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fix(simulation): enhance client request process with progress tracking and refine metrics computation

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- Added `tqdm` progress bar to track simulation progress in real-time.
- Improved computation of hit rates and average ages for better accuracy.
- Updated data export logic for clearer output and better insights.
Reran Experiments

Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
This commit is contained in:
Tuan-Dat Tran
2024-11-28 15:21:56 +01:00
parent 123129f3a9
commit a484d49128
43 changed files with 5132 additions and 2167 deletions
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199
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
1,122,101,21,0,1,93.98,2.3564356435643563
2,382,359,23,0,3,82.68,2.6072423398328692
3,127,105,22,0,1,81.42,2.3714285714285714
4,113,92,21,0,1,90.98,2.3260869565217392
5,244,222,22,0,2,81.9,2.436936936936937
6,116,95,21,0,1,96.34,2.431578947368421
7,656,632,24,0,5,83.59,2.4778481012658227
8,128,107,21,0,1,82.46,2.149532710280374
9,114,94,20,0,1,81.74,2.606382978723404
10,115,94,21,0,1,90.65,2.5851063829787235
11,246,223,23,0,2,85.61,2.5381165919282513
12,132,113,19,0,1,84.89,2.433628318584071
13,139,118,21,0,1,83.33,2.635593220338983
14,120,100,20,0,1,91.19,2.28
15,261,238,23,0,2,89.78,2.5126050420168067
16,225,202,23,0,2,83.33,2.485148514851485
17,120,100,20,0,1,82.91,2.54
18,117,97,20,0,1,93.33,2.515463917525773
19,360,336,24,0,3,82.91,2.4851190476190474
20,117,97,20,0,1,83.58,2.556701030927835
21,134,112,22,0,1,85.71,2.5535714285714284
22,147,126,21,0,1,84.51,2.2936507936507935
23,142,120,22,0,1,91.67,2.683333333333333
24,264,242,22,0,2,82.93,2.5785123966942147
25,123,102,21,0,1,84.4,2.696078431372549
26,141,119,22,0,1,83.59,2.5546218487394956
27,128,107,21,0,1,95.74,2.7289719626168223
28,564,540,24,0,5,83.46,2.5425925925925927
29,133,111,22,0,1,82.4,2.981981981981982
30,125,103,22,0,1,80.87,2.3980582524271843
31,115,93,22,0,1,94.87,2.5698924731182795
32,468,444,24,0,4,81.9,2.484234234234234
33,116,95,21,0,1,95.38,2.294736842105263
34,498,475,23,0,4,84.85,2.557894736842105
35,132,112,20,0,1,80.0,2.4464285714285716
36,100,80,20,0,1,85.23,2.4625
37,149,127,22,0,1,93.52,2.4488188976377954
38,355,332,23,0,3,97.4,2.539156626506024
39,962,937,25,0,8,83.59,2.463180362860192
40,128,107,21,0,1,94.94,2.6261682242990654
41,474,450,24,0,4,95.15,2.4444444444444446
42,495,471,24,0,4,89.67,2.5286624203821657
43,213,191,22,0,2,81.25,2.324607329842932
44,112,91,21,0,1,83.72,2.3736263736263736
45,129,108,21,0,1,84.21,2.4537037037037037
46,133,112,21,0,1,98.1,2.4910714285714284
47,1262,1238,24,0,10,84.56,2.3966074313408723
48,136,115,21,0,1,84.4,2.4434782608695653
49,141,119,22,0,1,81.51,2.638655462184874
50,119,97,22,0,1,95.99,2.618556701030928
