diff --git a/aoi_cache_experiment_eval.ipynb b/aoi_cache_experiment_eval.ipynb index 61ed7bd..2892f02 100644 --- a/aoi_cache_experiment_eval.ipynb +++ b/aoi_cache_experiment_eval.ipynb @@ -65,17 +65,17 @@ "data": { "text/plain": [ "[{'ttl': '0.5s',\n", - " 'data': {'hit_rate': 0.430005715813995, 'avg_age': 0.2470001848592891}},\n", + " 'data': {'hit_rate': 0.458669533255314, 'avg_age': 0.2405818161600988}},\n", " {'ttl': '1.0s',\n", - " 'data': {'hit_rate': 0.6021783585155782, 'avg_age': 0.5064424317967045}},\n", + " 'data': {'hit_rate': 0.619673736493892, 'avg_age': 0.4976340127164911}},\n", " {'ttl': '2.0s',\n", - " 'data': {'hit_rate': 0.725968336902936, 'avg_age': 0.9978844102920912}},\n", + " 'data': {'hit_rate': 0.769815289387402, 'avg_age': 1.0034930453709514}},\n", " {'ttl': '3.0s',\n", - " 'data': {'hit_rate': 0.804885219000722, 'avg_age': 1.4954901146744557}},\n", + " 'data': {'hit_rate': 0.7906927824364712, 'avg_age': 1.479522176980214}},\n", " {'ttl': '4.0s',\n", - " 'data': {'hit_rate': 0.8423156495596558, 'avg_age': 1.9739537134378724}},\n", + " 'data': {'hit_rate': 0.8461611168860607, 'avg_age': 1.966244726179581}},\n", " {'ttl': '5.0s',\n", - " 'data': {'hit_rate': 0.8761406920218441, 'avg_age': 2.483419694203133}}]" + " 'data': {'hit_rate': 0.8689161003980432, 'avg_age': 2.469801316710304}}]" ] }, "execution_count": 4, @@ -102,7 +102,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -260,16 +260,16 @@ " 1\n", " 1\n", " 1\n", + " 5\n", " 1\n", - " 2\n", " 1\n", " 1\n", " \n", " \n", " 2\n", - " 5\n", - " 1\n", " 3\n", + " 2\n", + " 2\n", " 1\n", " 1\n", " 1\n", @@ -277,29 +277,29 @@ " \n", " 3\n", " 1\n", - " 1\n", - " 1\n", - " 2\n", - " 1\n", " 3\n", + " 3\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", " 4\n", " 1\n", + " 2\n", + " 6\n", " 1\n", - " 1\n", - " 14\n", - " 1\n", - " 20\n", + " 3\n", + " 3\n", " \n", " \n", " 5\n", - " 1\n", " 2\n", " 1\n", - " 2\n", " 1\n", " 1\n", + " 2\n", + " 1\n", " \n", " \n", " ...\n", @@ -314,46 +314,46 @@ " 96\n", " 1\n", " 1\n", + " 2\n", + " 45\n", " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 7\n", " \n", " \n", " 97\n", " 1\n", - " 4\n", + " 3\n", + " 7\n", " 1\n", " 1\n", - " 2\n", - " 5\n", + " 3\n", " \n", " \n", " 98\n", - " 3\n", + " 37\n", " 1\n", + " 52\n", " 2\n", - " 5\n", - " 3\n", + " 13\n", " 1\n", " \n", " \n", " 99\n", + " 4\n", " 1\n", - " 1\n", - " 1\n", - " 1\n", - " 1\n", + " 18\n", " 3\n", + " 19\n", + " 2\n", " \n", " \n", " 100\n", " 2\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " 2\n", - " 3\n", - " 13\n", - " 1\n", - " 1\n", " \n", " \n", "\n", @@ -363,17 +363,17 @@ "text/plain": [ " 0.5s 1.0s 2.0s 3.0s 4.0s 5.0s\n", "obj_id \n", - "1 1 1 1 2 1 1\n", - "2 5 1 3 1 1 1\n", - "3 1 1 1 2 1 3\n", - "4 1 1 1 14 1 20\n", - "5 1 2 1 2 1 1\n", + "1 1 1 5 1 1 1\n", + "2 3 2 2 1 1 1\n", + "3 1 3 3 1 1 1\n", + "4 1 2 6 1 3 3\n", + "5 2 1 1 1 2 1\n", "... ... ... ... ... ... ...\n", - "96 1 1 1 1 1 1\n", - "97 1 4 1 1 2 5\n", - "98 3 1 2 5 3 1\n", - "99 1 1 1 1 1 3\n", - "100 2 2 3 13 1 1\n", + "96 1 1 2 45 1 7\n", + "97 1 3 7 1 1 3\n", + "98 37 1 52 2 13 1\n", + "99 4 1 18 3 19 2\n", + "100 2 1 1 1 1 2\n", "\n", "[100 rows x 6 columns]" ] @@ -396,7 +396,7 @@ { "data": { "text/plain": [ - "30862" + "43624" ] }, "execution_count": 11, diff --git a/aoi_cache_simulation.ipynb b/aoi_cache_simulation.ipynb index 98bdb1b..ac29762 100644 --- a/aoi_cache_simulation.ipynb +++ b/aoi_cache_simulation.ipynb @@ -173,6 +173,7 @@ " else:\n", " # Cache miss: increment miss count\n", " self.misses[obj_id] += 1\n", + " self.cumulative_age[obj_id] += 0\n", " self.access_count[obj_id] += 1\n", " \n", " # Fetch the object from the database if it’s not in cache\n", @@ -497,7 +498,7 @@ "outputs": [], "source": [ "avg_age = {\n", - " obj_id: cache.cumulative_age[obj_id] / max(1, cache.hits[obj_id]) \n", + " obj_id: cache.cumulative_age[obj_id] / max(1, cache.access_count[obj_id]) \n", " for obj_id in range(1, DATABASE_OBJECTS + 1)\n", "}" ] diff --git a/experiments/No_Refresh_0_5s_ttl/details.csv b/experiments/No_Refresh_0_5s_ttl/details.csv index e4210f6..1d3dd2c 100644 --- a/experiments/No_Refresh_0_5s_ttl/details.csv +++ b/experiments/No_Refresh_0_5s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -1,119,38,81,0,1,31.93,0.2894736842105263 -2,696,507,189,0,5,72.84,0.26627218934911245 -3,119,38,81,0,1,31.93,0.2894736842105263 -4,145,51,94,0,1,35.17,0.1568627450980392 -5,133,42,91,0,1,31.58,0.2619047619047619 -6,265,134,131,0,2,50.57,0.16417910447761194 -7,279,147,132,0,2,52.69,0.23129251700680273 -8,140,48,92,0,1,34.29,0.25 -9,134,44,90,0,1,32.84,0.3181818181818182 -10,125,37,88,0,1,29.6,0.2972972972972973 -11,100,30,70,0,1,30.0,0.43333333333333335 -12,266,139,127,0,2,52.26,0.2446043165467626 -13,132,50,82,0,1,37.88,0.26 -14,107,24,83,0,1,22.43,0.08333333333333333 -15,1638,1411,227,0,13,86.14,0.27002126151665484 -16,116,36,80,0,1,31.03,0.1111111111111111 -17,124,37,87,0,1,29.84,0.13513513513513514 -18,132,45,87,0,1,34.09,0.3111111111111111 -19,137,49,88,0,1,35.77,0.22448979591836735 -20,116,35,81,0,1,30.17,0.2857142857142857 -21,261,128,133,0,2,49.04,0.1953125 -22,259,134,125,0,2,51.74,0.2462686567164179 -23,125,42,83,0,1,33.6,0.16666666666666666 -24,239,116,123,0,2,48.54,0.2672413793103448 -25,109,31,78,0,1,28.44,0.1935483870967742 -26,126,43,83,0,1,34.13,0.11627906976744186 -27,126,42,84,0,1,33.33,0.11904761904761904 -28,2800,2564,236,0,21,91.57,0.25585023400936036 -29,115,36,79,0,1,31.3,0.25 -30,250,122,128,0,2,48.8,0.26229508196721313 -31,246,122,124,0,2,49.59,0.2459016393442623 -32,128,45,83,0,1,35.16,0.2222222222222222 -33,3230,2989,241,0,25,92.54,0.2532619605219137 -34,251,127,124,0,2,50.6,0.2677165354330709 -35,139,37,102,0,1,26.62,0.3783783783783784 -36,416,260,156,0,3,62.5,0.3 -37,131,49,82,0,1,37.4,0.32653061224489793 -38,109,39,70,0,1,35.78,0.15384615384615385 -39,391,240,151,0,3,61.38,0.30833333333333335 -40,122,40,82,0,1,32.79,0.15 -41,141,46,95,0,1,32.62,0.15217391304347827 -42,135,46,89,0,1,34.07,0.1956521739130435 -43,401,248,153,0,3,61.85,0.2056451612903226 -44,1042,838,204,0,8,80.42,0.2637231503579952 -45,139,45,94,0,1,32.37,0.35555555555555557 -46,131,40,91,0,1,30.53,0.2 -47,130,44,86,0,1,33.85,0.3409090909090909 -48,114,36,78,0,1,31.58,0.19444444444444445 -49,422,259,163,0,3,61.37,0.30115830115830117 -50,111,32,79,0,1,28.83,0.25 -51,1275,1064,211,0,10,83.45,0.2640977443609023 -52,267,136,131,0,2,50.94,0.3014705882352941 -53,124,38,86,0,1,30.65,0.23684210526315788 -54,136,45,91,0,1,33.09,0.15555555555555556 -55,130,46,84,0,1,35.38,0.2391304347826087 -56,394,235,159,0,3,59.64,0.31063829787234043 -57,120,44,76,0,1,36.67,0.29545454545454547 -58,263,129,134,0,2,49.05,0.2868217054263566 -59,108,34,74,0,1,31.48,0.17647058823529413 -60,129,42,87,0,1,32.56,0.2619047619047619 -61,251,123,128,0,2,49.0,0.21138211382113822 -62,290,153,137,0,2,52.76,0.29411764705882354 -63,138,51,87,0,1,36.96,0.19607843137254902 -64,149,54,95,0,1,36.24,0.16666666666666666 -65,275,142,133,0,2,51.64,0.3028169014084507 -66,127,44,83,0,1,34.65,0.22727272727272727 -67,124,41,83,0,1,33.06,0.21951219512195122 -68,1432,1215,217,0,11,84.85,0.22551440329218106 -69,139,47,92,0,1,33.81,0.3191489361702128 -70,136,43,93,0,1,31.62,0.3023255813953488 -71,122,41,81,0,1,33.61,0.2682926829268293 -72,131,42,89,0,1,32.06,0.38095238095238093 -73,238,111,127,0,2,46.64,0.2702702702702703 -74,133,47,86,0,1,35.34,0.3191489361702128 -75,155,48,107,0,1,30.97,0.3125 -76,252,132,120,0,2,52.38,0.25 -77,247,123,124,0,2,49.8,0.23577235772357724 -78,247,118,129,0,2,47.77,0.22033898305084745 -79,129,37,92,0,1,28.68,0.13513513513513514 -80,250,129,121,0,2,51.6,0.24806201550387597 -81,113,31,82,0,1,27.43,0.3225806451612903 -82,116,39,77,0,1,33.62,0.20512820512820512 -83,249,126,123,0,2,50.6,0.21428571428571427 -84,124,33,91,0,1,26.61,0.21212121212121213 -85,1795,1568,227,0,14,87.35,0.22130102040816327 -86,119,33,86,0,1,27.73,0.18181818181818182 -87,151,58,93,0,1,38.41,0.22413793103448276 -88,149,57,92,0,1,38.26,0.2631578947368421 -89,142,50,92,0,1,35.21,0.18 -90,135,43,92,0,1,31.85,0.3023255813953488 -91,133,42,91,0,1,31.58,0.35714285714285715 -92,635,454,181,0,5,71.5,0.2665198237885463 -93,136,50,86,0,1,36.76,0.12 -94,119,38,81,0,1,31.93,0.39473684210526316 -95,416,252,164,0,3,60.58,0.25 -96,114,37,77,0,1,32.46,0.24324324324324326 -97,132,48,84,0,1,36.36,0.2916666666666667 -98,420,261,159,0,3,62.14,0.27586206896551724 -99,125,46,79,0,1,36.8,0.2391304347826087 -100,266,136,130,0,2,51.13,0.27941176470588236 +1,122,41,81,0,1,33.61,0.02459016393442623 +2,382,235,147,0,3,61.52,0.15706806282722513 +3,127,38,89,0,1,29.92,0.10236220472440945 +4,113,33,80,0,1,29.2,0.08849557522123894 +5,244,121,123,0,2,49.59,0.11065573770491803 +6,116,40,76,0,1,34.48,0.09482758620689655 +7,656,474,182,0,5,72.26,0.16310975609756098 +8,128,39,89,0,1,30.47,0.046875 +9,114,37,77,0,1,32.46,0.08771929824561403 +10,115,33,82,0,1,28.7,0.06956521739130435 +11,246,129,117,0,2,52.44,0.09349593495934959 +12,132,50,82,0,1,37.88,0.08333333333333333 +13,139,50,89,0,1,35.97,0.08633093525179857 +14,120,35,85,0,1,29.17,0.058333333333333334 +15,261,134,127,0,2,51.34,0.13793103448275862 +16,225,109,116,0,2,48.44,0.10666666666666667 +17,120,39,81,0,1,32.5,0.06666666666666667 +18,117,39,78,0,1,33.33,0.07692307692307693 +19,360,213,147,0,3,59.17,0.10277777777777777 +20,117,40,77,0,1,34.19,0.09401709401709402 +21,134,48,86,0,1,35.82,0.07462686567164178 +22,147,55,92,0,1,37.41,0.12244897959183673 +23,142,50,92,0,1,35.21,0.07746478873239436 +24,264,140,124,0,2,53.03,0.10984848484848485 +25,123,42,81,0,1,34.15,0.11382113821138211 +26,141,50,91,0,1,35.46,0.0851063829787234 +27,128,45,83,0,1,35.16,0.0703125 +28,564,390,174,0,5,69.15,0.16666666666666666 +29,133,47,86,0,1,35.34,0.06015037593984962 +30,125,45,80,0,1,36.0,0.096 +31,115,31,84,0,1,26.96,0.06956521739130435 +32,468,308,160,0,4,65.81,0.17094017094017094 +33,116,37,79,0,1,31.9,0.034482758620689655 +34,498,335,163,0,4,67.27,0.18072289156626506 +35,132,39,93,0,1,29.55,0.09848484848484848 +36,100,29,71,0,1,29.0,0.07 +37,149,52,97,0,1,34.9,0.10067114093959731 +38,355,208,147,0,3,58.59,0.16338028169014085 +39,962,766,196,0,8,79.63,0.2047817047817048 +40,128,47,81,0,1,36.72,0.109375 +41,474,306,168,0,4,64.56,0.16666666666666666 +42,495,328,167,0,4,66.26,0.17777777777777778 +43,213,99,114,0,2,46.48,0.08450704225352113 +44,112,32,80,0,1,28.57,0.07142857142857142 +45,129,41,88,0,1,31.78,0.05426356589147287 +46,133,45,88,0,1,33.83,0.07518796992481203 +47,1262,1055,207,0,10,83.6,0.16085578446909668 +48,136,52,84,0,1,38.24,0.10294117647058823 +49,141,59,82,0,1,41.84,0.10638297872340426 +50,119,41,78,0,1,34.45,0.07563025210084033 +51,599,420,179,0,5,70.12,0.17696160267111852 +52,1106,902,204,0,9,81.56,0.20253164556962025 +53,121,35,86,0,1,28.93,0.05785123966942149 +54,131,39,92,0,1,29.77,0.061068702290076333 +55,124,42,82,0,1,33.87,0.12903225806451613 +56,130,48,82,0,1,36.92,0.06923076923076923 +57,124,40,84,0,1,32.26,0.08870967741935484 +58,2118,1897,221,0,17,89.57,0.23937677053824363 +59,205,95,110,0,2,46.34,0.1024390243902439 +60,137,47,90,0,1,34.31,0.072992700729927 +61,3216,2986,230,0,26,92.85,0.23227611940298507 +62,138,48,90,0,1,34.78,0.07971014492753623 +63,117,36,81,0,1,30.77,0.11965811965811966 +64,264,134,130,0,2,50.76,0.10227272727272728 +65,139,52,87,0,1,37.41,0.07913669064748201 +66,1248,1045,203,0,10,83.73,0.20993589743589744 +67,146,52,94,0,1,35.62,0.15753424657534246 +68,8414,8173,241,0,69,97.14,0.24007606370335155 +69,116,36,80,0,1,31.03,0.11206896551724138 +70,120,38,82,0,1,31.67,0.08333333333333333 +71,244,127,117,0,2,52.05,0.0942622950819672 +72,117,35,82,0,1,29.91,0.08547008547008547 +73,131,44,87,0,1,33.59,0.09923664122137404 +74,142,48,94,0,1,33.8,0.056338028169014086 +75,343,197,146,0,3,57.43,0.1836734693877551 +76,250,124,126,0,2,49.6,0.124 +77,253,128,125,0,2,50.59,0.11462450592885376 +78,394,237,157,0,3,60.15,0.15228426395939088 +79,1910,1690,220,0,15,88.48,0.225130890052356 +80,120,34,86,0,1,28.33,0.03333333333333333 +81,121,42,79,0,1,34.71,0.09090909090909091 +82,647,465,182,0,5,71.87,0.17001545595054096 +83,248,126,122,0,2,50.81,0.13709677419354838 +84,144,51,93,0,1,35.42,0.125 +85,108,32,76,0,1,29.63,0.037037037037037035 +86,211,94,117,0,2,44.55,0.08530805687203792 +87,134,49,85,0,1,36.57,0.08208955223880597 +88,224,107,117,0,2,47.77,0.13839285714285715 +89,135,49,86,0,1,36.3,0.1037037037037037 +90,124,35,89,0,1,28.23,0.07258064516129033 +91,240,116,124,0,2,48.33,0.1125 +92,229,108,121,0,2,47.16,0.09606986899563319 +93,393,241,152,0,3,61.32,0.13994910941475827 +94,125,37,88,0,1,29.6,0.032 +95,257,140,117,0,2,54.47,0.08949416342412451 +96,139,47,92,0,1,33.81,0.08633093525179857 +97,127,45,82,0,1,35.43,0.03937007874015748 +98,4578,4343,235,0,37,94.87,0.22804718217562253 +99,482,323,159,0,4,67.01,0.1887966804979253 +100,249,130,119,0,2,52.21,0.11646586345381527 diff --git a/experiments/No_Refresh_0_5s_ttl/hit_age.csv b/experiments/No_Refresh_0_5s_ttl/hit_age.csv index ebcfde3..a07638a 100644 --- a/experiments/No_Refresh_0_5s_ttl/hit_age.csv +++ b/experiments/No_Refresh_0_5s_ttl/hit_age.csv @@ -1,101 +1,101 @@ obj_id,hit_rate,avg_age -1,0.31932773109243695,0.2894736842105263 -2,0.728448275862069,0.26627218934911245 -3,0.31932773109243695,0.2894736842105263 -4,0.35172413793103446,0.1568627450980392 -5,0.3157894736842105,0.2619047619047619 -6,0.5056603773584906,0.16417910447761194 -7,0.5268817204301075,0.23129251700680273 -8,0.34285714285714286,0.25 -9,0.3283582089552239,0.3181818181818182 -10,0.296,0.2972972972972973 -11,0.3,0.43333333333333335 -12,0.5225563909774437,0.2446043165467626 -13,0.3787878787878788,0.26 -14,0.22429906542056074,0.08333333333333333 -15,0.8614163614163615,0.27002126151665484 -16,0.3103448275862069,0.1111111111111111 -17,0.29838709677419356,0.13513513513513514 -18,0.3409090909090909,0.3111111111111111 -19,0.35766423357664234,0.22448979591836735 -20,0.3017241379310345,0.2857142857142857 -21,0.4904214559386973,0.1953125 -22,0.5173745173745173,0.2462686567164179 -23,0.336,0.16666666666666666 -24,0.48535564853556484,0.2672413793103448 -25,0.28440366972477066,0.1935483870967742 -26,0.3412698412698413,0.11627906976744186 -27,0.3333333333333333,0.11904761904761904 -28,0.9157142857142857,0.25585023400936036 -29,0.3130434782608696,0.25 -30,0.488,0.26229508196721313 -31,0.4959349593495935,0.2459016393442623 -32,0.3515625,0.2222222222222222 -33,0.9253869969040248,0.2532619605219137 -34,0.5059760956175299,0.2677165354330709 -35,0.26618705035971224,0.3783783783783784 -36,0.625,0.3 -37,0.37404580152671757,0.32653061224489793 -38,0.3577981651376147,0.15384615384615385 -39,0.6138107416879796,0.30833333333333335 -40,0.32786885245901637,0.15 -41,0.3262411347517731,0.15217391304347827 -42,0.34074074074074073,0.1956521739130435 -43,0.6184538653366584,0.2056451612903226 -44,0.8042226487523992,0.2637231503579952 -45,0.3237410071942446,0.35555555555555557 -46,0.3053435114503817,0.2 -47,0.3384615384615385,0.3409090909090909 -48,0.3157894736842105,0.19444444444444445 -49,0.6137440758293838,0.30115830115830117 -50,0.2882882882882883,0.25 -51,0.8345098039215686,0.2640977443609023 -52,0.5093632958801498,0.3014705882352941 -53,0.3064516129032258,0.23684210526315788 -54,0.33088235294117646,0.15555555555555556 -55,0.35384615384615387,0.2391304347826087 -56,0.5964467005076142,0.31063829787234043 -57,0.36666666666666664,0.29545454545454547 -58,0.49049429657794674,0.2868217054263566 -59,0.3148148148148148,0.17647058823529413 -60,0.32558139534883723,0.2619047619047619 -61,0.4900398406374502,0.21138211382113822 -62,0.5275862068965518,0.29411764705882354 -63,0.3695652173913043,0.19607843137254902 -64,0.3624161073825503,0.16666666666666666 -65,0.5163636363636364,0.3028169014084507 -66,0.3464566929133858,0.22727272727272727 -67,0.33064516129032256,0.21951219512195122 -68,0.848463687150838,0.22551440329218106 -69,0.3381294964028777,0.3191489361702128 -70,0.3161764705882353,0.3023255813953488 -71,0.3360655737704918,0.2682926829268293 -72,0.32061068702290074,0.38095238095238093 -73,0.46638655462184875,0.2702702702702703 -74,0.3533834586466165,0.3191489361702128 -75,0.3096774193548387,0.3125 -76,0.5238095238095238,0.25 -77,0.4979757085020243,0.23577235772357724 -78,0.4777327935222672,0.22033898305084745 -79,0.2868217054263566,0.13513513513513514 -80,0.516,0.24806201550387597 -81,0.2743362831858407,0.3225806451612903 -82,0.33620689655172414,0.20512820512820512 -83,0.5060240963855421,0.21428571428571427 -84,0.2661290322580645,0.21212121212121213 -85,0.8735376044568245,0.22130102040816327 -86,0.2773109243697479,0.18181818181818182 -87,0.3841059602649007,0.22413793103448276 -88,0.3825503355704698,0.2631578947368421 -89,0.352112676056338,0.18 -90,0.31851851851851853,0.3023255813953488 -91,0.3157894736842105,0.35714285714285715 -92,0.7149606299212599,0.2665198237885463 -93,0.36764705882352944,0.12 -94,0.31932773109243695,0.39473684210526316 -95,0.6057692307692307,0.25 -96,0.32456140350877194,0.24324324324324326 -97,0.36363636363636365,0.2916666666666667 -98,0.6214285714285714,0.27586206896551724 -99,0.368,0.2391304347826087 -100,0.5112781954887218,0.27941176470588236 +1,0.3360655737704918,0.07317073170731707 +2,0.6151832460732984,0.2553191489361702 +3,0.2992125984251969,0.34210526315789475 +4,0.2920353982300885,0.30303030303030304 +5,0.4959016393442623,0.2231404958677686 +6,0.3448275862068966,0.275 +7,0.7225609756097561,0.22573839662447256 +8,0.3046875,0.15384615384615385 +9,0.32456140350877194,0.2702702702702703 +10,0.28695652173913044,0.24242424242424243 +11,0.524390243902439,0.17829457364341086 +12,0.3787878787878788,0.22 +13,0.3597122302158273,0.24 +14,0.2916666666666667,0.2 +15,0.5134099616858238,0.26865671641791045 +16,0.48444444444444446,0.22018348623853212 +17,0.325,0.20512820512820512 +18,0.3333333333333333,0.23076923076923078 +19,0.5916666666666667,0.17370892018779344 +20,0.3418803418803419,0.275 +21,0.3582089552238806,0.20833333333333334 +22,0.3741496598639456,0.32727272727272727 +23,0.352112676056338,0.22 +24,0.5303030303030303,0.20714285714285716 +25,0.34146341463414637,0.3333333333333333 +26,0.3546099290780142,0.24 +27,0.3515625,0.2 +28,0.6914893617021277,0.24102564102564103 +29,0.3533834586466165,0.1702127659574468 +30,0.36,0.26666666666666666 +31,0.26956521739130435,0.25806451612903225 +32,0.6581196581196581,0.2597402597402597 +33,0.31896551724137934,0.10810810810810811 +34,0.6726907630522089,0.26865671641791045 +35,0.29545454545454547,0.3333333333333333 +36,0.29,0.2413793103448276 +37,0.348993288590604,0.28846153846153844 +38,0.5859154929577465,0.27884615384615385 +39,0.7962577962577962,0.25718015665796345 +40,0.3671875,0.2978723404255319 +41,0.6455696202531646,0.2581699346405229 +42,0.6626262626262627,0.2682926829268293 +43,0.4647887323943662,0.18181818181818182 +44,0.2857142857142857,0.25 +45,0.3178294573643411,0.17073170731707318 +46,0.3383458646616541,0.2222222222222222 +47,0.8359746434231379,0.1924170616113744 +48,0.38235294117647056,0.2692307692307692 +49,0.41843971631205673,0.2542372881355932 +50,0.3445378151260504,0.21951219512195122 +51,0.7011686143572621,0.2523809523809524 +52,0.8155515370705244,0.24833702882483372 +53,0.2892561983471074,0.2 +54,0.29770992366412213,0.20512820512820512 +55,0.3387096774193548,0.38095238095238093 +56,0.36923076923076925,0.1875 +57,0.3225806451612903,0.275 +58,0.8956562795089708,0.2672641012124407 +59,0.4634146341463415,0.22105263157894736 +60,0.34306569343065696,0.2127659574468085 +61,0.9284825870646766,0.25016744809109176 +62,0.34782608695652173,0.22916666666666666 +63,0.3076923076923077,0.3888888888888889 +64,0.5075757575757576,0.20149253731343283 +65,0.37410071942446044,0.21153846153846154 +66,0.8373397435897436,0.2507177033492823 +67,0.3561643835616438,0.4423076923076923 +68,0.9713572617066794,0.24715526734369264 +69,0.3103448275862069,0.3611111111111111 +70,0.31666666666666665,0.2631578947368421 +71,0.5204918032786885,0.18110236220472442 +72,0.29914529914529914,0.2857142857142857 +73,0.33587786259541985,0.29545454545454547 +74,0.3380281690140845,0.16666666666666666 +75,0.5743440233236151,0.3197969543147208 +76,0.496,0.25 +77,0.5059288537549407,0.2265625 +78,0.6015228426395939,0.25316455696202533 +79,0.8848167539267016,0.25443786982248523 +80,0.2833333333333333,0.11764705882352941 +81,0.34710743801652894,0.2619047619047619 +82,0.7187017001545595,0.23655913978494625 +83,0.5080645161290323,0.2698412698412698 +84,0.3541666666666667,0.35294117647058826 +85,0.2962962962962963,0.125 +86,0.44549763033175355,0.19148936170212766 +87,0.3656716417910448,0.22448979591836735 +88,0.47767857142857145,0.2897196261682243 +89,0.362962962962963,0.2857142857142857 +90,0.28225806451612906,0.2571428571428571 +91,0.48333333333333334,0.23275862068965517 +92,0.47161572052401746,0.2037037037037037 +93,0.6132315521628499,0.22821576763485477 +94,0.296,0.10810810810810811 +95,0.5447470817120622,0.16428571428571428 +96,0.3381294964028777,0.2553191489361702 +97,0.3543307086614173,0.1111111111111111 +98,0.9486675404106597,0.24038682938061248 +99,0.6701244813278008,0.28173374613003094 +100,0.5220883534136547,0.2230769230769231 diff --git a/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf index 14ab953..1c8b8a1 100644 Binary files a/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_0_5s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf index 7dfd052..55f1f0b 100644 Binary files a/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_0_5s_ttl/lambda_vs_access_count.pdf differ diff --git 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 index 443feb1..ff0321b 100644 Binary files a/experiments/No_Refresh_0_5s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_0_5s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_0_5s_ttl/overall_hit_age.csv b/experiments/No_Refresh_0_5s_ttl/overall_hit_age.csv index e185561..516c754 100644 --- 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,0.43000571581399505,0.24700018485928918 -std,0.16182665416469308,0.06618696527414235 -min,0.22429906542056074,0.08333333333333333 -25%,0.31932773109243695,0.20551592224979323 -50%,0.3536148062463852,0.25 -75%,0.506858896259194,0.2922794117647059 -max,0.9253869969040248,0.43333333333333335 +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 diff --git a/experiments/No_Refresh_1_0s_ttl/details.csv b/experiments/No_Refresh_1_0s_ttl/details.csv index b8f8c13..e46db5e 100644 --- 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 -1,126,62,64,0,1,49.21,0.41935483870967744 -2,136,74,62,0,1,54.41,0.5540540540540541 -3,131,70,61,0,1,53.44,0.5142857142857142 -4,113,57,56,0,1,50.44,0.47368421052631576 -5,237,157,80,0,2,66.24,0.4140127388535032 -6,353,260,93,0,3,73.65,0.49230769230769234 -7,105,43,62,0,1,40.95,0.4186046511627907 -8,653,548,105,0,5,83.92,0.5018248175182481 -9,146,81,65,0,1,55.48,0.48148148148148145 -10,114,51,63,0,1,44.74,0.5490196078431373 -11,136,70,66,0,1,51.47,0.5714285714285714 -12,119,57,62,0,1,47.9,0.5614035087719298 -13,116,56,60,0,1,48.28,0.4107142857142857 -14,5223,5100,123,0,41,97.65,0.497843137254902 -15,1849,1731,118,0,15,93.62,0.5083766608896592 -16,118,61,57,0,1,51.69,0.3770491803278688 -17,261,180,81,0,2,68.97,0.46111111111111114 -18,253,172,81,0,2,67.98,0.5290697674418605 -19,108,52,56,0,1,48.15,0.5384615384615384 -20,122,57,65,0,1,46.72,0.49122807017543857 -21,252,165,87,0,2,65.48,0.5333333333333333 -22,100,49,51,0,1,49.0,0.40816326530612246 -23,104,49,55,0,1,47.12,0.5510204081632653 -24,123,61,62,0,1,49.59,0.5737704918032787 -25,410,313,97,0,3,76.34,0.5303514376996805 -26,134,69,65,0,1,51.49,0.5217391304347826 -27,109,53,56,0,1,48.62,0.4716981132075472 -28,108,55,53,0,1,50.93,0.45454545454545453 -29,1428,1312,116,0,11,91.88,0.5137195121951219 -30,134,70,64,0,1,52.24,0.44285714285714284 -31,117,55,62,0,1,47.01,0.5636363636363636 -32,247,162,85,0,2,65.59,0.5370370370370371 -33,384,290,94,0,3,75.52,0.5103448275862069 -34,120,56,64,0,1,46.67,0.5178571428571429 -35,117,57,60,0,1,48.72,0.6491228070175439 -36,115,57,58,0,1,49.57,0.631578947368421 -37,128,66,62,0,1,51.56,0.5909090909090909 -38,390,295,95,0,3,75.64,0.5559322033898305 -39,102,46,56,0,1,45.1,0.4782608695652174 -40,123,59,64,0,1,47.97,0.5423728813559322 -41,146,82,64,0,1,56.16,0.4878048780487805 -42,121,57,64,0,1,47.11,0.47368421052631576 -43,131,66,65,0,1,50.38,0.5606060606060606 -44,125,60,65,0,1,48.0,0.4166666666666667 -45,5061,4938,123,0,41,97.57,0.5012150668286756 -46,111,49,62,0,1,44.14,0.46938775510204084 -47,344,247,97,0,3,71.8,0.5546558704453441 -48,120,58,62,0,1,48.33,0.4482758620689655 -49,109,57,52,0,1,52.29,0.40350877192982454 -50,224,145,79,0,2,64.73,0.4413793103448276 -51,142,80,62,0,1,56.34,0.5375 -52,1477,1361,116,0,12,92.15,0.49742836149889785 -53,133,64,69,0,1,48.12,0.421875 -54,263,186,77,0,2,70.72,0.510752688172043 -55,1398,1282,116,0,11,91.7,0.5405616224648986 -56,123,58,65,0,1,47.15,0.5344827586206896 -57,130,71,59,0,1,54.62,0.4647887323943662 -58,120,64,56,0,1,53.33,0.546875 -59,116,59,57,0,1,50.86,0.5084745762711864 -60,127,64,63,0,1,50.39,0.640625 -61,133,73,60,0,1,54.89,0.589041095890411 -62,134,71,63,0,1,52.99,0.5492957746478874 -63,131,66,65,0,1,50.38,0.42424242424242425 -64,360,268,92,0,3,74.44,0.41044776119402987 -65,521,418,103,0,4,80.23,0.5263157894736842 -66,630,525,105,0,5,83.33,0.5314285714285715 -67,138,72,66,0,1,52.17,0.375 -68,125,64,61,0,1,51.2,0.453125 -69,123,59,64,0,1,47.97,0.4915254237288136 -70,1049,936,113,0,8,89.23,0.4465811965811966 -71,385,284,101,0,3,73.77,0.4964788732394366 -72,127,62,65,0,1,48.82,0.7258064516129032 -73,107,49,58,0,1,45.79,0.5102040816326531 -74,126,63,63,0,1,50.0,0.4603174603174603 -75,1018,907,111,0,8,89.1,0.515986769570011 -76,381,287,94,0,3,75.33,0.42160278745644597 -77,264,172,92,0,2,65.15,0.5 -78,1375,1256,119,0,11,91.35,0.5079617834394905 -79,245,165,80,0,2,67.35,0.5393939393939394 -80,122,67,55,0,1,54.92,0.43283582089552236 -81,124,56,68,0,1,45.16,0.5892857142857143 -82,127,62,65,0,1,48.82,0.5806451612903226 -83,135,76,59,0,1,56.3,0.5 -84,130,65,65,0,1,50.0,0.5076923076923077 -85,642,538,104,0,5,83.8,0.5130111524163569 -86,245,159,86,0,2,64.9,0.42138364779874216 -87,132,65,67,0,1,49.24,0.5846153846153846 -88,247,168,79,0,2,68.02,0.5059523809523809 -89,113,51,62,0,1,45.13,0.5294117647058824 -90,141,76,65,0,1,53.9,0.5263157894736842 -91,400,306,94,0,3,76.5,0.5359477124183006 -92,249,164,85,0,2,65.86,0.49390243902439024 -93,1155,1041,114,0,9,90.13,0.48895292987512007 -94,125,59,66,0,1,47.2,0.423728813559322 -95,138,74,64,0,1,53.62,0.5405405405405406 -96,138,72,66,0,1,52.17,0.6388888888888888 -97,516,414,102,0,4,80.23,0.5241545893719807 -98,111,51,60,0,1,45.95,0.5686274509803921 -99,124,65,59,0,1,52.42,0.47692307692307695 -100,256,172,84,0,2,67.19,0.48255813953488375 +1,127,68,59,0,1,53.54,0.2677165354330709 +2,270,187,83,0,2,69.26,0.3148148148148148 +3,392,296,96,0,3,75.51,0.36989795918367346 +4,221,141,80,0,2,63.8,0.3438914027149321 +5,138,72,66,0,1,52.17,0.2391304347826087 +6,133,69,64,0,1,51.88,0.23308270676691728 +7,361,265,96,0,3,73.41,0.34349030470914127 +8,472,369,103,0,4,78.18,0.3983050847457627 +9,248,160,88,0,2,64.52,0.29838709677419356 +10,114,56,58,0,1,49.12,0.2719298245614035 +11,364,271,93,0,3,74.45,0.3324175824175824 +12,133,68,65,0,1,51.13,0.21052631578947367 +13,115,52,63,0,1,45.22,0.21739130434782608 +14,124,62,62,0,1,50.0,0.14516129032258066 +15,277,188,89,0,2,67.87,0.33212996389891697 +16,1576,1458,118,0,12,92.51,0.48286802030456855 +17,121,58,63,0,1,47.93,0.30578512396694213 +18,272,187,85,0,2,68.75,0.31985294117647056 +19,137,71,66,0,1,51.82,0.24817518248175183 +20,132,65,67,0,1,49.24,0.29545454545454547 +21,129,63,66,0,1,48.84,0.29457364341085274 +22,100,41,59,0,1,41.0,0.17 +23,114,57,57,0,1,50.0,0.21929824561403508 +24,138,66,72,0,1,47.83,0.18840579710144928 +25,126,65,61,0,1,51.59,0.3333333333333333 +26,134,69,65,0,1,51.49,0.2462686567164179 +27,132,65,67,0,1,49.24,0.3181818181818182 +28,144,76,68,0,1,52.78,0.2847222222222222 +29,636,529,107,0,5,83.18,0.38522012578616355 +30,136,71,65,0,1,52.21,0.23529411764705882 +31,119,59,60,0,1,49.58,0.2857142857142857 +32,118,53,65,0,1,44.92,0.2627118644067797 +33,717,609,108,0,6,84.94,0.39748953974895396 +34,118,57,61,0,1,48.31,0.2711864406779661 +35,100,42,58,0,1,42.0,0.24 +36,120,57,63,0,1,47.5,0.20833333333333334 +37,135,68,67,0,1,50.37,0.26666666666666666 +38,138,75,63,0,1,54.35,0.34057971014492755 +39,132,71,61,0,1,53.79,0.21212121212121213 +40,116,55,61,0,1,47.41,0.28448275862068967 +41,479,378,101,0,4,78.91,0.42379958246346555 +42,387,292,95,0,3,75.45,0.35658914728682173 +43,122,60,62,0,1,49.18,0.2540983606557377 +44,255,172,83,0,2,67.45,0.36470588235294116 +45,246,163,83,0,2,66.26,0.3780487804878049 +46,917,807,110,0,7,88.0,0.42748091603053434 +47,128,65,63,0,1,50.78,0.2734375 +48,816,705,111,0,6,86.4,0.4019607843137255 +49,267,183,84,0,2,68.54,0.32209737827715357 +50,145,79,66,0,1,54.48,0.2620689655172414 +51,347,251,96,0,3,72.33,0.345821325648415 +52,912,800,112,0,7,87.72,0.3925438596491228 +53,114,55,59,0,1,48.25,0.2631578947368421 +54,263,178,85,0,2,67.68,0.376425855513308 +55,273,188,85,0,2,68.86,0.3772893772893773 +56,271,188,83,0,2,69.37,0.33210332103321033 +57,2326,2205,121,0,18,94.8,0.4484092863284609 +58,122,56,66,0,1,45.9,0.26229508196721313 +59,129,67,62,0,1,51.94,0.2713178294573643 +60,134,65,69,0,1,48.51,0.22388059701492538 +61,2557,2436,121,0,20,95.27,0.409464215877982 +62,137,76,61,0,1,55.47,0.27007299270072993 +63,665,559,106,0,5,84.06,0.40601503759398494 +64,1412,1295,117,0,11,91.71,0.42209631728045327 +65,904,793,111,0,7,87.72,0.42367256637168144 +66,220,138,82,0,2,62.73,0.33181818181818185 +67,135,72,63,0,1,53.33,0.37777777777777777 +68,138,72,66,0,1,52.17,0.21014492753623187 +69,392,295,97,0,3,75.26,0.32653061224489793 +70,120,64,56,0,1,53.33,0.25 +71,488,387,101,0,4,79.3,0.3790983606557377 +72,230,148,82,0,2,64.35,0.3782608695652174 +73,237,148,89,0,2,62.45,0.3206751054852321 +74,123,61,62,0,1,49.59,0.23577235772357724 +75,127,69,58,0,1,54.33,0.2755905511811024 +76,133,66,67,0,1,49.62,0.2781954887218045 +77,1138,1024,114,0,9,89.98,0.4305799648506151 +78,3671,3548,123,0,29,96.65,0.4652683192590575 +79,128,59,69,0,1,46.09,0.1171875 +80,114,51,63,0,1,44.74,0.2719298245614035 +81,133,68,65,0,1,51.13,0.21052631578947367 +82,246,161,85,0,2,65.45,0.32113821138211385 +83,121,57,64,0,1,47.11,0.256198347107438 +84,234,153,81,0,2,65.38,0.29914529914529914 +85,386,289,97,0,3,74.87,0.35751295336787564 +86,257,170,87,0,2,66.15,0.35019455252918286 +87,132,61,71,0,1,46.21,0.23484848484848486 +88,118,53,65,0,1,44.92,0.11864406779661017 +89,630,521,109,0,5,82.7,0.4523809523809524 +90,131,67,64,0,1,51.15,0.20610687022900764 +91,544,443,101,0,4,81.43,0.40808823529411764 +92,274,188,86,0,2,68.61,0.3357664233576642 +93,141,76,65,0,1,53.9,0.2907801418439716 +94,257,170,87,0,2,66.15,0.377431906614786 +95,1002,889,113,0,8,88.72,0.4550898203592814 +96,137,67,70,0,1,48.91,0.24087591240875914 +97,378,280,98,0,3,74.07,0.3492063492063492 +98,133,67,66,0,1,50.38,0.2631578947368421 +99,115,55,60,0,1,47.83,0.23478260869565218 +100,141,72,69,0,1,51.06,0.2127659574468085 diff --git a/experiments/No_Refresh_1_0s_ttl/hit_age.csv b/experiments/No_Refresh_1_0s_ttl/hit_age.csv index e0b29a2..93f77f1 100644 --- 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 -1,0.49206349206349204,0.41935483870967744 -2,0.5441176470588235,0.5540540540540541 -3,0.5343511450381679,0.5142857142857142 -4,0.504424778761062,0.47368421052631576 -5,0.6624472573839663,0.4140127388535032 -6,0.7365439093484419,0.49230769230769234 -7,0.4095238095238095,0.4186046511627907 -8,0.8392036753445635,0.5018248175182481 -9,0.5547945205479452,0.48148148148148145 -10,0.4473684210526316,0.5490196078431373 -11,0.5147058823529411,0.5714285714285714 -12,0.4789915966386555,0.5614035087719298 -13,0.4827586206896552,0.4107142857142857 -14,0.9764503159103963,0.497843137254902 -15,0.9361817198485668,0.5083766608896592 -16,0.5169491525423728,0.3770491803278688 -17,0.6896551724137931,0.46111111111111114 -18,0.6798418972332015,0.5290697674418605 -19,0.48148148148148145,0.5384615384615384 -20,0.4672131147540984,0.49122807017543857 -21,0.6547619047619048,0.5333333333333333 -22,0.49,0.40816326530612246 -23,0.47115384615384615,0.5510204081632653 -24,0.4959349593495935,0.5737704918032787 -25,0.7634146341463415,0.5303514376996805 -26,0.5149253731343284,0.5217391304347826 -27,0.48623853211009177,0.4716981132075472 -28,0.5092592592592593,0.45454545454545453 -29,0.9187675070028011,0.5137195121951219 -30,0.5223880597014925,0.44285714285714284 -31,0.4700854700854701,0.5636363636363636 -32,0.6558704453441295,0.5370370370370371 -33,0.7552083333333334,0.5103448275862069 -34,0.4666666666666667,0.5178571428571429 -35,0.48717948717948717,0.6491228070175439 -36,0.4956521739130435,0.631578947368421 -37,0.515625,0.5909090909090909 -38,0.7564102564102564,0.5559322033898305 -39,0.45098039215686275,0.4782608695652174 -40,0.4796747967479675,0.5423728813559322 -41,0.5616438356164384,0.4878048780487805 -42,0.47107438016528924,0.47368421052631576 -43,0.5038167938931297,0.5606060606060606 -44,0.48,0.4166666666666667 -45,0.975696502667457,0.5012150668286756 -46,0.44144144144144143,0.46938775510204084 -47,0.7180232558139535,0.5546558704453441 -48,0.48333333333333334,0.4482758620689655 -49,0.5229357798165137,0.40350877192982454 -50,0.6473214285714286,0.4413793103448276 -51,0.5633802816901409,0.5375 -52,0.9214624238320921,0.49742836149889785 -53,0.48120300751879697,0.421875 -54,0.7072243346007605,0.510752688172043 -55,0.9170243204577968,0.5405616224648986 -56,0.4715447154471545,0.5344827586206896 -57,0.5461538461538461,0.4647887323943662 -58,0.5333333333333333,0.546875 -59,0.5086206896551724,0.5084745762711864 -60,0.5039370078740157,0.640625 -61,0.5488721804511278,0.589041095890411 -62,0.5298507462686567,0.5492957746478874 -63,0.5038167938931297,0.42424242424242425 -64,0.7444444444444445,0.41044776119402987 -65,0.8023032629558541,0.5263157894736842 -66,0.8333333333333334,0.5314285714285715 -67,0.5217391304347826,0.375 -68,0.512,0.453125 -69,0.4796747967479675,0.4915254237288136 -70,0.892278360343184,0.4465811965811966 -71,0.7376623376623377,0.4964788732394366 -72,0.4881889763779528,0.7258064516129032 -73,0.45794392523364486,0.5102040816326531 -74,0.5,0.4603174603174603 -75,0.8909626719056974,0.515986769570011 -76,0.7532808398950132,0.42160278745644597 -77,0.6515151515151515,0.5 -78,0.9134545454545454,0.5079617834394905 -79,0.673469387755102,0.5393939393939394 -80,0.5491803278688525,0.43283582089552236 -81,0.45161290322580644,0.5892857142857143 -82,0.4881889763779528,0.5806451612903226 -83,0.562962962962963,0.5 -84,0.5,0.5076923076923077 -85,0.838006230529595,0.5130111524163569 -86,0.6489795918367347,0.42138364779874216 -87,0.49242424242424243,0.5846153846153846 -88,0.680161943319838,0.5059523809523809 -89,0.45132743362831856,0.5294117647058824 -90,0.5390070921985816,0.5263157894736842 -91,0.765,0.5359477124183006 -92,0.6586345381526104,0.49390243902439024 -93,0.9012987012987013,0.48895292987512007 -94,0.472,0.423728813559322 -95,0.5362318840579711,0.5405405405405406 -96,0.5217391304347826,0.6388888888888888 -97,0.8023255813953488,0.5241545893719807 -98,0.4594594594594595,0.5686274509803921 -99,0.5241935483870968,0.47692307692307695 -100,0.671875,0.48255813953488375 +1,0.5354330708661418,0.5 +2,0.6925925925925925,0.45454545454545453 +3,0.7551020408163265,0.48986486486486486 +4,0.6380090497737556,0.5390070921985816 +5,0.5217391304347826,0.4583333333333333 +6,0.518796992481203,0.4492753623188406 +7,0.7340720221606648,0.4679245283018868 +8,0.7817796610169492,0.5094850948509485 +9,0.6451612903225806,0.4625 +10,0.49122807017543857,0.5535714285714286 +11,0.7445054945054945,0.44649446494464945 +12,0.5112781954887218,0.4117647058823529 +13,0.45217391304347826,0.4807692307692308 +14,0.5,0.2903225806451613 +15,0.6787003610108303,0.48936170212765956 +16,0.9251269035532995,0.5219478737997256 +17,0.4793388429752066,0.6379310344827587 +18,0.6875,0.46524064171123 +19,0.5182481751824818,0.4788732394366197 +20,0.49242424242424243,0.6 +21,0.4883720930232558,0.6031746031746031 +22,0.41,0.4146341463414634 +23,0.5,0.43859649122807015 +24,0.4782608695652174,0.3939393939393939 +25,0.5158730158730159,0.6461538461538462 +26,0.5149253731343284,0.4782608695652174 +27,0.49242424242424243,0.6461538461538462 +28,0.5277777777777778,0.5394736842105263 +29,0.8317610062893082,0.46313799621928164 +30,0.5220588235294118,0.4507042253521127 +31,0.4957983193277311,0.576271186440678 +32,0.4491525423728814,0.5849056603773585 +33,0.8493723849372385,0.46798029556650245 +34,0.4830508474576271,0.5614035087719298 +35,0.42,0.5714285714285714 +36,0.475,0.43859649122807015 +37,0.5037037037037037,0.5294117647058824 +38,0.5434782608695652,0.6266666666666667 +39,0.5378787878787878,0.39436619718309857 +40,0.47413793103448276,0.6 +41,0.7891440501043842,0.5370370370370371 +42,0.7545219638242894,0.4726027397260274 +43,0.4918032786885246,0.5166666666666667 +44,0.6745098039215687,0.5406976744186046 +45,0.6626016260162602,0.5705521472392638 +46,0.8800436205016358,0.4857496902106567 +47,0.5078125,0.5384615384615384 +48,0.8639705882352942,0.4652482269503546 +49,0.6853932584269663,0.46994535519125685 +50,0.5448275862068965,0.4810126582278481 +51,0.723342939481268,0.47808764940239046 +52,0.8771929824561403,0.4475 +53,0.4824561403508772,0.5454545454545454 +54,0.6768060836501901,0.5561797752808989 +55,0.6886446886446886,0.5478723404255319 +56,0.6937269372693727,0.4787234042553192 +57,0.9479793637145314,0.473015873015873 +58,0.45901639344262296,0.5714285714285714 +59,0.5193798449612403,0.5223880597014925 +60,0.48507462686567165,0.46153846153846156 +61,0.95267892061009,0.42980295566502463 +62,0.5547445255474452,0.4868421052631579 +63,0.8406015037593985,0.48300536672629696 +64,0.9171388101983002,0.46023166023166023 +65,0.8772123893805309,0.48297604035308955 +66,0.6272727272727273,0.5289855072463768 +67,0.5333333333333333,0.7083333333333334 +68,0.5217391304347826,0.4027777777777778 +69,0.7525510204081632,0.43389830508474575 +70,0.5333333333333333,0.46875 +71,0.7930327868852459,0.4780361757105943 +72,0.6434782608695652,0.5878378378378378 +73,0.6244725738396625,0.5135135135135135 +74,0.4959349593495935,0.47540983606557374 +75,0.5433070866141733,0.5072463768115942 +76,0.49624060150375937,0.5606060606060606 +77,0.8998242530755711,0.478515625 +78,0.9664941432852084,0.4813979706877114 +79,0.4609375,0.2542372881355932 +80,0.4473684210526316,0.6078431372549019 +81,0.5112781954887218,0.4117647058823529 +82,0.6544715447154471,0.4906832298136646 +83,0.47107438016528924,0.543859649122807 +84,0.6538461538461539,0.45751633986928103 +85,0.7487046632124352,0.47750865051903113 +86,0.6614785992217899,0.5294117647058824 +87,0.4621212121212121,0.5081967213114754 +88,0.4491525423728814,0.2641509433962264 +89,0.8269841269841269,0.5470249520153551 +90,0.5114503816793893,0.40298507462686567 +91,0.8143382352941176,0.5011286681715575 +92,0.6861313868613139,0.48936170212765956 +93,0.5390070921985816,0.5394736842105263 +94,0.6614785992217899,0.5705882352941176 +95,0.8872255489021956,0.5129358830146231 +96,0.48905109489051096,0.4925373134328358 +97,0.7407407407407407,0.4714285714285714 +98,0.5037593984962406,0.5223880597014925 +99,0.4782608695652174,0.4909090909090909 +100,0.5106382978723404,0.4166666666666667 diff --git a/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf index e5a34bf..99600af 100644 Binary files a/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_1_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf index 1ab809b..60a1598 100644 Binary files a/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_1_0s_ttl/lambda_vs_access_count.pdf differ diff --git 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 index 4a3d3d1..fa69997 100644 Binary files a/experiments/No_Refresh_1_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_1_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_1_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_1_0s_ttl/overall_hit_age.csv index 21ae6cf..6a19fba 100644 --- 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,0.6021783585155782,0.5064424317967045 -std,0.15180279672668423,0.062246848479063324 -min,0.4095238095238095,0.375 -25%,0.4879366040783364,0.4682379994251222 -50%,0.5270221473278767,0.5084256185804228 -75%,0.694047462960535,0.5405458110216301 -max,0.9764503159103963,0.7258064516129032 +mean,0.619673736493892,0.4976340127164911 +std,0.15169157416583476,0.07281557921922656 +min,0.41,0.2542372881355932 +25%,0.4959007993441279,0.46297849716446127 +50%,0.5411570894063774,0.48810190369540873 +75%,0.7357392018056838,0.5397796817625459 +max,0.9664941432852084,0.7083333333333334 diff --git a/experiments/No_Refresh_2_0s_ttl/details.csv b/experiments/No_Refresh_2_0s_ttl/details.csv index b945ad0..b1771ff 100644 --- a/experiments/No_Refresh_2_0s_ttl/details.csv +++ b/experiments/No_Refresh_2_0s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -1,130,87,43,0,1,66.92,1.1724137931034482 -2,368,314,54,0,3,85.33,0.8503184713375797 -3,122,80,42,0,1,65.57,0.975 -4,127,85,42,0,1,66.93,0.9294117647058824 -5,123,82,41,0,1,66.67,1.0365853658536586 -6,121,82,39,0,1,67.77,1.0365853658536586 -7,111,72,39,0,1,64.86,0.9166666666666666 -8,14007,13944,63,0,109,99.55,0.7778255880665519 -9,124,80,44,0,1,64.52,1.15 -10,123,77,46,0,1,62.6,1.025974025974026 -11,135,94,41,0,1,69.63,1.0638297872340425 -12,223,173,50,0,2,77.58,1.0635838150289016 -13,412,358,54,0,3,86.89,1.0 -14,137,92,45,0,1,67.15,1.1195652173913044 -15,123,80,43,0,1,65.04,0.825 -16,126,83,43,0,1,65.87,1.0240963855421688 -17,100,58,42,0,1,58.0,1.103448275862069 -18,255,206,49,0,2,80.78,1.087378640776699 -19,241,188,53,0,2,78.01,0.9414893617021277 -20,497,440,57,0,4,88.53,0.9 -21,125,86,39,0,1,68.8,1.058139534883721 -22,127,84,43,0,1,66.14,1.0952380952380953 -23,119,79,40,0,1,66.39,1.1265822784810127 -24,114,73,41,0,1,64.04,1.1232876712328768 -25,119,77,42,0,1,64.71,0.8831168831168831 -26,668,610,58,0,5,91.32,0.9819672131147541 -27,515,458,57,0,4,88.93,1.0 -28,477,422,55,0,4,88.47,0.8459715639810427 -29,238,186,52,0,2,78.15,0.946236559139785 -30,129,83,46,0,1,64.34,0.9879518072289156 -31,131,88,43,0,1,67.18,0.9545454545454546 -32,123,81,42,0,1,65.85,1.0617283950617284 -33,133,89,44,0,1,66.92,0.9662921348314607 -34,130,89,41,0,1,68.46,1.0786516853932584 -35,108,67,41,0,1,62.04,0.8805970149253731 -36,138,92,46,0,1,66.67,1.0108695652173914 -37,258,209,49,0,2,81.01,0.9856459330143541 -38,282,231,51,0,2,81.91,1.0303030303030303 -39,276,224,52,0,2,81.16,0.9330357142857143 -40,1527,1466,61,0,12,96.01,1.0211459754433834 -41,107,65,42,0,1,60.75,1.1384615384615384 -42,128,84,44,0,1,65.62,1.0238095238095237 -43,128,86,42,0,1,67.19,0.9767441860465116 -44,280,227,53,0,2,81.07,1.013215859030837 -45,534,477,57,0,4,89.33,0.9727463312368972 -46,136,94,42,0,1,69.12,0.9787234042553191 -47,130,90,40,0,1,69.23,0.9777777777777777 -48,127,87,40,0,1,68.5,0.9540229885057471 -49,237,187,50,0,2,78.9,1.032085561497326 -50,127,87,40,0,1,68.5,1.0574712643678161 -51,259,208,51,0,2,80.31,1.0288461538461537 -52,130,86,44,0,1,66.15,0.9418604651162791 -53,273,220,53,0,2,80.59,1.1045454545454545 -54,124,80,44,0,1,64.52,1.0 -55,134,89,45,0,1,66.42,1.0449438202247192 -56,126,83,43,0,1,65.87,0.9879518072289156 -57,4840,4777,63,0,39,98.7,0.9811597236759473 -58,140,98,42,0,1,70.0,0.9489795918367347 -59,119,77,42,0,1,64.71,1.1948051948051948 -60,618,560,58,0,5,90.61,1.0392857142857144 -61,679,621,58,0,5,91.46,1.0209339774557167 -62,131,86,45,0,1,65.65,1.1395348837209303 -63,127,85,42,0,1,66.93,0.8705882352941177 -64,124,81,43,0,1,65.32,1.0123456790123457 -65,140,97,43,0,1,69.29,0.8350515463917526 -66,771,713,58,0,6,92.48,0.9929873772791024 -67,130,88,42,0,1,67.69,0.9659090909090909 -68,111,70,41,0,1,63.06,0.9571428571428572 -69,238,186,52,0,2,78.15,1.0053763440860215 -70,120,76,44,0,1,63.33,0.9078947368421053 -71,124,85,39,0,1,68.55,1.0 -72,123,79,44,0,1,64.23,1.0506329113924051 -73,133,92,41,0,1,69.17,0.8478260869565217 -74,470,412,58,0,4,87.66,1.087378640776699 -75,103,62,41,0,1,60.19,0.967741935483871 -76,126,86,40,0,1,68.25,1.058139534883721 -77,527,471,56,0,4,89.37,0.9660297239915074 -78,133,89,44,0,1,66.92,1.1348314606741574 -79,524,468,56,0,4,89.31,0.9358974358974359 -80,131,87,44,0,1,66.41,0.7816091954022989 -81,117,78,39,0,1,66.67,1.0384615384615385 -82,106,66,40,0,1,62.26,0.9242424242424242 -83,127,84,43,0,1,66.14,1.0357142857142858 -84,121,79,42,0,1,65.29,0.8987341772151899 -85,148,98,50,0,1,66.22,1.0204081632653061 -86,244,194,50,0,2,79.51,0.8969072164948454 -87,129,85,44,0,1,65.89,1.1058823529411765 -88,244,192,52,0,2,78.69,0.953125 -89,137,91,46,0,1,66.42,0.945054945054945 -90,131,89,42,0,1,67.94,0.9887640449438202 -91,118,78,40,0,1,66.1,1.0 -92,120,77,43,0,1,64.17,0.8441558441558441 -93,120,78,42,0,1,65.0,0.7948717948717948 -94,239,189,50,0,2,79.08,1.08994708994709 -95,499,442,57,0,4,88.58,1.0678733031674208 -96,158,112,46,0,1,70.89,1.0267857142857142 -97,132,91,41,0,1,68.94,1.010989010989011 -98,243,192,51,0,2,79.01,1.046875 -99,108,67,41,0,1,62.04,1.164179104477612 -100,358,303,55,0,3,84.64,1.0297029702970297 +1,591,535,56,0,5,90.52,0.9560067681895094 +2,244,197,47,0,2,80.74,0.7704918032786885 +3,361,307,54,0,3,85.04,0.9362880886426593 +4,736,679,57,0,6,92.26,0.938858695652174 +5,100,62,38,0,1,62.0,0.61 +6,628,571,57,0,5,90.92,0.8949044585987261 +7,123,85,38,0,1,69.11,0.7398373983739838 +8,128,83,45,0,1,64.84,0.5625 +9,1379,1320,59,0,11,95.72,0.9564902102973168 +10,1003,945,58,0,8,94.22,1.0259222333000997 +11,122,78,44,0,1,63.93,0.639344262295082 +12,117,75,42,0,1,64.1,0.6239316239316239 +13,148,106,42,0,1,71.62,0.7364864864864865 +14,108,70,38,0,1,64.81,0.7407407407407407 +15,257,209,48,0,2,81.32,0.7665369649805448 +16,106,67,39,0,1,63.21,0.5754716981132075 +17,507,452,55,0,4,89.15,0.8086785009861933 +18,128,87,41,0,1,67.97,0.71875 +19,518,464,54,0,4,89.58,0.8378378378378378 +20,112,72,40,0,1,64.29,0.625 +21,137,96,41,0,1,70.07,0.7591240875912408 +22,899,841,58,0,7,93.55,0.9365962180200222 +23,2525,2465,60,0,20,97.62,0.9275247524752476 +24,113,75,38,0,1,66.37,0.6902654867256637 +25,375,322,53,0,3,85.87,0.904 +26,129,88,41,0,1,68.22,0.7364341085271318 +27,123,84,39,0,1,68.29,0.6097560975609756 +28,1328,1270,58,0,11,95.63,1.0135542168674698 +29,1062,1004,58,0,9,94.54,0.8907721280602636 +30,124,83,41,0,1,66.94,0.6693548387096774 +31,249,200,49,0,2,80.32,0.8353413654618473 +32,250,201,49,0,2,80.4,0.76 +33,602,546,56,0,5,90.7,0.9069767441860465 +34,120,80,40,0,1,66.67,0.6666666666666666 +35,124,86,38,0,1,69.35,0.8387096774193549 +36,117,73,44,0,1,62.39,0.6153846153846154 +37,134,92,42,0,1,68.66,0.6492537313432836 +38,250,200,50,0,2,80.0,0.76 +39,121,78,43,0,1,64.46,0.6694214876033058 +40,128,82,46,0,1,64.06,0.78125 +41,103,63,40,0,1,61.17,0.5922330097087378 +42,570,514,56,0,4,90.18,0.8175438596491228 +43,375,322,53,0,3,85.87,0.9173333333333333 +44,119,82,37,0,1,68.91,0.7142857142857143 +45,115,76,39,0,1,66.09,0.6434782608695652 +46,254,206,48,0,2,81.1,0.8385826771653543 +47,243,191,52,0,2,78.6,0.7818930041152263 +48,107,68,39,0,1,63.55,0.616822429906542 +49,131,88,43,0,1,67.18,0.6870229007633588 +50,130,87,43,0,1,66.92,0.6076923076923076 +51,259,209,50,0,2,80.69,0.7722007722007722 +52,134,90,44,0,1,67.16,0.6716417910447762 +53,112,68,44,0,1,60.71,0.5357142857142857 +54,958,901,57,0,8,94.05,1.024008350730689 +55,140,97,43,0,1,69.29,0.7142857142857143 +56,2363,2303,60,0,19,97.46,0.9767245027507406 +57,112,72,40,0,1,64.29,0.7142857142857143 +58,108,67,41,0,1,62.04,0.6296296296296297 +59,252,202,50,0,2,80.16,0.7976190476190477 +60,2578,2518,60,0,22,97.67,0.951900698215671 +61,279,227,52,0,2,81.36,0.7383512544802867 +62,1070,1012,58,0,9,94.58,0.9271028037383178 +63,485,430,55,0,4,88.66,0.8412371134020619 +64,261,210,51,0,2,80.46,0.8467432950191571 +65,262,214,48,0,2,81.68,0.7824427480916031 +66,112,71,41,0,1,63.39,0.625 +67,350,297,53,0,3,84.86,0.82 +68,506,451,55,0,4,89.13,0.8695652173913043 +69,258,209,49,0,2,81.01,0.7364341085271318 +70,121,84,37,0,1,69.42,0.8181818181818182 +71,1424,1365,59,0,12,95.86,0.9824438202247191 +72,126,85,41,0,1,67.46,0.5793650793650794 +73,137,94,43,0,1,68.61,0.6788321167883211 +74,481,426,55,0,4,88.57,1.0395010395010396 +75,116,77,39,0,1,66.38,0.75 +76,111,70,41,0,1,63.06,0.6936936936936937 +77,115,75,40,0,1,65.22,0.7217391304347827 +78,489,435,54,0,4,88.96,0.9079754601226994 +79,133,91,42,0,1,68.42,0.6616541353383458 +80,133,89,44,0,1,66.92,0.7443609022556391 +81,214,165,49,0,2,77.1,0.6495327102803738 +82,345,291,54,0,3,84.35,0.8869565217391304 +83,123,80,43,0,1,65.04,0.6910569105691057 +84,125,81,44,0,1,64.8,0.656 +85,129,89,40,0,1,68.99,0.6666666666666666 +86,108,70,38,0,1,64.81,0.6018518518518519 +87,121,78,43,0,1,64.46,0.7024793388429752 +88,261,213,48,0,2,81.61,0.7739463601532567 +89,363,310,53,0,3,85.4,0.8705234159779615 +90,1132,1074,58,0,9,94.88,0.950530035335689 +91,127,85,42,0,1,66.93,0.5905511811023622 +92,114,77,37,0,1,67.54,0.6842105263157895 +93,343,290,53,0,3,84.55,0.880466472303207 +94,132,90,42,0,1,68.18,0.696969696969697 +95,365,313,52,0,3,85.75,0.8821917808219178 +96,257,208,49,0,2,80.93,0.7120622568093385 +97,880,823,57,0,7,93.52,1.0261363636363636 +98,6417,6356,61,0,52,99.05,0.8669160043634097 +99,2246,2186,60,0,18,97.33,0.9541406945681211 +100,110,73,37,0,1,66.36,0.5909090909090909 diff --git a/experiments/No_Refresh_2_0s_ttl/hit_age.csv b/experiments/No_Refresh_2_0s_ttl/hit_age.csv index c8ddf90..180c846 100644 --- 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 -1,0.6692307692307692,1.1724137931034482 -2,0.8532608695652174,0.8503184713375797 -3,0.6557377049180327,0.975 -4,0.6692913385826772,0.9294117647058824 -5,0.6666666666666666,1.0365853658536586 -6,0.6776859504132231,1.0365853658536586 -7,0.6486486486486487,0.9166666666666666 -8,0.9955022488755623,0.7778255880665519 -9,0.6451612903225806,1.15 -10,0.6260162601626016,1.025974025974026 -11,0.6962962962962963,1.0638297872340425 -12,0.7757847533632287,1.0635838150289016 -13,0.8689320388349514,1.0 -14,0.6715328467153284,1.1195652173913044 -15,0.6504065040650406,0.825 -16,0.6587301587301587,1.0240963855421688 -17,0.58,1.103448275862069 -18,0.807843137254902,1.087378640776699 -19,0.7800829875518672,0.9414893617021277 -20,0.8853118712273642,0.9 -21,0.688,1.058139534883721 -22,0.6614173228346457,1.0952380952380953 -23,0.6638655462184874,1.1265822784810127 -24,0.6403508771929824,1.1232876712328768 -25,0.6470588235294118,0.8831168831168831 -26,0.9131736526946108,0.9819672131147541 -27,0.8893203883495145,1.0 -28,0.8846960167714885,0.8459715639810427 -29,0.7815126050420168,0.946236559139785 -30,0.6434108527131783,0.9879518072289156 -31,0.6717557251908397,0.9545454545454546 -32,0.6585365853658537,1.0617283950617284 -33,0.6691729323308271,0.9662921348314607 -34,0.6846153846153846,1.0786516853932584 -35,0.6203703703703703,0.8805970149253731 -36,0.6666666666666666,1.0108695652173914 -37,0.810077519379845,0.9856459330143541 -38,0.8191489361702128,1.0303030303030303 -39,0.8115942028985508,0.9330357142857143 -40,0.9600523903077931,1.0211459754433834 -41,0.6074766355140186,1.1384615384615384 -42,0.65625,1.0238095238095237 -43,0.671875,0.9767441860465116 -44,0.8107142857142857,1.013215859030837 -45,0.8932584269662921,0.9727463312368972 -46,0.6911764705882353,0.9787234042553191 -47,0.6923076923076923,0.9777777777777777 -48,0.6850393700787402,0.9540229885057471 -49,0.7890295358649789,1.032085561497326 -50,0.6850393700787402,1.0574712643678161 -51,0.803088803088803,1.0288461538461537 -52,0.6615384615384615,0.9418604651162791 -53,0.8058608058608059,1.1045454545454545 -54,0.6451612903225806,1.0 -55,0.664179104477612,1.0449438202247192 -56,0.6587301587301587,0.9879518072289156 -57,0.9869834710743801,0.9811597236759473 -58,0.7,0.9489795918367347 -59,0.6470588235294118,1.1948051948051948 -60,0.9061488673139159,1.0392857142857144 -61,0.914580265095729,1.0209339774557167 -62,0.6564885496183206,1.1395348837209303 -63,0.6692913385826772,0.8705882352941177 -64,0.6532258064516129,1.0123456790123457 -65,0.6928571428571428,0.8350515463917526 -66,0.9247730220492867,0.9929873772791024 -67,0.676923076923077,0.9659090909090909 -68,0.6306306306306306,0.9571428571428572 -69,0.7815126050420168,1.0053763440860215 -70,0.6333333333333333,0.9078947368421053 -71,0.6854838709677419,1.0 -72,0.6422764227642277,1.0506329113924051 -73,0.6917293233082706,0.8478260869565217 -74,0.8765957446808511,1.087378640776699 -75,0.6019417475728155,0.967741935483871 -76,0.6825396825396826,1.058139534883721 -77,0.8937381404174574,0.9660297239915074 -78,0.6691729323308271,1.1348314606741574 -79,0.8931297709923665,0.9358974358974359 -80,0.6641221374045801,0.7816091954022989 -81,0.6666666666666666,1.0384615384615385 -82,0.6226415094339622,0.9242424242424242 -83,0.6614173228346457,1.0357142857142858 -84,0.6528925619834711,0.8987341772151899 -85,0.6621621621621622,1.0204081632653061 -86,0.7950819672131147,0.8969072164948454 -87,0.6589147286821705,1.1058823529411765 -88,0.7868852459016393,0.953125 -89,0.6642335766423357,0.945054945054945 -90,0.6793893129770993,0.9887640449438202 -91,0.6610169491525424,1.0 -92,0.6416666666666667,0.8441558441558441 -93,0.65,0.7948717948717948 -94,0.7907949790794979,1.08994708994709 -95,0.8857715430861723,1.0678733031674208 -96,0.7088607594936709,1.0267857142857142 -97,0.6893939393939394,1.010989010989011 -98,0.7901234567901234,1.046875 -99,0.6203703703703703,1.164179104477612 -100,0.8463687150837989,1.0297029702970297 +1,0.9052453468697124,1.0560747663551402 +2,0.8073770491803278,0.9543147208121827 +3,0.850415512465374,1.1009771986970684 +4,0.9225543478260869,1.0176730486008836 +5,0.62,0.9838709677419355 +6,0.9092356687898089,0.9842381786339754 +7,0.6910569105691057,1.0705882352941176 +8,0.6484375,0.8674698795180723 +9,0.9572153734590283,0.9992424242424243 +10,0.942173479561316,1.0888888888888888 +11,0.639344262295082,1.0 +12,0.6410256410256411,0.9733333333333334 +13,0.7162162162162162,1.028301886792453 +14,0.6481481481481481,1.1428571428571428 +15,0.8132295719844358,0.9425837320574163 +16,0.6320754716981132,0.9104477611940298 +17,0.8915187376725838,0.9070796460176991 +18,0.6796875,1.0574712643678161 +19,0.8957528957528957,0.9353448275862069 +20,0.6428571428571429,0.9722222222222222 +21,0.7007299270072993,1.0833333333333333 +22,0.9354838709677419,1.0011890606420928 +23,0.9762376237623762,0.9501014198782961 +24,0.6637168141592921,1.04 +25,0.8586666666666667,1.0527950310559007 +26,0.6821705426356589,1.0795454545454546 +27,0.6829268292682927,0.8928571428571429 +28,0.9563253012048193,1.0598425196850394 +29,0.9453860640301318,0.9422310756972112 +30,0.6693548387096774,1.0 +31,0.8032128514056225,1.04 +32,0.804,0.945273631840796 +33,0.9069767441860465,1.0 +34,0.6666666666666666,1.0 +35,0.6935483870967742,1.2093023255813953 +36,0.6239316239316239,0.9863013698630136 +37,0.6865671641791045,0.9456521739130435 +38,0.8,0.95 +39,0.6446280991735537,1.0384615384615385 +40,0.640625,1.2195121951219512 +41,0.6116504854368932,0.9682539682539683 +42,0.9017543859649123,0.9066147859922179 +43,0.8586666666666667,1.0683229813664596 +44,0.6890756302521008,1.0365853658536586 +45,0.6608695652173913,0.9736842105263158 +46,0.8110236220472441,1.0339805825242718 +47,0.7860082304526749,0.9947643979057592 +48,0.6355140186915887,0.9705882352941176 +49,0.6717557251908397,1.0227272727272727 +50,0.6692307692307692,0.9080459770114943 +51,0.806949806949807,0.9569377990430622 +52,0.6716417910447762,1.0 +53,0.6071428571428571,0.8823529411764706 +54,0.9405010438413361,1.0887902330743617 +55,0.6928571428571428,1.0309278350515463 +56,0.9746085484553534,1.0021710811984368 +57,0.6428571428571429,1.1111111111111112 +58,0.6203703703703703,1.0149253731343284 +59,0.8015873015873016,0.995049504950495 +60,0.9767261442979054,0.9745830023828436 +61,0.8136200716845878,0.9074889867841409 +62,0.9457943925233645,0.9802371541501976 +63,0.8865979381443299,0.9488372093023256 +64,0.8045977011494253,1.0523809523809524 +65,0.816793893129771,0.9579439252336449 +66,0.6339285714285714,0.9859154929577465 +67,0.8485714285714285,0.9663299663299664 +68,0.8913043478260869,0.975609756097561 +69,0.810077519379845,0.9090909090909091 +70,0.6942148760330579,1.1785714285714286 +71,0.9585674157303371,1.0249084249084248 +72,0.6746031746031746,0.8588235294117647 +73,0.6861313868613139,0.9893617021276596 +74,0.8856548856548857,1.1737089201877935 +75,0.6637931034482759,1.12987012987013 +76,0.6306306306306306,1.1 +77,0.6521739130434783,1.1066666666666667 +78,0.8895705521472392,1.0206896551724138 +79,0.6842105263157895,0.967032967032967 +80,0.6691729323308271,1.1123595505617978 +81,0.7710280373831776,0.8424242424242424 +82,0.8434782608695652,1.0515463917525774 +83,0.6504065040650406,1.0625 +84,0.648,1.0123456790123457 +85,0.689922480620155,0.9662921348314607 +86,0.6481481481481481,0.9285714285714286 +87,0.6446280991735537,1.0897435897435896 +88,0.8160919540229885,0.9483568075117371 +89,0.8539944903581267,1.0193548387096774 +90,0.9487632508833922,1.0018621973929236 +91,0.6692913385826772,0.8823529411764706 +92,0.6754385964912281,1.0129870129870129 +93,0.8454810495626822,1.0413793103448277 +94,0.6818181818181818,1.0222222222222221 +95,0.8575342465753425,1.0287539936102237 +96,0.8093385214007782,0.8798076923076923 +97,0.9352272727272727,1.097205346294046 +98,0.9904940003116721,0.8752359974826935 +99,0.9732858414959928,0.9803293687099726 +100,0.6636363636363637,0.8904109589041096 diff --git a/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf index 6263937..a6cfa75 