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feat(simulation): add expected age computation and enhance statistics reporting

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- Increased `ACCESS_COUNT_LIMIT` to extend simulation runtime.
- Introduced `expected_age` metric based on hit rates for additional insights.
- Calculated and exported `age_delta` for comparing average and expected ages.
- Improved data exports to include detailed metrics for analysis.

Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
This commit is contained in:
Tuan-Dat Tran
2024-11-29 14:42:52 +01:00
parent 6672608721
commit f32588340d
41 changed files with 13020 additions and 3361 deletions
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201
experiments/No_Refresh_5_0s_ttl/details.csv
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@@ -1,100 +1,101 @@
obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age
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obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age,expected_age,age_delta
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88,5299,5096,203,0,5,0.9616908850726552,2.383657293829024,0.46242467921591346,1.9212326146131107
89,2089,1899,190,0,2,0.9090473910962182,2.2264241263762568,0.41318357962942037,1.8132405467468364
90,1095,920,175,0,1,0.8401826484018264,2.14337899543379,0.3529534413377535,1.7904255540960363
91,1072,895,177,0,1,0.8348880597014925,2.058768656716418,0.34851903611606144,1.7102496206003563
92,4172,3970,202,0,4,0.951581975071908,2.4206615532118887,0.4527541276408767,1.967907425571012
93,1042,864,178,0,1,0.8291746641074856,2.1228406909788866,0.3437653117988808,1.7790753791800058
94,1081,906,175,0,1,0.8381128584643849,2.026827012025902,0.35121658176167103,1.675610430264231
95,1066,890,176,0,1,0.8348968105065666,2.0881801125703565,0.3485263420970189,1.7396537704733377
96,1028,854,174,0,1,0.830739299610895,2.09727626459144,0.34506389195900017,1.7522123726324397
97,1041,866,175,0,1,0.8318924111431316,2.1248799231508166,0.34602249185876655,1.77885743129205
98,1053,875,178,0,1,0.8309591642924976,2.0313390313390314,0.345246566360843,1.6860924649781883
99,1047,869,178,0,1,0.8299904489016237,2.09360076408787,0.3444420726339594,1.7491586914539108
100,1030,853,177,0,1,0.8281553398058252,2.0893203883495146,0.34292063342445095,1.7463997549250636
1 obj_id access_count hits misses mu lambda hit_rate avg_age expected_age age_delta
2 1 136 1017 113 842 23 175 0 1 0.841726618705036 0.8279252704031466 2.1870503597122304 2.057030481809243 0.3427301266860617 1.7143003551231812
3 2 139 20019 117 19810 22 209 0 1 19 0.8410596026490066 0.9895599180778261 1.8344370860927153 2.4550676856985865 0.4896144157330969 1.9654532699654896
4 3 151 1075 127 896 24 179 0 1 0.935064935064935 0.8334883720930233 2.412987012987013 2.046511627906977 0.347351433207139 1.6991601946998378
5 4 385 1095 360 918 25 177 0 3 1 0.8296296296296296 0.8383561643835616 1.8 2.0182648401826486 0.3514205291799587 1.66684431100269
6 5 135 1010 112 834 23 176 0 1 0.823076923076923 0.8257425742574257 1.823076923076923 2.0287128712871287 0.3409253994706401 1.6877874718164887
