report done table III

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Claudio Maggioni (maggicl) 2021-05-24 12:06:24 +02:00
parent fb9c2a3831
commit df2fdb5da1
59 changed files with 7947 additions and 272 deletions

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View file

@ -0,0 +1,825 @@
%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
%% from other directories you can use the `import` package
%% \usepackage{import}
%%
%% and then include the figures with
%% \import{<path to file>}{<filename>.pgf}
%%
%% Matplotlib used the following preamble
%% \usepackage{fontspec}
%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
%% \setsansfont{DejaVuSans.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
%%
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View file

@ -0,0 +1,825 @@
%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
%% from other directories you can use the `import` package
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%%
%% and then include the figures with
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%%
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%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
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View file

@ -0,0 +1,825 @@
%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
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%%
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View file

@ -0,0 +1,825 @@
%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
%% from other directories you can use the `import` package
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%%
%% and then include the figures with
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%%
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View file

@ -0,0 +1,825 @@
%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
%% from other directories you can use the `import` package
%% \usepackage{import}
%%
%% and then include the figures with
%% \import{<path to file>}{<filename>.pgf}
%%
%% Matplotlib used the following preamble
%% \usepackage{fontspec}
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View file

@ -0,0 +1,825 @@
%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
%% from other directories you can use the `import` package
%% \usepackage{import}
%%
%% and then include the figures with
%% \import{<path to file>}{<filename>.pgf}
%%
%% Matplotlib used the following preamble
%% \usepackage{fontspec}
%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
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%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
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View file

@ -0,0 +1,800 @@
%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
%% from other directories you can use the `import` package
%% \usepackage{import}
%%
%% and then include the figures with
%% \import{<path to file>}{<filename>.pgf}
%%
%% Matplotlib used the following preamble
%% \usepackage{fontspec}
%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
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%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
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View file