100644 Binary files a/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_2_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf index 8d2d225..895a611 100644 Binary files a/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_2_0s_ttl/lambda_vs_access_count.pdf differ diff --git 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 index 2db94d6..fff705a 100644 Binary files a/experiments/No_Refresh_2_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_2_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_2_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_2_0s_ttl/overall_hit_age.csv index 22a993b..91bb2cf 100644 --- 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,0.725968336902936,0.9978844102920913 -std,0.10064349885563405,0.08830598724623692 -min,0.58,0.7778255880665519 -25%,0.6580245764289704,0.9482938336624973 -50%,0.67730451366815,1.0 -75%,0.7970836761820368,1.0523424996362578 -max,0.9955022488755623,1.1948051948051948 +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 diff --git a/experiments/No_Refresh_3_0s_ttl/details.csv b/experiments/No_Refresh_3_0s_ttl/details.csv index abefb19..e4ff8e6 100644 --- 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 -1,234,198,36,0,2,84.62,1.4343434343434343 -2,125,95,30,0,1,76.0,1.5368421052631578 -3,258,221,37,0,2,85.66,1.579185520361991 -4,1698,1656,42,0,14,97.53,1.4504830917874396 -5,256,222,34,0,2,86.72,1.4234234234234233 -6,124,96,28,0,1,77.42,1.625 -7,127,93,34,0,1,73.23,1.5483870967741935 -8,125,94,31,0,1,75.2,1.4893617021276595 -9,236,200,36,0,2,84.75,1.57 -10,135,104,31,0,1,77.04,1.4903846153846154 -11,252,216,36,0,2,85.71,1.5648148148148149 -12,778,737,41,0,6,94.73,1.5332428765264585 -13,127,97,30,0,1,76.38,1.2268041237113403 -14,488,449,39,0,4,92.01,1.4587973273942094 -15,122,90,32,0,1,73.77,1.5222222222222221 -16,134,101,33,0,1,75.37,1.5148514851485149 -17,468,429,39,0,4,91.67,1.5384615384615385 -18,732,692,40,0,6,94.54,1.5216763005780347 -19,131,98,33,0,1,74.81,1.336734693877551 -20,378,339,39,0,3,89.68,1.519174041297935 -21,124,93,31,0,1,75.0,1.5053763440860215 -22,272,234,38,0,2,86.03,1.517094017094017 -23,139,108,31,0,1,77.7,1.5277777777777777 -24,506,468,38,0,4,92.49,1.5021367521367521 -25,135,103,32,0,1,76.3,1.6407766990291262 -26,238,204,34,0,2,85.71,1.5 -27,116,86,30,0,1,74.14,1.4883720930232558 -28,106,78,28,0,1,73.58,1.2435897435897436 -29,116,86,30,0,1,74.14,1.6046511627906976 -30,133,101,32,0,1,75.94,1.4851485148514851 -31,127,94,33,0,1,74.02,1.5106382978723405 -32,134,103,31,0,1,76.87,1.3300970873786409 -33,221,187,34,0,2,84.62,1.5508021390374331 -34,120,90,30,0,1,75.0,1.4555555555555555 -35,124,92,32,0,1,74.19,1.5 -36,124,94,30,0,1,75.81,1.425531914893617 -37,126,96,30,0,1,76.19,1.5520833333333333 -38,274,237,37,0,2,86.5,1.4430379746835442 -39,127,94,33,0,1,74.02,1.4680851063829787 -40,110,80,30,0,1,72.73,1.4 -41,270,232,38,0,2,85.93,1.5517241379310345 -42,782,742,40,0,6,94.88,1.4339622641509433 -43,145,113,32,0,1,77.93,1.5044247787610618 -44,261,224,37,0,2,85.82,1.5089285714285714 -45,137,107,30,0,1,78.1,1.5794392523364487 -46,132,98,34,0,1,74.24,1.6938775510204083 -47,116,85,31,0,1,73.28,1.5058823529411764 -48,119,88,31,0,1,73.95,1.3636363636363635 -49,3160,3118,42,0,25,98.67,1.4573444515715201 -50,126,93,33,0,1,73.81,1.5053763440860215 -51,384,346,38,0,3,90.1,1.4710982658959537 -52,126,97,29,0,1,76.98,1.4845360824742269 -53,128,95,33,0,1,74.22,1.4631578947368422 -54,147,115,32,0,1,78.23,1.5391304347826087 -55,118,85,33,0,1,72.03,1.7411764705882353 -56,110,81,29,0,1,73.64,1.6049382716049383 -57,256,221,35,0,2,86.33,1.6063348416289593 -58,729,689,40,0,6,94.51,1.6095791001451378 -59,226,191,35,0,2,84.51,1.3979057591623036 -60,115,84,31,0,1,73.04,1.4166666666666667 -61,216,182,34,0,2,84.26,1.4230769230769231 -62,134,100,34,0,1,74.63,1.68 -63,1936,1894,42,0,16,97.83,1.4804646251319957 -64,119,90,29,0,1,75.63,1.3555555555555556 -65,124,95,29,0,1,76.61,1.5894736842105264 -66,248,211,37,0,2,85.08,1.6398104265402844 -67,122,90,32,0,1,73.77,1.5222222222222221 -68,655,616,39,0,5,94.05,1.478896103896104 -69,131,97,34,0,1,74.05,1.5051546391752577 -70,409,370,39,0,3,90.46,1.4648648648648648 -71,120,89,31,0,1,74.17,1.595505617977528 -72,241,204,37,0,2,84.65,1.6323529411764706 -73,100,69,31,0,1,69.0,1.2753623188405796 -74,248,211,37,0,2,85.08,1.3601895734597156 -75,640,600,40,0,5,93.75,1.4583333333333333 -76,128,96,32,0,1,75.0,1.3645833333333333 -77,133,100,33,0,1,75.19,1.54 -78,111,80,31,0,1,72.07,1.5 -79,248,214,34,0,2,86.29,1.6355140186915889 -80,107,74,33,0,1,69.16,1.472972972972973 -81,123,94,29,0,1,76.42,1.4574468085106382 -82,127,94,33,0,1,74.02,1.4787234042553192 -83,139,106,33,0,1,76.26,1.4056603773584906 -84,133,104,29,0,1,78.2,1.7788461538461537 -85,117,85,32,0,1,72.65,1.7294117647058824 -86,126,93,33,0,1,73.81,1.6559139784946237 -87,111,83,28,0,1,74.77,1.5662650602409638 -88,135,101,34,0,1,74.81,1.5643564356435644 -89,130,97,33,0,1,74.62,1.4536082474226804 -90,121,89,32,0,1,73.55,1.6292134831460674 -91,132,100,32,0,1,75.76,1.28 -92,101,68,33,0,1,67.33,1.5147058823529411 -93,247,212,35,0,2,85.83,1.419811320754717 -94,645,606,39,0,5,93.95,1.49009900990099 -95,70079,70037,42,0,559,99.94,1.0302411582449278 -96,128,99,29,0,1,77.34,1.3434343434343434 -97,141,109,32,0,1,77.3,1.4587155963302751 -98,643,603,40,0,5,93.78,1.494195688225539 -99,115,83,32,0,1,72.17,1.4578313253012047 -100,1719,1678,41,0,13,97.61,1.3921334922526818 +1,127,93,34,0,1,73.23,1.062992125984252 +2,148,116,32,0,1,78.38,1.2364864864864864 +3,117,85,32,0,1,72.65,1.0940170940170941 +4,125,91,34,0,1,72.8,1.032 +5,140,106,34,0,1,75.71,1.1642857142857144 +6,130,98,32,0,1,75.38,1.2538461538461538 +7,263,225,38,0,2,85.55,1.11787072243346 +8,109,78,31,0,1,71.56,1.073394495412844 +9,399,361,38,0,3,90.48,1.3358395989974938 +10,127,93,34,0,1,73.23,1.1496062992125984 +11,122,89,33,0,1,72.95,1.0901639344262295 +12,142,108,34,0,1,76.06,1.1126760563380282 +13,123,88,35,0,1,71.54,0.983739837398374 +14,131,98,33,0,1,74.81,1.251908396946565 +15,141,110,31,0,1,78.01,1.148936170212766 +16,102,69,33,0,1,67.65,0.9901960784313726 +17,112,79,33,0,1,70.54,0.9910714285714286 +18,372,334,38,0,3,89.78,1.3091397849462365 +19,102,73,29,0,1,71.57,1.0784313725490196 +20,148,114,34,0,1,77.03,1.114864864864865 +21,365,327,38,0,3,89.59,1.3068493150684932 +22,520,480,40,0,4,92.31,1.4384615384615385 +23,273,235,38,0,2,86.08,1.3626373626373627 +24,153,119,34,0,1,77.78,1.1176470588235294 +25,803,762,41,0,7,94.89,1.3424657534246576 +26,128,96,32,0,1,75.0,1.1171875 +27,107,74,33,0,1,69.16,1.0841121495327102 +28,946,905,41,0,8,95.67,1.3107822410147991 +29,115,84,31,0,1,73.04,1.0347826086956522 +30,115,84,31,0,1,73.04,1.0956521739130434 +31,258,222,36,0,2,86.05,1.306201550387597 +32,118,85,33,0,1,72.03,0.9830508474576272 +33,123,90,33,0,1,73.17,1.2926829268292683 +34,138,104,34,0,1,75.36,1.0942028985507246 +35,226,190,36,0,2,84.07,1.0309734513274336 +36,261,224,37,0,2,85.82,1.2528735632183907 +37,440,401,39,0,3,91.14,1.3295454545454546 +38,122,89,33,0,1,72.95,1.0573770491803278 +39,127,96,31,0,1,75.59,1.0551181102362204 +40,102,73,29,0,1,71.57,1.0784313725490196 +41,139,107,32,0,1,76.98,1.1007194244604317 +42,118,86,32,0,1,72.88,1.0677966101694916 +43,135,102,33,0,1,75.56,1.0518518518518518 +44,251,215,36,0,2,85.66,1.2868525896414342 +45,253,217,36,0,2,85.77,1.2727272727272727 +46,139,107,32,0,1,76.98,1.0359712230215827 +47,120,90,30,0,1,75.0,1.15 +48,257,220,37,0,2,85.6,1.2684824902723735 +49,256,220,36,0,2,85.94,1.24609375 +50,2480,2438,42,0,20,98.31,1.3608870967741935 +51,105,77,28,0,1,73.33,1.0666666666666667 +52,133,103,30,0,1,77.44,1.2781954887218046 +53,804,763,41,0,6,94.9,1.4900497512437811 +54,137,105,32,0,1,76.64,1.1532846715328466 +55,100,70,30,0,1,70.0,1.03 +56,146,113,33,0,1,77.4,1.3013698630136987 +57,124,90,34,0,1,72.58,1.0080645161290323 +58,140,108,32,0,1,77.14,1.2 +59,108,78,30,0,1,72.22,0.9722222222222222 +60,132,99,33,0,1,75.0,1.2121212121212122 +61,601,561,40,0,5,93.34,1.4226289517470883 +62,116,85,31,0,1,73.28,1.103448275862069 +63,109,79,30,0,1,72.48,0.9908256880733946 +64,127,94,33,0,1,74.02,1.1574803149606299 +65,128,96,32,0,1,75.0,1.140625 +66,252,216,36,0,2,85.71,1.3492063492063493 +67,140,110,30,0,1,78.57,1.1285714285714286 +68,108,77,31,0,1,71.3,1.1296296296296295 +69,247,210,37,0,2,85.02,1.2469635627530364 +70,147,112,35,0,1,76.19,1.129251700680272 +71,125,94,31,0,1,75.2,0.912 +72,276,238,38,0,2,86.23,1.3043478260869565 +73,382,345,37,0,3,90.31,1.4162303664921465 +74,258,221,37,0,2,85.66,1.197674418604651 +75,122,89,33,0,1,72.95,1.1557377049180328 +76,134,99,35,0,1,73.88,1.0671641791044777 +77,113,85,28,0,1,75.22,0.9823008849557522 +78,485,445,40,0,4,91.75,1.3278350515463917 +79,138,109,29,0,1,78.99,1.1594202898550725 +80,124,92,32,0,1,74.19,1.0725806451612903 +81,126,97,29,0,1,76.98,1.1984126984126984 +82,136,104,32,0,1,76.47,1.0 +83,123,92,31,0,1,74.8,0.991869918699187 +84,132,101,31,0,1,76.52,1.1818181818181819 +85,223,187,36,0,2,83.86,1.3183856502242153 +86,126,97,29,0,1,76.98,1.1666666666666667 +87,118,85,33,0,1,72.03,0.9915254237288136 +88,383,344,39,0,3,89.82,1.5221932114882506 +89,136,104,32,0,1,76.47,1.1102941176470589 +90,122,92,30,0,1,75.41,1.1885245901639345 +91,121,87,34,0,1,71.9,0.9338842975206612 +92,492,452,40,0,4,91.87,1.4146341463414633 +93,385,346,39,0,3,89.87,1.405194805194805 +94,127,94,33,0,1,74.02,1.1732283464566928 +95,132,97,35,0,1,73.48,1.0606060606060606 +96,5506,5464,42,0,45,99.24,1.4139120958953868 +97,105,74,31,0,1,70.48,1.0285714285714285 +98,261,225,36,0,2,86.21,1.2950191570881227 +99,381,343,38,0,3,90.03,1.220472440944882 +100,117,85,32,0,1,72.65,1.1452991452991452 diff --git a/experiments/No_Refresh_3_0s_ttl/hit_age.csv b/experiments/No_Refresh_3_0s_ttl/hit_age.csv index ef7a4c6..3bec2d8 100644 --- a/experiments/No_Refresh_3_0s_ttl/hit_age.csv +++ b/experiments/No_Refresh_3_0s_ttl/hit_age.csv @@ -1,101 +1,101 @@ obj_id,hit_rate,avg_age -1,0.8461538461538461,1.4343434343434343 -2,0.76,1.5368421052631578 -3,0.8565891472868217,1.579185520361991 -4,0.9752650176678446,1.4504830917874396 -5,0.8671875,1.4234234234234233 -6,0.7741935483870968,1.625 -7,0.7322834645669292,1.5483870967741935 -8,0.752,1.4893617021276595 -9,0.847457627118644,1.57 -10,0.7703703703703704,1.4903846153846154 -11,0.8571428571428571,1.5648148148148149 -12,0.9473007712082262,1.5332428765264585 -13,0.7637795275590551,1.2268041237113403 -14,0.9200819672131147,1.4587973273942094 -15,0.7377049180327869,1.5222222222222221 -16,0.753731343283582,1.5148514851485149 -17,0.9166666666666666,1.5384615384615385 -18,0.9453551912568307,1.5216763005780347 -19,0.7480916030534351,1.336734693877551 -20,0.8968253968253969,1.519174041297935 -21,0.75,1.5053763440860215 -22,0.8602941176470589,1.517094017094017 -23,0.7769784172661871,1.5277777777777777 -24,0.924901185770751,1.5021367521367521 -25,0.762962962962963,1.6407766990291262 -26,0.8571428571428571,1.5 -27,0.7413793103448276,1.4883720930232558 -28,0.7358490566037735,1.2435897435897436 -29,0.7413793103448276,1.6046511627906976 -30,0.7593984962406015,1.4851485148514851 -31,0.7401574803149606,1.5106382978723405 -32,0.7686567164179104,1.3300970873786409 -33,0.8461538461538461,1.5508021390374331 -34,0.75,1.4555555555555555 -35,0.7419354838709677,1.5 -36,0.7580645161290323,1.425531914893617 -37,0.7619047619047619,1.5520833333333333 -38,0.864963503649635,1.4430379746835442 -39,0.7401574803149606,1.4680851063829787 -40,0.7272727272727273,1.4 -41,0.8592592592592593,1.5517241379310345 -42,0.948849104859335,1.4339622641509433 -43,0.7793103448275862,1.5044247787610618 -44,0.8582375478927203,1.5089285714285714 -45,0.781021897810219,1.5794392523364487 -46,0.7424242424242424,1.6938775510204083 -47,0.7327586206896551,1.5058823529411764 -48,0.7394957983193278,1.3636363636363635 -49,0.9867088607594937,1.4573444515715201 -50,0.7380952380952381,1.5053763440860215 -51,0.9010416666666666,1.4710982658959537 -52,0.7698412698412699,1.4845360824742269 -53,0.7421875,1.4631578947368422 -54,0.782312925170068,1.5391304347826087 -55,0.7203389830508474,1.7411764705882353 -56,0.7363636363636363,1.6049382716049383 -57,0.86328125,1.6063348416289593 -58,0.9451303155006858,1.6095791001451378 -59,0.8451327433628318,1.3979057591623036 -60,0.7304347826086957,1.4166666666666667 -61,0.8425925925925926,1.4230769230769231 -62,0.746268656716418,1.68 -63,0.9783057851239669,1.4804646251319957 -64,0.7563025210084033,1.3555555555555556 -65,0.7661290322580645,1.5894736842105264 -66,0.8508064516129032,1.6398104265402844 -67,0.7377049180327869,1.5222222222222221 -68,0.9404580152671755,1.478896103896104 -69,0.7404580152671756,1.5051546391752577 -70,0.9046454767726161,1.4648648648648648 -71,0.7416666666666667,1.595505617977528 -72,0.8464730290456431,1.6323529411764706 -73,0.69,1.2753623188405796 -74,0.8508064516129032,1.3601895734597156 -75,0.9375,1.4583333333333333 -76,0.75,1.3645833333333333 -77,0.7518796992481203,1.54 -78,0.7207207207207207,1.5 -79,0.8629032258064516,1.6355140186915889 -80,0.6915887850467289,1.472972972972973 -81,0.7642276422764228,1.4574468085106382 -82,0.7401574803149606,1.4787234042553192 -83,0.762589928057554,1.4056603773584906 -84,0.7819548872180451,1.7788461538461537 -85,0.7264957264957265,1.7294117647058824 -86,0.7380952380952381,1.6559139784946237 -87,0.7477477477477478,1.5662650602409638 -88,0.7481481481481481,1.5643564356435644 -89,0.7461538461538462,1.4536082474226804 -90,0.7355371900826446,1.6292134831460674 -91,0.7575757575757576,1.28 -92,0.6732673267326733,1.5147058823529411 -93,0.8582995951417004,1.419811320754717 -94,0.9395348837209302,1.49009900990099 -95,0.9994006763795146,1.0302411582449278 -96,0.7734375,1.3434343434343434 -97,0.7730496453900709,1.4587155963302751 -98,0.937791601866252,1.494195688225539 -99,0.7217391304347827,1.4578313253012047 -100,0.9761489237929029,1.3921334922526818 +1,0.7322834645669292,1.4516129032258065 +2,0.7837837837837838,1.5775862068965518 +3,0.7264957264957265,1.5058823529411764 +4,0.728,1.4175824175824177 +5,0.7571428571428571,1.5377358490566038 +6,0.7538461538461538,1.663265306122449 +7,0.8555133079847909,1.3066666666666666 +8,0.7155963302752294,1.5 +9,0.9047619047619048,1.4764542936288088 +10,0.7322834645669292,1.5698924731182795 +11,0.7295081967213115,1.4943820224719102 +12,0.7605633802816901,1.462962962962963 +13,0.7154471544715447,1.375 +14,0.7480916030534351,1.6734693877551021 +15,0.7801418439716312,1.4727272727272727 +16,0.6764705882352942,1.463768115942029 +17,0.7053571428571429,1.4050632911392404 +18,0.8978494623655914,1.4580838323353293 +19,0.7156862745098039,1.5068493150684932 +20,0.7702702702702703,1.4473684210526316 +21,0.8958904109589041,1.4587155963302751 +22,0.9230769230769231,1.5583333333333333 +23,0.8608058608058609,1.5829787234042554 +24,0.7777777777777778,1.4369747899159664 +25,0.9489414694894147,1.4146981627296589 +26,0.75,1.4895833333333333 +27,0.6915887850467289,1.5675675675675675 +28,0.9566596194503171,1.3701657458563536 +29,0.7304347826086957,1.4166666666666667 +30,0.7304347826086957,1.5 +31,0.8604651162790697,1.518018018018018 +32,0.7203389830508474,1.3647058823529412 +33,0.7317073170731707,1.7666666666666666 +34,0.7536231884057971,1.4519230769230769 +35,0.8407079646017699,1.2263157894736842 +36,0.8582375478927203,1.4598214285714286 +37,0.9113636363636364,1.458852867830424 +38,0.7295081967213115,1.449438202247191 +39,0.7559055118110236,1.3958333333333333 +40,0.7156862745098039,1.5068493150684932 +41,0.7697841726618705,1.4299065420560748 +42,0.7288135593220338,1.4651162790697674 +43,0.7555555555555555,1.392156862745098 +44,0.8565737051792829,1.5023255813953489 +45,0.857707509881423,1.4838709677419355 +46,0.7697841726618705,1.3457943925233644 +47,0.75,1.5333333333333334 +48,0.8560311284046692,1.481818181818182 +49,0.859375,1.45 +50,0.9830645161290322,1.3843314191960623 +51,0.7333333333333333,1.4545454545454546 +52,0.7744360902255639,1.6504854368932038 +53,0.9490049751243781,1.5701179554390563 +54,0.7664233576642335,1.5047619047619047 +55,0.7,1.4714285714285715 +56,0.773972602739726,1.6814159292035398 +57,0.7258064516129032,1.3888888888888888 +58,0.7714285714285715,1.5555555555555556 +59,0.7222222222222222,1.3461538461538463 +60,0.75,1.6161616161616161 +61,0.9334442595673876,1.5240641711229947 +62,0.7327586206896551,1.5058823529411764 +63,0.7247706422018348,1.3670886075949367 +64,0.7401574803149606,1.5638297872340425 +65,0.75,1.5208333333333333 +66,0.8571428571428571,1.5740740740740742 +67,0.7857142857142857,1.4363636363636363 +68,0.7129629629629629,1.5844155844155845 +69,0.8502024291497976,1.4666666666666666 +70,0.7619047619047619,1.4821428571428572 +71,0.752,1.2127659574468086 +72,0.8623188405797102,1.5126050420168067 +73,0.9031413612565445,1.5681159420289854 +74,0.8565891472868217,1.3981900452488687 +75,0.7295081967213115,1.5842696629213484 +76,0.7388059701492538,1.4444444444444444 +77,0.7522123893805309,1.3058823529411765 +78,0.9175257731958762,1.447191011235955 +79,0.7898550724637681,1.4678899082568808 +80,0.7419354838709677,1.4456521739130435 +81,0.7698412698412699,1.556701030927835 +82,0.7647058823529411,1.3076923076923077 +83,0.7479674796747967,1.326086956521739 +84,0.7651515151515151,1.5445544554455446 +85,0.8385650224215246,1.572192513368984 +86,0.7698412698412699,1.5154639175257731 +87,0.7203389830508474,1.3764705882352941 +88,0.8981723237597912,1.694767441860465 +89,0.7647058823529411,1.4519230769230769 +90,0.7540983606557377,1.576086956521739 +91,0.71900826446281,1.2988505747126438 +92,0.9186991869918699,1.5398230088495575 +93,0.8987012987012987,1.5635838150289016 +94,0.7401574803149606,1.5851063829787233 +95,0.7348484848484849,1.443298969072165 +96,0.9923719578641482,1.4247803806734993 +97,0.7047619047619048,1.4594594594594594 +98,0.8620689655172413,1.5022222222222221 +99,0.9002624671916011,1.3556851311953353 +100,0.7264957264957265,1.576470588235294 diff --git a/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf index 5a848ad..6ac69b0 100644 Binary files a/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_3_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf index c22e154..3581c0e 100644 Binary files a/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_3_0s_ttl/lambda_vs_access_count.pdf differ diff --git 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 index 0c19968..92e08a3 100644 Binary files a/experiments/No_Refresh_3_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_3_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_3_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_3_0s_ttl/overall_hit_age.csv index 139868f..db2cc05 100644 --- 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,0.804885219000722,1.4954901146744555 -std,0.08177934694095271,0.11134778550272877 -min,0.6732673267326733,1.0302411582449278 -25%,0.741594827586207,1.4528269585138702 -50%,0.7651783372672436,1.5 -75%,0.8585395111710901,1.5518139367816093 -max,0.9994006763795146,1.7788461538461537 +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 diff --git a/experiments/No_Refresh_4_0s_ttl/details.csv b/experiments/No_Refresh_4_0s_ttl/details.csv index 75b13c2..3a19846 100644 --- 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 -1,112,88,24,0,1,78.57,1.8295454545454546 -2,109,86,23,0,1,78.9,1.9883720930232558 -3,134,108,26,0,1,80.6,1.787037037037037 -4,129,104,25,0,1,80.62,1.9519230769230769 -5,129,103,26,0,1,79.84,1.6504854368932038 -6,116,93,23,0,1,80.17,1.956989247311828 -7,116,91,25,0,1,78.45,2.0 -8,240,214,26,0,2,89.17,1.9766355140186915 -9,139,113,26,0,1,81.29,1.9646017699115044 -10,238,211,27,0,2,88.66,1.872037914691943 -11,127,102,25,0,1,80.31,1.911764705882353 -12,123,97,26,0,1,78.86,2.1030927835051547 -13,104,81,23,0,1,77.88,1.7901234567901234 -14,140,115,25,0,1,82.14,1.808695652173913 -15,259,231,28,0,2,89.19,2.017316017316017 -16,120,94,26,0,1,78.33,2.106382978723404 -17,121,96,25,0,1,79.34,2.1145833333333335 -18,125,99,26,0,1,79.2,2.1818181818181817 -19,117,92,25,0,1,78.63,1.826086956521739 -20,119,94,25,0,1,78.99,2.0425531914893615 -21,132,106,26,0,1,80.3,1.849056603773585 -22,133,108,25,0,1,81.2,2.0833333333333335 -23,109,82,27,0,1,75.23,1.853658536585366 -24,128,103,25,0,1,80.47,2.1262135922330097 -25,115,91,24,0,1,79.13,1.989010989010989 -26,226,198,28,0,2,87.61,1.898989898989899 -27,361,333,28,0,3,92.24,1.9009009009009008 -28,3646,3615,31,0,29,99.15,1.8912863070539419 -29,149,123,26,0,1,82.55,2.16260162601626 -30,108,83,25,0,1,76.85,1.8072289156626506 -31,133,108,25,0,1,81.2,2.037037037037037 -32,122,96,26,0,1,78.69,1.8333333333333333 -33,122,97,25,0,1,79.51,2.134020618556701 -34,131,108,23,0,1,82.44,1.8981481481481481 -35,103,78,25,0,1,75.73,2.0256410256410255 -36,374,346,28,0,3,92.51,1.9971098265895955 -37,135,110,25,0,1,81.48,1.8636363636363635 -38,116,92,24,0,1,79.31,1.9565217391304348 -39,131,106,25,0,1,80.92,2.018867924528302 -40,218,191,27,0,2,87.61,1.9738219895287958 -41,612,582,30,0,5,95.1,2.0034364261168385 -42,119,95,24,0,1,79.83,1.9578947368421054 -43,251,224,27,0,2,89.24,2.107142857142857 -44,236,209,27,0,2,88.56,2.1578947368421053 -45,120,95,25,0,1,79.17,1.9789473684210526 -46,1788,1758,30,0,15,98.32,2.036405005688282 -47,219,192,27,0,2,87.67,2.140625 -48,120,94,26,0,1,78.33,2.1382978723404253 -49,115,92,23,0,1,80.0,1.9782608695652173 -50,359,331,28,0,3,92.2,1.9818731117824773 -51,2181,2150,31,0,18,98.58,1.8227906976744186 -52,105,81,24,0,1,77.14,2.0 -53,125,99,26,0,1,79.2,2.111111111111111 -54,135,110,25,0,1,81.48,1.8818181818181818 -55,261,233,28,0,2,89.27,1.6523605150214593 -56,252,224,28,0,2,88.89,2.1026785714285716 -57,123,98,25,0,1,79.67,1.7551020408163265 -58,356,328,28,0,3,92.13,1.9817073170731707 -59,113,87,26,0,1,76.99,2.045977011494253 -60,233,206,27,0,2,88.41,1.9368932038834952 -61,117,92,25,0,1,78.63,1.891304347826087 -62,381,352,29,0,3,92.39,1.9573863636363635 -63,122,98,24,0,1,80.33,2.13265306122449 -64,235,207,28,0,2,88.09,1.9710144927536233 -65,131,105,26,0,1,80.15,2.2095238095238097 -66,476,446,30,0,4,93.7,1.993273542600897 -67,130,105,25,0,1,80.77,2.238095238095238 -68,110,85,25,0,1,77.27,2.011764705882353 -69,446,417,29,0,4,93.5,1.9808153477218224 -70,474,445,29,0,4,93.88,1.9258426966292135 -71,112,88,24,0,1,78.57,1.7045454545454546 -72,112,89,23,0,1,79.46,1.9213483146067416 -73,130,105,25,0,1,80.77,1.9523809523809523 -74,257,229,28,0,2,89.11,2.013100436681223 -75,862,832,30,0,7,96.52,2.1033653846153846 -76,244,217,27,0,2,88.93,1.9262672811059909 -77,106,80,26,0,1,75.47,2.2 -78,247,220,27,0,2,89.07,2.0136363636363637 -79,111,86,25,0,1,77.48,1.872093023255814 -80,120,95,25,0,1,79.17,1.8842105263157896 -81,595,566,29,0,5,95.13,2.035335689045936 -82,110,87,23,0,1,79.09,2.103448275862069 -83,241,213,28,0,2,88.38,1.8873239436619718 -84,483,455,28,0,4,94.2,2.0945054945054946 -85,115,91,24,0,1,79.13,1.8461538461538463 -86,118,93,25,0,1,78.81,1.881720430107527 -87,269,242,27,0,2,89.96,1.9132231404958677 -88,100,77,23,0,1,77.0,2.1298701298701297 -89,237,209,28,0,2,88.19,2.0334928229665072 -90,239,212,27,0,2,88.7,2.0047169811320753 -91,247,220,27,0,2,89.07,1.95 -92,342,314,28,0,3,91.81,1.8630573248407643 -93,1559,1529,30,0,12,98.08,1.973839110529758 -94,135,109,26,0,1,80.74,1.963302752293578 -95,2250,2219,31,0,18,98.62,1.9936908517350158 -96,114,90,24,0,1,78.95,1.9222222222222223 -97,268,240,28,0,2,89.55,2.0 -98,352,323,29,0,3,91.76,1.91640866873065 -99,115,90,25,0,1,78.26,2.077777777777778 -100,126,102,24,0,1,80.95,1.9509803921568627 +1,113,90,23,0,1,79.65,1.6460176991150441 +2,127,103,24,0,1,81.1,1.4566929133858268 +3,119,95,24,0,1,79.83,1.588235294117647 +4,365,337,28,0,3,92.33,1.7808219178082192 +5,257,229,28,0,2,89.11,1.7704280155642023 +6,591,562,29,0,5,95.09,1.9137055837563453 +7,482,453,29,0,4,93.98,1.7738589211618256 +8,129,106,23,0,1,82.17,1.7596899224806202 +9,131,105,26,0,1,80.15,1.3206106870229009 +10,238,211,27,0,2,88.66,1.684873949579832 +11,135,110,25,0,1,81.48,1.6592592592592592 +12,855,826,29,0,7,96.61,2.024561403508772 +13,113,90,23,0,1,79.65,1.6194690265486726 +14,1330,1301,29,0,11,97.82,1.8406015037593986 +15,479,451,28,0,4,94.15,1.8246346555323592 +16,372,344,28,0,3,92.47,1.8629032258064515 +17,129,104,25,0,1,80.62,1.689922480620155 +18,118,94,24,0,1,79.66,1.6016949152542372 +19,226,200,26,0,2,88.5,1.8185840707964602 +20,117,93,24,0,1,79.49,1.6666666666666667 +21,672,643,29,0,6,95.68,1.9345238095238095 +22,527,498,29,0,4,94.5,1.8444022770398483 +23,132,107,25,0,1,81.06,1.5757575757575757 +24,111,87,24,0,1,78.38,1.4594594594594594 +25,107,82,25,0,1,76.64,1.7289719626168225 +26,106,81,25,0,1,76.42,1.509433962264151 +27,119,96,23,0,1,80.67,1.6722689075630253 +28,219,193,26,0,2,88.13,1.82648401826484 +29,253,225,28,0,2,88.93,1.841897233201581 +30,114,89,25,0,1,78.07,1.5614035087719298 +31,218,190,28,0,2,87.16,1.9220183486238531 +32,117,92,25,0,1,78.63,1.5042735042735043 +33,120,96,24,0,1,80.0,1.6833333333333333 +34,376,348,28,0,3,92.55,1.7207446808510638 +35,1366,1336,30,0,12,97.8,1.9546120058565153 +36,238,211,27,0,2,88.66,1.7941176470588236 +37,118,94,24,0,1,79.66,1.7118644067796611 +38,704,675,29,0,6,95.88,1.9630681818181819 +39,112,89,23,0,1,79.46,1.6607142857142858 +40,123,100,23,0,1,81.3,1.6910569105691058 +41,122,98,24,0,1,80.33,1.721311475409836 +42,336,308,28,0,3,91.67,1.9285714285714286 +43,814,785,29,0,7,96.44,1.8636363636363635 +44,358,331,27,0,3,92.46,1.8463687150837989 +45,115,91,24,0,1,79.13,1.626086956521739 +46,112,88,24,0,1,78.57,1.4642857142857142 +47,122,98,24,0,1,80.33,1.6557377049180328 +48,113,90,23,0,1,79.65,1.4867256637168142 +49,1108,1079,29,0,9,97.38,1.9747292418772564 +50,118,92,26,0,1,77.97,1.5423728813559323 +51,115,92,23,0,1,80.0,1.5913043478260869 +52,120,95,25,0,1,79.17,1.3666666666666667 +53,338,310,28,0,3,91.72,1.7751479289940828 +54,236,209,27,0,2,88.56,1.8008474576271187 +55,115,92,23,0,1,80.0,1.4608695652173913 +56,123,99,24,0,1,80.49,1.6504065040650406 +57,133,109,24,0,1,81.95,1.7067669172932332 +58,255,228,27,0,2,89.41,1.6745098039215687 +59,100,77,23,0,1,77.0,1.37 +60,133,107,26,0,1,80.45,1.3759398496240602 +61,147,121,26,0,1,82.31,1.619047619047619 +62,130,105,25,0,1,80.77,1.7461538461538462 +63,551,522,29,0,5,94.74,1.7568058076225046 +64,155,130,25,0,1,83.87,1.5806451612903225 +65,251,223,28,0,2,88.84,1.7091633466135459 +66,102,79,23,0,1,77.45,1.4313725490196079 +67,353,325,28,0,3,92.07,1.7705382436260624 +68,245,218,27,0,2,88.98,1.616326530612245 +69,1245,1216,29,0,11,97.67,1.8441767068273092 +70,234,207,27,0,2,88.46,1.6581196581196582 +71,130,106,24,0,1,81.54,1.5 +72,104,80,24,0,1,76.92,1.4807692307692308 +73,112,89,23,0,1,79.46,1.4375 +74,103,80,23,0,1,77.67,1.4077669902912622 +75,19833,19803,30,0,166,99.85,1.58624514697726 +76,134,109,25,0,1,81.34,1.3955223880597014 +77,129,105,24,0,1,81.4,1.6356589147286822 +78,104,81,23,0,1,77.88,1.3269230769230769 +79,139,116,23,0,1,83.45,1.669064748201439 +80,113,89,24,0,1,78.76,1.654867256637168 +81,115,91,24,0,1,79.13,1.5565217391304347 +82,120,95,25,0,1,79.17,1.75 +83,106,83,23,0,1,78.3,1.5943396226415094 +84,106,82,24,0,1,77.36,1.7075471698113207 +85,242,215,27,0,2,88.84,1.756198347107438 +86,102,79,23,0,1,77.45,1.5588235294117647 +87,100,78,22,0,1,78.0,1.38 +88,125,101,24,0,1,80.8,1.504 +89,129,104,25,0,1,80.62,1.682170542635659 +90,100,75,25,0,1,75.0,1.46 +91,243,216,27,0,2,88.89,1.6584362139917694 +92,121,97,24,0,1,80.17,1.4545454545454546 +93,377,349,28,0,3,92.57,1.8249336870026525 +94,114,90,24,0,1,78.95,1.5 +95,135,110,25,0,1,81.48,1.8148148148148149 +96,112,89,23,0,1,79.46,1.5178571428571428 +97,124,101,23,0,1,81.45,1.6129032258064515 +98,1582,1552,30,0,13,98.1,1.9835651074589127 +99,2247,2217,30,0,19,98.66,1.9554962171784602 +100,119,94,25,0,1,78.99,1.4873949579831933 diff --git a/experiments/No_Refresh_4_0s_ttl/hit_age.csv b/experiments/No_Refresh_4_0s_ttl/hit_age.csv index 5effa1f..acccfe9 100644 --- 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 -1,0.7857142857142857,1.8295454545454546 -2,0.7889908256880734,1.9883720930232558 -3,0.8059701492537313,1.787037037037037 -4,0.8062015503875969,1.9519230769230769 -5,0.7984496124031008,1.6504854368932038 -6,0.8017241379310345,1.956989247311828 -7,0.7844827586206896,2.0 -8,0.8916666666666667,1.9766355140186915 -9,0.8129496402877698,1.9646017699115044 -10,0.8865546218487395,1.872037914691943 -11,0.8031496062992126,1.911764705882353 -12,0.7886178861788617,2.1030927835051547 -13,0.7788461538461539,1.7901234567901234 -14,0.8214285714285714,1.808695652173913 -15,0.8918918918918919,2.017316017316017 -16,0.7833333333333333,2.106382978723404 -17,0.7933884297520661,2.1145833333333335 -18,0.792,2.1818181818181817 -19,0.7863247863247863,1.826086956521739 -20,0.7899159663865546,2.0425531914893615 -21,0.803030303030303,1.849056603773585 -22,0.8120300751879699,2.0833333333333335 -23,0.7522935779816514,1.853658536585366 -24,0.8046875,2.1262135922330097 -25,0.7913043478260869,1.989010989010989 -26,0.8761061946902655,1.898989898989899 -27,0.9224376731301939,1.9009009009009008 -28,0.9914975315414153,1.8912863070539419 -29,0.825503355704698,2.16260162601626 -30,0.7685185185185185,1.8072289156626506 -31,0.8120300751879699,2.037037037037037 -32,0.7868852459016393,1.8333333333333333 -33,0.7950819672131147,2.134020618556701 -34,0.8244274809160306,1.8981481481481481 -35,0.7572815533980582,2.0256410256410255 -36,0.9251336898395722,1.9971098265895955 -37,0.8148148148148148,1.8636363636363635 -38,0.7931034482758621,1.9565217391304348 -39,0.8091603053435115,2.018867924528302 -40,0.8761467889908257,1.9738219895287958 -41,0.9509803921568627,2.0034364261168385 -42,0.7983193277310925,1.9578947368421054 -43,0.8924302788844621,2.107142857142857 -44,0.885593220338983,2.1578947368421053 -45,0.7916666666666666,1.9789473684210526 -46,0.9832214765100671,2.036405005688282 -47,0.8767123287671232,2.140625 -48,0.7833333333333333,2.1382978723404253 -49,0.8,1.9782608695652173 -50,0.9220055710306406,1.9818731117824773 -51,0.9857863365428703,1.8227906976744186 -52,0.7714285714285715,2.0 -53,0.792,2.111111111111111 -54,0.8148148148148148,1.8818181818181818 -55,0.89272030651341,1.6523605150214593 -56,0.8888888888888888,2.1026785714285716 -57,0.7967479674796748,1.7551020408163265 -58,0.9213483146067416,1.9817073170731707 -59,0.7699115044247787,2.045977011494253 -60,0.8841201716738197,1.9368932038834952 -61,0.7863247863247863,1.891304347826087 -62,0.9238845144356955,1.9573863636363635 -63,0.8032786885245902,2.13265306122449 -64,0.8808510638297873,1.9710144927536233 -65,0.8015267175572519,2.2095238095238097 -66,0.9369747899159664,1.993273542600897 -67,0.8076923076923077,2.238095238095238 -68,0.7727272727272727,2.011764705882353 -69,0.9349775784753364,1.9808153477218224 -70,0.9388185654008439,1.9258426966292135 -71,0.7857142857142857,1.7045454545454546 -72,0.7946428571428571,1.9213483146067416 -73,0.8076923076923077,1.9523809523809523 -74,0.8910505836575876,2.013100436681223 -75,0.9651972157772621,2.1033653846153846 -76,0.889344262295082,1.9262672811059909 -77,0.7547169811320755,2.2 -78,0.8906882591093117,2.0136363636363637 -79,0.7747747747747747,1.872093023255814 -80,0.7916666666666666,1.8842105263157896 -81,0.9512605042016806,2.035335689045936 -82,0.7909090909090909,2.103448275862069 -83,0.8838174273858921,1.8873239436619718 -84,0.9420289855072463,2.0945054945054946 -85,0.7913043478260869,1.8461538461538463 -86,0.788135593220339,1.881720430107527 -87,0.8996282527881041,1.9132231404958677 -88,0.77,2.1298701298701297 -89,0.8818565400843882,2.0334928229665072 -90,0.8870292887029289,2.0047169811320753 -91,0.8906882591093117,1.95 -92,0.9181286549707602,1.8630573248407643 -93,0.9807568954457986,1.973839110529758 -94,0.8074074074074075,1.963302752293578 -95,0.9862222222222222,1.9936908517350158 -96,0.7894736842105263,1.9222222222222223 -97,0.8955223880597015,2.0 -98,0.9176136363636364,1.91640866873065 -99,0.782608695652174,2.077777777777778 -100,0.8095238095238095,1.9509803921568627 +1,0.7964601769911505,2.066666666666667 +2,0.8110236220472441,1.796116504854369 +3,0.7983193277310925,1.9894736842105263 +4,0.9232876712328767,1.9287833827893175 +5,0.8910505836575876,1.9868995633187774 +6,0.9509306260575296,2.012455516014235 +7,0.9398340248962656,1.8874172185430464 +8,0.8217054263565892,2.141509433962264 +9,0.8015267175572519,1.6476190476190475 +10,0.8865546218487395,1.900473933649289 +11,0.8148148148148148,2.036363636363636 +12,0.9660818713450292,2.095641646489104 +13,0.7964601769911505,2.033333333333333 +14,0.9781954887218045,1.88162951575711 +15,0.941544885177453,1.9379157427937916 +16,0.9247311827956989,2.01453488372093 +17,0.8062015503875969,2.0961538461538463 +18,0.7966101694915254,2.0106382978723403 +19,0.8849557522123894,2.055 +20,0.7948717948717948,2.096774193548387 +21,0.9568452380952381,2.021772939346812 +22,0.9449715370018975,1.9518072289156627 +23,0.8106060606060606,1.9439252336448598 +24,0.7837837837837838,1.8620689655172413 +25,0.7663551401869159,2.2560975609756095 +26,0.7641509433962265,1.9753086419753085 +27,0.8067226890756303,2.0729166666666665 +28,0.8812785388127854,2.0725388601036268 +29,0.8893280632411067,2.071111111111111 +30,0.7807017543859649,2.0 +31,0.8715596330275229,2.205263157894737 +32,0.7863247863247863,1.9130434782608696 +33,0.8,2.1041666666666665 +34,0.925531914893617,1.8591954022988506 +35,0.9780380673499268,1.998502994011976 +36,0.8865546218487395,2.023696682464455 +37,0.7966101694915254,2.148936170212766 +38,0.9588068181818182,2.0474074074074076 +39,0.7946428571428571,2.0898876404494384 +40,0.8130081300813008,2.08 +41,0.8032786885245902,2.142857142857143 +42,0.9166666666666666,2.103896103896104 +43,0.9643734643734644,1.932484076433121 +44,0.9245810055865922,1.9969788519637461 +45,0.7913043478260869,2.0549450549450547 +46,0.7857142857142857,1.8636363636363635 +47,0.8032786885245902,2.061224489795918 +48,0.7964601769911505,1.8666666666666667 +49,0.973826714801444,2.0278035217794255 +50,0.7796610169491526,1.9782608695652173 +51,0.8,1.9891304347826086 +52,0.7916666666666666,1.7263157894736842 +53,0.9171597633136095,1.935483870967742 +54,0.885593220338983,2.0334928229665072 +55,0.8,1.826086956521739 +56,0.8048780487804879,2.0505050505050506 +57,0.8195488721804511,2.0825688073394497 +58,0.8941176470588236,1.8728070175438596 +59,0.77,1.7792207792207793 +60,0.8045112781954887,1.7102803738317758 +61,0.8231292517006803,1.9669421487603307 +62,0.8076923076923077,2.1619047619047618 +63,0.9473684210526315,1.8544061302681993 +64,0.8387096774193549,1.8846153846153846 +65,0.8884462151394422,1.9237668161434978 +66,0.7745098039215687,1.8481012658227849 +67,0.9206798866855525,1.9230769230769231 +68,0.889795918367347,1.81651376146789 +69,0.976706827309237,1.888157894736842 +70,0.8846153846153846,1.8743961352657006 +71,0.8153846153846154,1.8396226415094339 +72,0.7692307692307693,1.925 +73,0.7946428571428571,1.8089887640449438 +74,0.7766990291262136,1.8125 +75,0.9984873695356224,1.588648184618492 +76,0.8134328358208955,1.7155963302752293 +77,0.813953488372093,2.0095238095238095 +78,0.7788461538461539,1.7037037037037037 +79,0.8345323741007195,2.0 +80,0.7876106194690266,2.101123595505618 +81,0.7913043478260869,1.967032967032967 +82,0.7916666666666666,2.210526315789474 +83,0.7830188679245284,2.036144578313253 +84,0.7735849056603774,2.207317073170732 +85,0.8884297520661157,1.9767441860465116 +86,0.7745098039215687,2.0126582278481013 +87,0.78,1.7692307692307692 +88,0.808,1.8613861386138615 +89,0.8062015503875969,2.0865384615384617 +90,0.75,1.9466666666666668 +91,0.8888888888888888,1.8657407407407407 +92,0.8016528925619835,1.8144329896907216 +93,0.9257294429708223,1.9713467048710602 +94,0.7894736842105263,1.9 +95,0.8148148148148148,2.227272727272727 +96,0.7946428571428571,1.9101123595505618 +97,0.8145161290322581,1.9801980198019802 +98,0.9810366624525917,2.0219072164948453 +99,0.986648865153538,1.981957600360848 +100,0.7899159663865546,1.8829787234042554 diff --git a/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf index 8ac49f8..fa61beb 100644 Binary files a/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_4_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf index 26aa9ec..0e8bf1e 100644 Binary files a/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_4_0s_ttl/lambda_vs_access_count.pdf differ diff --git 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 index fb63505..c6684fe 100644 Binary files a/experiments/No_Refresh_4_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_4_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_4_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_4_0s_ttl/overall_hit_age.csv index 90abeb3..fada11a 100644 --- 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,0.8423156495596558,1.9739537134378724 -std,0.06549649389081656,0.11806123481662535 -min,0.7522935779816514,1.6504854368932038 -25%,0.791205533596838,1.896437198067633 -50%,0.8084263065179096,1.9774481917919544 -75%,0.8912046044098574,2.0384160756501184 -max,0.9914975315414153,2.238095238095238 +mean,0.8461611168860607,1.966244726179581 +std,0.06904890299740231,0.12918574131498722 +min,0.75,1.588648184618492 +25%,0.7946428571428571,1.8798211706342576 +50%,0.8120158760642724,1.9792294446835987 +75%,0.8918173495078966,2.054958791208791 +max,0.9984873695356224,2.2560975609756095 diff --git a/experiments/No_Refresh_5_0s_ttl/details.csv b/experiments/No_Refresh_5_0s_ttl/details.csv index 697bc5e..50ab84b 100644 --- a/experiments/No_Refresh_5_0s_ttl/details.csv +++ b/experiments/No_Refresh_5_0s_ttl/details.csv @@ -1,101 +1,101 @@ obj_id,access_count,hits,misses,mu,lambda,hit_rate,avg_age -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 +1,136,113,23,0,1,83.09,2.0808823529411766 +2,139,117,22,0,1,84.17,2.1870503597122304 +3,151,127,24,0,1,84.11,1.8344370860927153 +4,385,360,25,0,3,93.51,2.412987012987013 +5,135,112,23,0,1,82.96,1.8 +6,130,107,23,0,1,82.31,1.823076923076923 +7,129,107,22,0,1,82.95,2.1782945736434107 +8,133,110,23,0,1,82.71,2.075187969924812 +9,132,110,22,0,1,83.33,2.1136363636363638 +10,113,92,21,0,1,81.42,2.0707964601769913 +11,278,253,25,0,2,91.01,2.0755395683453237 +12,126,103,23,0,1,81.75,2.007936507936508 +13,128,105,23,0,1,82.03,2.109375 +14,147,126,21,0,1,85.71,2.183673469387755 +15,137,113,24,0,1,82.48,2.0072992700729926 +16,123,100,23,0,1,81.3,1.8048780487804879 +17,239,215,24,0,2,89.96,2.2677824267782425 +18,135,113,22,0,1,83.7,2.1481481481481484 +19,124,102,22,0,1,82.26,2.161290322580645 +20,264,239,25,0,2,90.53,2.242424242424242 +21,124,101,23,0,1,81.45,2.1129032258064515 +22,277,252,25,0,2,90.97,1.963898916967509 +23,127,105,22,0,1,82.68,2.0078740157480315 +24,2113,2086,27,0,16,98.72,2.4557501183151915 +25,271,247,24,0,2,91.14,2.2287822878228782 +26,126,104,22,0,1,82.54,1.8571428571428572 +27,160,137,23,0,1,85.62,2.3375 +28,122,99,23,0,1,81.15,2.0737704918032787 +29,768,742,26,0,6,96.61,2.5247395833333335 +30,267,243,24,0,2,91.01,2.4644194756554305 +31,260,236,24,0,2,90.77,2.326923076923077 +32,127,105,22,0,1,82.68,1.9448818897637796 +33,131,109,22,0,1,83.21,1.8931297709923665 +34,135,111,24,0,1,82.22,2.037037037037037 +35,378,353,25,0,3,93.39,2.328042328042328 +36,408,382,26,0,3,93.63,2.2205882352941178 +37,121,98,23,0,1,80.99,2.024793388429752 +38,139,116,23,0,1,83.45,2.028776978417266 +39,279,254,25,0,2,91.04,2.3512544802867383 +40,580,554,26,0,4,95.52,2.360344827586207 +41,276,251,25,0,2,90.94,2.25 +42,131,111,20,0,1,84.73,2.1374045801526718 +43,385,360,25,0,3,93.51,2.3766233766233764 +44,690,664,26,0,5,96.23,2.294202898550725 +45,139,116,23,0,1,83.45,2.014388489208633 +46,1010,983,27,0,7,97.33,2.488118811881188 +47,261,237,24,0,2,90.8,2.256704980842912 +48,158,134,24,0,1,84.81,2.2025316455696204 +49,121,100,21,0,1,82.64,2.0661157024793386 +50,125,103,22,0,1,82.4,2.208 +51,154,131,23,0,1,85.06,2.0259740259740258 +52,126,103,23,0,1,81.75,2.0952380952380953 +53,141,118,23,0,1,83.69,2.00709219858156 +54,153,130,23,0,1,84.97,2.111111111111111 +55,131,109,22,0,1,83.21,2.16793893129771 +56,409,383,26,0,3,93.64,2.3056234718826407 +57,132,110,22,0,1,83.33,1.9166666666666667 +58,415,390,25,0,3,93.98,2.2409638554216866 +59,141,118,23,0,1,83.69,1.8794326241134751 +60,152,128,24,0,1,84.21,2.1052631578947367 +61,123,100,23,0,1,81.3,1.9024390243902438 +62,240,216,24,0,2,90.0,2.225 +63,132,110,22,0,1,83.33,1.9393939393939394 +64,133,110,23,0,1,82.71,2.045112781954887 +65,302,276,26,0,2,91.39,2.218543046357616 +66,127,105,22,0,1,82.68,1.937007874015748 +67,134,111,23,0,1,82.84,2.1940298507462686 +68,100,78,22,0,1,78.0,2.08 +69,151,128,23,0,1,84.77,2.2980132450331126 +70,133,109,24,0,1,81.95,1.9548872180451127 +71,139,117,22,0,1,84.17,2.2014388489208634 +72,108,86,22,0,1,79.63,1.9259259259259258 +73,140,116,24,0,1,82.86,1.9 +74,157,133,24,0,1,84.71,2.1656050955414012 +75,133,110,23,0,1,82.71,2.2706766917293235 +76,132,110,22,0,1,83.33,2.121212121212121 +77,380,354,26,0,3,93.16,2.471052631578947 +78,139,118,21,0,1,84.89,2.035971223021583 +79,145,122,23,0,1,84.14,2.0827586206896553 +80,259,234,25,0,2,90.35,2.2664092664092665 +81,31960,31933,27,0,241,99.92,2.046589486858573 +82,380,355,25,0,3,93.42,2.305263157894737 +83,126,104,22,0,1,82.54,1.8968253968253967 +84,135,113,22,0,1,83.7,2.140740740740741 +85,249,224,25,0,2,89.96,2.3293172690763053 +86,519,493,26,0,4,94.99,2.250481695568401 +87,413,387,26,0,3,93.7,2.1598062953995156 +88,271,246,25,0,2,90.77,2.1549815498154983 +89,2027,2000,27,0,15,98.67,2.3739516526887026 +90,129,107,22,0,1,82.95,2.062015503875969 +91,406,381,25,0,3,93.84,2.2610837438423643 +92,139,115,24,0,1,82.73,2.172661870503597 +93,677,651,26,0,5,96.16,2.3943870014771047 +94,136,113,23,0,1,83.09,1.9779411764705883 +95,152,128,24,0,1,84.21,2.210526315789474 +96,904,877,27,0,7,97.01,2.424778761061947 +97,392,366,26,0,3,93.37,2.326530612244898 +98,136,114,22,0,1,83.82,2.1838235294117645 +99,243,219,24,0,2,90.12,2.1893004115226335 +100,272,247,25,0,2,90.81,2.1654411764705883 diff --git a/experiments/No_Refresh_5_0s_ttl/hit_age.csv b/experiments/No_Refresh_5_0s_ttl/hit_age.csv index f4e2a68..5903e50 100644 --- 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 -1,0.8333333333333334,2.3142857142857145 -2,0.841726618705036,2.572649572649573 -3,0.9342857142857143,2.2966360856269112 -4,0.9899152884227511,2.312958435207824 -5,0.8405797101449275,2.4827586206896552 -6,0.8,2.2625 -7,0.851063829787234,2.4 -8,0.8409090909090909,2.630630630630631 -9,0.8372093023255814,2.138888888888889 -10,0.9491525423728814,2.3995535714285716 -11,0.8455882352941176,2.408695652173913 -12,0.8333333333333334,2.5 -13,0.9076305220883534,2.52212389380531 -14,0.8113207547169812,2.5813953488372094 -15,0.9061224489795918,2.554054054054054 -16,0.825,2.585858585858586 -17,0.9061224489795918,2.6036036036036037 -18,0.9049586776859504,2.374429223744292 -19,0.8478260869565217,2.3076923076923075 -20,0.8151260504201681,2.3608247422680413 -21,0.8372093023255814,2.3796296296296298 -22,0.8421052631578947,2.607142857142857 -23,0.9907407407407407,2.457196261682243 -24,0.8205128205128205,2.2708333333333335 -25,0.851063829787234,2.683333333333333 -26,0.8292682926829268,2.411764705882353 -27,0.9832775919732442,2.4210884353741497 -28,0.966804979253112,2.4163090128755367 -29,0.8444444444444444,2.43859649122807 -30,0.950207468879668,2.6397379912663754 -31,0.8319327731092437,2.757575757575758 -32,0.9355742296918768,2.4730538922155687 -33,0.9880838894184938,2.4669561022672455 -34,0.832,2.576923076923077 -35,0.9691912708600771,2.3046357615894038 -36,0.9029535864978903,2.4205607476635516 -37,0.8076923076923077,2.392857142857143 -38,0.8141592920353983,2.619565217391304 -39,0.9094488188976378,2.7532467532467533 -40,0.9132075471698113,2.334710743801653 -41,0.9383033419023136,2.610958904109589 -42,0.8455882352941176,2.617391304347826 -43,0.8389830508474576,2.5656565656565657 -44,0.8359375,2.5794392523364484 -45,0.9033613445378151,2.66046511627907 -46,0.8421052631578947,2.6160714285714284 -47,0.8151260504201681,2.3608247422680413 -48,0.835820895522388,2.3482142857142856 -49,0.8294573643410853,2.4299065420560746 -50,0.8372093023255814,2.4444444444444446 -51,0.84,2.5428571428571427 -52,0.9118773946360154,2.676470588235294 -53,0.8641975308641975,2.7142857142857144 -54,0.9181494661921709,2.449612403100775 -55,0.8278688524590164,2.4653465346534653 -56,0.976258309591643,2.4747081712062258 -57,0.9903697996918336,2.3936211590820693 -58,0.9169811320754717,2.588477366255144 -59,0.9061224489795918,2.3603603603603602 -60,0.8320610687022901,2.4220183486238533 -61,0.8995633187772926,2.7766990291262137 -62,0.8333333333333334,2.38 -63,0.8264462809917356,2.58 -64,0.9811616954474097,2.36 -65,0.9728260869565217,2.4960893854748605 -66,0.8373983739837398,2.262135922330097 -67,0.8305084745762712,2.7244897959183674 -68,0.8387096774193549,2.5 -69,0.9090909090909091,2.373913043478261 -70,0.8306451612903226,2.3689320388349513 -71,0.9376693766937669,2.5751445086705202 -72,0.8346456692913385,2.4622641509433962 -73,0.9055793991416309,2.5402843601895735 -74,0.8305084745762712,2.673469387755102 -75,0.9017094017094017,2.5781990521327014 -76,0.930835734870317,2.3777089783281733 -77,0.8055555555555556,2.3908045977011496 -78,0.915129151291513,2.403225806451613 -79,0.9724770642201835,2.4233490566037736 -80,0.819672131147541,2.53 -81,0.8125,2.956043956043956 -82,0.9087301587301587,2.423580786026201 -83,0.8220338983050848,2.5670103092783507 -84,0.8348623853211009,2.4725274725274726 -85,0.9413265306122449,2.4119241192411924 -86,0.9346049046321526,2.3848396501457727 -87,0.8384615384615385,2.3211009174311927 -88,0.9115384615384615,2.3839662447257384 -89,0.8409090909090909,2.4324324324324325 -90,0.8235294117647058,2.520408163265306 -91,0.8461538461538461,2.2892561983471076 -92,0.8214285714285714,2.6739130434782608 -93,0.9667590027700831,2.4498567335243555 -94,0.8307692307692308,2.7222222222222223 -95,0.8359375,2.439252336448598 -96,0.825,2.4545454545454546 -97,0.9624413145539906,2.4959349593495936 -98,0.8432835820895522,2.495575221238938 -99,0.9329608938547486,2.3832335329341316 -100,0.8205128205128205,2.53125 +1,0.8308823529411765,2.504424778761062 +2,0.841726618705036,2.5982905982905984 +3,0.8410596026490066,2.1811023622047245 +4,0.935064935064935,2.5805555555555557 +5,0.8296296296296296,2.169642857142857 +6,0.823076923076923,2.2149532710280373 +7,0.8294573643410853,2.6261682242990654 +8,0.8270676691729323,2.5090909090909093 +9,0.8333333333333334,2.536363636363636 +10,0.8141592920353983,2.5434782608695654 +11,0.9100719424460432,2.280632411067194 +12,0.8174603174603174,2.4563106796116503 +13,0.8203125,2.5714285714285716 +14,0.8571428571428571,2.5476190476190474 +15,0.8248175182481752,2.433628318584071 +16,0.8130081300813008,2.22 +17,0.899581589958159,2.5209302325581397 +18,0.837037037037037,2.566371681415929 +19,0.8225806451612904,2.627450980392157 +20,0.9053030303030303,2.4769874476987446 +21,0.8145161290322581,2.594059405940594 +22,0.9097472924187726,2.1587301587301586 +23,0.8267716535433071,2.4285714285714284 +24,0.987221959299574,2.487535953978907 +25,0.9114391143911439,2.445344129554656 +26,0.8253968253968254,2.25 +27,0.85625,2.72992700729927 +28,0.8114754098360656,2.5555555555555554 +29,0.9661458333333334,2.6132075471698113 +30,0.9101123595505618,2.707818930041152 +31,0.9076923076923077,2.5635593220338984 +32,0.8267716535433071,2.3523809523809525 +33,0.8320610687022901,2.2752293577981653 +34,0.8222222222222222,2.4774774774774775 +35,0.9338624338624338,2.492917847025496 +36,0.9362745098039216,2.3717277486910993 +37,0.8099173553719008,2.5 +38,0.8345323741007195,2.4310344827586206 +39,0.910394265232975,2.5826771653543306 +40,0.9551724137931035,2.4711191335740073 +41,0.9094202898550725,2.4741035856573705 +42,0.8473282442748091,2.5225225225225225 +43,0.935064935064935,2.5416666666666665 +44,0.9623188405797102,2.3840361445783134 +45,0.8345323741007195,2.413793103448276 +46,0.9732673267326732,2.5564598168870805 +47,0.9080459770114943,2.4852320675105486 +48,0.8481012658227848,2.5970149253731343 +49,0.8264462809917356,2.5 +50,0.824,2.679611650485437 +51,0.8506493506493507,2.381679389312977 +52,0.8174603174603174,2.563106796116505 +53,0.8368794326241135,2.3983050847457625 +54,0.8496732026143791,2.4846153846153847 +55,0.8320610687022901,2.6055045871559632 +56,0.9364303178484108,2.462140992167102 +57,0.8333333333333334,2.3 +58,0.9397590361445783,2.3846153846153846 +59,0.8368794326241135,2.2457627118644066 +60,0.8421052631578947,2.5 +61,0.8130081300813008,2.34 +62,0.9,2.4722222222222223 +63,0.8333333333333334,2.327272727272727 +64,0.8270676691729323,2.4727272727272727 +65,0.9139072847682119,2.427536231884058 +66,0.8267716535433071,2.342857142857143 +67,0.8283582089552238,2.6486486486486487 +68,0.78,2.6666666666666665 +69,0.847682119205298,2.7109375 +70,0.8195488721804511,2.385321100917431 +71,0.841726618705036,2.6153846153846154 +72,0.7962962962962963,2.4186046511627906 +73,0.8285714285714286,2.293103448275862 +74,0.8471337579617835,2.556390977443609 +75,0.8270676691729323,2.7454545454545456 +76,0.8333333333333334,2.5454545454545454 +77,0.9315789473684211,2.652542372881356 +78,0.8489208633093526,2.3983050847457625 +79,0.8413793103448276,2.4754098360655736 +80,0.9034749034749034,2.5085470085470085 +81,0.9991551939924906,2.0483199198321485 +82,0.9342105263157895,2.4676056338028167 +83,0.8253968253968254,2.298076923076923 +84,0.837037037037037,2.5575221238938055 +85,0.8995983935742972,2.5892857142857144 +86,0.9499036608863198,2.369168356997972 +87,0.937046004842615,2.304909560723514 +88,0.9077490774907749,2.3739837398373984 +89,0.986679822397632,2.406 +90,0.8294573643410853,2.485981308411215 +91,0.9384236453201971,2.409448818897638 +92,0.8273381294964028,2.626086956521739 +93,0.9615952732644018,2.490015360983103 +94,0.8308823529411765,2.3805309734513274 +95,0.8421052631578947,2.625 +96,0.9701327433628318,2.4994298745724057 +97,0.9336734693877551,2.4918032786885247 +98,0.8382352941176471,2.6052631578947367 +99,0.9012345679012346,2.4292237442922375 +100,0.9080882352941176,2.3846153846153846 diff --git a/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf b/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf index 5629ae2..13b919e 100644 Binary files a/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf and b/experiments/No_Refresh_5_0s_ttl/lambda_distribution.pdf differ diff --git a/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf b/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf index 725a377..fd026a9 100644 Binary files a/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf and b/experiments/No_Refresh_5_0s_ttl/lambda_vs_access_count.pdf differ diff --git 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 index 25f3bec..41ad058 100644 Binary files a/experiments/No_Refresh_5_0s_ttl/objects_in_cache_over_time.pdf and b/experiments/No_Refresh_5_0s_ttl/objects_in_cache_over_time.pdf differ diff --git a/experiments/No_Refresh_5_0s_ttl/overall_hit_age.csv b/experiments/No_Refresh_5_0s_ttl/overall_hit_age.csv index 83bfed0..9a6e03d 100644 --- 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,0.8761406920218441,2.483419694203133 -std,0.05650045684063346,0.13678454136185952 -min,0.8,2.138888888888889 -25%,0.831983193277311,2.3846212987907642 -50%,0.8438640132669983,2.4597302063128197 -75%,0.9155921464875026,2.578509102183638 -max,0.9907407407407407,2.956043956043956 +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 diff --git a/experiments/avg_ages.md b/experiments/avg_ages.md index 1e36b89..ba3a913 100644 --- a/experiments/avg_ages.md +++ b/experiments/avg_ages.md @@ -1,8 +1,8 @@ | | avg_ages | |:-----|-----------:| -| 0.5s | 0.247 | -| 1.0s | 0.506442 | -| 2.0s | 0.997884 | -| 3.0s | 1.49549 | -| 4.0s | 1.97395 | -| 5.0s | 2.48342 | \ No newline at end of file +| 0.5s | 0.240582 | +| 1.0s | 0.497634 | +| 2.0s | 1.00349 | +| 3.0s | 1.47952 | +| 4.0s | 1.96624 | +| 5.0s | 2.4698 | \ No newline at end of file diff --git a/experiments/hit_rates.md b/experiments/hit_rates.md index bc82539..7db1536 100644 --- a/experiments/hit_rates.md +++ b/experiments/hit_rates.md @@ -1,8 +1,8 @@ | | hit_rates | |:-----|------------:| -| 0.5s | 0.430006 | -| 1.0s | 0.602178 | -| 2.0s | 0.725968 | -| 3.0s | 0.804885 | -| 4.0s | 0.842316 | -| 5.0s | 0.876141 | \ No newline at end of file +| 0.5s | 0.45867 | +| 1.0s | 0.619674 | +| 2.0s | 0.769815 | +| 3.0s | 0.790693 | +| 4.0s | 0.846161 | +| 5.0s | 0.868916 | \ No newline at end of file diff --git a/experiments/hr_and_age_vs_ttl.png b/experiments/hr_and_age_vs_ttl.png index 933c4c3..2f48f09 100644 Binary files a/experiments/hr_and_age_vs_ttl.png and b/experiments/hr_and_age_vs_ttl.png differ diff --git a/multi_aoi_cache_simulation.ipynb b/multi_aoi_cache_simulation.ipynb index 627ed33..8b05ac0 100644 --- a/multi_aoi_cache_simulation.ipynb +++ b/multi_aoi_cache_simulation.ipynb @@ -140,6 +140,7 @@ " else:\n", " # Cache miss: increment miss count\n", " self.misses[obj_id] += 1\n", + " self.cumulative_age[obj_id] += 0\n", " self.access_count[obj_id] += 1\n", " \n", " # Fetch the object from the database if it’s not in cache\n", @@ -293,7 +294,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "id": "6b9680ed-19bc-4f5b-8f22-95ffb319f068", "metadata": {}, "outputs": [ @@ -308,7 +309,7 @@ " 'No Refresh (5.0s ttl)']" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -330,12 +331,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Progress: 99%|██████████████████████████████████████████████████████████████████████████████████████████ | 99/100 [00:00<00:00, 108.08it/s]" + "Progress: 100%|████████████████████████████████████████████████████▉| 999/1000 [00:07<00:00, 131.29it/s]" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -355,173 +356,7 @@ }, { "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAIjCAYAAADC0ZkAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA+NElEQVR4nO3deViU9eL//9cAMuCGIoLiimguaK7ZUXPJTI+5ZFke/ZiidkoLM6NMqdwX1MpDqWl2Sts8dVzzdD5q5q6VueGSlUiQfkzFFUQKFe7fH32ZnyPgMg4Mb30+rmuuq3nfy7zmnkFe3bznHptlWZYAAACAIs7L0wEAAACAG0FxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFcFvbvn27WrZsqRIlSshmsyk+Pt7TkZxUr15dXbt29XQMl9lsNo0bN67AH6ddu3Zq166d4/6GDRtks9m0ePHiW9rv9OnTVadOHWVnZ99iQs8YN26cbDabW/d59bE+cOCAfHx8tH//frc+DuAKiivgBj/88IOeeOIJVapUSXa7XaGhoerbt69++OEHT0e7o126dEmPP/64zpw5o3/84x/6+OOPVa1aNU/HQhGRlpamadOmaeTIkfLy4tdhfurVq6cuXbpozJgxno4CyMfTAQDTLV26VH369FFgYKCefPJJhYWFKTk5We+//74WL16szz77TI888oinY96REhMT9euvv+q9997T3//+d0/HuS39/vvv8vEx81fJBx98oMuXL6tPnz6ejlLkDRkyRA899JASExMVHh7u6Ti4g5n5rw1QRCQmJqpfv36qUaOGNm3apPLlyzuWPf/882rdurX69eunvXv3qkaNGh5MmltGRoaKFy/u6RgFKiUlRZJUpkwZzwa5jfn5+Xk6gsvmz5+v7t27X/c5XL58WdnZ2fL19S2kZEVPhw4dVLZsWX344YeaMGGCp+PgDsbfRoBb8PrrrysjI0Pz5s1zKq2SFBQUpHfffVcXLlzQ9OnTnZYdPXpUTz75pEJDQ2W32xUWFqZnnnlGFy9edKxz7tw5vfDCC6pevbrsdrsqV66s/v3769SpU5KkBQsWyGazKTk52WnfOXP/NmzY4Bhr166d6tevr507d6pNmzYqXry4XnnlFUnSF198oS5dujiyhIeHa+LEicrKynLab84+Dhw4oPvvv1/FixdXpUqVcj03Sfrjjz80btw43XXXXfLz81PFihX16KOPKjEx0bFOdna24uLiFBERIT8/P4WEhGjw4ME6e/bsDR37devWqXXr1ipRooTKlCmjhx9+WD/++KNj+YABA9S2bVtJ0uOPPy6bzeY0by8v586d0/Dhw1WlShXZ7XbVrFlT06ZNyzX/8Y033lDLli1Vrlw5+fv7q2nTpvnOtfzkk0/UvHlzFS9eXGXLllWbNm301Vdf5Vpvy5Ytat68ufz8/FSjRg199NFH1z0GycnJstlseuONNzR79mzVqFFDxYsXV8eOHXXkyBFZlqWJEyeqcuXK8vf318MPP6wzZ8447SO/OarVq1fXgAEDrpvh6u1z5lweOnRIAwYMUJkyZRQQEKCBAwcqIyPjuvuTpHnz5ik8PFz+/v5q3ry5Nm/enO+6WVlZeuWVV1ShQgWVKFFC3bt315EjR677GElJSdq7d686dOjgNH7lMY2Li1N4eLjsdrsOHDgg6frvO+nP91716tVzPWZe81FtNpuGDh2q5cuXq379+rLb7YqIiNCqVatybb9lyxbdc8898vPzU3h4uN599918n98nn3yipk2byt/fX4GBgerdu3eex+VGj3WxYsXUrl07ffHFF/k+JlAYOOMK3IL//Oc/ql69ulq3bp3n8jZt2qh69er673//6xj77bff1Lx5c507d05PP/206tSpo6NHj2rx4sXKyMiQr6+v0tPT1bp1a/34448aNGiQmjRpolOnTmnFihX6v//7PwUFBd101tOnT6tz587q3bu3nnjiCYWEhEj6swCXLFlS0dHRKlmypNatW6cxY8YoLS1Nr7/+utM+zp49q7/+9a969NFH1atXLy1evFgjR45UgwYN1LlzZ0l/FomuXbtq7dq16t27t55//nmdP39ea9as0f79+x1/Zhw8eLAWLFiggQMHatiwYUpKStKsWbO0e/dubd26VcWKFcv3uXz99dfq3LmzatSooXHjxun333/XzJkz1apVK+3atUvVq1fX4MGDValSJU2ZMkXDhg3TPffc43jOecnIyFDbtm119OhRDR48WFWrVtU333yjmJgYHTt2THFxcY5133rrLXXv3l19+/bVxYsX9dlnn+nxxx/Xl19+qS5dujjWGz9+vMaNG6eWLVtqwoQJ8vX11bZt27Ru3Tp17NjRsd6hQ4f02GOP6cknn1RkZKQ++OADDRgwQE2bNlVERMR1X9tPP/1UFy9e1HPPPaczZ85o+vTp6tWrl9q3b68NGzZo5MiROnTokGbOnKmXXnpJH3zwwXX3eat69eqlsLAwxcbGateuXfrnP/+p4OBgTZs27Zrbvf/++xo8eLBatmyp4cOH65dfflH37t0VGBioKlWq5Fp/8uTJstlsGjlypFJSUhQXF6cOHTooPj5e/v7++T7ON998I0lq0qRJnsvnz5+vP/74Q08//bTsdrsCAwNv6H3nii1btmjp0qV69tlnVapUKb399tvq2bOnDh8+rHLlykmS9u3bp44dO6p8+fIaN26cLl++rLFjx+b5np48ebJGjx6tXr166e9//7tOnjypmTNnqk2bNtq9e7fjLxA3e6ybNm2qL774QmlpaSpdurRLzxW4ZRYAl5w7d86SZD388MPXXK979+6WJCstLc2yLMvq37+/5eXlZW3fvj3XutnZ2ZZlWdaYMWMsSdbSpUvzXWf+/PmWJCspKclp+fr16y1J1vr16x1jbdu2tSRZc+fOzbW/jIyMXGODBw+2ihcvbv3xxx+59vHRRx85xjIzM60KFSpYPXv2dIx98MEHliRrxowZ+WbfvHmzJcn69NNPnZavWrUqz/GrNWrUyAoODrZOnz7tGNuzZ4/l5eVl9e/f3zGWcywWLVp0zf1ZlmVNnDjRKlGihHXw4EGn8VGjRlne3t7W4cOHHWNXH7OLFy9a9evXt9q3b+8YS0hIsLy8vKxHHnnEysrKclo/5zhYlmVVq1bNkmRt2rTJMZaSkmLZ7XbrxRdfvGbmpKQkS5JVvnx569y5c47xmJgYS5LVsGFD69KlS47xPn36WL6+vk6vqyRr7NixufZdrVo1KzIy8pqPn9f2Y8eOtSRZgwYNclrvkUcescqVK3fNfV28eNEKDg62GjVqZGVmZjrG582bZ0my2rZt6xjLeW0rVark+NmyLMv697//bUmy3nrrrWs+1muvvWZJss6fP+80nnNMS5cubaWkpDgtu9H3XWRkpFWtWrVcj5lzbK4kyfL19bUOHTrktE9J1syZMx1jPXr0sPz8/Kxff/3VMXbgwAHL29vbaZ/JycmWt7e3NXnyZKfH2bdvn+Xj4+MYv5ljnWPhwoWWJGvbtm25lgGFhakCgIvOnz8vSSpVqtQ118tZnpaWpuzsbC1fvlzdunVTs2bNcq2b82fEJUuWqGHDhnl+qMvVS9/Y7XYNHDgw1/iVZ6XOnz+vU6dOqXXr1srIyNBPP/3ktG7JkiX1xBNPOO77+vqqefPm+uWXXxxjS5YsUVBQkJ577rl8sy9atEgBAQF68MEHderUKcetadOmKlmypNavX5/v8zh27Jji4+M1YMAABQYGOsbvvvtuPfjgg/rf//3fGzgauS1atEitW7dW2bJlnTJ16NBBWVlZ2rRpk2PdK4/Z2bNnlZqaqtatW2vXrl2O8eXLlys7O1tjxozJ9Yn1q1/DevXqOZ21L1++vGrXru10XK/l8ccfV0BAgOP+vffeK0l64oknnD44de+99+rixYs6evToDe33VgwZMsTpfuvWrXX69GmlpaXlu82OHTuUkpKiIUOGOM0nHTBggNPzu1L//v2dfgYfe+wxVaxY8brvg9OnT8vHx0clS5bMc3nPnj2dpv8U1PtO+nP+6JUfeLr77rtVunRpx+uflZWl1atXq0ePHqpatapjvbp166pTp05O+1q6dKmys7PVq1cvp/dxhQoVVKtWLcfPlivHumzZspLkmK4EeAJTBQAX5fyyzCmw+bmy4J48eVJpaWmqX7/+NbdJTExUz5493RP0/6lUqVKeHy754Ycf9Nprr2ndunW5SkVqaqrT/cqVK+cqXWXLltXevXsd9xMTE1W7du1rftI8ISFBqampCg4OznN5zoeq8vLrr79KkmrXrp1rWd26dbV69WpduHBBJUqUyHcf+WXau3dvrrnKeWX68ssvNWnSJMXHxyszM9MxfuWxSUxMlJeXl+rVq3fdx76yjOQoW7bsDc/3vXr7nOJx9Z97c8ZvdL+34upMOaXn7Nmz+f6ZOee1rVWrltN4sWLF8v1w49Xr2mw21axZM9fc75sVFhaWZzZ3v++k67/+J0+e1O+//57ruebkubI0JyQkyLKsPNeV5JiC48qxtixLkuv/8wy4A8UVcFFAQIAqVqzoVNrysnfvXlWqVEmlS5fW77//7rbHz++Xx9UfqsqR13y/c+fOqW3btipdurQmTJig8PBw+fn5adeuXRo5cmSuDyV5e3vnue+cX2g3Kjs7W8HBwfr000/zXJ5feSxI2dnZevDBB/Xyyy/nufyuu+6SJG3evFndu3dXmzZt9M4776hixYoqVqyY5s+fr4ULF7r02Ld6XPPb/lb2m9/76Ea5671SUMqVK6fLly/r/Pnzef7V5FrzY6/nZn823XmssrOzZbPZtHLlyjz3m98Z5huRU6RdmWMPuAvFFbgFXbt21XvvvactW7bovvvuy7V88+bNSk5O1uDBgyX9WchKly593W+gCQ8Pv+46OWewzp075zSecyblRmzYsEGnT5/W0qVL1aZNG8d4UlLSDe/jauHh4dq2bZsuXbqU7weswsPD9fXXX6tVq1Y3XRByvkDg559/zrXsp59+UlBQkEtnvcLDw5Wenp7rU+ZXW7Jkifz8/LR69WrZ7XbH+Pz583PtLzs7WwcOHFCjRo1uOk9hKVu2bK730MWLF3Xs2LFCz5Lz2iYkJKh9+/aO8UuXLikpKUkNGzbMtU1CQoLTfcuydOjQId19993XfKw6depI+vO9fr11r8x2I++7vI6pdHM/m1cqX768/P39cz3XvPKEh4fLsiyFhYU5/mcrL64c66SkJHl5eV1zv0BBY44rcAtGjBghf39/DR48WKdPn3ZadubMGQ0ZMkTFixfXiBEjJEleXl7q0aOH/vOf/2jHjh259pdzhqVnz57as2ePli1blu86OXPirpx7mZWVpXnz5t1w/pwzMlee2bl48aLeeeedG97H1Xr27KlTp05p1qxZuZblPE6vXr2UlZWliRMn5lrn8uXLef7Sz1GxYkU1atRIH374odN6+/fv11dffaWHHnrIpdy9evXSt99+q9WrV+dadu7cOV2+fFnSn8fMZrM5nT1LTk7W8uXLnbbp0aOHvLy8NGHChFxnrovKWUfpz/fRle8h6c9LJN3qGVdXNGvWTOXLl9fcuXOdLg23YMGCfN8TH330kdN0ncWLF+vYsWOOq1zkp0WLFpKU589hXm7mfRceHq7U1FSnv8YcO3Ysz5/nG+Ht7a1OnTpp+fLlOnz4sGP8xx9/zPV+ffTRR+Xt7a3x48fnep9ZluX4d8qVY71z505FRETkOwcWKAyccQVuQa1atfThhx+qb9++atCgQa5vzjp16pT+9a9/OX3wYsqUKfrqq6/Utm1bPf3006pbt66OHTumRYsWacuWLSpTpoxGjBihxYsX6/HHH9egQYPUtGlTnTlzRitWrNDcuXPVsGFDRURE6C9/+YtiYmJ05swZBQYG6rPPPnMUrBvRsmVLlS1bVpGRkRo2bJhsNps+/vjjWypW/fv310cffaTo6Gh9//33at26tS5cuKCvv/5azz77rB5++GG1bdtWgwcPVmxsrOLj49WxY0cVK1ZMCQkJWrRokd566y099thj+T7G66+/rs6dO6tFixZ68sknHZclCggIyPOapDdixIgRWrFihbp27eq4FNWFCxe0b98+LV68WMnJyQoKClKXLl00Y8YM/fWvf9X//M//KCUlRbNnz1bNmjWdikrNmjX16quvauLEiWrdurUeffRR2e12bd++XaGhoYqNjXUpp7v9/e9/15AhQ9SzZ089+OCD2rNnj1avXu2RPwcXK1ZMkyZN0uDBg9W+fXv97W9/U1JSkubPn5/vvMvAwEDdd999GjhwoE6cOKG4uDjVrFlTTz311DUfq0aNGqpfv76+/vprDRo06Iby3ej7rnfv3ho5cqQeeeQRDRs2TBkZGZozZ47uuusupw/w3Yzx48dr1apVat26tZ599lldvnxZM2fOVEREhNP7Ljw8XJMmTVJMTIySk5PVo0cPlSpVSklJSVq2bJmefvppvfTSSzd9rC9duqSNGzfq2WefdSk/4DaFfh0D4Da0d+9eq0+fPlbFihWtYsWKWRUqVLD69Olj7du3L8/1f/31V6t///5W+fLlLbvdbtWoUcOKiopyuizN6dOnraFDh1qVKlWyfH19rcqVK1uRkZHWqVOnHOskJiZaHTp0sOx2uxUSEmK98sor1po1a/K8HFZERESeWbZu3Wr95S9/sfz9/a3Q0FDr5ZdftlavXn3D+8jr0j8ZGRnWq6++aoWFhTmOx2OPPWYlJiY6rTdv3jyradOmlr+/v1WqVCmrQYMG1ssvv2z99ttv+R1qh6+//tpq1aqV5e/vb5UuXdrq1q2bdeDAAad1buZyWJZlWefPn7diYmKsmjVrWr6+vlZQUJDVsmVL64033rAuXrzoWO/999+3atWqZdntdqtOnTrW/Pnz87zUkWX9eXmwxo0bW3a73SpbtqzVtm1ba82aNY7l1apVs7p06ZJru7Zt2+Z5SaIr5Vy66fXXX7+h551zCbUrL8WWlZVljRw50goKCrKKFy9uderUyTp06NAtXw7r5MmTeT721Zdvy8s777xjhYWFWXa73WrWrJm1adOmXMcj5zn+61//smJiYqzg4GDL39/f6tKli9Mlo65lxowZVsmSJZ0ub5bfMc1xI+87y7Ksr776yqpfv77l6+tr1a5d2/rkk0/yvRxWVFRUru3zOv4bN260mjZtavn6+lo1atSw5s6dm+/7bsmSJdZ9991nlShRwipRooRVp04dKyoqyvr555+d1ruRY21ZlrVy5UpLkpWQkJDncQEKi82yitDfrAAAKCSpqamqUaOGpk+frieffNLTcYq0Hj16yGazuTzdAXAXiisA4I41bdo0zZ8/XwcOHMh1vV386ccff1SDBg0UHx9/3Uv5AQWN4goAAAAj8L+XAAAAMALFFQAAAEaguAIAAMAIFFcAAAAY4bb/AoLs7Gz99ttvKlWqVL7fHw0AAADPsSxL58+fV2ho6DWv8HHbF9fffvtNVapU8XQMAAAAXMeRI0dUuXLlfJff9sW1VKlSkv48EKVLl/ZwGgAAAFwtLS1NVapUcfS2/Nz2xTVnekDp0qUprgAAAEXY9aZ18uEsAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARvBocd20aZO6deum0NBQ2Ww2LV++PN91hwwZIpvNpri4uELLBwAAgKLDo8X1woULatiwoWbPnn3N9ZYtW6bvvvtOoaGhhZQMAAAARY2PJx+8c+fO6ty58zXXOXr0qJ577jmtXr1aXbp0KaRkAAAAKGo8WlyvJzs7W/369dOIESMUERFxQ9tkZmYqMzPTcT8tLa2g4gEAAKAQFeniOm3aNPn4+GjYsGE3vE1sbKzGjx9fgKmA28/U3ac8HcEloxoHeTpCkcNrCeB2VmSvKrBz50699dZbWrBggWw22w1vFxMTo9TUVMftyJEjBZgSAAAAhaXIFtfNmzcrJSVFVatWlY+Pj3x8fPTrr7/qxRdfVPXq1fPdzm63q3Tp0k43AAAAmK/IThXo16+fOnTo4DTWqVMn9evXTwMHDvRQKgAAAHiKR4trenq6Dh065LiflJSk+Ph4BQYGqmrVqipXrpzT+sWKFVOFChVUu3btwo4KAAAAD/Nocd2xY4fuv/9+x/3o6GhJUmRkpBYsWOChVAAAACiKPFpc27VrJ8uybnj95OTkggsDAACAIq3IfjgLAAAAuBLFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAEXw8HQAAgJsxdfcpT0dwyajGQZ6OABiPM64AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgeLa6bNm1St27dFBoaKpvNpuXLlzuWXbp0SSNHjlSDBg1UokQJhYaGqn///vrtt988FxgAAAAe49HieuHCBTVs2FCzZ8/OtSwjI0O7du3S6NGjtWvXLi1dulQ///yzunfv7oGkAAAA8DQfTz54586d1blz5zyXBQQEaM2aNU5js2bNUvPmzXX48GFVrVq1MCICAACgiPBocb1ZqampstlsKlOmTL7rZGZmKjMz03E/LS2tEJIBAACgoBlTXP/44w+NHDlSffr0UenSpfNdLzY2VuPHjy/EZAAAuN/U3ac8HcEloxoHeToCbmNGXFXg0qVL6tWrlyzL0pw5c665bkxMjFJTUx23I0eOFFJKAAAAFKQif8Y1p7T++uuvWrdu3TXPtkqS3W6X3W4vpHQAAAAoLEW6uOaU1oSEBK1fv17lypXzdCQAAAB4iEeLa3p6ug4dOuS4n5SUpPj4eAUGBqpixYp67LHHtGvXLn355ZfKysrS8ePHJUmBgYHy9fX1VGwAAAB4gEeL644dO3T//fc77kdHR0uSIiMjNW7cOK1YsUKS1KhRI6ft1q9fr3bt2hVWTAAAABQBHi2u7dq1k2VZ+S6/1jIAAADcWYy4qgAAAABAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYAQfTwcAAAB3pqm7T3k6gktGNQ7ydIQ7FmdcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARPFpcN23apG7duik0NFQ2m03Lly93Wm5ZlsaMGaOKFSvK399fHTp0UEJCgmfCAgAAwKM8WlwvXLighg0bavbs2Xkunz59ut5++23NnTtX27ZtU4kSJdSpUyf98ccfhZwUAAAAnubjyQfv3LmzOnfunOcyy7IUFxen1157TQ8//LAk6aOPPlJISIiWL1+u3r1757ldZmamMjMzHffT0tLcHxwAAACFrsjOcU1KStLx48fVoUMHx1hAQIDuvfdeffvtt/luFxsbq4CAAMetSpUqhREXAAAABazIFtfjx49LkkJCQpzGQ0JCHMvyEhMTo9TUVMftyJEjBZoTAAAAhcOjUwUKgt1ul91u93QMAAAAuFmRPeNaoUIFSdKJEyecxk+cOOFYBgAAgDtHkS2uYWFhqlChgtauXesYS0tL07Zt29SiRQsPJgMAAIAneHSqQHp6ug4dOuS4n5SUpPj4eAUGBqpq1aoaPny4Jk2apFq1aiksLEyjR49WaGioevTo4bnQAAAA8AiPFtcdO3bo/vvvd9yPjo6WJEVGRmrBggV6+eWXdeHCBT399NM6d+6c7rvvPq1atUp+fn6eigwAAAAP8WhxbdeunSzLyne5zWbThAkTNGHChEJMBQAAgKKoyM5xBQAAAK5EcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGcKm47tq1S/v27XPc/+KLL9SjRw+98sorunjxotvCAQAAADlcKq6DBw/WwYMHJUm//PKLevfureLFi2vRokV6+eWX3RoQAAAAkFwsrgcPHlSjRo0kSYsWLVKbNm20cOFCLViwQEuWLHFnPgAAAECSi8XVsixlZ2dLkr7++ms99NBDkqQqVaro1KlT7ksHAAAA/D8uFddmzZpp0qRJ+vjjj7Vx40Z16dJFkpSUlKSQkBC3BgQAAAAkF4trXFycdu3apaFDh+rVV19VzZo1JUmLFy9Wy5Yt3RoQAAAAkCQfVza6++67na4qkOP111+Xt7f3LYcCAAAArubydVzPnTunf/7zn4qJidGZM2ckSQcOHFBKSorbwgEAAAA5XDrjunfvXj3wwAMqU6aMkpOT9dRTTykwMFBLly7V4cOH9dFHH7k7JwAAAO5wLp1xjY6O1sCBA5WQkCA/Pz/H+EMPPaRNmza5LRwAAACQw6Xiun37dg0ePDjXeKVKlXT8+PFbDgUAAABczaXiarfblZaWlmv84MGDKl++/C2HAgAAAK7mUnHt3r27JkyYoEuXLkmSbDabDh8+rJEjR6pnz55uDQgAAABILhbXN998U+np6QoODtbvv/+utm3bqmbNmipVqpQmT57s7owAAACAa1cVCAgI0Jo1a7R161bt2bNH6enpatKkiTp06ODufAAAAIAkF4trjlatWqlVq1buypJLVlaWxo0bp08++UTHjx9XaGioBgwYoNdee002m63AHhcAAABFj0vFddiwYapZs6aGDRvmND5r1iwdOnRIcXFx7simadOmac6cOfrwww8VERGhHTt2aODAgQoICMj12AAAALi9uTTHdcmSJXmeaW3ZsqUWL158y6FyfPPNN3r44YfVpUsXVa9eXY899pg6duyo77//3m2PAQAAADO4VFxPnz6tgICAXOOlS5fWqVOnbjlUjpYtW2rt2rU6ePCgJGnPnj3asmWLOnfunO82mZmZSktLc7oBAADAfC5NFahZs6ZWrVqloUOHOo2vXLlSNWrUcEswSRo1apTS0tJUp04deXt7KysrS5MnT1bfvn3z3SY2Nlbjx493WwZXTN3tvvJemEY1Drqp9e+E53knPEcAAEzhUnGNjo7W0KFDdfLkSbVv316StHbtWr355ptum98qSf/+97/16aefauHChYqIiFB8fLyGDx+u0NBQRUZG5rlNTEyMoqOjHffT0tJUpUoVt2UCAACAZ7hUXAcNGqTMzExNnjxZEydOlCRVr15dc+bMUf/+/d0WbsSIERo1apR69+4tSWrQoIF+/fVXxcbG5ltc7Xa77Ha72zIAAACgaHD5cljPPPOMnnnmGZ08eVL+/v4qWbKkO3NJkjIyMuTl5TwN19vbW9nZ2W5/LAAAABRtt3QdV0kqX768O3LkqVu3bpo8ebKqVq2qiIgI7d69WzNmzNCgQYMK7DEBAABQNLl0VYETJ06oX79+Cg0NlY+Pj7y9vZ1u7jJz5kw99thjevbZZ1W3bl299NJLGjx4sGN6AgAAAO4cLp1xHTBggA4fPqzRo0erYsWKBfYtVqVKlVJcXJxbP/AFAAAAM7lUXLds2aLNmzerUaNGbo4DAAAA5M2lqQJVqlSRZVnuzgIAAADky6XiGhcXp1GjRik5OdnNcQAAAIC8uTRV4G9/+5syMjIUHh6u4sWLq1ixYk7Lz5w545ZwAAAAQA6XiisflgIAAEBhc6m45vetVQAAAEBBcWmOqyQlJibqtddeU58+fZSSkiJJWrlypX744Qe3hQMAAAByuFRcN27cqAYNGmjbtm1aunSp0tPTJUl79uzR2LFj3RoQAAAAkFwsrqNGjdKkSZO0Zs0a+fr6Osbbt2+v7777zm3hAAAAgBwuFdd9+/bpkUceyTUeHBysU6dO3XIoAAAA4GouFdcyZcro2LFjucZ3796tSpUq3XIoAAAA4GouFdfevXtr5MiROn78uGw2m7Kzs7V161a99NJL6t+/v7szAgAAAK4V1ylTpqhOnTqqUqWK0tPTVa9ePbVp00YtW7bUa6+95u6MAAAAwM1fx9WyLB0/flxvv/22xowZo3379ik9PV2NGzdWrVq1CiIjAAAA4FpxrVmzpn744QfVqlVLVapUKYhcAAAAgJObnirg5eWlWrVq6fTp0wWRBwAAAMiTS3Ncp06dqhEjRmj//v3uzgMAAADk6aanCkhS//79lZGRoYYNG8rX11f+/v5Oy8+cOeOWcAAAAEAOl4prXFycm2MAAAAA13bTxfXSpUvauHGjRo8erbCwsILIBAAAAORy03NcixUrpiVLlhREFgAAACBfLn04q0ePHlq+fLmbowAAAAD5c2mOa61atTRhwgRt3bpVTZs2VYkSJZyWDxs2zC3hAAAAgBwuFdf3339fZcqU0c6dO7Vz506nZTabjeIKAAAAt3OpuCYlJbk7BwAAAHBNLhVXAAAA3Jipu095OoJLRjUO8nSEXFwqroMGDbrm8g8++MClMAAAAEB+XCquZ8+edbp/6dIl7d+/X+fOnVP79u3dEgwAAAC4kkvFddmyZbnGsrOz9cwzzyg8PPyWQwEAAABXc+k6rnnuyMtL0dHR+sc//uGuXQIAAAAObiuukpSYmKjLly+7c5cAAACAJBenCkRHRzvdtyxLx44d03//+19FRka6JRgAAABwJZeK6+7du53ue3l5qXz58nrzzTeve8UBAAAAwBUuFdf169e7OwcAAABwTS7NcU1KSlJCQkKu8YSEBCUnJ99qJgAAACAXl4rrgAED9M033+Qa37ZtmwYMGHCrmQAAAIBcXCquu3fvVqtWrXKN/+Uvf1F8fPytZgIAAABycam42mw2nT9/Ptd4amqqsrKybjkUAAAAcDWXimubNm0UGxvrVFKzsrIUGxur++67z23hAAAAgBwuXVVg2rRpatOmjWrXrq3WrVtLkjZv3qy0tDStW7fOrQEBAAAAycUzrvXq1dPevXvVq1cvpaSk6Pz58+rfv79++ukn1a9f390ZAQAAANfOuEpSaGiopkyZ4s4sAAAAQL5cOuM6f/58LVq0KNf4okWL9OGHH95yKAAAAOBqLhXX2NhYBQUF5RoPDg7mLCwAAAAKhEvF9fDhwwoLC8s1Xq1aNR0+fPiWQwEAAABXc6m4BgcHa+/evbnG9+zZo3Llyt1yKAAAAOBqLhXXPn36aNiwYVq/fr2ysrKUlZWldevW6fnnn1fv3r3dnREAAABw7aoCEydOVHJysh544AH5+Py5i6ysLEVGRjLHFQAAAAXCpeLq6+urzz//XC+99JKSk5Pl7++vBg0aqFq1au7OBwAAAEhyobieO3dOr776qj7//HOdPXtWklS2bFn17t1bkyZNUpkyZdydEQAAALi54nrmzBm1aNFCR48eVd++fVW3bl1J0oEDB7RgwQKtXbtW33zzjcqWLVsgYQEAAHDnuqniOmHCBPn6+ioxMVEhISG5lnXs2FETJkzQP/7xD7eGBAAAAG7qqgLLly/XG2+8kau0SlKFChU0ffp0LVu2zG3hJOno0aN64oknVK5cOcdc2h07drj1MQAAAFD03dQZ12PHjikiIiLf5fXr19fx48dvOVSOs2fPqlWrVrr//vu1cuVKlS9fXgkJCUxFAAAAuAPdVHENCgpScnKyKleunOfypKQkBQYGuiWYJE2bNk1VqlTR/PnzHWN5fWMXAAAAbn83NVWgU6dOevXVV3Xx4sVcyzIzMzV69Gj99a9/dVu4FStWqFmzZnr88ccVHBysxo0b67333rvmNpmZmUpLS3O6AQAAwHw3/eGsZs2aqVatWoqKilKdOnVkWZZ+/PFHvfPOO8rMzNTHH3/stnC//PKL5syZo+joaL3yyivavn27hg0bJl9fX0VGRua5TWxsrMaPH++2DAAAACgabqq4Vq5cWd9++62effZZxcTEyLIsSZLNZtODDz6oWbNmqUqVKm4Ll52drWbNmjm+jatx48bav3+/5s6dm29xjYmJUXR0tON+WlqaWzMBAADAM276CwjCwsK0cuVKnT17VgkJCZKkmjVrunVua46KFSuqXr16TmN169bVkiVL8t3GbrfLbre7PQsAAAA8y6WvfJX+/Las5s2buzNLLq1atdLPP//sNHbw4EG+WhYAAOAOdFMfzipsL7zwgr777jtNmTJFhw4d0sKFCzVv3jxFRUV5OhoAAAAKWZEurvfcc4+WLVumf/3rX6pfv74mTpyouLg49e3b19PRAAAAUMhcnipQWLp27aquXbt6OgYAAAA8rEifcQUAAAByUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAj+Hg6AAAUhqm7T3k6gktGNQ7ydAQAKDI44woAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBKOK69SpU2Wz2TR8+HBPRwEAAEAhM6a4bt++Xe+++67uvvtuT0cBAACABxhRXNPT09W3b1+99957Klu2rKfjAAAAwAOMKK5RUVHq0qWLOnTocN11MzMzlZaW5nQDAACA+Xw8HeB6PvvsM+3atUvbt2+/ofVjY2M1fvz4Ak4FAACAwlakz7geOXJEzz//vD799FP5+fnd0DYxMTFKTU113I4cOVLAKQEAAFAYivQZ1507dyolJUVNmjRxjGVlZWnTpk2aNWuWMjMz5e3t7bSN3W6X3W4v7KgAAAAoYEW6uD7wwAPat2+f09jAgQNVp04djRw5MldpBQAAwO2rSBfXUqVKqX79+k5jJUqUULly5XKNAwAA4PZWpOe4AgAAADmK9BnXvGzYsMHTEQAAAOABnHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIRbq4xsbG6p577lGpUqUUHBysHj166Oeff/Z0LAAAAHhAkS6uGzduVFRUlL777jutWbNGly5dUseOHXXhwgVPRwMAAEAh8/F0gGtZtWqV0/0FCxYoODhYO3fuVJs2bTyUCgAAAJ5QpIvr1VJTUyVJgYGB+a6TmZmpzMxMx/20tLQCzwUAAICCV6SnClwpOztbw4cPV6tWrVS/fv1814uNjVVAQIDjVqVKlUJMCQAAgIJiTHGNiorS/v379dlnn11zvZiYGKWmpjpuR44cKaSEAAAAKEhGTBUYOnSovvzyS23atEmVK1e+5rp2u112u72QkgEAAKCwFOnialmWnnvuOS1btkwbNmxQWFiYpyMBAADAQ4p0cY2KitLChQv1xRdfqFSpUjp+/LgkKSAgQP7+/h5OBwAAgMJUpOe4zpkzR6mpqWrXrp0qVqzouH3++eeejgYAAIBCVqTPuFqW5ekIAAAAKCKK9BlXAAAAIAfFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjEBxBQAAgBEorgAAADACxRUAAABGoLgCAADACBRXAAAAGIHiCgAAACNQXAEAAGAEiisAAACMQHEFAACAESiuAAAAMALFFQAAAEaguAIAAMAIFFcAAAAYwYjiOnv2bFWvXl1+fn6699579f3333s6EgAAAApZkS+un3/+uaKjozV27Fjt2rVLDRs2VKdOnZSSkuLpaAAAAChERb64zpgxQ0899ZQGDhyoevXqae7cuSpevLg++OADT0cDAABAIfLxdIBruXjxonbu3KmYmBjHmJeXlzp06KBvv/02z20yMzOVmZnpuJ+amipJSktLK9iwV/gj/XyhPZY7paX53tT6d8LzvBOeo3RnPM874TlKd8bzvBOeo3RnPM874TlKd87zvLXH+rOnWZZ17RWtIuzo0aOWJOubb75xGh8xYoTVvHnzPLcZO3asJYkbN27cuHHjxo2bYbcjR45csxsW6TOuroiJiVF0dLTjfnZ2ts6cOaNy5crJZrN5MBluVFpamqpUqaIjR46odOnSno6DW8Brefvgtbx98FrePm6n19KyLJ0/f16hoaHXXK9IF9egoCB5e3vrxIkTTuMnTpxQhQoV8tzGbrfLbrc7jZUpU6agIqIAlS5d2vgfRPyJ1/L2wWt5++C1vH3cLq9lQEDAddcp0h/O8vX1VdOmTbV27VrHWHZ2ttauXasWLVp4MBkAAAAKW5E+4ypJ0dHRioyMVLNmzdS8eXPFxcXpwoULGjhwoKejAQAAoBAV+eL6t7/9TSdPntSYMWN0/PhxNWrUSKtWrVJISIino6GA2O12jR07NteUD5iH1/L2wWt5++C1vH3cia+lzbKud90BAAAAwPOK9BxXAAAAIAfFFQAAAEaguAIAAMAIFFcAAAAYgeKKIiE2Nlb33HOPSpUqpeDgYPXo0UM///yzp2PBDaZOnSqbzabhw4d7OgpccPToUT3xxBMqV66c/P391aBBA+3YscPTsXCTsrKyNHr0aIWFhcnf31/h4eGaOHHi9b8XHh63adMmdevWTaGhobLZbFq+fLnTcsuyNGbMGFWsWFH+/v7q0KGDEhISPBO2EFBcUSRs3LhRUVFR+u6777RmzRpdunRJHTt21IULFzwdDbdg+/btevfdd3X33Xd7OgpccPbsWbVq1UrFihXTypUrdeDAAb355psqW7asp6PhJk2bNk1z5szRrFmz9OOPP2ratGmaPn26Zs6c6elouI4LFy6oYcOGmj17dp7Lp0+frrfffltz587Vtm3bVKJECXXq1El//PFHISctHFwOC0XSyZMnFRwcrI0bN6pNmzaejgMXpKenq0mTJnrnnXc0adIkNWrUSHFxcZ6OhZswatQobd26VZs3b/Z0FNyirl27KiQkRO+//75jrGfPnvL399cnn3ziwWS4GTabTcuWLVOPHj0k/Xm2NTQ0VC+++KJeeuklSVJqaqpCQkK0YMEC9e7d24NpCwZnXFEkpaamSpICAwM9nASuioqKUpcuXdShQwdPR4GLVqxYoWbNmunxxx9XcHCwGjdurPfee8/TseCCli1bau3atTp48KAkac+ePdqyZYs6d+7s4WS4FUlJSTp+/LjTv7MBAQG699579e2333owWcEp8t+chTtPdna2hg8frlatWql+/fqejgMXfPbZZ9q1a5e2b9/u6Si4Bb/88ovmzJmj6OhovfLKK9q+fbuGDRsmX19fRUZGejoebsKoUaOUlpamOnXqyNvbW1lZWZo8ebL69u3r6Wi4BcePH5ekXN8mGhIS4lh2u6G4osiJiorS/v37tWXLFk9HgQuOHDmi559/XmvWrJGfn5+n4+AWZGdnq1mzZpoyZYokqXHjxtq/f7/mzp1LcTXMv//9b3366adauHChIiIiFB8fr+HDhys0NJTXEkZhqgCKlKFDh+rLL7/U+vXrVblyZU/HgQt27typlJQUNWnSRD4+PvLx8dHGjRv19ttvy8fHR1lZWZ6OiBtUsWJF1atXz2msbt26Onz4sIcSwVUjRozQqFGj1Lt3bzVo0ED9+vXTCy+8oNjYWE9Hwy2oUKGCJOnEiRNO4ydOnHAsu91QXFEkWJaloUOHatmyZVq3bp3CwsI8HQkueuCBB7Rv3z7Fx8c7bs2aNVPfvn0VHx8vb29vT0fEDWrVqlWuy9IdPHhQ1apV81AiuCojI0NeXs6/8r29vZWdne2hRHCHsLAwVahQQWvXrnWMpaWladu2bWrRooUHkxUcpgqgSIiKitLChQv1xRdfqFSpUo65OQEBAfL39/dwOtyMUqVK5ZqbXKJECZUrV445y4Z54YUX1LJlS02ZMkW9evXS999/r3nz5mnevHmejoab1K1bN02ePFlVq1ZVRESEdu/erRkzZmjQoEGejobrSE9P16FDhxz3k5KSFB8fr8DAQFWtWlXDhw/XpEmTVKtWLYWFhWn06NEKDQ11XHngdsPlsFAk2Gy2PMfnz5+vAQMGFG4YuF27du24HJahvvzyS8XExCghIUFhYWGKjo7WU0895elYuEnnz5/X6NGjtWzZMqWkpCg0NFR9+vTRmDFj5Ovr6+l4uIYNGzbo/vvvzzUeGRmpBQsWyLIsjR07VvPmzdO5c+d033336Z133tFdd93lgbQFj+IKAAAAIzDHFQAAAEaguAIAAMAIFFcAAAAYgeIKAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAG4DycnJstlsio+P93QUACgwFFcAcJMBAwbIZrNp6tSpTuPLly/P92uNAQA3juIKAG7k5+enadOm6ezZs56O4hYXL170dAQAcKC4AoAbdejQQRUqVFBsbGyey8eNG6dGjRo5jcXFxal69eqO+wMGDFCPHj00ZcoUhYSEqEyZMpowYYIuX76sESNGKDAwUJUrV9b8+fNz7f+nn35Sy5Yt5efnp/r162vjxo1Oy/fv36/OnTurZMmSCgkJUb9+/XTq1CnH8nbt2mno0KEaPny4goKC1KlTJ9cPBgC4GcUVANzI29tbU6ZM0cyZM/V///d/Lu9n3bp1+u2337Rp0ybNmDFDY8eOVdeuXVW2bFlt27ZNQ4YM0eDBg3M9xogRI/Tiiy9q9+7datGihbp166bTp09Lks6dO6f27durcePG2rFjh1atWqUTJ06oV69eTvv48MMP5evrq61bt2ru3LkuPwcAcDeKKwC42SOPPKJGjRpp7NixLu8jMDBQb7/9tmrXrq1Bgwapdu3aysjI0CuvvKJatWopJiZGvr6+2rJli9N2Q4cOVc+ePVW3bl3NmTNHAQEBev/99yVJs2bNUuPGjTVlyhTVqVNHjRs31gcffKD169fr4MGDjn3UqlVL06dPV+3atVW7dm2XnwMAuBvFFQAKwLRp0/Thhx/qxx9/dGn7iIgIeXn9//9Eh4SEqEGDBo773t7eKleunFJSUpy2a9GiheO/fXx81KxZM0eGPXv2aP369SpZsqTjVqdOHUlSYmKiY7umTZu6lBkACpqPpwMAwO2oTZs26tSpk2JiYjRgwADHuJeXlyzLclr30qVLubYvVqyY032bzZbnWHZ29g1nSk9PV7du3TRt2rRcyypWrOj47xIlStzwPgGgMFFcAaCATJ06VY0aNXL6c3v58uV1/PhxWZbluESWO6+9+t1336lNmzaSpMuXL2vnzp0aOnSoJKlJkyZasmSJqlevLh8f/vkHYB6mCgBAAWnQoIH69u2rt99+2zHWrl07nTx5UtOnT1diYqJmz56tlStXuu0xZ8+erWXLlumnn35SVFSUzp49q0GDBkmSoqKidObMGfXp00fbt29XYmKiVq9erYEDByorK8ttGQCgoFBcAaAATZgwwenP+XXr1tU777yj2bNnq2HDhvr+++/10ksvue3xpk6dqqlTp6phw4basmWLVqxYoaCgIElSaGiotm7dqqysLHXs2FENGjTQ8OHDVaZMGaf5tABQVNmsqydbAQAAAEUQ/4sNAAAAI1BcAQAAYASKKwAAAIxAcQUAAIARKK4AAAAwAsUVAAAARqC4AgAAwAgUVwAAABiB4goAAAAjUFwBAABgBIorAAAAjPD/AdpHLFeCL7qOAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -540,34649 +375,15 @@ "output_type": "display_data" }, { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\n", - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\n", - "\n", - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Progress: 98%|█████████████████████████████████████████████████████████████████████████████████████████▏ | 98/100 [00:00<00:00, 187.17it/s]" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAArcAAAIjCAYAAAAZajMiAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABEDElEQVR4nO3dfXzO9f////sxsxMnO3OyGYuZ5TxENHLy0aJSUStv3sppUZGkE1ahkCHvEpG33oV6V4qik/cbCRFJYs6iYm0RNiezE/Y2bM/vH/12/Drapu3YseOYV7fr5XJcLh3P19njeHiNe689X6/DZowxAgAAACzAy9MFAAAAAK5CuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAXwl7Z9+3Z17NhRVatWlc1m065duzxdkoMGDRrotttu83QZTrPZbHruuefK/TjdunVTt27d7O+//PJL2Ww2LV++vEz7nTlzppo0aaL8/PwyVugZzz33nGw2m0v3+cde79+/X97e3tq3b59LjwM4i3ALuMH333+ve++9V3Xr1pWvr6/Cw8M1YMAAff/9954u7S/t4sWLuueee5Senq6XX35Zb7/9turXr+/pslBBZGVlacaMGRo3bpy8vPjnsjjNmjVTr169NHHiRE+XAkiSvD1dAGB1H330kfr376+QkBANGzZMkZGRSklJ0RtvvKHly5dr6dKluvPOOz1d5l9SUlKSfvnlF73++uu6//77PV2OJf3vf/+Tt/eV+U/Nm2++qUuXLql///6eLqXCe/DBB3XrrbcqKSlJUVFRni4Hf3FX5t84wBUiKSlJ9913nxo2bKhNmzapVq1a9mWPPvqoOnfurPvuu0979uxRw4YNPVhpYTk5OapSpYqnyyhXJ06ckCQFBQV5thAL8/Pz83QJTlu0aJHuuOOOP/0Mly5dUn5+vnx8fNxUWcUTGxur4OBgLVmyRJMnT/Z0OfiL4/csQDl68cUXlZOTo4ULFzoEW0mqWbOm/vnPf+rcuXOaOXOmw7KjR49q2LBhCg8Pl6+vryIjI/XQQw/pwoUL9nUyMjL02GOPqUGDBvL19VW9evU0cOBAnTp1SpK0ePFi2Ww2paSkOOy7YC7il19+aR/r1q2bWrRooR07dqhLly6qUqWKnn76aUnSxx9/rF69etlriYqK0pQpU5SXl+ew34J97N+/X//3f/+nKlWqqG7duoU+mySdP39ezz33nK6++mr5+fmpTp06uuuuu5SUlGRfJz8/X7Nnz1bz5s3l5+en0NBQjRgxQmfOnClR79evX6/OnTuratWqCgoKUu/evXXgwAH78sGDB6tr166SpHvuuUc2m81hHmFRMjIyNGbMGEVERMjX11eNGjXSjBkzCs3HnDVrljp27KgaNWrI399fbdu2LXbu57///W+1b99eVapUUXBwsLp06aLPP/+80HqbN29W+/bt5efnp4YNG+qtt9760x6kpKTIZrNp1qxZmjdvnho2bKgqVaqoR48eOnLkiIwxmjJliurVqyd/f3/17t1b6enpDvsobs5sgwYNNHjw4D+t4Y/bF8wBPXTokAYPHqygoCAFBgZqyJAhysnJ+dP9SdLChQsVFRUlf39/tW/fXl999VWx6+bl5enpp59WWFiYqlatqjvuuENHjhz502MkJydrz549io2NdRj/fU9nz56tqKgo+fr6av/+/ZL+/LyTfjv3GjRoUOiYRc2PtdlsGjVqlFauXKkWLVrI19dXzZs31+rVqwttv3nzZl133XXy8/NTVFSU/vnPfxb7+f7973+rbdu28vf3V0hIiPr161dkX0ra68qVK6tbt276+OOPiz0m4C5cuQXK0aeffqoGDRqoc+fORS7v0qWLGjRooP/85z/2sWPHjql9+/bKyMjQ8OHD1aRJEx09elTLly9XTk6OfHx8dPbsWXXu3FkHDhzQ0KFDde211+rUqVP65JNP9Ouvv6pmzZqlrvX06dO65ZZb1K9fP917770KDQ2V9FtIrlatmsaOHatq1app/fr1mjhxorKysvTiiy867OPMmTO6+eabddddd6lv375avny5xo0bp5YtW+qWW26R9FvYuO2227Ru3Tr169dPjz76qLKzs7V27Vrt27fP/ivNESNGaPHixRoyZIhGjx6t5ORkvfrqq0pMTNSWLVtUuXLlYj/LF198oVtuuUUNGzbUc889p//973+aO3euOnXqpJ07d6pBgwYaMWKE6tatq2nTpmn06NG67rrr7J+5KDk5OeratauOHj2qESNG6KqrrtLXX3+t+Ph4HT9+XLNnz7av+8orr+iOO+7QgAEDdOHCBS1dulT33HOPPvvsM/Xq1cu+3vPPP6/nnntOHTt21OTJk+Xj46Nt27Zp/fr16tGjh329Q4cO6e6779awYcM0aNAgvfnmmxo8eLDatm2r5s2b/+mf7TvvvKMLFy7okUceUXp6umbOnKm+ffuqe/fu+vLLLzVu3DgdOnRIc+fO1RNPPKE333zzT/dZVn379lVkZKQSEhK0c+dO/etf/1Lt2rU1Y8aMy273xhtvaMSIEerYsaPGjBmjn3/+WXfccYdCQkIUERFRaP0XXnhBNptN48aN04kTJzR79mzFxsZq165d8vf3L/Y4X3/9tSTp2muvLXL5okWLdP78eQ0fPly+vr4KCQkp0XnnjM2bN+ujjz7Sww8/rOrVq2vOnDmKi4vT4cOHVaNGDUnS3r171aNHD9WqVUvPPfecLl26pEmTJhV5Tr/wwguaMGGC+vbtq/vvv18nT57U3Llz1aVLFyUmJtp/k1HaXrdt21Yff/yxsrKyFBAQ4NRnBVzCACgXGRkZRpLp3bv3Zde74447jCSTlZVljDFm4MCBxsvLy2zfvr3Quvn5+cYYYyZOnGgkmY8++qjYdRYtWmQkmeTkZIflGzZsMJLMhg0b7GNdu3Y1ksyCBQsK7S8nJ6fQ2IgRI0yVKlXM+fPnC+3jrbfeso/l5uaasLAwExcXZx978803jSTz0ksvFVv7V199ZSSZd955x2H56tWrixz/o9atW5vatWub06dP28d2795tvLy8zMCBA+1jBb1YtmzZZfdnjDFTpkwxVatWNT/99JPD+Pjx402lSpXM4cOH7WN/7NmFCxdMixYtTPfu3e1jBw8eNF5eXubOO+80eXl5DusX9MEYY+rXr28kmU2bNtnHTpw4YXx9fc3jjz9+2ZqTk5ONJFOrVi2TkZFhH4+PjzeSTKtWrczFixft4/379zc+Pj4Of66SzKRJkwrtu379+mbQoEGXPX5R20+aNMlIMkOHDnVY78477zQ1atS47L4uXLhgateubVq3bm1yc3Pt4