51,599,575,24,0,5,97.83,2.506086956521739
52,1106,1082,24,0,9,82.64,2.3475046210720887
53,121,100,21,0,1,83.21,2.74
54,131,109,22,0,1,83.06,2.541284403669725
55,124,103,21,0,1,83.85,2.5728155339805827
56,130,109,21,0,1,83.06,2.623853211009174
57,124,103,21,0,1,98.82,2.4757281553398056
58,2118,2093,25,0,17,88.78,2.381748686096512
59,205,182,23,0,2,83.94,2.434065934065934
60,137,115,22,0,1,99.22,2.1565217391304348
61,3216,3191,25,0,26,84.78,2.3017862738953307
62,138,117,21,0,1,81.2,2.3162393162393164
63,117,95,22,0,1,91.29,2.536842105263158
64,264,241,23,0,2,85.61,2.3070539419087135
65,139,119,20,0,1,98.0,2.504201680672269
66,1248,1223,25,0,10,86.3,2.443990188062142
67,146,126,20,0,1,99.7,2.2142857142857144
68,8414,8389,25,0,69,81.9,2.148647037787579
69,116,95,21,0,1,83.33,2.1894736842105265
70,120,100,20,0,1,90.98,2.38
71,244,222,22,0,2,82.05,2.2972972972972974
72,117,96,21,0,1,83.97,2.625
73,131,110,21,0,1,84.51,2.4727272727272727
74,142,120,22,0,1,93.29,2.2083333333333335
75,343,320,23,0,3,90.8,2.321875
76,250,227,23,0,2,90.91,2.5594713656387666
77,253,230,23,0,2,94.16,2.4608695652173913
78,394,371,23,0,3,98.69,2.5741239892183287
79,1910,1885,25,0,15,83.33,2.3421750663129974
80,120,100,20,0,1,83.47,2.4
81,121,101,20,0,1,96.29,2.287128712871287
82,647,623,24,0,5,90.73,2.446227929373997
83,248,225,23,0,2,84.72,2.417777777777778
84,144,122,22,0,1,80.56,2.4098360655737703
85,108,87,21,0,1,89.57,2.206896551724138
86,211,189,22,0,2,85.07,2.433862433862434
87,134,114,20,0,1,89.73,2.508771929824561
88,224,201,23,0,2,84.44,2.5771144278606966
89,135,114,21,0,1,82.26,2.43859649122807
90,124,102,22,0,1,90.42,2.235294117647059
91,240,217,23,0,2,89.96,2.6359447004608296
92,229,206,23,0,2,93.89,2.320388349514563
93,393,369,24,0,3,83.2,2.5121951219512195
94,125,104,21,0,1,91.05,2.5673076923076925
95,257,234,23,0,2,84.89,2.341880341880342
96,139,118,21,0,1,83.46,2.2203389830508473
97,127,106,21,0,1,99.45,2.792452830188679
98,4578,4553,25,0,37,95.02,2.238304414671645
99,482,458,24,0,4,90.76,2.489082969432314
1,126,105,21,0,1,83.33,2.3142857142857145
2,139,117,22,0,1,84.17,2.572649572649573
3,350,327,23,0,3,93.43,2.2966360856269112
4,2479,2454,25,0,20,98.99,2.312958435207824
5,138,116,22,0,1,84.06,2.4827586206896552
6,100,80,20,0,1,80.0,2.2625
7,141,120,21,0,1,85.11,2.4
8,132,111,21,0,1,84.09,2.630630630630631
9,129,108,21,0,1,83.72,2.138888888888889
10,472,448,24,0,4,94.92,2.3995535714285716
11,136,115,21,0,1,84.56,2.408695652173913
12,132,110,22,0,1,83.33,2.5
13,249,226,23,0,2,90.76,2.52212389380531
14,106,86,20,0,1,81.13,2.5813953488372094
15,245,222,23,0,2,90.61,2.554054054054054
16,120,99,21,0,1,82.5,2.585858585858586
17,245,222,23,0,2,90.61,2.6036036036036037
18,242,219,23,0,2,90.5,2.374429223744292
19,138,117,21,0,1,84.78,2.3076923076923075