@ -0,0 +1,825 @@
%% Creator: Matplotlib, PGF backend
%%
%% To include the figure in your LaTeX document, write
%% \input{<filename>.pgf}
%%
%% Make sure the required packages are loaded in your preamble
%% \usepackage{pgf}
%%
%% Figures using additional raster images can only be included by \input if
%% they are in the same directory as the main LaTeX file. For loading figures
%% from other directories you can use the `import` package
%% \usepackage{import}
%%
%% and then include the figures with
%% \import{<path to file>}{<filename>.pgf}
%%
%% Matplotlib used the following preamble
%% \usepackage{fontspec}
%% \setmainfont{DejaVuSerif.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
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%% \setmonofont{DejaVuSansMono.ttf}[Path=\detokenize{/mnt/data/git/venv/lib/python3.9/site-packages/matplotlib/mpl-data/fonts/ttf/}]
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@ -2,7 +2,14 @@
\begin{subfigure}{0.49\textwidth} \begin{subfigure}{0.49\textwidth}
\vspace{0.5cm} \vspace{0.5cm}
\begin{minipage}[c]{\textwidth}% \begin{minipage}[c]{\textwidth}%
\resizebox{\textwidth}{!}{#2} \resizebox{\textwidth}{!}{
\begin{tabular}{lrrrrr}
\toprule
\tableIIIh
\midrule
#2
\bottomrule
\end{tabular}}
\end{minipage} \end{minipage}
\hfill \hfill
\caption{Cluster #1} \caption{Cluster #1}
@ -11,7 +18,7 @@
\newcommand{\tableIIIh}{% \newcommand{\tableIIIh}{%
\multirow{2}{*}{\parbox{1.5cm}{\centering{Task \\ termination}}} \multirow{2}{*}{\parbox{1.5cm}{\centering{Task \\ termination}}}
& \multicolumn{5}{c}{Mean number of events} \\ & \multicolumn{5}{c}{Mean number of events} \\
& Overall (95-th perc.) & & Overall ($95^{th}$ p.) &
EVICT & FAIL & FINISH & KILL \\} EVICT & FAIL & FINISH & KILL \\}
\begin{figure}[p] \begin{figure}[p]
@ -21,10 +28,10 @@ EVICT & FAIL & FINISH & KILL \\}
\toprule \toprule
\tableIIIh \tableIIIh
\midrule \midrule
EVICT & 428.55 (2924) & 73.69 & 0.77 & 0.00 & 28.77 \\ EVICT & 2.372 (5) & 2.094 & 0.259 & 0.004 & 0.015 \\
FAIL & 50.04 (108) & 0.29 & 11.06 & 0.00 & 0.47 \\ FAIL & 3.130 (8) & 0.350 & 2.700 & 0.020 & 0.060 \\
FINISH & 12.41 (9) & 0.02 & 0.00 & 2.15 & 0.01 \\ FINISH & 2.516 (4) & 0.302 & 1.175 & 1.023 & 0.016 \\
KILL & 27.40 (58) & 2.35 & 0.21 & 0.00 & 3.40 \\ KILL & 1.094 (1) & 0.061 & 0.008 & 0.011 & 1.014 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
\caption{2011 data} \caption{2011 data}
@ -36,114 +43,75 @@ EVICT & FAIL & FINISH & KILL \\}
\toprule \toprule
\tableIIIh \tableIIIh
\midrule \midrule
EVICT & 428.55 (2924) & 73.69 & 0.77 & 0.00 & 28.77 \\ EVICT & 78.710 (342) & 52.242 & 0.673 & 0.000 & 25.795 \\
FAIL & 50.04 (108) & 0.29 & 11.06 & 0.00 & 0.47 \\ FAIL & 24.962 (26) & 0.290 & 23.635 & 0.348 & 0.691 \\
FINISH & 12.41 (9) & 0.02 & 0.00 & 2.15 & 0.01 \\ FINISH & 2.962 (2) & 0.022 & 0.012 & 2.915 & 0.013 \\
KILL & 27.40 (58) & 2.35 & 0.21 & 0.00 & 3.40 \\ KILL & 8.763 (16) & 1.876 & 0.143 & 0.003 & 6.741 \\
\bottomrule \bottomrule
\end{tabular} \end{tabular}
\caption{2019 data} \caption{2019 data}
\end{subfigure} \end{subfigure}
\caption{tbd} \caption{Mean number of termination events and their distributions per
task type between 2011 and 2019 (all clusters aggregated) traces. The
tables show an
overall mean accompanied by the 95-th percentile of all termination
events, followed by the mean of events per event type of each
termination event.}
\end{figure} \end{figure}
\begin{figure}[p] \begin{figure}[p]
\tableIII{A}{ \tableIII{A}{%
\begin{tabular}{lrrrrr} EVICT & 103.228 (719) & 73.694 & 0.769 & 0.000 & 28.766 \\
\toprule FAIL & 11.819 (26) & 0.288 & 11.062 & 0.002 & 0.468 \\
\tableIIIh FINISH & 2.185 (1) & 0.019 & 0.004 & 2.153 & 0.008 \\
