feat(simulation): refresh and lru simulation

Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
2024-12-13 14:41:37 +01:00
parent 22c3e828b4
commit c74d231d69
17 changed files with 881 additions and 355 deletions
--- a/00_aoi_caching_simulation/input/2024-12-13/input.csv
+++ b/00_aoi_caching_simulation/input/2024-12-13/input.csv
@@ -0,0 +1,101 @@
+Lambda,h_opt,u_opt,TTL,h_opt_2,u_opt_2,TTL_2
+0.0251,0.0000,0.5864,-0.0000,0.0000,1.0000,-0.0000
+0.0253,0.0000,0.5949,-0.0000,0.0000,1.0000,-0.0000
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+0.1211,0.0000,5.5240,-0.0000,0.0000,1.0000,-0.0000
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+0.1370,0.0000,0.1399,-0.0000,0.0000,1.0000,-0.0000
+0.1469,0.0000,0.5974,0.0000,0.0000,1.0000,0.0000
+0.1585,1.0000,0.5637,Inf,1.0000,0.5628,Inf
+0.1724,1.0000,0.5397,Inf,1.0000,0.5396,Inf
+0.1895,1.0000,0.5156,Inf,1.0000,0.5148,Inf
+0.2108,1.0000,0.4871,Inf,1.0000,0.4880,Inf
+0.2385,1.0000,0.4584,Inf,1.0000,0.4588,Inf
+0.2759,1.0000,0.4274,Inf,1.0000,0.4265,Inf
+0.3299,1.0000,0.3913,Inf,1.0000,0.3901,Inf
+0.4152,1.0000,0.3471,Inf,1.0000,0.3477,Inf
+0.5743,1.0000,0.2950,Inf,1.0000,0.2957,Inf
+1.0000,1.0000,0.2241,Inf,1.0000,0.2241,Inf
--- a/00_aoi_caching_simulation/input/2024-12-13/input.txt
+++ b/00_aoi_caching_simulation/input/2024-12-13/input.txt
@@ -0,0 +1,102 @@
+Lambda      h_opt      u_opt        TTL    h_opt_2    u_opt_2      TTL_2
+    ------     ------     ------     ------     ------     ------     ------
+    0.0251     0.0000     0.5864    -0.0000     0.0000     1.0000    -0.0000
+    0.0253     0.0000     0.5949    -0.0000     0.0000     1.0000    -0.0000
+    0.0255     0.0000     0.6040    -0.0000     0.0000     1.0000    -0.0000
+    0.0257     0.0000     0.6125    -0.0000     0.0000     1.0000    -0.0000
+    0.0260     0.0000     0.6213    -0.0000     0.0000     1.0000    -0.0000
+    0.0262     0.0000     0.6308    -0.0000     0.0000     1.0000    -0.0000
+    0.0264     0.0000     0.6405    -0.0000     0.0000     1.0000    -0.0000
+    0.0266     0.0000     0.6494    -0.0000     0.0000     1.0000    -0.0000
+    0.0269     0.0000     0.6594    -0.0000     0.0000     1.0000    -0.0000
+    0.0271     0.0000     0.6687    -0.0000     0.0000     1.0000    -0.0000
+    0.0273     0.0000     0.6791    -0.0000     0.0000     1.0000    -0.0000
+    0.0276    -0.0000     0.6897    -0.0000     0.0000     1.0000    -0.0000
+    0.0278     0.0000     0.7000    -0.0000     0.0000     1.0000    -0.0000
+    0.0281     0.0000     0.7107    -0.0000     0.0000     1.0000    -0.0000
+    0.0283     0.0000     0.7215    -0.0000     0.0000     1.0000    -0.0000
+    0.0286     0.0000     0.7336    -0.0000     0.0000     1.0000    -0.0000
+    0.0289     0.0000     0.7450    -0.0000     0.0000     1.0000    -0.0000
+    0.0292     0.0000     0.7569    -0.0000     0.0000     1.0000    -0.0000
+    0.0294     0.0000     0.7688    -0.0000     0.0000     1.0000    -0.0000
+    0.0297     0.0000     0.7817    -0.0000     0.0000     1.0000    -0.0000
+    0.0300     0.0000     0.7970    -0.0000     0.0000     1.0000    -0.0000
+    0.0303     0.0000     0.8123    -0.0000     0.0000     1.0000    -0.0000
+    0.0306     0.0000     0.8287    -0.0000     0.0000     1.0000    -0.0000
+    0.0310     0.0000     0.8456    -0.0000     0.0000     1.0000    -0.0000
+    0.0313     0.0000     0.8632    -0.0000     0.0000     1.0000    -0.0000
+    0.0316     0.0000     0.8815    -0.0000     0.0000     1.0000    -0.0000
+    0.0320     0.0000     0.8994    -0.0000     0.0000     1.0000    -0.0000
+    0.0323     0.0000     0.9192    -0.0000     0.0000     1.0000    -0.0000
