Zipf1 Test Data Result Obj Size Ignored

Result

Model Summaries

Model Better than base % of the times
LR_1[cache_size=0.01,treshold=0.5] 0
LR_5_imba[cache_size=0.01,treshold=0.5] 0
LR_1[cache_size=0.1,treshold=0.5] 0
LR_5_imba[cache_size=0.1,treshold=0.5] 0
LR_1[cache_size=0.2,treshold=0.5] 0
LR_5_imba[cache_size=0.2,treshold=0.5] 0
LR_1[cache_size=0.4,treshold=0.5] 0
LR_5_imba[cache_size=0.4,treshold=0.5] 0
Offline Clock 1st iteration 0
Offline Clock 2nd iteration 100
Zipf Optimal Distribution 100

Promotion Reduced (%)

Model Max Min Avg Mdn
LR_1[cache_size=0.01,treshold=0.5] 54.118954.0982 54.106454.1065
LR_5_imba[cache_size=0.01,treshold=0.5]41.392841.358 41.371341.3662
LR_1[cache_size=0.1,treshold=0.5] 50.705950.6403 50.679450.6869
LR_5_imba[cache_size=0.1,treshold=0.5] 38.461838.3938 38.423 38.4113
LR_1[cache_size=0.2,treshold=0.5] 48.928548.8866 48.905348.9058
LR_5_imba[cache_size=0.2,treshold=0.5] 35.602535.5926 35.595835.5945
LR_1[cache_size=0.4,treshold=0.5] 47.679 47.6248 47.651347.6471
LR_5_imba[cache_size=0.4,treshold=0.5] 30.488130.3955 30.424430.4108
Offline Clock 1st iteration 0 0 0 0
Offline Clock 2nd iteration 43.467341.4753 42.656743.0175
Zipf Optimal Distribution 17.0869 6.5902712.128213.1121

Miss Ratio Reduced (%)

Model Max Min Avg Mdn
LR_1[cache_size=0.01,treshold=0.5] -3.30088-3.31167 -3.30621-3.30691
LR_5_imba[cache_size=0.01,treshold=0.5]-2.01749-2.02827 -2.02273-2.02151
LR_1[cache_size=0.1,treshold=0.5] -4.14973-4.16384 -4.15709-4.1564
LR_5_imba[cache_size=0.1,treshold=0.5] -2.51095-2.52698 -2.519 -2.51868
LR_1[cache_size=0.2,treshold=0.5] -4.34532-4.3589 -4.3518 -4.35281
LR_5_imba[cache_size=0.2,treshold=0.5] -2.44592-2.46081 -2.45239-2.45302
LR_1[cache_size=0.4,treshold=0.5] -4.27173-4.33018 -4.29553-4.28948
LR_5_imba[cache_size=0.4,treshold=0.5] -1.87457-1.92023 -1.90385-1.90786
Offline Clock 1st iteration 0 0 0 0
Offline Clock 2nd iteration 7.80369 0.100977 2.73498 1.84941
Zipf Optimal Distribution 3.35401 0.0684004 1.23463 0.902408

Model Summaries Plot

Miss Ratio Reduced (%)

Promotion Reduced (%)

Mean Promotion vs Miss Ratio

Cache Size All

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 42.6567 2.73498
Zipf Optimal Distribution 12.1282 1.23463
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.4,treshold=0.5] 30.4244 -1.90385
LR_5_imba[cache_size=0.01,treshold=0.5] 41.3713 -2.02273
LR_5_imba[cache_size=0.2,treshold=0.5] 35.5958 -2.45239
LR_5_imba[cache_size=0.1,treshold=0.5] 38.423 -2.519
LR_1[cache_size=0.01,treshold=0.5] 54.1064 -3.30621
LR_1[cache_size=0.1,treshold=0.5] 50.6794 -4.15709
LR_1[cache_size=0.4,treshold=0.5] 47.6513 -4.29553
LR_1[cache_size=0.2,treshold=0.5] 48.9053 -4.3518

Cache Size 0.01

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 42.0861 0.362449
Zipf Optimal Distribution 8.83002 0.192773
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.01,treshold=0.5] 41.3713 -2.02273
LR_1[cache_size=0.01,treshold=0.5] 54.1064 -3.30621