20,119,97,22,0,1,81.51,2.3608247422680413
21,129,108,21,0,1,83.72,2.3796296296296298
22,133,112,21,0,1,84.21,2.607142857142857
23,2700,2675,25,0,22,99.07,2.457196261682243
24,117,96,21,0,1,82.05,2.2708333333333335
25,141,120,21,0,1,85.11,2.683333333333333
26,123,102,21,0,1,82.93,2.411764705882353
27,1495,1470,25,0,12,98.33,2.4210884353741497
28,723,699,24,0,6,96.68,2.4163090128755367
29,135,114,21,0,1,84.44,2.43859649122807
30,482,458,24,0,4,95.02,2.6397379912663754
31,119,99,20,0,1,83.19,2.757575757575758
32,357,334,23,0,3,93.56,2.4730538922155687
33,2098,2073,25,0,17,98.81,2.4669561022672455
34,125,104,21,0,1,83.2,2.576923076923077
35,779,755,24,0,6,96.92,2.3046357615894038
36,237,214,23,0,2,90.3,2.4205607476635516
37,104,84,20,0,1,80.77,2.392857142857143
38,113,92,21,0,1,81.42,2.619565217391304
39,254,231,23,0,2,90.94,2.7532467532467533
40,265,242,23,0,2,91.32,2.334710743801653
41,389,365,24,0,3,93.83,2.610958904109589
42,136,115,21,0,1,84.56,2.617391304347826
43,118,99,19,0,1,83.9,2.5656565656565657
44,128,107,21,0,1,83.59,2.5794392523364484
45,238,215,23,0,2,90.34,2.66046511627907
46,133,112,21,0,1,84.21,2.6160714285714284
47,119,97,22,0,1,81.51,2.3608247422680413
48,134,112,22,0,1,83.58,2.3482142857142856
49,129,107,22,0,1,82.95,2.4299065420560746
50,129,108,21,0,1,83.72,2.4444444444444446
51,125,105,20,0,1,84.0,2.5428571428571427
52,261,238,23,0,2,91.19,2.676470588235294
53,162,140,22,0,1,86.42,2.7142857142857144
54,281,258,23,0,2,91.81,2.449612403100775
55,122,101,21,0,1,82.79,2.4653465346534653
56,1053,1028,25,0,9,97.63,2.4747081712062258
57,2596,2571,25,0,21,99.04,2.3936211590820693
58,265,243,22,0,2,91.7,2.588477366255144
59,245,222,23,0,2,90.61,2.3603603603603602
60,131,109,22,0,1,83.21,2.4220183486238533
61,229,206,23,0,2,89.96,2.7766990291262137
62,120,100,20,0,1,83.33,2.38
63,121,100,21,0,1,82.64,2.58
64,1274,1250,24,0,10,98.12,2.36
65,920,895,25,0,7,97.28,2.4960893854748605
66,123,103,20,0,1,83.74,2.262135922330097
67,118,98,20,0,1,83.05,2.7244897959183674
68,124,104,20,0,1,83.87,2.5
69,253,230,23,0,2,90.91,2.373913043478261
70,124,103,21,0,1,83.06,2.3689320388349513
71,369,346,23,0,3,93.77,2.5751445086705202
72,127,106,21,0,1,83.46,2.4622641509433962
73,233,211,22,0,2,90.56,2.5402843601895735
74,118,98,20,0,1,83.05,2.673469387755102
75,234,211,23,0,2,90.17,2.5781990521327014
76,347,323,24,0,3,93.08,2.3777089783281733
77,108,87,21,0,1,80.56,2.3908045977011496
78,271,248,23,0,2,91.51,2.403225806451613
79,872,848,24,0,7,97.25,2.4233490566037736
80,122,100,22,0,1,81.97,2.53
81,112,91,21,0,1,81.25,2.956043956043956
82,252,229,23,0,2,90.87,2.423580786026201
83,118,97,21,0,1,82.2,2.5670103092783507
84,109,91,18,0,1,83.49,2.4725274725274726
85,392,369,23,0,3,94.13,2.4119241192411924
86,367,343,24,0,3,93.46,2.3848396501457727
87,130,109,21,0,1,83.85,2.3211009174311927