wsXLjSSTNeuXe1jBX+2devWtf9sGWPMBx98YCSZV1555bLHevbZZ40kk52d7TBe0NOAgABz4sQJh2UlPe8GDRpk6tevX+iYBb35PUnGx8fHHDp0yGGfkszcuXPtY3369DF+fn7ml19+sY/t37/fVKpUyWGfKSkpplKlSuaFF15wOM7evXuNt7e3fbw0vS7w7rvvGklm27ZthZYB7sS0BKCcZGdnS5KqV69+2fUKlmdlZSk/P18rV67U7bffrnbt2hVat+BXlh9++KFatWpV5I1ozj72x9fXV0OGDCk0/vurW9nZ2Tp16pQ6d+6snJwc/fDDDw7rVqtWTffee6/9vY+Pj9q3b6+ff/7ZPvbhhx+qZs2aeuSRR4qtfdmyZQoMDNRNN92kU6dO2V9t27ZVtWrVtGHDhmI/x/Hjx7Vr1y4NHjxYISEh9vFrrrlGN910k/773/+WoBuFLVu2TJ07d1ZwcLBDTbGxscrLy9OmTZvs6/6+Z2fOnFFmZqY6d+6snTt32sdXrlyp/Px8TZw4sdCd+H/8M2zWrJnD1f9atWqpcePGDn29nHvuuUeBgYH29x06dJAk3XvvvQ43e3Xo0EEXLlzQ0aNHS7TfsnjwwQcd3nfu3FmnT59WVlZWsdt89913OnHihB588EGH+a2DBw92+Hy/N3DgQIefwbvvvlt16tT50/Pg9OnT8vb2VrVq1YpcHhcX5zDVqLzOO+m3+ay/v0nrmmuuUUBAgP3PPy8vT2vWrFGfPn101VVX2ddr2rSpevbs6bCvjz76SPn5+erbt6/DeRwWFqbo6Gj7z5YzvQ4ODpYk+9QowFOYlgCUk4J/UAtCbnF+H4JPnjyprKwstWjR4rLbJCUlKS4uzjWF/n/q1q1b5A0x33//vZ599lmtX7++UPDIzMx0eF+vXr1CwSw4OFh79uyxv09KSlLjxo0vewf9wYMHlZmZqdq1axe5vOBGsKL88ssvkqTGjRsXWta0aVOtWbNG586dU9WqVYvdR3E17dmzp9Dc6aJq+uyzzzR16lTt2rVLubm59vHf9yYpKUleXl5q1qzZnx7794GlQHBwcInnH/9x+4Jw8sdfLReMl3S/ZfHHmgqC0ZkzZ4r9lXbBn210dLTDeOXKlYu9IfOP69psNjVq1KjQXPTSioyMLLI2V5930p//+Z88eVL/+9//Cn3Wgnp+H6wPHjwoY0yR60qyT/dxptfGGEnO/w824CqEW6CcBAYGqk6dOg7Brih79uxR3bp1FRAQoP/9738uO35x/8D88UawAkXNP8zIyFDXrl0VEBCgyZMnKyoqSn5+ftq5c6fGjRtX6EaqSpUqFbnvgn/0Sio/P1+1a9fWO++8U+Ty4gJmecrPz9dNN92kp556qsjlV199tSTpq6++0h133KEuXbpo/vz5qlOnjipXrqxFixbp3XffderYZe1rcduXZb/FnUcl5apzpbzUqFFDly5dUnZ2dpG/fbncfN0/U9qfTVf2Kj8/XzabTatWrSpyv8VdqS6JgrDtzJx/wJUIt0A5uu222/T6669r8+bNuuGGGwot/+qrr5SSkqIRI0ZI+i20BQQE/Ok3/URFRf3pOgVXwjIyMhzGC67IlMSXX36p06dP66OPPlKXLl3s48nJySXexx9FRUVp27ZtunjxYrE3hUVFRemLL75Qp06dSh0iCr6E4ccffyy07IcfflDNmjWdunoWFRWls2fPFrp7/o8+/PBD+fn5ac2aNfL19bWPL1q0qND+8vPztX//frVu3brU9bhLcHBwoXPowoULOn78uNtrKfizPXjwoLp3724fv3jxopKTk9WqVatC2xw8eNDhvTFGhw4d0jXXXHPZYzVp0kTSb+f6n637+9pKct4V1VOpdD+bv1erVi35+/sX+qxF1RMVFSVjjCIjI+3/Q1YUZ3qdnJwsLy+vy+4XcAfm3ALl6Mknn5S/v79GjBih06dPOyxLT0/Xgw8+qCpVqujJJ5+UJHl5ealPnz769NNP9d133xXaX8GVmri4OO3evVsrVqwodp2COXq/nwual5enhQsXlrj+gis7v79CdOHCBc2fP7/E+/ijuLg4nTp1Sq+++mqhZQXH6du3r/Ly8jRlypRC61y6dKnIYFCgTp06at26tZYsWeKw3r59+/T555/r1ltvdaruvn37auvWrVqzZk2hZRkZGbp06ZKk33pms9kcrsKlpKRo5cqVDtv06dNHXl5emjx5cqEr4BXl6qX023n0+3NI+u3xUGW9cuuMdu3aqVatWlqwYIHDY/EWL15c7Dnx1ltvOUwNWr58uY4fP25/ekdxYmJiJKnIn8OilOa8i4qKUmZmpsNvdY4fP17kz3NJVKpUST179tTKlSt1+PBh+/iBAwcKna933XWXKlWqpOeff77QeWaMsf895Uyvd+zYoebNmxc7JxdwF67cAuUoOjpaS5Ys0YABA9SyZctC31B26tQpvffeew43i0ybNk2ff/65unbtquHDh6tp06Y6fvy4li1bps2bNysoKEhPPvmkli9frnvuuUdDhw5V27ZtlZ6erk8++UQLFixQq1at1Lx5c11//fWKj49Xenq6QkJCtHTpUnsIK4mOHTsqODhYgwYN0ujRo2Wz2fT222+XKXwNHDhQb731lsaOHatvv/1WnTt31rlz5/TFF1/o4YcfVu/evdW1a1eNGDFCCQkJ2rVrl3r06KHKlSvr4MGDWrZsmV555RXdfffdxR7jxRdf1C233KKYmBgNGzbM/kimwMDAIp/ZWhJPPvmkPvnkE9122232x3CdO3dOe/fu1fLly5WSkqKaNWuqV69eeumll3TzzTfr73//u06cOKF58+apUaNGDmGmUaNGeuaZZzRlyhR17txZd911l3x9fbV9+3aFh4crISHBqTpd7f7779eDDz6ouLg43XTTTdq9e7fWrFnjkV89V65cWVOnTtWIESPUvXt3/e1vf1NycrIWLVpU7DzQkJAQ3XDDDRoyZIjS0tI0e/ZsNWrUSA888MBlj9WwYUO1aNFCX3zxhYYOHVqi+kp63vXr10/jxo3TnXfeqdGjRysnJ0evvfaarr76aoebDkvj+eef1+rVq9W5c2c9/PDDunTpkubOnavmzZs7nHdRUVGaOnWq4uPjlZKSoj59+qh69epKTk7WihUrNHz4cD3xxBOl7vXFixe1ceNGPfzww07VD7iU25/PAPwF7dmzx/Tv39/UqVPHVK5c2YSFhZn+/fubvXv3Frn+L7/8YgYOHGhq1aplfH19TcOGDc3IkSMdHslz+vRpM2rUKFO3bl3j4+Nj6tWrZwYNGmROnTplXycpKcnExsYaX19fExoaap5++mmzdu3aIh8F1rx58yJr2bJli7n++uuNv7+/CQ8PN0899ZRZs2ZNifdR1GOPcnJyzDPPPGMiIyPt/bj77rtNUlKSw3oLFy40bdu2Nf7+/qZ69eqmZcuW5qmnnjLHjh0rrtV2X3zxhenUqZPx9/c3AQEB5vbbbzf79+93WKc0jwIzxpjs7GwTHx9vGjVqZHx8fEzNmjVNx44dzaxZs8yFCxfs673xxhsmOjra+Pr6miZNmphFixYV+ZgnY357NFqbNm2Mr6+vCQ4ONl27djVr1661L69fv77p1atXoe26du1a5OOYfq/gsVUvvvhiiT53wePjfv8Yury8PDNu3DhTs2ZNU6VKFdOzZ09z6NChMj8K7OTJk0Ue+4+PrivK/PnzTWRkpPH19TXt2rUzmzZtKtSPgs/43nvvmfj4eFO7dm3j7+9vevXq5fC4rMt56aWXTLVq1Rwe7VZcTwuU5LwzxpjPP//ctGjRwvj4+JjGjRubf//738U+CmzkyJGFti+q/xs3bjRt27Y1Pj4+pmHDhmbBggXFnncffvihueGGG0zVqlVN1apVTZMmTczIkSPNjz/+6LBeSXptjDGrVq0ykszBgweL7AvgTjZjKtDvvwAAqCAyMzPVsGFDzZw5U8OGDfN0ORVanz59ZLPZnJ5aAbgS4RYAgGLMmDFDixYt0v79+ws9jxi/OXDggFq2bKldu3b96WMMAXcg3AIAAMAy+N9QAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGXyJg377ru1jx46pevXqxX7nNwAAADzHGKPs7GyFh4df9uklhFtJx44dU0REhKfLAAAAwJ84cuSI6tWrV+xywq2k6tWrS/qtWQEBAR6uBgAAAH+UlZWliIgIe24rDuFWsk9FCAgIINwCAABUYH82hZQbygAAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAluHRcLtp0ybdfvvtCg8Pl81m08qVKx2WG2M0ceJE1alTR/7+/oqNjdXBgwcd1klPT9eAAQMUEBCgoKAgDRs2TGfPnnXjpwAAAEBF4dFwe+7cObVq1Urz5s0rcvnMmTM1Z84cLViwQNu2bVPVqlXVs2dPnT9/3r7OgAED9P3332vt2rX67LPPtGnTJg0fPtxdHwEAAAAViM0YYzxdhCTZbDatWLFCffr0kfTbVdvw8HA9/vjjeuKJJyRJmZmZCg0N1eLFi9WvXz8dOHBAzZo10/bt29WuXTtJ0urVq3Xrrbfq119/VXh4eImOnZWVpcDAQGVmZiogIKBcPh8AAACcV9K8VmHn3CYnJys1NVWxsbH2scDAQHXo0EFbt26VJG3dulVBQUH2YCtJsbGx8vLy0rZt24rdd25urrKyshxeAAAAuPJ5e7qA4qSmpkqSQkNDHcZDQ0Pty1JTU1W7dm2H5d7e3goJCbGvU5SEhAQ9//zzLq64dKYnnvLo8QEAAMpifJuani6hSBX2ym15io+PV2Zmpv115MgRT5cEAAAAF6iw4TYsLEySlJaW5jCelpZmXxYWFqYTJ044LL906ZLS09Pt6xTF19dXAQEBDi8AAABc+SpsuI2MjFRYWJjWrVtnH8vKytK2bdsUExMjSYqJiVFGRoZ27NhhX2f9+vXKz89Xhw4d3F4zAAAAPMujc27Pnj2rQ4cO2d8nJydr165dCgkJ0VVXXaUxY8Zo6tSpio6OVmRkpCZMmKDw8HD7ExWaNm2qm2++WQ888IAWLFigixcvatSoUerXr1+Jn5QAAAAA6/BouP3uu+/0f//3f/b3Y8eOlSQNGjRIixcv1lNPPaVz585p+PDhysjI0A033KDVq1fLz8/Pvs0777yjUaNG6cYbb5SXl5fi4uI0Z84ct38WAAAAeF6Fec6tJ3niObc8LQEAAFzJ3P20hCv+ObcAAABAaRFuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZVTocJuXl6cJEyYoMjJS/v7+ioqK0pQpU2SMsa9jjNHEiRNVp04d+fv7KzY2VgcPHvRg1QAAAPCUCh1uZ8yYoddee02vvvqqDhw4oBkzZmjmzJmaO3eufZ2ZM2dqzpw5WrBggbZt26aqVauqZ8+eOn/+vAcrBwAAgCd4e7qAy/n666/Vu3dv9erVS5LUoEEDvffee/r2228l/XbVdvbs2Xr22WfVu3dvSdJbb72l0NBQrVy5Uv369fNY7QAAAHC/Cn3ltmPHjlq3bp1++uknSdLu3bu1efNm3XLLLZKk5ORkpaamKjY21r5NYGCgOnTooK1btxa739zcXGVlZTm8AAAAcOWr0Fdux48fr6ysLDVp0kSVKlVSXl6eXnjhBQ0YMECSlJqaKkkKDQ112C40NNS+rCgJCQl6/vnny69wAAAAeESFvnL7wQcf6J133tG7776rnTt3asmSJZo1a5aWLFlSpv3Gx8crMzPT/jpy5IiLKgYAAIAnVegrt08++aTGjx9vnzvbsmVL/fLLL0pISNCgQYMUFhYmSUpLS1OdOnXs26Wlpal169bF7tfX11e+vr7lWjsAAADcr0Jfuc3JyZGXl2OJlSpVUn5+viQpMjJSYWFhWrdunX15VlaWtm3bppiYGLfWCgAAAM+r0Fdub7/9dr3wwgu66qqr1Lx5cyUmJuqll17S0KFDJUk2m01jxozR1KlTFR0drcjISE2YMEHh4eHq06ePZ4sHAACA21XocDt37lxNmDBBDz/8sE6cOKHw8HCNGDFCEydOtK/z1FNP6dy5cxo+fLgyMjJ0ww03aPXq1fLz8/Ng5QAAAPAEm/n91339RWVlZSkwMFCZmZkKCAhwyzGnJ55yy3EAAADKw/g2Nd16vJLmtQo95xYAAAAoDcItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALMOpcLtz507t3bvX/v7jjz9Wnz599PTTT+vChQsuKw4AAAAoDafC7YgRI/TTTz9Jkn7++Wf169dPVapU0bJly/TUU0+5tEAAAACgpJwKtz/99JNat24tSVq2bJm6dOmid999V4sXL9aHH37oyvoAAACAEnMq3BpjlJ+fL0n64osvdOutt0qSIiIidOrUKddVJ+no0aO69957VaNGDfn7+6tly5b67rvvHGqZOHGi6tSpI39/f8XGxurgwYMurQEAAABXBqfCbbt27TR16lS9/fbb2rhxo3r16iVJSk5OVmhoqMuKO3PmjDp16qTKlStr1apV2r9/v/7xj38oODjYvs7MmTM1Z84cLViwQNu2bVPVqlXVs2dPnT9/3mV1AAAA4Mrg7cxGs2fP1oABA7Ry5Uo988wzatSokSRp+fLl6tixo8uKmzFjhiIiIrRo0SL7WGRkpP2/jTGaPXu2nn32WfXu3VuS9NZbbyk0NFQrV65Uv379XFYLAAAAKj6nwu0111zj8LSEAi+++KIqVapU5qIKfPLJJ+rZs6fuuecebdy4UXXr1tXDDz+sBx54QNJvV4pTU1MVGxtr3yYwMFAdOnTQ1q1biw23ubm5ys3Ntb/PyspyWc0AAADwHKefc5uRkaF//etfio+PV3p6uiRp//79OnHihMuK+/nnn/Xaa68pOjpaa9as0UMPPaTRo0dryZIlkqTU1FRJKjQVIjQ01L6sKAkJCQoMDLS/IiIiXFYzAAAAPMepK7d79uzRjTfeqKCgIKWkpOiBBx5QSEiIPvroIx0+fFhvvfWWS4rLz89Xu3btNG3aNElSmzZttG/fPi1YsECDBg1yer/x8fEaO3as/X1WVhYBFwAAwAKcunI7duxYDRkyRAcPHpSfn599/NZbb9WmTZtcVlydOnXUrFkzh7GmTZvq8OHDkqSwsDBJUlpamsM6aWlp9mVF8fX1VUBAgMMLAAAAVz6nwu327ds1YsSIQuN169a97HSA0urUqZN+/PFHh7GffvpJ9evXl/TbzWVhYWFat26dfXlWVpa2bdummJgYl9UBAACAK4NT0xJ8fX2LvAnrp59+Uq1atcpcVIHHHntMHTt21LRp09S3b199++23WrhwoRYuXChJstlsGjNmjKZOnaro6GhFRkZqwoQJCg8PV58+fVxWBwAAAK4MTl25veOOOzR58mRdvHhR0m8h8/Dhwxo3bpzi4uJcVtx1112nFStW6L333lOLFi00ZcoU+2PICjz11FN65JFHNHz4cF133XU6e/asVq9e7TBdAgAAAH8NNmOMKe1GmZmZuvvuu/Xdd98pOztb4eHhSk1NVUxMjP773/+qatWq5VFrucnKylJgYKAyMzPdNv92eqJrv8kNAADAnca3qenW45U0rzk1LSEwMFBr167Vli1btHv3bp09e1bXXnutw/NmAQAAAHdzKtwW6NSpkzp16uSqWgAAAIAycWrO7ejRozVnzpxC46+++qrGjBlT1poAAAAApzgVbj/88MMir9h27NhRy5cvL3NRAAAAgDOcCrenT59WYGBgofGAgACdOsWNUgAAAPAMp8Jto0aNtHr16kLjq1atUsOGDctcFAAAAOAMp24oGzt2rEaNGqWTJ0+qe/fukqR169bpH//4h2bPnu3K+gAAAIAScyrcDh06VLm5uXrhhRc0ZcoUSVKDBg302muvaeDAgS4tEAAAACgppx8F9tBDD+mhhx7SyZMn5e/vr2rVqrmyLgAAAKDUyvScW0mqVauWK+oAAAAAysypG8rS0tJ03333KTw8XN7e3qpUqZLDCwAAAPAEp67cDh48WIcPH9aECRNUp04d2Ww2V9cFAAAAlJpT4Xbz5s366quv1Lp1axeXAwAAADjPqWkJERERMsa4uhYAAACgTJwKt7Nnz9b48eOVkpLi4nIAAAAA5zk1LeFvf/ubcnJyFBUVpSpVqqhy5coOy9PT011SHAAAAFAaToVbvoUMAAAAFZFT4XbQoEGurgMAAAAoM6fm3EpSUlKSnn32WfXv318nTpyQJK1atUrff/+9y4oDAAAASsOpcLtx40a1bNlS27Zt00cffaSzZ89Kknbv3q1Jkya5tEAAAACgpJwKt+PHj9fUqVO1du1a+fj42Me7d++ub775xmXFAQAAAKXhVLjdu3ev7rzzzkLjtWvX1qlTp8pcFAAAAOAMp8JtUFCQjh8/Xmg8MTFRdevWLXNRAAAAgDOcCrf9+vXTuHHjlJqaKpvNpvz8fG3ZskVPPPGEBg4c6OoaAQAAgBJxKtxOmzZNTZo0UUREhM6ePatmzZqpS5cu6tixo5599llX1wgAAACUSKmfc2uMUWpqqubMmaOJEydq7969Onv2rNq0aaPo6OjyqBEAAAAoEafCbaNGjfT9998rOjpaERER5VEXAAAAUGqlnpbg5eWl6OhonT59ujzqAQAAAJzm1Jzb6dOn68knn9S+fftcXQ8AAADgtFJPS5CkgQMHKicnR61atZKPj4/8/f0dlqenp7ukOAAAAKA0nAq3s2fPdnEZAAAAQNmVOtxevHhRGzdu1IQJExQZGVkeNQEAAABOKfWc28qVK+vDDz8sj1oAAACAMnHqhrI+ffpo5cqVLi4FAAAAKBun5txGR0dr8uTJ2rJli9q2bauqVas6LB89erRLigMAAABKw2aMMaXd6HJzbW02m37++ecyFeVuWVlZCgwMVGZmpgICAtxyzOmJp9xyHAAAgPIwvk1Ntx6vpHnNqSu3ycnJThcGAAAAlBen5twCAAAAFZFTV26HDh162eVvvvmmU8UAAAAAZeFUuD1z5ozD+4sXL2rfvn3KyMhQ9+7dXVIYAAAAUFpOhdsVK1YUGsvPz9dDDz2kqKioMhcFAAAAOMNlc269vLw0duxYvfzyy67aJQAAAFAqLr2hLCkpSZcuXXLlLgEAAIASc2pawtixYx3eG2N0/Phx/ec//9GgQYNcUhgAAABQWk6F28TERIf3Xl5eqlWrlv7xj3/86ZMUAAAAgPLiVLjdsGGDq+sAAAAAysypObfJyck6ePBgofGDBw8qJSWlrDUBAAAATnEq3A4ePFhff/11ofFt27Zp8ODBZa0JAAAAcIpT4TYxMVGdOnUqNH799ddr165dZa0JAAAAcIpT4dZmsyk7O7vQeGZmpvLy8spcFAAAAOAMp8Jtly5dlJCQ4BBk8/LylJCQoBtuuMFlxQEAAACl4dTTEmbMmKEuXbqocePG6ty5syTpq6++UlZWltavX+/SAgEAAICScurKbbNmzbRnzx717dtXJ06cUHZ2tgYOHKgffvhBLVq0cHWNAAAAQIk4deVWksLDwzVt2jRX1gIAAACUiVNXbhctWqRly5YVGl+2bJmWLFlS5qIAAAAAZzgVbhMSElSzZs1C47Vr1+ZqLgAAADzGqXB7+PBhRUZGFhqvX7++Dh8+XOaiAAAAAGc4FW5r166tPXv2FBrfvXu3atSoUeaiAAAAAGc4FW779++v0aNHa8OGDcrLy1NeXp7Wr1+vRx99VP369XN1jQAAAECJOPW0hClTpiglJUU33nijvL1/20VeXp4GDRrEnFsAAAB4jFPh1sfHR++//76eeOIJpaSkyN/fXy1btlT9+vVdXR8AAABQYqUOtxkZGXrmmWf0/vvv68yZM5Kk4OBg9evXT1OnTlVQUJCrawQAAABKpFThNj09XTExMTp69KgGDBigpk2bSpL279+vxYsXa926dfr6668VHBxcLsUCAAAAl1OqcDt58mT5+PgoKSlJoaGhhZb16NFDkydP1ssvv+zSIgEAAICSKNXTElauXKlZs2YVCraSFBYWppkzZ2rFihUuKw4AAAAojVKF2+PHj6t58+bFLm/RooVSU1PLXBQAAADgjFKF25o1ayolJaXY5cnJyQoJCSlrTQAAAIBTShVue/bsqWeeeUYXLlwotCw3N1cTJkzQzTff7LLiAAAAgNIo9Q1l7dq1U3R0tEaOHKkmTZrIGKMDBw5o/vz5ys3N1dtvv11etQIAAACXVapwW69ePW3dulUPP/yw4uPjZYyRJNlsNt1000169dVXFRERUS6FAgAAAH+m1F/iEBkZqVWrVunMmTM6ePCgJKlRo0bMtQUAAIDHOfX1u9Jv30rWvn17V9YCAAAAlEmpbigDAAAAKjLCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsIwrKtxOnz5dNptNY8aMsY+dP39eI0eOVI0aNVStWjXFxcUpLS3Nc0UCAADAY66YcLt9+3b985//1DXXXOMw/thjj+nTTz/VsmXLtHHjRh07dkx33XWXh6oEAACAJ10R4fbs2bMaMGCAXn/9dQUHB9vHMzMz9cYbb+ill15S9+7d1bZtWy1atEhff/21vvnmGw9WDAAAAE+4IsLtyJEj1atXL8XGxjqM79ixQxcvXnQYb9Kkia666ipt3bq12P3l5uYqKyvL4QUAAIArn9PfUOYuS5cu1c6dO7V9+/ZCy1JTU+Xj46OgoCCH8dDQUKWmpha7z4SEBD3//POuLhUAAAAeVqGv3B45ckSPPvqo3nnnHfn5+blsv/Hx8crMzLS/jhw54rJ9AwAAwHMqdLjdsWOHTpw4oWuvvVbe3t7y9vbWxo0bNWfOHHl7eys0NFQXLlxQRkaGw3ZpaWkKCwsrdr++vr4KCAhweAEAAODKV6GnJdx4443au3evw9iQIUPUpEkTjRs3ThEREapcubLWrVunuLg4SdKPP/6ow4cPKyYmxhMlAwAAwIMqdLitXr26WrRo4TBWtWpV1ahRwz4+bNgwjR07ViEhIQoICNAjjzyimJgYXX/99Z4oGQAAAB5UocNtSbz88svy8vJSXFyccnNz1bNnT82fP9/TZQEAAMADbMYY4+kiPC0rK0uBgYHKzMx02/zb6Ymn3HIcAACA8jC+TU23Hq+kea1C31AGAAAAlAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWEaFDrcJCQm67rrrVL16ddWuXVt9+vTRjz/+6LDO+fPnNXLkSNWoUUPVqlVTXFyc0tLSPFQxAAAAPKlCh9uNGzdq5MiR+uabb7R27VpdvHhRPXr00Llz5+zrPPbYY/r000+1bNkybdy4UceOHdNdd93lwaoBAADgKTZjjPF0ESV18uRJ1a5dWxs3blSXLl2UmZmpWrVq6d1339Xdd98tSfrhhx/UtGlTbd26Vddff32J9puVlaXAwEBlZmYqICCgPD+C3fTEU245DgAAQHkY36amW49X0rxWoa/c/lFmZqYkKSQkRJK0Y8cOXbx4UbGxsfZ1mjRpoquuukpbt24tdj+5ubnKyspyeAEAAODKd8WE2/z8fI0ZM0adOnVSixYtJEmpqany8fFRUFCQw7qhoaFKTU0tdl8JCQkKDAy0vyIiIsqzdAAAALjJFRNuR44cqX379mnp0qVl3ld8fLwyMzPtryNHjrigQgAAAHiat6cLKIlRo0bps88+06ZNm1SvXj37eFhYmC5cuKCMjAyHq7dpaWkKCwsrdn++vr7y9fUtz5IBAADgARX6yq0xRqNGjdKKFSu0fv16RUZGOixv27atKleurHXr1tnHfvzxRx0+fFgxMTHuLhcAAAAeVqGv3I4cOVLvvvuuPv74Y1WvXt0+jzYwMFD+/v4KDAzUsGHDNHbsWIWEhCggIECPPPKIYmJiSvykBAAAAFhHhQ63r732miSpW7duDuOLFi3S4MGDJUkvv/yyvLy8FBcXp9zcXPXs2VPz5893c6UAAACoCCp0uC3JI3j9/Pw0b948zZs3zw0VAQAAoCKr0HNuAQAAgNIg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMuwTLidN2+eGjRoID8/P3Xo0EHffvutp0sCAACAm1ki3L7//vsaO3asJk2apJ07d6pVq1bq2bOnTpw44enSAAAA4EaWCLcvvfSSHnjgAQ0ZMkTNmjXTggULVKVKFb355pueLg0AAABu5O3pAsrqwoUL2rFjh+Lj4+1jXl5eio2N1datW4vcJjc3V7m5ufb3mZmZkqSsrKzyLfZ3zp/NdtuxAAAAXC0ry8fNx/stpxljLrveFR9uT506pby8PIWGhjqMh4aG6ocffihym4SEBD3//POFxiMiIsqlRgAAAKspnKTcIzs7W4GBgcUuv+LDrTPi4+M1duxY+/v8/Hylp6erRo0astls5X78rKwsRURE6MiRIwoICCj3410p6Evx6E3R6Evx6E3R6Evx6E3R6EvRPNEXY4yys7MVHh5+2fWu+HBbs2ZNVapUSWlpaQ7jaWlpCgsLK3IbX19f+fr6OowFBQWVV4nFCggI4AelCPSlePSmaPSlePSmaPSlePSmaPSlaO7uy+Wu2Ba44m8o8/HxUdu2bbVu3Tr7WH5+vtatW6eYmBgPVgYAAAB3u+Kv3ErS2LFjNWjQILVr107t27fX7Nmzde7cOQ0ZMsTTpQEAAMCNLBFu//a3v+nkyZOaOHGiUlNT1bp1a61evbrQTWYVha+vryZNmlRoasRfHX0pHr0pGn0pHr0pGn0pHr0pGn0pWkXui8382fMUAAAAgCvEFT/nFgAAAChAuAUAAIBlEG4BAABgGYRbAAAAWAbh1k3S09M1YMAABQQEKCgoSMOGDdPZs2dLtK0xRrfccotsNptWrlxZvoW6mTN9GTFihKKiouTv769atWqpd+/exX7V8pWqtH1JT0/XI488osaNG8vf319XXXWVRo8erczMTDdW7R7OnDMLFy5Ut27dFBAQIJvNpoyMDPcUW87mzZunBg0ayM/PTx06dNC333572fWXLVumJk2ayM/PTy1bttR///tfN1XqXqXpy/fff6+4uDg1aNBANptNs2fPdl+hblaavrz++uvq3LmzgoODFRwcrNjY2D89v65kpenNRx99pHbt2ikoKEhVq1ZV69at9fbbb7uxWvcp7d8xBZYuXSqbzaY+ffqUb4HFINy6yYABA/T9999r7dq1+uyzz7Rp0yYNHz68RNvOnj3bLV8L7AnO9KVt27ZatGiRDhw4oDVr1sgYox49eigvL89NVZe/0vbl2LFjOnbsmGbNmqV9+/Zp8eLFWr16tYYNG+bGqt3DmXMmJydHN998s55++mk3VVn+3n//fY0dO1aTJk3Szp071apVK/Xs2VMnTpwocv2vv/5a/fv317Bhw5SYmKg+ffqoT58+2rdvn5srL1+l7UtOTo4aNmyo6dOnF/utllZQ2r58+eWX6t+/vzZs2KCtW7cqIiJCPXr00NGjR91cefkrbW9CQkL0zDPPaOvWrdqzZ4+GDBmiIUOGaM2aNW6uvHyVti8FUlJS9MQTT6hz585uqrQIBuVu//79RpLZvn27fWzVqlXGZrOZo0ePXnbbxMREU7duXXP8+HEjyaxYsaKcq3WfsvTl93bv3m0kmUOHDpVHmW7nqr588MEHxsfHx1y8eLE8yvSIsvZmw4YNRpI5c+ZMOVbpHu3btzcjR460v8/LyzPh4eEmISGhyPX79u1revXq5TDWoUMHM2LEiHKt091K25ffq1+/vnn55ZfLsTrPKUtfjDHm0qVLpnr16mbJkiXlVaLHlLU3xhjTpk0b8+yzz5ZHeR7jTF8uXbpkOnbsaP71r3+ZQYMGmd69e7uh0sK4cusGW7duVVBQkNq1a2cfi42NlZeXl7Zt21bsdjk5Ofr73/+uefPmWfKKgrN9+b1z585p0aJFioyMVERERHmV6lau6IskZWZmKiAgQN7elviuFkmu682V7sKFC9qxY4diY2PtY15eXoqNjdXWrVuL3Gbr1q0O60tSz549i13/SuRMX/4KXNGXnJwcXbx4USEhIeVVpkeUtTfGGK1bt04//vijunTpUp6lupWzfZk8ebJq167t8d8aEm7dIDU1VbVr13YY8/b2VkhIiFJTU4vd7rHHHlPHjh3Vu3fv8i7RI5ztiyTNnz9f1apVU7Vq1bRq1SqtXbtWPj4+5Vmu25SlLwVOnTqlKVOmlHjqy5XCFb2xglOnTikvL6/QtzCGhoYW24fU1NRSrX8lcqYvfwWu6Mu4ceMUHh5e6H+QrnTO9iYzM1PVqlWTj4+PevXqpblz5+qmm24q73Ldxpm+bN68WW+88YZef/11d5R4WYTbMhg/frxsNttlX87e6PTJJ59o/fr1V+TNDeXZlwIDBgxQYmKiNm7cqKuvvlp9+/bV+fPnXfQJyoc7+iJJWVlZ6tWrl5o1a6bnnnuu7IW7gbt6A6D0pk+frqVLl2rFihXy8/PzdDkVQvXq1bVr1y5t375dL7zwgsaOHasvv/zS02V5THZ2tu677z69/vrrqlmzpqfLkXV+X+kBjz/+uAYPHnzZdRo2bKiwsLBCE7AvXbqk9PT0YqcbrF+/XklJSQoKCnIYj4uLU+fOnSv0D1F59qVAYGCgAgMDFR0dreuvv17BwcFasWKF+vfvX9byy407+pKdna2bb75Z1atX14oVK1S5cuWylu0W7uiNldSsWVOVKlVSWlqaw3haWlqxfQgLCyvV+lciZ/ryV1CWvsyaNUvTp0/XF198oWuuuaY8y/QIZ3vj5eWlRo0aSZJat26tAwcOKCEhQd26dSvPct2mtH1JSkpSSkqKbr/9dvtYfn6+pN9+u/bjjz8qKiqqfIv+HcJtGdSqVUu1atX60/ViYmKUkZGhHTt2qG3btpJ+C6/5+fnq0KFDkduMHz9e999/v8NYy5Yt9fLLLzucPBVRefalKMYYGWOUm5vrdM3uUN59ycrKUs+ePeXr66tPPvnkirrC4u5z5krn4+Ojtm3bat26dfZH7eTn52vdunUaNWpUkdvExMRo3bp1GjNmjH1s7dq1iomJcUPF7uFMX/4KnO3LzJkz9cILL2jNmjUO89ytxFXnTH5+foX/N6g0StuXJk2aaO/evQ5jzz77rLKzs/XKK6+4/54Yj9zG9hd08803mzZt2pht27aZzZs3m+joaNO/f3/78l9//dU0btzYbNu2rdh9yGJPSzCm9H1JSkoy06ZNM99995355ZdfzJYtW8ztt99uQkJCTFpamqc+hsuVti+ZmZmmQ4cOpmXLlubQoUPm+PHj9telS5c89THKhTM/S8ePHzeJiYnm9ddfN5LMpk2bTGJiojl9+rQnPoJLLF261Pj6+prFixeb/fv3m+HDh5ugoCCTmppqjDHmvvvuM+PHj7evv2XLFuPt7W1mzZplDhw4YCZNmmQqV65s9u7d66mPUC5K25fc3FyTmJhoEhMTTZ06dcwTTzxhEhMTzcGDBz31EcpFafsyffp04+PjY5YvX+7w90l2dranPkK5KW1vpk2bZj7//HOTlJRk9u/fb2bNmmW8vb3N66+/7qmPUC5K25c/8uTTEgi3bnL69GnTv39/U61aNRMQEGCGDBni8JdEcnKykWQ2bNhQ7D6sGG5L25ejR4+aW265xdSuXdtUrlzZ1KtXz/z97383P/zwg4c+QfkobV8KHnFV1Cs5OdkzH6KcOPOzNGnSpCJ7s2jRIvd/ABeaO3euueqqq4yPj49p3769+eabb+zLunbtagYNGuSw/gcffGCuvvpq4+PjY5o3b27+85//uLli9yhNXwrOlz++unbt6v7Cy1lp+lK/fv0i+zJp0iT3F+4GpenNM888Yxo1amT8/PxMcHCwiYmJMUuXLvVA1eWvtH/H/J4nw63NGGPcc40YAAAAKF88LQEAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYA/iJSUlJks9m0a9cuT5cCAOWGcAsAbjR48GDZbDZNnz7dYXzlypWy2WweqgoArINwCwBu5ufnpxkzZujMmTOeLsUlLly44OkSAMCOcAsAbhYbG6uwsDAlJCQUufy5555T69atHcZmz56tBg0a2N8PHjxYffr00bRp0xQaGqqgoCBNnjxZly5d0pNPPqmQkBDVq1dPixYtKrT/H374QR07dpSfn59atGihjRs3Oizft2+fbrnlFlWrVk2hoaG67777dOrUKfvybt26adSoURozZoxq1qypnj17Ot8MAHAxwi0AuFmlSpU0bdo0zZ07V7/++qvT+1m/fr2OHTumTZs26aWXXtKkSZN02223KTg4WNu2bdODDz6oESNGFDrGk08+qccff1yJiYmKiYnR7bffrtOnT0uSMjIy1L17d7Vp00bfffedVq9erbS0NPXt29dhH0uWLJGPj4+2bNmiBQsWOP0ZAMDVCLcA4AF33nmnWrdurUmTJjm9j5CQEM2ZM0eNGzfW0KFD1bhxY+Xk5Ojpp59WdHS04uPj5ePjo82bNztsN2rUKMXFxalp06Z67bXXFBgYqDfeeEOS9Oqrr6pNmzaaNm2amjRpojZt2ujNN9/Uhg0b9NNPP9n3ER0drZkzZ6px48Zq3Lix058BAFyNcAsAHjJjxgwtWbJEBw4ccGr75s2by8vr//9rPDQ0VC1btrS/r1SpkmrUqKETJ044bBcTE2P/b29vb7Vr185ew+7du7VhwwZVq1bN/mrSpIkkKSkpyb5d27ZtnaoZAMqbt6cLAIC/qi5duqhnz56Kj4/X4MGD7eNeXl4yxjise/HixULbV65c2eG9zWYrciw/P7/ENZ09e1a33367ZsyYUWhZnTp17P9dtWrVEu8TANyJcAsAHjR9+nS1bt3a4Vf7tWrVUmpqqowx9seDufLZtN988426dOkiSbp06ZJ27NihUaNGSZKuvfZaffjhh2rQoIG8vfknAsCVh2kJAOBBLVu21IABAzRnzhz7WLdu3XTy5EnNnDlTSUlJmjdvnlatWuWyY86bN08rVqzQDz/8oJEjR+rMmTMaOnSoJGnkyJFKT09X//79tX37diUlJWnNmjUaMmSI8vLyXFYDAJQXwi0AeNjkyZMdpg40bdpU8+fP17x589SqVSt9++23euKJJ1x2vOnTp2v69Olq1aqVNm/erE8++UQ1a9aUJIWHh2vLli3Ky8tTjx491LJlS40ZM0ZBQUEO83sBoKKymT9O7AIAAACuUPxvOAAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMv4fVvQCaHUDfkEAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n", - "\n", - "\n", - "\n", - "Progress: 0%| | 0/100 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 19.8 s, sys: 12.7 s, total: 32.5 s\n", - "Wall time: 19.9 s\n" + "ename": "Error", + "evalue": "Destination path './experiments/No_Refresh_0_5s_ttl/hit_age.csv' already exists", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m:135\u001b[0m\n", + "File \u001b[0;32m/usr/lib/python3.12/shutil.py:845\u001b[0m, in \u001b[0;36mmove\u001b[0;34m(src, dst, copy_function)\u001b[0m\n\u001b[1;32m 842\u001b[0m real_dst \u001b[38;5;241m=\u001b[39m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(dst, _basename(src))\n\u001b[1;32m 844\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mexists(real_dst):\n\u001b[0;32m--> 845\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m Error(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDestination path \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m already exists\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m real_dst)\n\u001b[1;32m 846\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 847\u001b[0m os\u001b[38;5;241m.\u001b[39mrename(src, real_dst)\n", + "\u001b[0;31mError\u001b[0m: Destination path './experiments/No_Refresh_0_5s_ttl/hit_age.csv' already exists" ] } ], @@ -35224,7 +425,7 @@ " stats.drop(\"obj_id\", axis=1).describe().to_csv(f\"{TEMP_BASE_DIR}/overall_hit_age.csv\")\n", "\n", " avg_age = {\n", - " obj_id: cache.cumulative_age[obj_id] / max(1, cache.hits[obj_id]) \n", + " obj_id: cache.cumulative_age[obj_id] / max(1, cache.access_count[obj_id]) \n", " for obj_id in range(1, DATABASE_OBJECTS + 1)\n", " }\n", "\n",