Cache Size 0.1

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 43.0216 1.84971
Zipf Optimal Distribution 13.1079 0.901478
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.1,treshold=0.5] 38.423 -2.519
LR_1[cache_size=0.1,treshold=0.5] 50.6794 -4.15709

Cache Size 0.2

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 43.2203 3.56227
Zipf Optimal Distribution 15.0252 1.67385
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.2,treshold=0.5] 35.5958 -2.45239
LR_1[cache_size=0.2,treshold=0.5] 48.9053 -4.3518

Cache Size 0.4

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 43.458 7.79849
Zipf Optimal Distribution 17.0787 3.33504
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.4,treshold=0.5] 30.4244 -1.90385
LR_1[cache_size=0.4,treshold=0.5] 47.6513 -4.29553

Median Promotion vs Miss Ratio

Cache Size All

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 43.0175 1.84941
Zipf Optimal Distribution 13.1121 0.902408
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.4,treshold=0.5] 30.4108 -1.90786
LR_5_imba[cache_size=0.01,treshold=0.5] 41.3662 -2.02151
LR_5_imba[cache_size=0.2,treshold=0.5] 35.5945 -2.45302
LR_5_imba[cache_size=0.1,treshold=0.5] 38.4113 -2.51868
LR_1[cache_size=0.01,treshold=0.5] 54.1065 -3.30691
LR_1[cache_size=0.1,treshold=0.5] 50.6869 -4.1564
LR_1[cache_size=0.4,treshold=0.5] 47.6471 -4.28948
LR_1[cache_size=0.2,treshold=0.5] 48.9058 -4.35281

Cache Size 0.01

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 42.0861 0.361512
Zipf Optimal Distribution 8.82408 0.192718
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.01,treshold=0.5] 41.3662 -2.02151
LR_1[cache_size=0.01,treshold=0.5] 54.1065 -3.30691

Cache Size 0.1

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 43.0175 1.84941
Zipf Optimal Distribution 13.1121 0.902408
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.1,treshold=0.5] 38.4113 -2.51868
LR_1[cache_size=0.1,treshold=0.5] 50.6869 -4.1564

Cache Size 0.2

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 43.2233 3.56334
Zipf Optimal Distribution 15.0351 1.67163
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.2,treshold=0.5] 35.5945 -2.45302
LR_1[cache_size=0.2,treshold=0.5] 48.9058 -4.35281

Cache Size 0.4

Model Promotion Reduced (%) Miss Ratio Reduced (%)
Offline Clock 2nd iteration 43.46 7.8007
Zipf Optimal Distribution 17.0793 3.33616
Offline Clock 1st iteration 0 0
LR_5_imba[cache_size=0.4,treshold=0.5] 30.4108 -1.90786
LR_1[cache_size=0.4,treshold=0.5] 47.6471 -4.28948

Model Classification Report

LR_1

0.01

Treshold: 0.5

All
              precision    recall  f1-score   support

           0       0.86      0.68      0.76  30231476
           1       0.63      0.83      0.72  19809713

    accuracy                           0.74  50041189
   macro avg       0.74      0.76      0.74  50041189
weighted avg       0.77      0.74      0.74  50041189

Accuracy: 0.7399302402666731

0.1

Treshold: 0.5

All
              precision    recall  f1-score   support

           0       0.86      0.73      0.79  29263977
           1       0.67      0.82      0.74  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.78      0.76  48245967
weighted avg       0.79      0.77      0.77  48245967

Accuracy: 0.7676230637060296

0.2

Treshold: 0.5

All
              precision    recall  f1-score   support

           0       0.87      0.75      0.81  28400293
           1       0.67      0.81      0.74  17762125

    accuracy                           0.78  46162418
   macro avg       0.77      0.78      0.77  46162418
weighted avg       0.79      0.78      0.78  46162418

Accuracy: 0.7765185523860557

0.4

Treshold: 0.5

All
              precision    recall  f1-score   support

           0       0.87      0.77      0.82  26121772
           1       0.66      0.80      0.72  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.78      0.77  40627722
weighted avg       0.79      0.78      0.78  40627722

Accuracy: 0.7780763587975718

LR_5_imba

0.01

Treshold: 0.5

All
              precision    recall  f1-score   support

           0       0.81      0.79      0.80  30231476
           1       0.69      0.71      0.70  19809713

    accuracy                           0.76  50041189
   macro avg       0.75      0.75      0.75  50041189
weighted avg       0.76      0.76      0.76  50041189

