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

- 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>
2024-11-28 15:21:56 +01:00
parent 123129f3a9
commit a484d49128
43 changed files with 5132 additions and 2167 deletions
--- a/aoi_cache_experiment_eval.ipynb
+++ b/aoi_cache_experiment_eval.ipynb
--- a/aoi_cache_simulation.ipynb
+++ b/aoi_cache_simulation.ipynb
--- a/experiments/No_Refresh_0_5s_ttl/details.csv
+++ b/experiments/No_Refresh_0_5s_ttl/details.csv
@@ -1,100 +1,101 @@
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--- a/experiments/No_Refresh_0_5s_ttl/hit_age.csv
+++ b/experiments/No_Refresh_0_5s_ttl/hit_age.csv
@@ -1,101 +1,101 @@
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--- a/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf
+++ b/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf
--- a/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf
+++ b/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf
--- 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
--- 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,0.45866953325531407,0.2405818161600988
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+max,0.9253869969040248,0.43333333333333335
--- a/experiments/No_Refresh_1_0s_ttl/details.csv
+++ b/experiments/No_Refresh_1_0s_ttl/details.csv
@@ -1,100 +1,101 @@
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+99,124,65,59,0,1,52.42,0.47692307692307695
 100,256,172,84,0,2,67.19,0.48255813953488375
--- 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
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--- a/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf
+++ b/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf
--- a/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf
+++ b/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf
--- 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
--- 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,0.6137075818807132,0.4914356220831488
+mean,0.6021783585155782,0.5064424317967045
-std,0.1494392570935286,0.05214188276460383
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-max,0.9855003565486095,0.6515151515151515
+max,0.9764503159103963,0.7258064516129032
--- a/experiments/No_Refresh_2_0s_ttl/details.csv
+++ b/experiments/No_Refresh_2_0s_ttl/details.csv
@@ -1,100 +1,101 @@
 obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age
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 100,358,303,55,0,3,84.64,1.0297029702970297
--- 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
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--- a/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf
+++ b/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf
--- a/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf
+++ b/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf
--- 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
--- 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,0.7510045829957603,1.0028764694071644
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-max,0.9926313287378179,1.2043010752688172
+max,0.9955022488755623,1.1948051948051948
--- a/experiments/No_Refresh_3_0s_ttl/details.csv
+++ b/experiments/No_Refresh_3_0s_ttl/details.csv
@@ -1,100 +1,101 @@
 obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age
-1,122,91,31,0,1,90.05,1.3406593406593406
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--- a/experiments/No_Refresh_3_0s_ttl/hit_age.csv
+++ b/experiments/No_Refresh_3_0s_ttl/hit_age.csv
@@ -1,101 +1,101 @@
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--- a/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf
+++ b/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf
--- a/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf
+++ b/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf
--- 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
--- 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,0.8151181771596068,1.486159537458237
+mean,0.804885219000722,1.4954901146744555
-std,0.0825235304880373,0.09342799789609844
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-min,0.7,1.324973127911143
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-25%,0.751453488372093,1.4112187304020627
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-50%,0.7725542344597414,1.4781775637547478
+50%,0.7651783372672436,1.5