7 6 130 5324 107 5120 23 204 0 1 5 0.8294573643410853 0.9616829451540195 2.1782945736434107 2.432757325319309 0.46241704350005447 1.9703402818192544
8 7 129 2139 107 1944 22 195 0 1 2 0.8270676691729323 0.908835904628331 2.075187969924812 2.2954651706404863 0.41299135077079835 1.882473819869688
9 8 133 1059 110 883 23 176 0 1 0.8333333333333334 0.833805476864967 2.1136363636363638 2.075542965061379 0.3476157866250075 1.7279271784363712
10 9 132 1017 110 844 22 173 0 1 0.8141592920353983 0.8298918387413963 2.0707964601769913 2.062930186823992 0.3443602320047878 1.7185699548192042
11 10 113 3214 92 3015 21 199 0 1 3 0.9100719424460432 0.9380833851897946 2.0755395683453237 2.3378967019290604 0.4400002187845723 1.8978964831444882
12 11 278 1041 253 864 25 177 0 2 1 0.8174603174603174 0.829971181556196 2.007936507936508 2.143131604226705 0.344426081106894 1.798705523119811
13 12 126 3188 103 2990 23 198 0 1 3 0.8203125 0.937892095357591 2.109375 2.3808030112923464 0.43982079126712625 1.9409822200252203
14 13 128 1022 105 845 23 177 0 1 0.8571428571428571 0.8268101761252447 2.183673469387755 2.080234833659491 0.34180753367212907 1.738427299987362
15 14 147 1067 126 890 21 177 0 1 0.8248175182481752 0.8341143392689785 2.0072992700729926 2.121836925960637 0.34787336548706227 1.7739635604735748
16 15 137 1042 113 867 24 175 0 1 0.8130081300813008 0.8320537428023033 1.8048780487804879 2.1833013435700575 0.34615671545566074 1.8371446281143968
17 16 123 1097 100 921 23 176 0 1 0.899581589958159 0.8395624430264357 2.2677824267782425 2.1011850501367366 0.3524325478702585 1.748752502266478
18 17 239 5256 215 5053 24 203 0 2 5 0.837037037037037 0.9613774733637748 2.1481481481481484 2.4185692541856927 0.46212332314565774 1.9564459310400348
19 18 135 2164 113 1970 22 194 0 1 2 0.8225806451612904 0.910351201478743 2.161290322580645 2.2384473197781887 0.4143696550168955 1.824077664761293
20 19 124 12809 102 12601 22 208 0 1 12 0.9053030303030303 0.9837614177531423 2.242424242424242 2.4585838082598173 0.4838932635298363 1.974690544729981
21 20 264 1028 239 850 25 178 0 2 1 0.8145161290322581 0.8268482490272373 2.1129032258064515 2.0428015564202333 0.34183901345970413 1.700962542960529
22 21 124 1118 101 940 23 178 0 1 0.9097472924187726 0.8407871198568873 1.963898916967509 2.186046511627907 0.35346149045861985 1.8325850211692871
23 22 277 4223 252 4020 25 203 0 2 4 0.8267716535433071 0.9519299076485911 2.0078740157480315 2.4106085721051387 0.4530852745379276 1.957523297567211
24 23 127 1063 105 889 22 174 0 1 0.987221959299574 0.8363123236124177 2.4557501183151915 1.9614299153339605 0.3497091513130006 1.6117207640209599
25 24 2113 1098 2086 922 27 176 0 16 1 0.9114391143911439 0.8397085610200364 2.2287822878228782 2.0 0.3525552337251701 1.64744476627483
26 25 271 3158 247 2960 24 198 0 2 3 0.8253968253968254 0.9373020899303357 1.8571428571428572 2.3556048131728944 0.4392676038938876 1.9163372092790067
27 26 126 1062 104 887 22 175 0 1 0.85625 0.835216572504708 2.3375 2.1421845574387945 0.3487933614932561 1.7933911959455384
28 27 160 1058 137 880 23 178 0 1 0.8114754098360656 0.831758034026465 2.0737704918032787 2.112476370510397 0.34591071358378506 1.766565656926612