+    0.0327     0.0000     0.9387    -0.0000     0.0000     1.0000    -0.0000
+    0.0330     0.0000     0.9597    -0.0000     0.0000     1.0000    -0.0000
+    0.0334     0.0000     0.9810    -0.0000     0.0000     1.0000    -0.0000
+    0.0338     0.0000     1.0034    -0.0000     0.0000     1.0000    -0.0000
+    0.0342     0.0000     1.0255    -0.0000     0.0000     1.0000    -0.0000
+    0.0346     0.0000     1.0493    -0.0000     0.0000     1.0000    -0.0000
+    0.0350     0.0000     1.0748    -0.0000     0.0000     1.0000    -0.0000
+    0.0355     0.0000     1.0993    -0.0000     0.0000     1.0000    -0.0000
+    0.0359     0.0000     1.1248    -0.0000     0.0000     1.0000    -0.0000
+    0.0364     0.0000     1.1476    -0.0000     0.0000     1.0000    -0.0000
+    0.0368     0.0000     1.1720    -0.0000     0.0000     1.0000    -0.0000
+    0.0373     0.0000     1.1825    -0.0000     0.0000     1.0000    -0.0000
+    0.0378     0.0000     1.1863    -0.0000     0.0000     1.0000    -0.0000
+    0.0383     0.0000     1.1908    -0.0000     0.0000     1.0000    -0.0000
+    0.0388     0.0000     1.1952    -0.0000     0.0000     1.0000    -0.0000
+    0.0394     0.0000     1.1980    -0.0000     0.0000     1.0000    -0.0000
+    0.0399     0.0000     1.2026    -0.0000     0.0000     1.0000    -0.0000
+    0.0405     0.0000     1.2061    -0.0000     0.0000     1.0000    -0.0000
+    0.0411     0.0000     1.2098    -0.0000     0.0000     1.0000    -0.0000
+    0.0417     0.0000     1.2145    -0.0000     0.0000     1.0000    -0.0000
+    0.0424     0.0000     1.2178    -0.0000     0.0000     1.0000    -0.0000
+    0.0430     0.0000     1.2230    -0.0000     0.0000     1.0000    -0.0000
+    0.0437    -0.0000     1.2303    -0.0000     0.0000     1.0000    -0.0000
+    0.0444     0.0000     1.2395    -0.0000     0.0000     1.0000    -0.0000
+    0.0452    -0.0000     1.2625    -0.0000     0.0000     1.0000    -0.0000
+    0.0460     0.0000     1.2952    -0.0000     0.0000     1.0000    -0.0000
+    0.0468     0.0000     1.3524    -0.0000     0.0000     1.0000    -0.0000
+    0.0476     0.0000     1.4463    -0.0000     0.0000     1.0000    -0.0000
+    0.0484     0.0000     1.5991    -0.0000     0.0000     1.0000    -0.0000
+    0.0493     0.0000     1.5090    -0.0000     0.0000     1.0000    -0.0000
+    0.0503     0.0000     1.3806    -0.0000     0.0000     1.0000    -0.0000
+    0.0513     0.0000     1.2543    -0.0000     0.0000     1.0000    -0.0000
+    0.0523     0.0000     1.2417    -0.0000     0.0000     1.0000    -0.0000
+    0.0534     0.0000     1.2596    -0.0000     0.0000     1.0000    -0.0000
+    0.0545     0.0000     1.2800    -0.0000     0.0000     1.0000    -0.0000
+    0.0556    -0.0000     1.3013    -0.0000     0.0000     1.0000    -0.0000
+    0.0569     0.0000     1.3297    -0.0000     0.0000     1.0000    -0.0000
+    0.0582     0.0000     1.3607    -0.0000     0.0000     1.0000    -0.0000
+    0.0595     0.0000     1.3963    -0.0000     0.0000     1.0000    -0.0000
+    0.0610     0.0000     1.4368    -0.0000     0.0000     1.0000    -0.0000
+    0.0625     0.0000     1.4821    -0.0000     0.0000     1.0000    -0.0000
+    0.0641     0.0000     1.5593    -0.0000     0.0000     1.0000    -0.0000
+    0.0658     0.0000     1.6248    -0.0000     0.0000     1.0000    -0.0000
+    0.0676    -0.0000     1.6642    -0.0000     0.0000     1.0000    -0.0000
+    0.0695     0.0000     1.7363    -0.0000     0.0000     1.0000    -0.0000
+    0.0716     0.0000     1.8178    -0.0000     0.0000     1.0000    -0.0000
+    0.0738     0.0000     1.9062    -0.0000     0.0000     1.0000    -0.0000
