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 @@
 obj_id,hit_rate,avg_age
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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 @@
 ,hit_rate,avg_age
 count,100.0,100.0
 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/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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--- 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
+mean,0.45981069707251754,0.24812847494166054
-std,0.18036841870823853,0.06072706326352597
+std,0.1784163653354017,0.02303421599819579
-min,0.26956521739130435,0.07317073170731707
+min,0.3020730503455084,0.19466666666666665
-25%,0.33524173027989823,0.20663919413919415
+25%,0.3337018368087684,0.2360698198198198
-50%,0.3643173023770039,0.24190177638453503
+50%,0.34650586181228565,0.24698476555859195
-75%,0.5339140431552882,0.26880022962112515
+75%,0.5146835706797419,0.25914839632437936
-max,0.9713572617066794,0.4423076923076923
+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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--- 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
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-max,0.9904940003116721,1.2195121951219512
+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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-100,0.7264957264957265,1.576470588235294
+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
+mean,0.8159040915293513,1.4993537506269705
-std,0.07676518565586872,0.09745960173237347
+std,0.08567749535403389,0.034432376657342924
-min,0.6764705882352942,1.2127659574468086
+min,0.7340425531914894,1.3762254901960784
-25%,0.731389183457052,1.428625001710431
+25%,0.7487800405574492,1.4829120509700968
-50%,0.7612340710932259,1.472077922077922
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-75%,0.8567275747508305,1.5473047304730474
+75%,0.9001234426069753,1.5205017519777482
-max,0.9923719578641482,1.7666666666666666
+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
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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,0.8461611168860607,1.966244726179581
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+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
-1,0.8308823529411765,2.504424778761062
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-100,0.9080882352941176,2.3846153846153846
+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
+mean,0.8725120313088975,2.498238888150122
-std,0.05362014513420393,0.13549611807744597
+std,0.054253138996698945,0.05047201928154133
-min,0.78,2.0483199198321485
+min,0.825,2.34533183352081
-25%,0.8270676691729323,2.3846153846153846
+25%,0.8319067910758455,2.4694216233979627
-50%,0.841726618705036,2.4849237260629664
+50%,0.8375154569422085,2.494494857834241
-75%,0.9100820467221729,2.5632199275958536
+75%,0.9093495418588469,2.5267119984567903
-max,0.9991551939924906,2.7454545454545456
+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 |
+| 0.5s |   0.248128 |
-| 1.0s |   0.497634 |
+| 1.0s |   0.501545 |
-| 2.0s |   1.00349  |
+| 2.0s |   0.99723  |
-| 3.0s |   1.47952  |
+| 3.0s |   1.49935  |
-| 4.0s |   1.96624  |
+| 4.0s |   1.99596  |
-| 5.0s |   2.4698   |
+| 5.0s |   2.49824  |
--- a/experiments/hit_rates.md
+++ b/experiments/hit_rates.md
@@ -1,8 +1,8 @@
 |      |   hit_rates |
 |:-----|------------:|
-| 0.5s |    0.45867  |
+| 0.5s |    0.459811 |
-| 1.0s |    0.619674 |
+| 1.0s |    0.610659 |
-| 2.0s |    0.769815 |
+| 2.0s |    0.72776  |
-| 3.0s |    0.790693 |
+| 3.0s |    0.815904 |
-| 4.0s |    0.846161 |
+| 4.0s |    0.852929 |
-| 5.0s |    0.868916 |
+| 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]"
     ]
    },
    {