88,260,237,23,0,2,91.15,2.3839662447257384
89,132,111,21,0,1,84.09,2.4324324324324325
90,119,98,21,0,1,82.35,2.520408163265306
91,143,121,22,0,1,84.62,2.2892561983471076
92,112,92,20,0,1,82.14,2.6739130434782608
93,722,698,24,0,6,96.68,2.4498567335243555
94,130,108,22,0,1,83.08,2.7222222222222223
95,128,107,21,0,1,83.59,2.439252336448598
96,120,99,21,0,1,82.5,2.4545454545454546
97,639,615,24,0,5,96.24,2.4959349593495936
98,134,113,21,0,1,84.33,2.495575221238938
99,358,334,24,0,3,93.3,2.3832335329341316
100,117,96,21,0,1,82.05,2.53125
1 obj_id access_count hits misses mu lambda hit_rate avg_age
2 1 122 126 101 105 21 0 1 93.98 83.33 2.3564356435643563 2.3142857142857145
3 2 382 139 359 117 23 22 0 3 1 82.68 84.17 2.6072423398328692 2.572649572649573
4 3 127 350 105 327 22 23 0 1 3 81.42 93.43 2.3714285714285714 2.2966360856269112
5 4 113 2479 92 2454 21 25 0 1 20 90.98 98.99 2.3260869565217392 2.312958435207824
6 5 244 138 222 116 22 0 2 1 81.9 84.06 2.436936936936937 2.4827586206896552
7 6 116 100 95 80 21 20 0 1 96.34 80.0 2.431578947368421 2.2625
8 7 656 141 632 120 24 21 0 5 1 83.59 85.11 2.4778481012658227 2.4
9 8 128 132 107 111 21 0 1 82.46 84.09 2.149532710280374 2.630630630630631
10 9 114 129 94 108 20 21 0 1 81.74 83.72 2.606382978723404 2.138888888888889
11 10 115 472 94 448 21 24 0 1 4 90.65 94.92 2.5851063829787235 2.3995535714285716
12 11 246 136 223 115 23 21 0 2 1 85.61 84.56 2.5381165919282513 2.408695652173913
13 12 132 113 110 19 22 0 1 84.89 83.33 2.433628318584071 2.5
14 13 139 249 118 226 21 23 0 1 2 83.33 90.76 2.635593220338983 2.52212389380531
15 14 120 106 100 86 20 0 1 91.19 81.13 2.28 2.5813953488372094
16 15 261 245 238 222 23 0 2 89.78 90.61 2.5126050420168067 2.554054054054054
17 16 225 120 202 99 23 21 0 2 1 83.33 82.5 2.485148514851485 2.585858585858586
18 17 120 245 100 222 20 23 0 1 2 82.91 90.61 2.54 2.6036036036036037
19 18 117 242 97 219 20 23 0 1 2 93.33 90.5 2.515463917525773 2.374429223744292
20 19 360 138 336 117 24 21 0 3 1 82.91 84.78 2.4851190476190474 2.3076923076923075
21 20 117 119 97 20 22 0 1 83.58 81.51 2.556701030927835 2.3608247422680413
22 21 134 129 112 108 22 21 0 1 85.71 83.72 2.5535714285714284 2.3796296296296298
23 22 147 133 126 112 21 0 1 84.51 84.21 2.2936507936507935 2.607142857142857
24 23 142 2700 120 2675 22 25 0 1 22 91.67 99.07 2.683333333333333 2.457196261682243
25 24 264 117 242 96 22 21 0 2 1 82.93 82.05 2.5785123966942147 2.2708333333333335
26 25 123 141 102 120 21 0 1 84.4 85.11 2.696078431372549 2.683333333333333
27 26 141 123 119 102 22 21 0 1 83.59 82.93 2.5546218487394956 2.411764705882353
28 27 128 1495 107 1470 21 25 0 1 12 95.74 98.33 2.7289719626168223 2.4210884353741497
29 28 564 723 540 699 24 0 5 6 83.46 96.68 2.5425925925925927 2.4163090128755367
30 29 133 135 111 114 22 21 0 1 82.4 84.44 2.981981981981982 2.43859649122807