+    0.0761     0.0000     2.0062    -0.0000     0.0000     1.0000    -0.0000
+    0.0787     0.0000     2.9160    -0.0000     0.0000     1.0000    -0.0000
+    0.0814     0.0000     3.0182    -0.0000     0.0000     1.0000    -0.0000
+    0.0843     0.0000     1.2583    -0.0000     0.0000     1.0000    -0.0000
+    0.0875     0.0000     2.5766    -0.0000     0.0000     1.0000    -0.0000
+    0.0910     0.0000     2.8726    -0.0000     0.0000     1.0000    -0.0000
+    0.0948     0.0000     2.9134    -0.0000     0.0000     1.0000    -0.0000
+    0.0990     0.0000     2.6963    -0.0000     0.0000     1.0000    -0.0000
+    0.1037     0.0000     2.2230    -0.0000     0.0000     1.0000    -0.0000
+    0.1088     0.0000     2.8233    -0.0000     0.0000     1.0000    -0.0000
+    0.1146     0.0000     4.0485    -0.0000     0.0000     1.0000    -0.0000
+    0.1211     0.0000     5.5240    -0.0000     0.0000     1.0000    -0.0000
+    0.1285     0.0000     5.6492    -0.0000     0.0000     1.0000    -0.0000
+    0.1370     0.0000     0.1399    -0.0000     0.0000     1.0000    -0.0000
+    0.1469     0.0000     0.5974     0.0000     0.0000     1.0000     0.0000
+    0.1585     1.0000     0.5637        Inf     1.0000     0.5628        Inf
+    0.1724     1.0000     0.5397        Inf     1.0000     0.5396        Inf
+    0.1895     1.0000     0.5156        Inf     1.0000     0.5148        Inf
+    0.2108     1.0000     0.4871        Inf     1.0000     0.4880        Inf
+    0.2385     1.0000     0.4584        Inf     1.0000     0.4588        Inf
+    0.2759     1.0000     0.4274        Inf     1.0000     0.4265        Inf
+    0.3299     1.0000     0.3913        Inf     1.0000     0.3901        Inf
+    0.4152     1.0000     0.3471        Inf     1.0000     0.3477        Inf
+    0.5743     1.0000     0.2950        Inf     1.0000     0.2957        Inf
+    1.0000     1.0000     0.2241        Inf     1.0000     0.2241        Inf
--- a/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/details.csv
+++ b/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/details.csv
@@ -0,0 +1,101 @@
+obj_id,access_count,hits,misses,mu,lambda,hit_rate,optimal_hitrates,expected_hit_rate,expected_hit_rate_delta,avg_cache_time,cache_time_delta,avg_age,expected_age,age_delta,age_delta in %
+0,1022,52,970,,0.0502,0.050880626223091974,0.0513,0.04896080236086586,0.001919823862226111,0.03841066639481686,0.012469959828275111,0.023130269003338155,1.0161890402260487,-0.9930587712227106,-0.9772382223309622
+1,1045,42,1003,,0.0506,0.04019138755980861,0.0513,0.04934114196692918,-0.00914975440712057,0.04033190825104728,-0.00014052069123866862,0.016009387481381924,0.7955813372649541,-0.7795719497835721,-0.9798771203753737
+2,1009,33,976,,0.0511,0.03270564915758176,0.4,0.04981635258339134,-0.01711070342580958,0.0390998460791795,-0.0063941969215977335,0.013227404886620874,0.6407176228261282,-0.6274902179395073,-0.9793553284389519
+3,1059,45,1014,,0.0515,0.042492917847025496,0.2254,0.05019635003780043,-0.007703432190774934,0.041095294854714325,0.0013976229923111719,0.01591446795733977,0.826597745534655,-0.8106832775773153,-0.9807470223052133
+4,1045,37,1008,,0.0519,0.0354066985645933,0.0,0.05057619552362358,-0.015169496959030276,0.041100158238940324,-0.005693459674347021,0.011847869123986644,0.6830663069644617,-0.6712184378404751,-0.9826548769816529
+5,1000,42,958,,0.0523,0.042,0.0,0.050955889101635954,-0.008955889101635951,0.03799929751665062,0.004000702483349383,0.017686238190562562,0.8044783732730159,-0.7867921350824533,-0.978015272034466