29 28 122 97039 99 96828 23 211 0 1 92 0.9661458333333334 0.9978256165047042 2.5247395833333335 2.4460680757221325 0.49782798047649657 1.948240095245636
30 29 768 2078 742 1886 26 192 0 6 2 0.9101123595505618 0.9076034648700674 2.4644194756554305 2.296438883541867 0.4118720247220758 1.8845668588197912
31 30 267 5251 243 5048 24 203 0 2 5 0.9076923076923077 0.9613406970100933 2.326923076923077 2.410588459341078 0.462087967863926 1.9485004914771518
32 31 260 1093 236 913 24 180 0 2 1 0.8267716535433071 0.8353156450137237 1.9448818897637796 2.0347666971637692 0.34887611340234664 1.6858905837614226
33 32 127 1039 105 865 22 174 0 1 0.8320610687022901 0.8325312800769971 1.8931297709923665 2.051973051010587 0.3465541661533217 1.7054188848572656
34 33 131 1034 109 862 22 172 0 1 0.8222222222222222 0.8336557059961315 2.037037037037037 2.0599613152804643 0.3474909180699542 1.7124703972105102
35 34 135 1057 111 881 24 176 0 1 0.9338624338624338 0.8334910122989593 2.328042328042328 2.1712393566698203 0.34735363379157197 1.8238857228782483
36 35 378 1135 353 957 25 178 0 3 1 0.9362745098039216 0.8431718061674008 2.2205882352941178 2.1145374449339207 0.3554693473577985 1.7590680975761221
37 36 408 5214 382 5012 26 202 0 3 5 0.8099173553719008 0.9612581511315689 2.024793388429752 2.345416187188339 0.46200861655844105 1.883407570629898
38 37 121 32649 98 32439 23 210 0 1 31 0.8345323741007195 0.993567950013783 2.028776978417266 2.521853655548409 0.49358863564729555 2.0282650199011134
39 38 139 2052 116 1861 23 191 0 1 2 0.910394265232975 0.9069200779727096 2.3512544802867383 2.257797270955166 0.4112520139150128 1.846545257040153
40 39 279 2122 254 1931 25 191 0 2 0.9551724137931035 0.909990574929312 2.360344827586207 2.2582469368520264 0.4140414232300899 1.8442055136219364
41 40 580 5396 554 5191 26 205 0 4 5 0.9094202898550725 0.962008895478132 2.25 2.38880652335063 0.4627305574895277 1.9260759658611024
42 41 276 1062 251 882 25 180 0 2 1 0.8473282442748091 0.8305084745762712 2.1374045801526718 2.083804143126177 0.34487216317150243 1.7389319799546745
43 42 131 2069 111 1879 20 190 0 1 2 0.935064935064935 0.9081681971967134 2.3766233766233764 2.247462542290962 0.41238473719976426 1.8350778050911978
44 43 385 2051 360 1858 25 193 0 3 2 0.9623188405797102 0.9058995611896635 2.294202898550725 2.262311067771819 0.41032700748181244 1.8519840602900064
45 44 690 1098 664 919 26 179 0 5 1 0.8345323741007195 0.836976320582878 2.014388489208633 2.0564663023679417 0.35026468060822624 1.7062016217597153
46 45 139 1047 116 871 23 176 0 1 0.9732673267326732 0.8319006685768864 2.488118811881188 2.0448901623686724 0.3460293611893353 1.6988608011793371
47 46 1010 1087 983 916 27 171 0 7 1 0.9080459770114943 0.8426862925482981 2.256704980842912 2.044158233670653 0.3550600938243979 1.689098139846255
48 47 261 1020 237 845 24 175 0 2 1 0.8481012658227848 0.8284313725490197 2.2025316455696204 2.0764705882352943 0.3431492695117263 1.733321318723568
49 48 158 1066 134 892 24 174 0 1 0.8264462809917356 0.8367729831144465 2.0661157024793386 2.1397748592870545 0.35009451263512487 1.7896803466519295
50 49 121 2105 100 1914 21 191 0 1 2 0.824 0.9092636579572446 2.208 2.2679334916864606 0.4133801998408946 1.854553291845566