31 30 125 482 103 458 22 24 0 1 4 80.87 95.02 2.3980582524271843 2.6397379912663754
32 31 115 119 93 99 22 20 0 1 94.87 83.19 2.5698924731182795 2.757575757575758
33 32 468 357 444 334 24 23 0 4 3 81.9 93.56 2.484234234234234 2.4730538922155687
34 33 116 2098 95 2073 21 25 0 1 17 95.38 98.81 2.294736842105263 2.4669561022672455
35 34 498 125 475 104 23 21 0 4 1 84.85 83.2 2.557894736842105 2.576923076923077
36 35 132 779 112 755 20 24 0 1 6 80.0 96.92 2.4464285714285716 2.3046357615894038
37 36 100 237 80 214 20 23 0 1 2 85.23 90.3 2.4625 2.4205607476635516
38 37 149 104 127 84 22 20 0 1 93.52 80.77 2.4488188976377954 2.392857142857143
39 38 355 113 332 92 23 21 0 3 1 97.4 81.42 2.539156626506024 2.619565217391304
40 39 962 254 937 231 25 23 0 8 2 83.59 90.94 2.463180362860192 2.7532467532467533
41 40 128 265 107 242 21 23 0 1 2 94.94 91.32 2.6261682242990654 2.334710743801653
42 41 474 389 450 365 24 0 4 3 95.15 93.83 2.4444444444444446 2.610958904109589
43 42 495 136 471 115 24 21 0 4 1 89.67 84.56 2.5286624203821657 2.617391304347826
44 43 213 118 191 99 22 19 0 2 1 81.25 83.9 2.324607329842932 2.5656565656565657
45 44 112 128 91 107 21 0 1 83.72 83.59 2.3736263736263736 2.5794392523364484
46 45 129 238 108 215 21 23 0 1 2 84.21 90.34 2.4537037037037037 2.66046511627907
47 46 133 112 21 0 1 98.1 84.21 2.4910714285714284 2.6160714285714284
48 47 1262 119 1238 97 24 22 0 10 1 84.56 81.51 2.3966074313408723 2.3608247422680413
49 48 136 134 115 112 21 22 0 1 84.4 83.58 2.4434782608695653 2.3482142857142856
50 49 141 129 119 107 22 0 1 81.51 82.95 2.638655462184874 2.4299065420560746
51 50 119 129 97 108 22 21 0 1 95.99 83.72 2.618556701030928 2.4444444444444446
52 51 599 125 575 105 24 20 0 5 1 97.83 84.0 2.506086956521739 2.5428571428571427
53 52 1106 261 1082 238 24 23 0 9 2 82.64 91.19 2.3475046210720887 2.676470588235294
54 53 121 162 100 140 21 22 0 1 83.21 86.42 2.74 2.7142857142857144
55 54 131 281 109 258 22 23 0 1 2 83.06 91.81 2.541284403669725 2.449612403100775
56 55 124 122 103 101 21 0 1 83.85 82.79 2.5728155339805827 2.4653465346534653
57 56 130 1053 109 1028 21 25 0 1 9 83.06 97.63 2.623853211009174 2.4747081712062258
58 57 124 2596 103 2571 21 25 0 1 21 98.82 99.04 2.4757281553398056 2.3936211590820693
59 58 2118 265 2093 243 25 22 0 17 2 88.78 91.7 2.381748686096512 2.588477366255144
60 59 205 245 182 222 23 0 2 83.94 90.61 2.434065934065934 2.3603603603603602
61 60 137 131 115 109 22 0 1 99.22 83.21 2.1565217391304348 2.4220183486238533
62 61 3216 229 3191 206 25 23 0 26 2 84.78 89.96 2.3017862738953307 2.7766990291262137
63 62 138 120 117 100 21 20 0 1 81.2 83.33 2.3162393162393164 2.38
64 63 117 121 95 100 22 21 0 1 91.29 82.64 2.536842105263158 2.58
65 64 264 1274 241 1250 23 24 0 2 10 85.61 98.12 2.3070539419087135 2.36