+6,1075,43,1032,,0.0528,0.04,0.7852,0.05143029254634057,-0.011430292546340572,0.04117492462299265,-0.0011749246229926513,0.01918061276290177,0.7587898212898214,-0.7396092085269197,-0.9747221006071249
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--- a/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/hit_age.csv
+++ b/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/hit_age.csv
@@ -0,0 +1,101 @@
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+99,0.627370198828015,0.8646647167633873,0.6276009756806458,0.2937134697339627,0.5172850724606094
--- a/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/lambda_distribution.pdf
+++ b/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/lambda_distribution.pdf
--- a/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/lambda_vs_access_count.pdf
+++ b/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/lambda_vs_access_count.pdf
--- a/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/objects_in_cache_over_time.pdf
+++ b/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/objects_in_cache_over_time.pdf
--- a/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/overall_hit_age.csv
+++ b/00_aoi_caching_simulation/input/2024-12-13/lru-test-results/overall_hit_age.csv
@@ -0,0 +1,9 @@
+,hit_rate,expected_hit_rate,avg_cache_time,avg_age,expected_age
+count,100.0,100.0,100.0,100.0,100.0
+mean,0.10011909679329882,0.13189042796851988,0.09999836898186214,0.04474686561684723,0.7328909998218629
+std,0.09623646235744594,0.13301351618227383,0.0961618391496294,0.04420955667679807,0.08523974374322014
+min,0.029893924783027964,0.04896080236086586,0.03799929751665062,0.011847869123986644,0.5172850724606094
+25%,0.04828638858960546,0.06110344061996445,0.04817658181230136,0.022198989545843338,0.6830406212111111
+50%,0.06597412266580811,0.08313932598213758,0.06541566493135292,0.02840039136345356,0.7331294841590307
+75%,0.10682163396242927,0.13823522697933907,0.10577717133238224,0.04834527636575101,0.7871507817035168
+max,0.627370198828015,0.8646647167633873,0.6276009756806458,0.2937134697339627,1.0161890402260487
--- a/00_aoi_caching_simulation/input/2024-12-13/output.csv
+++ b/00_aoi_caching_simulation/input/2024-12-13/output.csv
@@ -0,0 +1,101 @@
+,Lambda,h_opt,u_opt,TTL,h_opt_2,u_opt_2,TTL_2
+0,0.0251,0.0,0.5864,-0.0,0.0,1.0,-0.0
+1,0.0253,0.0,0.5949,-0.0,0.0,1.0,-0.0
+2,0.0255,0.0,0.604,-0.0,0.0,1.0,-0.0
+3,0.0257,0.0,0.6125,-0.0,0.0,1.0,-0.0
+4,0.026,0.0,0.6213,-0.0,0.0,1.0,-0.0
+5,0.0262,0.0,0.6308,-0.0,0.0,1.0,-0.0
+6,0.0264,0.0,0.6405,-0.0,0.0,1.0,-0.0
+7,0.0266,0.0,0.6494,-0.0,0.0,1.0,-0.0
+8,0.0269,0.0,0.6594,-0.0,0.0,1.0,-0.0
+9,0.0271,0.0,0.6687,-0.0,0.0,1.0,-0.0
+10,0.0273,0.0,0.6791,-0.0,0.0,1.0,-0.0
+11,0.0276,-0.0,0.6897,-0.0,0.0,1.0,-0.0
+12,0.0278,0.0,0.7,-0.0,0.0,1.0,-0.0
+13,0.0281,0.0,0.7107,-0.0,0.0,1.0,-0.0
+14,0.0283,0.0,0.7215,-0.0,0.0,1.0,-0.0
+15,0.0286,0.0,0.7336,-0.0,0.0,1.0,-0.0
+16,0.0289,0.0,0.745,-0.0,0.0,1.0,-0.0
+17,0.0292,0.0,0.7569,-0.0,0.0,1.0,-0.0
+18,0.0294,0.0,0.7688,-0.0,0.0,1.0,-0.0
+19,0.0297,0.0,0.7817,-0.0,0.0,1.0,-0.0
+20,0.03,rsa diagram0.0,0.797,-0.0,0.0,1.0,-0.0
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+29,0.033,0.0,0.9597,-0.0,0.0,1.0,-0.0
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+41,0.0383,0.0,1.1908,-0.0,0.0,1.0,-0.0
+42,0.0388,0.0,1.1952,-0.0,0.0,1.0,-0.0
+43,0.0394,0.0,1.198,-0.0,0.0,1.0,-0.0
+44,0.0399,0.0,1.2026,-0.0,0.0,1.0,-0.0
+45,0.0405,0.0,1.2061,-0.0,0.0,1.0,-0.0
+46,0.0411,0.0,1.2098,-0.0,0.0,1.0,-0.0
+47,0.0417,0.0,1.2145,-0.0,0.0,1.0,-0.0
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+49,0.043,0.0,1.223,-0.0,0.0,1.0,-0.0
+50,0.0437,-0.0,1.2303,-0.0,0.0,1.0,-0.0
