608,1707,0,1,83.45,2.0952011633543384 +46,10300,8595,1705,0,1,83.45,2.0733009708737864 +47,10086,8397,1689,0,1,83.25,2.0808050763434465 +48,10211,8497,1714,0,1,83.21,2.055528351777495 +49,152402,150392,2010,0,15,98.68,2.4713061508379157 +50,20385,18531,1854,0,2,90.91,2.281236203090508 +51,20085,18237,1848,0,2,90.8,2.275379636544685 +52,10124,8433,1691,0,1,83.3,2.0587712366653497 +53,71299,69318,1981,0,7,97.22,2.4399220185416346 +54,10042,8346,1696,0,1,83.11,2.057159928301135 +55,10076,8394,1682,0,1,83.31,2.0668916236601826 +56,20766,18911,1855,0,2,91.07,2.2754502552248868 +57,10246,8566,1680,0,1,83.6,2.0716377122779623 +58,20214,18359,1855,0,2,90.82,2.290739091718611 +59,71129,69150,1979,0,7,97.22,2.4332269538444233 +60,10144,8445,1699,0,1,83.25,2.071076498422713 +61,20377,18529,1848,0,2,90.93,2.266329685429651 +62,10267,8564,1703,0,1,83.41,2.077237752021038 +63,10030,8344,1686,0,1,83.19,2.089531405782652 +64,10058,8366,1692,0,1,83.18,2.100914694770332 +65,30672,28760,1912,0,3,93.77,2.324954355764215 +66,10239,8538,1701,0,1,83.39,2.088289872057818 +67,10131,8433,1698,0,1,83.24,2.0949560754121013 +68,10031,8343,1688,0,1,83.17,2.0731731631940984 +69,10269,8565,1704,0,1,83.41,2.0710877397993963 +70,305170,303147,2023,0,30,99.34,2.4785332765343906 +71,10134,8450,1684,0,1,83.38,2.0746003552397867 +72,10387,8682,1705,0,1,83.59,2.091364205256571 +73,40590,38651,1939,0,4,95.22,2.3761763981276176 +74,40322,38388,1934,0,4,95.2,2.3638956400972173 +75,20298,18443,1855,0,2,90.86,2.264952212040595 +76,10017,8330,1687,0,1,83.16,2.1029250274533293 +77,20194,18338,1856,0,2,90.81,2.257056551450926 +78,10215,8527,1688,0,1,83.48,2.052080274106706 +79,10126,8421,1705,0,1,83.16,2.097768121666996 +80,10243,8537,1706,0,1,83.34,2.0985062969833055 +81,10068,8374,1694,0,1,83.17,2.0969408025427096 +82,40821,38880,1941,0,4,95.25,2.3762769162930844 +83,10119,8420,1699,0,1,83.21,2.0855815792074317 +84,10048,8359,1689,0,1,83.19,2.082703025477707 +85,40534,38594,1940,0,4,95.21,2.3784477228992946 +86,20327,18477,1850,0,2,90.9,2.283219363408275 +87,10035,8339,1696,0,1,83.1,2.0907822620827106 +88,10202,8494,1708,0,1,83.26,2.0655753773769847 +89,10273,8565,1708,0,1,83.37,2.0735909666115058 +90,10116,8408,1708,0,1,83.12,2.0856069592724396 +91,30630,28719,1911,0,3,93.76,2.3531178583088477 +92,30356,28444,1912,0,3,93.7,2.324548688891817 +93,10237,8535,1702,0,1,83.37,2.092214515971476 +94,10219,8521,1698,0,1,83.38,2.0911048047754184 +95,20157,18306,1851,0,2,90.82,2.2860048618345985 +96,20564,18712,1852,0,2,90.99,2.271250729430072 +97,10253,8569,1684,0,1,83.58,2.0926558080561786 +98,10125,8417,1708,0,1,83.13,2.089283950617284 +99,20511,18658,1853,0,2,90.97,2.265321047242943 +100,61194,59224,1970,0,6,96.78,2.42376703598392 diff --git a/experiments/No_Refresh_5_0s_ttl/hit_age.csv b/experiments/No_Refresh_5_0s_ttl/hit_age.csv index 297e993..6d037b7 100644 --- a/experiments/No_Refresh_5_0s_ttl/hit_age.csv +++ b/experiments/No_Refresh_5_0s_ttl/hit_age.csv @@ -1,101 +1,101 @@ obj_id,hit_rate,avg_age -1,0.8279252704031466,2.4845605700712587 -2,0.9895599180778261,2.480969207470974 -3,0.8334883720930233,2.455357142857143 -4,0.8383561643835616,2.4074074074074074 -5,0.8257425742574257,2.4568345323741005 -6,0.9616829451540195,2.5296875 -7,0.908835904628331,2.5257201646090537 -8,0.833805476864967,2.4892412231030576 -9,0.8298918387413963,2.485781990521327 -10,0.9380833851897946,2.492205638474295 -11,0.829971181556196,2.582175925925926 -12,0.937892095357591,2.5384615384615383 -13,0.8268101761252447,2.515976331360947 -14,0.8341143392689785,2.5438202247191013 -15,0.8320537428023033,2.6239907727797003 -16,0.8395624430264357,2.50271444082519 -17,0.9613774733637748,2.515733227785474 -18,0.910351201478743,2.4588832487309644 -19,0.9837614177531423,2.4991667327989844 -20,0.8268482490272373,2.4705882352941178 -21,0.8407871198568873,2.6 -22,0.9519299076485911,2.5323383084577116 -23,0.8363123236124177,2.34533183352081 -24,0.8397085610200364,2.3817787418655096 -25,0.9373020899303357,2.513175675675676 -26,0.835216572504708,2.564825253664036 -27,0.831758034026465,2.539772727272727 -28,0.9978256165047042,2.4513983558474823 -29,0.9076034648700674,2.5302226935312833 -30,0.9613406970100933,2.5075277337559427 -31,0.8353156450137237,2.43592552026287 -32,0.8325312800769971,2.4647398843930635 -33,0.8336557059961315,2.4709976798143853 -34,0.8334910122989593,2.604994324631101 -35,0.8431718061674008,2.5078369905956115 -36,0.9612581511315689,2.439944134078212 -37,0.993567950013783,2.5381793520145504 -38,0.9069200779727096,2.489521762493283 -39,0.909990574929312,2.48161574313827 -40,0.962008895478132,2.4831439029088807 -41,0.8305084745762712,2.5090702947845807 -42,0.9081681971967134,2.474720596061735 -43,0.9058995611896635,2.497308934337998 -44,0.836976320582878,2.457018498367791 -45,0.8319006685768864,2.4580941446613087 -46,0.8426862925482981,2.425764192139738 -47,0.8284313725490197,2.506508875739645 -48,0.8367729831144465,2.557174887892377 -49,0.9092636579572446,2.4942528735632186 -50,0.8387978142076503,2.479913137893594 -51,0.8381128584643849,2.4911699779249448 -52,0.8309037900874635,2.4947368421052634 -53,0.9612447499045437,2.498311817279047 -54,0.8314176245210728,2.474654377880184 -55,0.8317120622568094,2.5052631578947366 -56,0.952054794520548,2.533118332919871 -57,0.9368622448979592,2.47072838665759 -58,0.9090478446234013,2.514851485148515 -59,0.8365831012070566,2.4761376248612654 -60,0.8347183748845799,2.6194690265486726 -61,0.8307984790874525,2.417620137299771 -62,0.9096071935636536,2.501040582726327 -63,0.9374209860935525,2.4821308159136883 -64,0.8358070500927643,2.4495005549389566 -65,0.9606969990319458,2.465739621120516 -66,0.8353376503237743,2.4629014396456257 -67,0.8271728271728271,2.5144927536231885 -68,0.9087885985748219,2.4474647151071616 -69,0.9098890942698706,2.4753682072117824 -70,0.83803457688808,2.536373507057546 -71,0.825,2.5175757575757576 -72,0.8302439024390244,2.573443008225617 -73,0.9072115384615385,2.602543720190779 -74,0.8406840684068407,2.5535331905781584 -75,0.8287671232876712,2.4167650531286893 -76,0.8403967538322813,2.522532188841202 -77,0.8319088319088319,2.473744292237443 -78,0.8347497639282342,2.5995475113122173 -79,0.833175355450237,2.525597269624573 -80,0.8328611898016998,2.564625850340136 -81,0.8336501901140685,2.4743443557582667 -82,0.8317490494296578,2.4845714285714284 -83,0.8354898336414048,2.5055309734513274 -84,0.9092627599243857,2.472972972972973 -85,0.9059745347698335,2.456216216216216 -86,0.836996336996337,2.4168490153172866 -87,0.9943440437393951,2.493052357864514 -88,0.9616908850726552,2.4786106750392465 -89,0.9090473910962182,2.4491837809373354 -90,0.8401826484018264,2.5510869565217393 -91,0.8348880597014925,2.465921787709497 -92,0.951581975071908,2.5438287153652395 -93,0.8291746641074856,2.560185185185185 -94,0.8381128584643849,2.4183222958057393 -95,0.8348968105065666,2.501123595505618 -96,0.830739299610895,2.5245901639344264 -97,0.8318924111431316,2.5542725173210163 -98,0.8309591642924976,2.4445714285714284 -99,0.8299904489016237,2.522439585730725 -100,0.8281553398058252,2.5228604923798357 +1,0.9085500762082698,2.4986741706802316 +2,0.8330700888450148,2.4903424576371607 +3,0.8336264165689723,2.5252548927692486 +4,0.8332353517538703,2.48153809971778 +5,0.9939925953174876,2.503735163060834 +6,0.8343917928676111,2.512646370023419 +7,0.8317264685418945,2.5260516252390057 +8,0.9074379339627354,2.478861609600352 +9,0.9523236687697936,2.5032610657111185 +10,0.8341199606686333,2.501237769656961 +11,0.9676921814751005,2.5111062126966903 +12,0.9086909234724144,2.471084271802405 +13,0.9378613655557722,2.495514840854778 +14,0.9089386850529426,2.511215864759428 +15,0.8319352610283233,2.526453143534994 +16,0.834147771696638,2.497715289982425 +17,0.908899136577708,2.510929994062719 +18,0.9883607306200094,2.5057974914587917 +19,0.8351017229631071,2.476628977736333 +20,0.8311946682582314,2.5187888942077548 +21,0.9522413793103448,2.499159359561315 +22,0.8335772119793191,2.5088355763604446 +23,0.8294,2.4602122015915118 +24,0.8328575647209371,2.472875546625694 +25,0.8296555167249127,2.482007461788422 +26,0.8314917127071824,2.5188656858092076 +27,0.8337094084175415,2.4746999293951517 +28,0.9615369543067639,2.5253194220854644 +29,0.971965661831369,2.5010858000670426 +30,0.8330560720227028,2.534476682720545 +31,0.8334643348398506,2.5202169043970293 +32,0.9755084432392457,2.500713897628344 +33,0.9372313547921384,2.5082971572608876 +34,0.8321870701513068,2.5260920897284533 +35,0.9783374657444865,2.505535547552354 +36,0.8340973373646737,2.511342376052385 +37,0.8333988212180746,2.4886845827439887 +38,0.9086782771720361,2.4835487023563907 +39,0.9094324891426341,2.498363470515641 +40,0.8323494687131051,2.503664302600473 +41,0.9084071453312881,2.4897592330319207 +42,0.8350924760336981,2.453617810760668 +43,0.8331692913385826,2.520023626698169 +44,0.9821851673703526,2.499065895198883 +45,0.8345128453708192,2.5106877323420074 +46,0.8344660194174758,2.484584060500291 +47,0.8325401546698393,2.499345004168155 +48,0.8321418078542748,2.470165940920325 +49,0.9868111967034553,2.50433533698601 +50,0.9090507726269316,2.5094706168042737 +51,0.9079910380881254,2.505949443439162 +52,0.8329711576451996,2.471599667971066 +53,0.9722155990967615,2.5096511728555355 +54,0.8311093407687712,2.475197699496765 +55,0.833068678046844,2.481057898498928 +56,0.9106712896080131,2.498651578446407 +57,0.8360335740776889,2.477936026149895 +58,0.9082319184723459,2.5221961980500027 +59,0.9721773116450393,2.5028633405639913 +60,0.8325118296529969,2.487744227353464 +61,0.9093095156303675,2.4923633223595445 +62,0.8341287620531801,2.490308267164876 +63,0.8319042871385842,2.511744966442953 +64,0.8317757009345794,2.52581879034186 +65,0.9376630151278038,2.47952016689847 +66,0.8338704951655435,2.5043335675802294 +67,0.832395617411904,2.5167793193406856 +68,0.8317216628451799,2.492628550880978 +69,0.834063686824423,2.4831290134267365 +70,0.9933709080184815,2.4950733472539723 +71,0.8338267219261891,2.4880473372781067 +72,0.8358525079426206,2.5020732550103664 +73,0.9522296132052229,2.4953817495019535 +74,0.9520361093199742,2.4829894758778783 +75,0.9086116858803823,2.4927614813208265 +76,0.8315863032844165,2.528811524609844 +77,0.9080915123303952,2.485494601374196 +78,0.8347528144884974,2.458308901137563 +79,0.8316215682401739,2.5225032656454105 +80,0.8334472322561749,2.5178634180625514 +81,0.8317441398490266,2.5211368521614523 +82,0.95245094436687,2.4949074074074074 +83,0.8320980334025101,2.506413301662708 +84,0.831906847133758,2.5035291302787415 +85,0.9521389450831401,2.498004871223506 +86,0.9089880454567816,2.511825512799697 +87,0.8309915296462381,2.5160091138026144 +88,0.8325818466967261,2.480927713680245 +89,0.8337389272851163,2.487098657326328 +90,0.8311585606959272,2.509276879162702 +91,0.9376101860920666,2.5096974128625646 +92,0.9370140993543287,2.480804387568556 +93,0.8337403536192244,2.5094317516110136 +94,0.8338389274880125,2.5078042483276612 +95,0.9081708587587438,2.5171528460614008 +96,0.9099397004473838,2.4960453185121847 +97,0.8357553886667317,2.5039094410082856 +98,0.8313086419753086,2.513247000118807 +99,0.9096582321681049,2.490299067424161 +100,0.9678073013694153,2.5043901121167096 diff --git a/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf index ac290f2..27f71ba 100644 Binary files a/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf index f8e194c..6220cd6 100644 Binary files a/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf differ diff --git a/experiments/No_Refresh_5_0s_ttl/objects_in_cache_over_time.pdf b/experiments/No_Refresh_5_0s_ttl/objects_in_cache_over_time.pdf index d4a5f11..e39ff45 100644 Binary files a/experiments/No_Refresh_5_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_5_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_5_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_5_0s_ttl/overall_hit_age.csv index b56c3d5..56754dc 100644 --- a/experiments/No_Refresh_5_0s_ttl/overall_hit_age.csv +++ b/experiments/No_Refresh_5_0s_ttl/overall_hit_age.csv @@ -1,9 +1,9 @@ ,hit_rate,avg_age count,100.0,100.0 -mean,0.8725120313088975,2.498238888150122 -std,0.054253138996698945,0.05047201928154133 -min,0.825,2.34533183352081 -25%,0.8319067910758455,2.4694216233979627 -50%,0.8375154569422085,2.494494857834241 -75%,0.9093495418588469,2.5267119984567903 -max,0.9978256165047042,2.6239907727797003 +mean,0.8785973318800118,2.4997258275889482 +std,0.056440312317261106,0.01696772212165293 +min,0.8294,2.453617810760668 +25%,0.8327886352148843,2.487971559796946 +50%,0.8344894323941474,2.501655512333664 +75%,0.9101225977375411,2.511133625712375 +max,0.9939925953174876,2.534476682720545 diff --git a/experiments/avg_ages.md b/experiments/avg_ages.md index f7d5a3c..4efaadb 100644 --- a/experiments/avg_ages.md +++ b/experiments/avg_ages.md @@ -1,8 +1,8 @@ | | avg_ages | |:-----|-----------:| -| 0.5s | 0.248128 | -| 1.0s | 0.501545 | -| 2.0s | 0.99723 | -| 3.0s | 1.49935 | -| 4.0s | 1.99596 | -| 5.0s | 2.49824 | \ No newline at end of file +| 0.5s | 0.248882 | +| 1.0s | 0.499741 | +| 2.0s | 1.00137 | +| 3.0s | 1.50042 | +| 4.0s | 2.00102 | +| 5.0s | 2.49973 | \ No newline at end of file diff --git a/experiments/hit_rates.md b/experiments/hit_rates.md index 07ecab2..ec0cf36 100644 --- a/experiments/hit_rates.md +++ b/experiments/hit_rates.md @@ -1,8 +1,8 @@ | | hit_rates | |:-----|------------:| -| 0.5s | 0.459811 | -| 1.0s | 0.610659 | -| 2.0s | 0.72776 | -| 3.0s | 0.815904 | -| 4.0s | 0.852929 | -| 5.0s | 0.872512 | \ No newline at end of file +| 0.5s | 0.460409 | +| 1.0s | 0.633097 | +| 2.0s | 0.733979 | +| 3.0s | 0.80848 | +| 4.0s | 0.851056 | +| 5.0s | 0.878597 | \ No newline at end of file diff --git a/experiments/hr_and_age_vs_ttl.png b/experiments/hr_and_age_vs_ttl.png index b32fe8d..6467920 100644 Binary files a/experiments/hr_and_age_vs_ttl.png and b/experiments/hr_and_age_vs_ttl.png differ diff --git a/multi_aoi_cache_simulation.ipynb b/multi_aoi_cache_simulation.ipynb index 1578e78..dee499c 100644 --- a/multi_aoi_cache_simulation.ipynb +++ b/multi_aoi_cache_simulation.ipynb @@ -25,7 +25,7 @@ "# Constants\n", "SEED = 42\n", "DATABASE_OBJECTS = 100 # Number of objects in the database\n", - "ACCESS_COUNT_LIMIT = 1000 # Total time to run the simulation\n", + "ACCESS_COUNT_LIMIT = 10000 # Total time to run the simulation\n", "EXPERIMENT_BASE_DIR = \"./experiments/\"\n", "TEMP_BASE_DIR = \"./.aoi_cache/\"\n", "\n", @@ -321,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "3ff299ca-ec65-453b-b167-9a0f7728a207", "metadata": { "scrolled": true @@ -331,59 +331,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Progress: 100%|████████████████████████████████████████████████████▉| 999/1000 [00:06<00:00, 162.60it/s]" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "ename": "Error", - "evalue": "Destination path './experiments/No_Refresh_0_5s_ttl/hit_age.csv' already exists", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m:135\u001b[0m\n", - "File \u001b[0;32m/usr/lib/python3.12/shutil.py:845\u001b[0m, in \u001b[0;36mmove\u001b[0;34m(src, dst, copy_function)\u001b[0m\n\u001b[1;32m 842\u001b[0m real_dst \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(dst, _basename(src))\n\u001b[1;32m 844\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mexists(real_dst):\n\u001b[0;32m--> 845\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m Error(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDestination path \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m already exists\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m real_dst)\n\u001b[1;32m 846\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 847\u001b[0m os\u001b[38;5;241m.\u001b[39mrename(src, real_dst)\n", - "\u001b[0;31mError\u001b[0m: Destination path './experiments/No_Refresh_0_5s_ttl/hit_age.csv' already exists" + "Progress: 69%|███████████████████████████████████ | 6876/10000 [00:40<00:18, 169.24it/s]" ] } ],