Accuracy: 0.7600381158009655

0.1

Treshold: 0.5

All
              precision    recall  f1-score   support

           0       0.81      0.82      0.81  29263977
           1       0.72      0.70      0.71  18981990

    accuracy                           0.77  48245967
   macro avg       0.76      0.76      0.76  48245967
weighted avg       0.77      0.77      0.77  48245967

Accuracy: 0.7730094828444417

0.2

Treshold: 0.5

All
              precision    recall  f1-score   support

           0       0.81      0.83      0.82  28400293
           1       0.72      0.68      0.70  17762125

    accuracy                           0.77  46162418
   macro avg       0.76      0.76      0.76  46162418
weighted avg       0.77      0.77      0.77  46162418

Accuracy: 0.7742529864878396

0.4

Treshold: 0.5

All
              precision    recall  f1-score   support

           0       0.81      0.86      0.83  26121772
           1       0.72      0.64      0.68  14505950

    accuracy                           0.78  40627722
   macro avg       0.76      0.75      0.76  40627722
weighted avg       0.78      0.78      0.78  40627722

Accuracy: 0.7811903163066835

Individual Workload Result

zipf_1_15

Ignore Obj Size

0.01

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 6046758 0.403719../../result/log/zipf_1_15 0.01 1
Zipf Optimal Distribution 9519768 0.404397../../result/log/zipf_1_15 0.01 1
Offline Clock 1st iteration 10440959 0.405173../../result/log/zipf_1_15 0.01 1
LR_5_imba[cache_size=0.01,treshold=0.5] 6120968 0.413391../../result/log/zipf_1_15 0.01 1
LR_1[cache_size=0.01,treshold=0.5] 4791719 0.418591../../result/log/zipf_1_15 0.01 1

0.1

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5855919 0.209857../../result/log/zipf_1_15 0.1 1
Zipf Optimal Distribution 8927244 0.211885../../result/log/zipf_1_15 0.1 1
Offline Clock 1st iteration 10273545 0.213817../../result/log/zipf_1_15 0.1 1
LR_5_imba[cache_size=0.1,treshold=0.5] 6324306 0.219212../../result/log/zipf_1_15 0.1 1
LR_1[cache_size=0.1,treshold=0.5] 5066202 0.22272 ../../result/log/zipf_1_15 0.1 1

0.2

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5679810 0.147307../../result/log/zipf_1_15 0.2 1
Zipf Optimal Distribution 8496578 0.150203../../result/log/zipf_1_15 0.2 1
Offline Clock 1st iteration 10000415 0.15275 ../../result/log/zipf_1_15 0.2 1
LR_5_imba[cache_size=0.2,treshold=0.5] 6441006 0.156487../../result/log/zipf_1_15 0.2 1
LR_1[cache_size=0.2,treshold=0.5] 5110338 0.159392../../result/log/zipf_1_15 0.2 1

0.4

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5220469 0.0827401../../result/log/zipf_1_15 0.4 1
Zipf Optimal Distribution 7658498 0.0867334../../result/log/zipf_1_15 0.4 1
Offline Clock 1st iteration 9234422 0.0897434../../result/log/zipf_1_15 0.4 1
LR_5_imba[cache_size=0.4,treshold=0.5] 6426414 0.0914257../../result/log/zipf_1_15 0.4 1
LR_1[cache_size=0.4,treshold=0.5] 4835579 0.093577 ../../result/log/zipf_1_15 0.4 1

zipf_1_16

Ignore Obj Size

0.01

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 6044928 0.403882../../result/log/zipf_1_16 0.01 1
Zipf Optimal Distribution 9516893 0.40457 ../../result/log/zipf_1_16 0.01 1
Offline Clock 1st iteration 10437637 0.405347../../result/log/zipf_1_16 0.01 1
LR_5_imba[cache_size=0.01,treshold=0.5] 6117204 0.413555../../result/log/zipf_1_16 0.01 1
LR_1[cache_size=0.01,treshold=0.5] 4788898 0.418756../../result/log/zipf_1_16 0.01 1