66 65 139 920 119 895 20 25 0 1 7 98.0 97.28 2.504201680672269 2.4960893854748605
67 66 1248 123 1223 103 25 20 0 10 1 86.3 83.74 2.443990188062142 2.262135922330097
68 67 146 118 126 98 20 0 1 99.7 83.05 2.2142857142857144 2.7244897959183674
69 68 8414 124 8389 104 25 20 0 69 1 81.9 83.87 2.148647037787579 2.5
70 69 116 253 95 230 21 23 0 1 2 83.33 90.91 2.1894736842105265 2.373913043478261
71 70 120 124 100 103 20 21 0 1 90.98 83.06 2.38 2.3689320388349513
72 71 244 369 222 346 22 23 0 2 3 82.05 93.77 2.2972972972972974 2.5751445086705202
73 72 117 127 96 106 21 0 1 83.97 83.46 2.625 2.4622641509433962
74 73 131 233 110 211 21 22 0 1 2 84.51 90.56 2.4727272727272727 2.5402843601895735
75 74 142 118 120 98 22 20 0 1 93.29 83.05 2.2083333333333335 2.673469387755102
76 75 343 234 320 211 23 0 3 2 90.8 90.17 2.321875 2.5781990521327014
77 76 250 347 227 323 23 24 0 2 3 90.91 93.08 2.5594713656387666 2.3777089783281733
78 77 253 108 230 87 23 21 0 2 1 94.16 80.56 2.4608695652173913 2.3908045977011496
79 78 394 271 371 248 23 0 3 2 98.69 91.51 2.5741239892183287 2.403225806451613
80 79 1910 872 1885 848 25 24 0 15 7 83.33 97.25 2.3421750663129974 2.4233490566037736
81 80 120 122 100 20 22 0 1 83.47 81.97 2.4 2.53
82 81 121 112 101 91 20 21 0 1 96.29 81.25 2.287128712871287 2.956043956043956
83 82 647 252 623 229 24 23 0 5 2 90.73 90.87 2.446227929373997 2.423580786026201
84 83 248 118 225 97 23 21 0 2 1 84.72 82.2 2.417777777777778 2.5670103092783507
85 84 144 109 122 91 22 18 0 1 80.56 83.49 2.4098360655737703 2.4725274725274726
86 85 108 392 87 369 21 23 0 1 3 89.57 94.13 2.206896551724138 2.4119241192411924
87 86 211 367 189 343 22 24 0 2 3 85.07 93.46 2.433862433862434 2.3848396501457727
88 87 134 130 114 109 20 21 0 1 89.73 83.85 2.508771929824561 2.3211009174311927
89 88 224 260 201 237 23 0 2 84.44 91.15 2.5771144278606966 2.3839662447257384
90 89 135 132 114 111 21 0 1 82.26 84.09 2.43859649122807 2.4324324324324325
91 90 124 119 102 98 22 21 0 1 90.42 82.35 2.235294117647059 2.520408163265306
92 91 240 143 217 121 23 22 0 2 1 89.96 84.62 2.6359447004608296 2.2892561983471076
93 92 229 112 206 92 23 20 0 2 1 93.89 82.14 2.320388349514563 2.6739130434782608
94 93 393 722 369 698 24 0 3 6 83.2 96.68 2.5121951219512195 2.4498567335243555
95 94 125 130 104 108 21 22 0 1 91.05 83.08 2.5673076923076925 2.7222222222222223
96 95 257 128 234 107 23 21 0 2 1 84.89 83.59 2.341880341880342 2.439252336448598
97 96 139 120 118 99 21 0 1 83.46 82.5 2.2203389830508473 2.4545454545454546
98 97 127 639 106 615 21 24 0 1 5 99.45 96.24 2.792452830188679 2.4959349593495936
99 98 4578 134 4553 113 25 21 0 37 1 95.02 84.33 2.238304414671645 2.495575221238938
100 99 482 358 458 334 24 0 4 3 90.76 93.3 2.489082969432314 2.3832335329341316
101 100 117 96 21 0 1 82.05 2.53125