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+52,0.0452,-0.0,1.2625,-0.0,0.0,1.0,-0.0
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+87,0.1285,0.0,5.6492,-0.0,0.0,1.0,-0.0
+88,0.137,0.0,0.1399,-0.0,0.0,1.0,-0.0
+89,0.1469,0.0,0.5974,0.0,0.0,1.0,0.0
+90,0.1585,1.0,0.5637,inf,1.0,1.7768301350390903,inf
+91,0.1724,1.0,0.5397,inf,1.0,1.8532246108228319,inf
+92,0.1895,1.0,0.5156,inf,1.0,1.9425019425019423,inf
+93,0.2108,1.0,0.4871,inf,1.0,2.0491803278688523,inf
+94,0.2385,1.0,0.4584,inf,1.0,2.1795989537925022,inf
+95,0.2759,1.0,0.4274,inf,1.0,2.3446658851113718,inf
+96,0.3299,1.0,0.3913,inf,1.0,2.563445270443476,inf
+97,0.4152,1.0,0.3471,inf,1.0,2.876042565429968,inf
+98,0.5743,1.0,0.295,inf,1.0,3.3818058843422385,inf
+99,1.0,1.0,0.2241,inf,1.0,4.462293618920125,inf
--- a/00_aoi_caching_simulation/input/2024-12-13/preprocessor.py
+++ b/00_aoi_caching_simulation/input/2024-12-13/preprocessor.py
@@ -0,0 +1,19 @@
+import pandas as pd
+import sys
+import pathlib
+
+
+# 1/u_opt_2
+def main():
+    input_file = sys.argv[1]
+    assert pathlib.Path(input_file).suffix == ".csv", "Input needs to be a .csv file"
+
+    input_df = pd.read_csv(input_file)
+    output_df = input_df.copy()
+    output_df["u_opt_2"] = 1 / input_df["u_opt_2"]
+    output_df.to_csv("./output.csv")
+
+
+if __name__ == "__main__":
+    assert len(sys.argv) > 1, "Need filename of the file to preprocess."
+    main()
--- a/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/details.csv
+++ b/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/details.csv
@@ -0,0 +1,101 @@
+obj_id,access_count,hits,misses,mu,lambda,hit_rate,optimal_hitrates,expected_hit_rate,expected_hit_rate_delta,avg_cache_time,cache_time_delta,avg_age,expected_age,age_delta,age_delta in %
+0,22,0,22,1.0,0.0251,0.0,0.0513,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+1,13,0,13,1.0,0.0253,0.0,0.0513,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+2,22,0,22,1.0,0.0255,0.0,0.4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+3,20,0,20,1.0,0.0257,0.0,0.2254,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+4,23,0,23,1.0,0.026,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+5,17,0,17,1.0,0.0262,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+6,16,0,16,1.0,0.0264,0.0,0.7852,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+7,19,0,19,1.0,0.0266,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+8,19,0,19,1.0,0.0269,0.0,0.2254,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+9,25,0,25,1.0,0.0271,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+10,29,0,29,1.0,0.0273,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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--- a/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/hit_age.csv
+++ b/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/hit_age.csv
@@ -0,0 +1,101 @@
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--- a/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/lambda_distribution.pdf
+++ b/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/lambda_distribution.pdf
--- a/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/lambda_vs_access_count.pdf
+++ b/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/lambda_vs_access_count.pdf
--- a/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/objects_in_cache_over_time.pdf
+++ b/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/objects_in_cache_over_time.pdf
--- a/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/overall_hit_age.csv
+++ b/00_aoi_caching_simulation/input/2024-12-13/refresh-test-result/overall_hit_age.csv
@@ -0,0 +1,9 @@
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