51 50 125 1098 103 921 22 177 0 1 0.8506493506493507 0.8387978142076503 2.0259740259740258 2.0801457194899817 0.3517908865597659 1.7283548329302159
52 51 154 1081 131 906 23 175 0 1 0.8174603174603174 0.8381128584643849 2.0952380952380953 2.087881591119334 0.35121658176167103 1.7366650093576628
53 52 126 1029 103 855 23 174 0 1 0.8368794326241135 0.8309037900874635 2.00709219858156 2.072886297376093 0.3452005541908558 1.7276857431852373
54 53 141 5238 118 5035 23 203 0 1 5 0.8496732026143791 0.9612447499045437 2.111111111111111 2.4014891179839633 0.46199573460952437 1.939493383374439
55 54 153 1044 130 868 23 176 0 1 0.8320610687022901 0.8314176245210728 2.16793893129771 2.057471264367816 0.3456276331821318 1.7118436311856844
56 55 131 1028 109 855 22 173 0 1 0.9364303178484108 0.8317120622568094 2.3056234718826407 2.0836575875486383 0.34587247725173736 1.7377851102969009
57 56 409 4234 383 4031 26 203 0 3 4 0.8333333333333334 0.952054794520548 1.9166666666666667 2.411667453944261 0.4532041658847814 1.9584632880594794
58 57 132 3136 110 2938 22 198 0 1 3 0.9397590361445783 0.9368622448979592 2.2409638554216866 2.314732142857143 0.43885543295762186 1.8758767098995208
59 58 415 2111 390 1919 25 192 0 3 2 0.8368794326241135 0.9090478446234013 1.8794326241134751 2.286120322122217 0.41318399190722577 1.872936330214991
60 59 141 1077 118 901 23 176 0 1 0.8421052631578947 0.8365831012070566 2.1052631578947367 2.071494893221913 0.3499356426126081 1.7215592506093047
61 60 152 1083 128 904 24 179 0 1 0.8130081300813008 0.8347183748845799 1.9024390243902438 2.1865189289012004 0.34837738268497703 1.8381415462162234
62 61 123 1052 100 874 23 178 0 1 0.9 0.8307984790874525 2.225 2.008555133079848 0.3451130564270121 1.6634420766528357
63 62 240 2113 216 1922 24 191 0 2 0.8333333333333334 0.9096071935636536 1.9393939393939394 2.2749645054424987 0.413692623291373 1.8612718821511258
64 63 132 3164 110 2966 22 198 0 1 3 0.8270676691729323 0.9374209860935525 2.045112781954887 2.326801517067004 0.4393790525843042 1.8874224644826998
65 64 133 1078 110 901 23 177 0 1 0.9139072847682119 0.8358070500927643 2.218543046357616 2.047309833024119 0.34928671249238435 1.6980231205317344
66 65 302 5165 276 4962 26 203 0 2 5 0.8267716535433071 0.9606969990319458 1.937007874015748 2.3688286544046466 0.4614693619744933 1.9073592924301535
67 66 127 1081 105 903 22 178 0 1 0.8283582089552238 0.8353376503237743 2.1940298507462686 2.057354301572618 0.3488944950242221 1.708459806548396
68 67 134 1001 111 828 23 173 0 1 0.78 0.8271728271728271 2.08 2.07992007992008 0.3421074430065439 1.737812636913536
69 68 100 2105 78 1913 22 192 0 1 2 0.847682119205298 0.9087885985748219 2.2980132450331126 2.224228028503563 0.41294835844979433 1.8112796700537688
70 69 151 2164 128 1969 23 195 0 1 2 0.8195488721804511 0.9098890942698706 1.9548872180451127 2.2523105360443623 0.41394908193562274 1.8383614541087394
71 70 133 1099 109 921 24 178 0 1 0.841726618705036 0.83803457688808 2.2014388489208634 2.1255686988171063 0.3511509760299917 1.7744177227871147
72 71 139 1000 117 825 22 175 0 1 0.7962962962962963 0.825 1.9259259259259258 2.077 0.34031249999999996 1.7366875