0.1

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5851636 0.210029../../result/log/zipf_1_16 0.1 1
Zipf Optimal Distribution 8926367 0.212052../../result/log/zipf_1_16 0.1 1
Offline Clock 1st iteration 10274590 0.213983../../result/log/zipf_1_16 0.1 1
LR_5_imba[cache_size=0.1,treshold=0.5] 6327985 0.219356../../result/log/zipf_1_16 0.1 1
LR_1[cache_size=0.1,treshold=0.5] 5064768 0.222877../../result/log/zipf_1_16 0.1 1

0.2

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5683642 0.147393../../result/log/zipf_1_16 0.2 1
Zipf Optimal Distribution 8505430 0.150288../../result/log/zipf_1_16 0.2 1
Offline Clock 1st iteration 10010518 0.152836../../result/log/zipf_1_16 0.2 1
LR_5_imba[cache_size=0.2,treshold=0.5] 6447329 0.156597../../result/log/zipf_1_16 0.2 1
LR_1[cache_size=0.2,treshold=0.5] 5116713 0.15949 ../../result/log/zipf_1_16 0.2 1

0.4

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5225924 0.0827439../../result/log/zipf_1_16 0.4 1
Zipf Optimal Distribution 7664562 0.0867505../../result/log/zipf_1_16 0.4 1
Offline Clock 1st iteration 9242882 0.0897459../../result/log/zipf_1_16 0.4 1
LR_5_imba[cache_size=0.4,treshold=0.5] 6433458 0.091456 ../../result/log/zipf_1_16 0.4 1
LR_1[cache_size=0.4,treshold=0.5] 4840982 0.0935942../../result/log/zipf_1_16 0.4 1

zipf_1_17

Ignore Obj Size

0.01

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 6046350 0.403777../../result/log/zipf_1_17 0.01 1
Zipf Optimal Distribution 9518366 0.404457../../result/log/zipf_1_17 0.01 1
Offline Clock 1st iteration 10439561 0.405242../../result/log/zipf_1_17 0.01 1
LR_5_imba[cache_size=0.01,treshold=0.5] 6121964 0.413434../../result/log/zipf_1_17 0.01 1
LR_1[cache_size=0.01,treshold=0.5] 4791944 0.418643../../result/log/zipf_1_17 0.01 1

0.1

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5851791 0.209897../../result/log/zipf_1_17 0.1 1
Zipf Optimal Distribution 8925674 0.211925../../result/log/zipf_1_17 0.1 1
Offline Clock 1st iteration 10272630 0.213852../../result/log/zipf_1_17 0.1 1
LR_5_imba[cache_size=0.1,treshold=0.5] 6321590 0.219256../../result/log/zipf_1_17 0.1 1
LR_1[cache_size=0.1,treshold=0.5] 5064076 0.222753../../result/log/zipf_1_17 0.1 1

0.2

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5680729 0.147336../../result/log/zipf_1_17 0.2 1
Zipf Optimal Distribution 8498188 0.150231../../result/log/zipf_1_17 0.2 1
Offline Clock 1st iteration 10002880 0.152785../../result/log/zipf_1_17 0.2 1
LR_5_imba[cache_size=0.2,treshold=0.5] 6442597 0.156522../../result/log/zipf_1_17 0.2 1
LR_1[cache_size=0.2,treshold=0.5] 5110894 0.159424../../result/log/zipf_1_17 0.2 1

0.4

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5224778 0.0827112../../result/log/zipf_1_17 0.4 1
Zipf Optimal Distribution 7661751 0.0867151../../result/log/zipf_1_17 0.4 1
Offline Clock 1st iteration 9240697 0.0897079../../result/log/zipf_1_17 0.4 1
LR_5_imba[cache_size=0.4,treshold=0.5] 6430525 0.0914194../../result/log/zipf_1_17 0.4 1
LR_1[cache_size=0.4,treshold=0.5] 4837777 0.0935559../../result/log/zipf_1_17 0.4 1

zipf_1_18

Ignore Obj Size

0.01

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 6046061 0.40372 ../../result/log/zipf_1_18 0.01 1
Zipf Optimal Distribution 9518058 0.404413../../result/log/zipf_1_18 0.01 1
Offline Clock 1st iteration 10439737 0.4052 ../../result/log/zipf_1_18 0.01 1
LR_5_imba[cache_size=0.01,treshold=0.5] 6121447 0.413391../../result/log/zipf_1_18 0.01 1
LR_1[cache_size=0.01,treshold=0.5] 4792015 0.418586../../result/log/zipf_1_18 0.01 1