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-max,0.9951271690040409,1.7263157894736842
+max,0.9994006763795146,1.7788461538461537
--- a/experiments/No_Refresh_4_0s_ttl/details.csv
+++ b/experiments/No_Refresh_4_0s_ttl/details.csv
@@ -1,100 +1,101 @@
 obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age
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 100,126,102,24,0,1,80.95,1.9509803921568627
--- 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
-1,0.8032786885245902,1.9081632653061225
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--- a/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf
+++ b/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf
--- a/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf
+++ b/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf
--- 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
--- 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,0.8521008724556234,1.9920411130528226
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-max,0.996315664368909,2.2888888888888888
+max,0.9914975315414153,2.238095238095238
--- a/experiments/No_Refresh_5_0s_ttl/details.csv
+++ b/experiments/No_Refresh_5_0s_ttl/details.csv
@@ -1,100 +1,101 @@
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 100,117,96,21,0,1,82.05,2.53125
--- 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
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--- a/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf
+++ b/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf
--- a/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf
+++ b/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf
--- 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
--- 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,0.877309770620863,2.4590330715633857
+mean,0.8761406920218441,2.483419694203133
-std,0.056767395895691936,0.1482726930083797
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-min,0.8,2.148647037787579
+min,0.8,2.138888888888889
-25%,0.8330152671755726,2.3542028879412893
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-50%,0.8487028558971006,2.4628401814300958
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-75%,0.9138257575757576,2.5551416442865804
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-max,0.9970287615878298,2.981981981981982
+max,0.9907407407407407,2.956043956043956
--- a/experiments/avg_ages.md
+++ b/experiments/avg_ages.md
@@ -1,8 +1,8 @@
-|    |   avg_ages |
+|      |   avg_ages |
-|---:|-----------:|
+|:-----|-----------:|
-|  0 |   0.240582 |
+| 0.5s |   0.247    |
-|  1 |   0.491436 |
+| 1.0s |   0.506442 |
-|  2 |   1.00288  |
+| 2.0s |   0.997884 |
-|  3 |   1.48616  |
+| 3.0s |   1.49549  |
-|  4 |   1.99204  |
+| 4.0s |   1.97395  |
-|  5 |   2.45903  |
+| 5.0s |   2.48342  |
--- a/experiments/hit_rates.md
+++ b/experiments/hit_rates.md
@@ -1,8 +1,8 @@
-|    |   hit_rates |
+|      |   hit_rates |
-|---:|------------:|
+|:-----|------------:|
-|  0 |    0.45867  |
+| 0.5s |    0.430006 |
-|  1 |    0.613708 |
+| 1.0s |    0.602178 |
-|  2 |    0.751005 |
+| 2.0s |    0.725968 |
-|  3 |    0.815118 |
+| 3.0s |    0.804885 |
-|  4 |    0.852101 |
+| 4.0s |    0.842316 |
-|  5 |    0.87731  |
+| 5.0s |    0.876141 |
--- a/experiments/hr_and_age_vs_ttl.png
+++ b/experiments/hr_and_age_vs_ttl.png
--- a/multi_aoi_cache_simulation.ipynb
+++ b/multi_aoi_cache_simulation.ipynb
--- a/temp.csv
+++ b/temp.csv
@@ -1,100 +0,0 @@
 obj_id,lambda,access_count
 1,1,12
 2,3,49
 3,1,15
 4,1,20
 5,2,36
 6,1,16
 7,5,72
 8,1,17
 9,1,14
 10,1,16
 11,2,37
 12,1,17
 13,1,18
 14,1,16
 15,2,33
 16,2,39
 17,1,21
 18,1,17
 19,3,65
 20,1,19
 21,1,20
 22,1,18
 23,1,19
 24,2,34
 25,1,20
 26,1,24
 27,1,22
 28,5,78
 29,1,23
 30,1,18
 31,1,17
 32,4,64
 33,1,15
 34,4,62
 35,1,24
 36,1,10
 37,1,17
 38,3,49
 39,8,147
 40,1,13
 41,4,68
 42,4,65
 43,2,42
 44,1,12
 45,1,16
 46,1,14
 47,10,164
 48,1,20
 49,1,18
 50,1,20
 51,5,90
 52,9,156
 53,1,14
 54,1,13
 55,1,16
 56,1,21
 57,1,16
 58,17,293
 59,2,30
 60,1,20
 61,26,428
 62,1,20
 63,1,14
 64,2,29
 65,1,16
 66,10,172
 67,1,20
 68,69,1190
 69,1,21
 70,1,18
 71,2,24
 72,1,13
 73,1,22
 74,1,17
 75,3,48
 76,2,36
 77,2,31
 78,3,58
 79,15,298
 80,1,12
 81,1,15
 82,5,85
 83,2,30
 84,1,16
 85,1,15
 86,2,24
 87,1,21
 88,2,29
 89,1,26
 90,1,15
 91,2,28
 92,2,20
 93,3,47
 94,1,20
 95,2,41
 96,1,21
 97,1,23
 98,37,632
 99,4,71