73 72 108 1025 86 851 22 174 0 1 0.8285714285714286 0.8302439024390244 1.9 2.1365853658536587 0.34465246876859007 1.7919328970850685
74 73 140 2080 116 1887 24 193 0 1 2 0.8471337579617835 0.9072115384615385 2.1656050955414012 2.3610576923076922 0.4115163877588757 1.9495413045488166
75 74 157 1111 133 934 24 177 0 1 0.8270676691729323 0.8406840684068407 2.2706766917293235 2.1467146714671466 0.35337485143653885 1.7933398200306077
76 75 133 1022 110 847 23 175 0 1 0.8333333333333334 0.8287671232876712 2.121212121212121 2.00293542074364 0.34342747232126103 1.659507948422379
77 76 132 1109 110 932 22 177 0 1 0.9315789473684211 0.8403967538322813 2.471052631578947 2.1199278629395852 0.353133351925918 1.7667945110136674
78 77 380 1053 354 876 26 177 0 3 1 0.8489208633093526 0.8319088319088319 2.035971223021583 2.0579297245963915 0.34603615230395857 1.7118935722924329
79 78 139 1059 118 884 21 175 0 1 0.8413793103448276 0.8347497639282342 2.0827586206896553 2.169971671388102 0.3484035841891214 1.8215680871989806
80 79 145 1055 122 879 23 176 0 1 0.9034749034749034 0.833175355450237 2.2664092664092665 2.104265402843602 0.3470905864648144 1.7571748163787875
81 80 259 1059 234 882 25 177 0 2 1 0.9991551939924906 0.8328611898016998 2.046589486858573 2.1359773371104818 0.34682888073895146 1.7891484563715303
82 81 31960 1052 31933 877 27 175 0 241 1 0.9342105263157895 0.8336501901140685 2.305263157894737 2.0627376425855513 0.34748631973861127 1.71525132284694
83 82 380 1052 355 875 25 177 0 3 1 0.8253968253968254 0.8317490494296578 1.8968253968253967 2.0665399239543727 0.34590324061356964 1.720636683340803
84 83 126 1082 104 904 22 178 0 1 0.837037037037037 0.8354898336414048 2.140740740740741 2.093345656192237 0.34902163105907114 1.7443240251331655
85 84 135 2116 113 1924 22 192 0 1 2 0.8995983935742972 0.9092627599243857 2.3293172690763053 2.2485822306238186 0.4133793832926555 1.835202847331163
86 85 249 2042 224 1850 25 192 0 2 0.9499036608863198 0.9059745347698335 2.250481695568401 2.225269343780607 0.4103949288257081 1.814874414954899
87 86 519 1092 493 914 26 178 0 4 1 0.937046004842615 0.836996336996337 2.1598062953995156 2.022893772893773 0.3502814340726429 1.6726123388211298
88 87 413 37129 387 36919 26 210 0 3 35 0.9077490774907749 0.9943440437393951 2.1549815498154983 2.4789517627730344 0.49436003866000605 1.9845917241130284
89 88 271 5299 246 5096 25 203 0 2 5 0.986679822397632 0.9616908850726552 2.3739516526887026 2.383657293829024 0.46242467921591346 1.9212326146131107
90 89 2027 2089 2000 1899 27 190 0 15 2 0.8294573643410853 0.9090473910962182 2.062015503875969 2.2264241263762568 0.41318357962942037 1.8132405467468364
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93 92 139 4172 115 3970 24 202 0 1 4 0.9615952732644018 0.951581975071908 2.3943870014771047 2.4206615532118887 0.4527541276408767 1.967907425571012
94 93 677 1042 651 864 26 178 0 5 1 0.8308823529411765 0.8291746641074856 1.9779411764705883 2.1228406909788866 0.3437653117988808 1.7790753791800058
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101 100 1030 853 177 0 1 0.8281553398058252 2.0893203883495146 0.34292063342445095 1.7463997549250636