0.1

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5852167 0.209865../../result/log/zipf_1_18 0.1 1
Zipf Optimal Distribution 8924501 0.211883../../result/log/zipf_1_18 0.1 1
Offline Clock 1st iteration 10268394 0.213821../../result/log/zipf_1_18 0.1 1
LR_5_imba[cache_size=0.1,treshold=0.5] 6324589 0.219199../../result/log/zipf_1_18 0.1 1
LR_1[cache_size=0.1,treshold=0.5] 5068447 0.222694../../result/log/zipf_1_18 0.1 1

0.2

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5677502 0.147262../../result/log/zipf_1_18 0.2 1
Zipf Optimal Distribution 8501025 0.150135../../result/log/zipf_1_18 0.2 1
Offline Clock 1st iteration 10001082 0.152706../../result/log/zipf_1_18 0.2 1
LR_5_imba[cache_size=0.2,treshold=0.5] 6440446 0.156456../../result/log/zipf_1_18 0.2 1
LR_1[cache_size=0.2,treshold=0.5] 5109890 0.159353../../result/log/zipf_1_18 0.2 1

0.4

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5223361 0.0826611../../result/log/zipf_1_18 0.4 1
Zipf Optimal Distribution 7661309 0.0866641../../result/log/zipf_1_18 0.4 1
Offline Clock 1st iteration 9239322 0.0896548../../result/log/zipf_1_18 0.4 1
LR_5_imba[cache_size=0.4,treshold=0.5] 6422428 0.0913682../../result/log/zipf_1_18 0.4 1
LR_1[cache_size=0.4,treshold=0.5] 4834107 0.0935084../../result/log/zipf_1_18 0.4 1

zipf_1_19

Ignore Obj Size

0.01

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 6047379 0.403776../../result/log/zipf_1_19 0.01 1
Zipf Optimal Distribution 9518278 0.404475../../result/log/zipf_1_19 0.01 1
Offline Clock 1st iteration 10442800 0.405256../../result/log/zipf_1_19 0.01 1
LR_5_imba[cache_size=0.01,treshold=0.5] 6123011 0.413432../../result/log/zipf_1_19 0.01 1
LR_1[cache_size=0.01,treshold=0.5] 4792180 0.418633../../result/log/zipf_1_19 0.01 1

0.1

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5852464 0.209927../../result/log/zipf_1_19 0.1 1
Zipf Optimal Distribution 8923837 0.21197 ../../result/log/zipf_1_19 0.1 1
Offline Clock 1st iteration 10270642 0.213882../../result/log/zipf_1_19 0.1 1
LR_5_imba[cache_size=0.1,treshold=0.5] 6327357 0.219269../../result/log/zipf_1_19 0.1 1
LR_1[cache_size=0.1,treshold=0.5] 5067442 0.222765../../result/log/zipf_1_19 0.1 1

0.2

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5678610 0.147359../../result/log/zipf_1_19 0.2 1
Zipf Optimal Distribution 8501803 0.150225../../result/log/zipf_1_19 0.2 1
Offline Clock 1st iteration 10003476 0.152791../../result/log/zipf_1_19 0.2 1
LR_5_imba[cache_size=0.2,treshold=0.5] 6442574 0.156539../../result/log/zipf_1_19 0.2 1
LR_1[cache_size=0.2,treshold=0.5] 5108923 0.159451../../result/log/zipf_1_19 0.2 1

0.4

Model Promotion Miss RatioTrace Cache Size Ignore Obj Size
Offline Clock 2nd iteration 5227240 0.0827181../../result/log/zipf_1_19 0.4 1
Zipf Optimal Distribution 7662557 0.0867323../../result/log/zipf_1_19 0.4 1
Offline Clock 1st iteration 9241538 0.0897029../../result/log/zipf_1_19 0.4 1
LR_5_imba[cache_size=0.4,treshold=0.5] 6430303 0.0914254../../result/log/zipf_1_19 0.4 1
LR_1[cache_size=0.4,treshold=0.5] 4836057 0.0935872../../result/log/zipf_1_19 0.4 1