feat(simulation): Ran simulation with 1000

Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
2024-11-28 16:01:52 +01:00
parent f9d48e6fe4
commit 5785827899
47 changed files with 1520 additions and 1309 deletions
--- a/.aoi_cache/details.csv
+++ b/.aoi_cache/details.csv
@@ -0,0 +1,101 @@
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--- a/.aoi_cache/hit_age.csv
+++ b/.aoi_cache/hit_age.csv
@@ -0,0 +1,101 @@
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--- a/.aoi_cache/lambda_distribution.pdf
+++ b/.aoi_cache/lambda_distribution.pdf
--- a/.aoi_cache/lambda_vs_access_count.pdf
+++ b/.aoi_cache/lambda_vs_access_count.pdf
--- a/.aoi_cache/objects_in_cache_over_time.pdf
+++ b/.aoi_cache/objects_in_cache_over_time.pdf
--- a/.aoi_cache/overall_hit_age.csv
+++ b/.aoi_cache/overall_hit_age.csv
@@ -0,0 +1,9 @@
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--- a/aoi_cache_experiment_eval.ipynb
+++ b/aoi_cache_experiment_eval.ipynb
--- a/experiments/No_Refresh_0_5s_ttl/details.csv
+++ b/experiments/No_Refresh_0_5s_ttl/details.csv
@@ -1,101 +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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+93,0.6017029328287606,0.259958071278826
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+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
--- 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
-std,0.18036841870823853,0.06072706326352597
-min,0.26956521739130435,0.07317073170731707
-25%,0.33524173027989823,0.20663919413919415
-50%,0.3643173023770039,0.24190177638453503
-75%,0.5339140431552882,0.26880022962112515
-max,0.9713572617066794,0.4423076923076923
+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
--- 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
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--- 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
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+max,0.9901008644183672,0.5511669658886894
--- a/experiments/No_Refresh_2_0s_ttl/details.csv
+++ b/experiments/No_Refresh_2_0s_ttl/details.csv
@@ -1,101 +1,101 @@
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--- 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,0.769815289387402,1.0034930453709514
-std,0.11953590678844736,0.07668973688754598
-min,0.6071428571428571,0.8424242424242424
-25%,0.66377403112603,0.953261395578711
-50%,0.743622126799697,1.0
-75%,0.8858906487772468,1.0517550319096711
-max,0.9904940003116721,1.2195121951219512
+mean,0.7277601169941756,0.9972298475197796
+std,0.09830526281613299,0.027196423303013563
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+75%,0.7991587383707855,1.0166569842562063
+max,0.9974911652507664,1.0602240896358543
--- 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
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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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+99,0.7541436464088398,1.5335775335775337
+100,0.9224842400186785,1.5115160718805365
--- 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,0.7906927824364712,1.479522176980214
-std,0.07676518565586872,0.09745960173237347
-min,0.6764705882352942,1.2127659574468086
-25%,0.731389183457052,1.428625001710431
-50%,0.7612340710932259,1.472077922077922
-75%,0.8567275747508305,1.5473047304730474
-max,0.9923719578641482,1.7666666666666666
+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
--- 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
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--- 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
-1,0.7964601769911505,2.066666666666667
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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
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+75%,0.891341196533501,2.0179247095256945
+max,0.9979367689491483,2.1116446578631454
--- a/experiments/No_Refresh_5_0s_ttl/details.csv
+++ b/experiments/No_Refresh_5_0s_ttl/details.csv
@@ -1,101 +1,101 @@
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--- 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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+94,0.8381128584643849,2.4183222958057393
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+99,0.8299904489016237,2.522439585730725
+100,0.8281553398058252,2.5228604923798357
--- 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,0.8689161003980432,2.469801316710304
-std,0.05362014513420393,0.13549611807744597
-min,0.78,2.0483199198321485
-25%,0.8270676691729323,2.3846153846153846
-50%,0.841726618705036,2.4849237260629664
-75%,0.9100820467221729,2.5632199275958536
-max,0.9991551939924906,2.7454545454545456
+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
--- a/experiments/avg_ages.md
+++ b/experiments/avg_ages.md
@@ -1,8 +1,8 @@
 |      |   avg_ages |
 |:-----|-----------:|
-| 0.5s |   0.240582 |
-| 1.0s |   0.497634 |
-| 2.0s |   1.00349  |
-| 3.0s |   1.47952  |
-| 4.0s |   1.96624  |
-| 5.0s |   2.4698   |
+| 0.5s |   0.248128 |
+| 1.0s |   0.501545 |
+| 2.0s |   0.99723  |
+| 3.0s |   1.49935  |
+| 4.0s |   1.99596  |
+| 5.0s |   2.49824  |
--- a/experiments/hit_rates.md
+++ b/experiments/hit_rates.md
@@ -1,8 +1,8 @@
 |      |   hit_rates |
 |:-----|------------:|
-| 0.5s |    0.45867  |
-| 1.0s |    0.619674 |
-| 2.0s |    0.769815 |
-| 3.0s |    0.790693 |
-| 4.0s |    0.846161 |
-| 5.0s |    0.868916 |
+| 0.5s |    0.459811 |
+| 1.0s |    0.610659 |
+| 2.0s |    0.72776  |
+| 3.0s |    0.815904 |
+| 4.0s |    0.852929 |
+| 5.0s |    0.872512 |
--- 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
@@ -25,7 +25,7 @@
    "# Constants\n",
    "SEED = 42\n",
    "DATABASE_OBJECTS = 100 # Number of objects in the database\n",
-    "ACCESS_COUNT_LIMIT = 100   # Total time to run the simulation\n",
+    "ACCESS_COUNT_LIMIT = 1000   # Total time to run the simulation\n",
    "EXPERIMENT_BASE_DIR = \"./experiments/\"\n",
    "TEMP_BASE_DIR = \"./.aoi_cache/\"\n",
    "\n",
@@ -331,7 +331,7 @@
     "name": "stderr",
     "output_type": "stream",
     "text": [
-      "Progress: 100%|████████████████████████████████████████████████████▉| 999/1000 [00:07<00:00, 131.29it/s]"
+      "Progress: 100%|████████████████████████████████████████████████████▉| 999/1000 [00:06<00:00, 162.60it/s]"
     ]
    },
    {