\midrule KILL & 5.963 (11) & 2.350 & 0.214 & 0.003 & 3.396 \\
EVICT & 428.55 (2924) & 73.69 & 0.77 & 0.00 & 28.77 \\
FAIL & 50.04 (108) & 0.29 & 11.06 & 0.00 & 0.47 \\
FINISH & 12.41 (9) & 0.02 & 0.00 & 2.15 & 0.01 \\
KILL & 27.40 (58) & 2.35 & 0.21 & 0.00 & 3.40 \\
\bottomrule
\end{tabular}
} }
\tableIII{B}{ \tableIII{B}{%
\begin{tabular}{lrrrrr} EVICT & 83.018 (394) & 64.817 & 0.240 & 0.000 & 17.962 \\
\toprule FAIL & 20.851 (62) & 0.518 & 19.657 & 0.001 & 0.675 \\
\tableIIIh FINISH & 2.995 (4) & 0.020 & 0.021 & 2.943 & 0.012 \\
\midrule KILL & 9.173 (12) & 3.351 & 0.276 & 0.004 & 5.541 \\
EVICT & 345.71 (1578) & 64.82 & 0.24 & 0.00 & 17.96 \\
FAIL & 86.77 (260) & 0.52 & 19.66 & 0.00 & 0.68 \\
FINISH & 17.28 (20) & 0.02 & 0.02 & 2.94 & 0.01 \\
KILL & 40.90 (60) & 3.35 & 0.28 & 0.00 & 5.54 \\
\bottomrule
\end{tabular}
} }
\tableIII{C}{ \tableIII{C}{%
\begin{tabular}{lrrrrr} EVICT & 98.437 (444) & 73.716 & 1.813 & 0.000 & 22.908 \\
\toprule FAIL & 52.010 (30) & 0.773 & 48.446 & 2.035 & 0.756 \\
\tableIIIh FINISH & 2.507 (2) & 0.018 & 0.013 & 2.471 & 0.006 \\
\midrule KILL & 5.452 (6) & 1.533 & 0.116 & 0.004 & 3.799 \\
EVICT & 404.11 (1748) & 73.72 & 1.81 & 0.00 & 22.91 \\
FAIL & 187.03 (156) & 0.77 & 48.45 & 2.04 & 0.76 \\
FINISH & 15.24 (18) & 0.02 & 0.01 & 2.47 & 0.01 \\
KILL & 24.23 (32) & 1.53 & 0.12 & 0.00 & 3.80 \\
\bottomrule
\end{tabular}
} }
\tableIII{D}{ \tableIII{D}{%
\begin{tabular}{lrrrrr} EVICT & 76.759 (366) & 62.001 & 0.700 & 0.000 & 14.058 \\
\toprule FAIL & 62.314 (62) & 0.496 & 58.968 & 0.810 & 2.040 \\
\tableIIIh FINISH & 3.877 (2) & 0.059 & 0.019 & 3.789 & 0.010 \\
\midrule KILL & 6.795 (6) & 1.960 & 0.151 & 0.002 & 4.682 \\
EVICT & 323.37 (1478) & 62.00 & 0.70 & 0.00 & 14.06 \\
FAIL & 228.00 (269) & 0.50 & 58.97 & 0.81 & 2.04 \\
FINISH & 23.11 (18) & 0.06 & 0.02 & 3.79 & 0.01 \\
KILL & 29.95 (32) & 1.96 & 0.15 & 0.00 & 4.68 \\
\bottomrule
\end{tabular}
} }
\tableIII{E}{ \tableIII{E}{%
\begin{tabular}{lrrrrr} EVICT & 17.678 (72) & 11.781 & 0.106 & 0.000 & 5.791 \\
\toprule FAIL & 112.384 (28) & 0.458 & 111.471 & 0.000 & 0.456 \\
\tableIIIh FINISH & 2.029 (2) & 0.014 & 0.008 & 1.999 & 0.008 \\
\midrule KILL & 13.505 (64) & 1.288 & 0.057 & 0.000 & 12.160 \\
EVICT & 84.65 (310) & 11.78 & 0.11 & 0.0 & 5.79 \\
FAIL & 450.53 (138) & 0.46 & 111.47 & 0.0 & 0.46 \\
FINISH & 11.98 (14) & 0.01 & 0.01 & 2.0 & 0.01 \\
KILL & 55.88 (258) & 1.29 & 0.06 & 0.0 & 12.16 \\
\bottomrule
\end{tabular}
} }
\tableIII{F}{ \tableIII{F}{%
\begin{tabular}{lrrrrr} EVICT & 70.146 (114) & 23.974 & 0.192 & 0.000 & 45.980 \\
\toprule FAIL & 41.087 (54) & 0.279 & 39.257 & 0.000 & 1.550 \\
\tableIIIh FINISH & 3.129 (4) & 0.019 & 0.004 & 3.008 & 0.098 \\
\midrule KILL & 10.288 (38) & 0.384 & 0.098 & 0.001 & 9.804 \\
EVICT & 302.26 (510) & 23.97 & 0.19 & 0.00 & 45.98 \\
FAIL & 164.04 (220) & 0.28 & 39.26 & 0.00 & 1.55 \\
FINISH & 19.90 (20) & 0.02 & 0.00 & 3.01 & 0.10 \\
KILL & 45.04 (162) & 0.38 & 0.10 & 0.00 & 9.80 \\
\bottomrule
\end{tabular}
} }
\tableIII{G}{ \tableIII{G}{%
\begin{tabular}{lrrrrr} EVICT & 136.032 (490) & 77.429 & 0.303 & 0.000 & 58.299 \\
\toprule FAIL & 8.948 (8) & 0.016 & 8.593 & 0.000 & 0.339 \\
\tableIIIh FINISH & 14.176 (2) & 0.015 & 0.002 & 14.154 & 0.005 \\
\midrule KILL & 32.320 (164) & 6.909 & 0.135 & 0.000 & 25.276 \\
EVICT & 555.57 (2015) & 77.43 & 0.30 & 0.00 & 58.30 \\
FAIL & 40.12 (40) & 0.02 & 8.59 & 0.00 & 0.34 \\
FINISH & 105.24 (18) & 0.02 & 0.00 & 14.15 & 0.00 \\
KILL & 130.05 (641) & 6.91 & 0.14 & 0.00 & 25.28 \\
\bottomrule
\end{tabular}
} }
\tableIII{H}{ \tableIII{H}{%
\begin{tabular}{lrrrrr} EVICT & 14.734 (40) & 6.733 & 0.837 & 0.000 & 7.165 \\
\toprule FAIL & 41.067 (120) & 0.600 & 37.600 & 0.000 & 2.867 \\
\tableIIIh FINISH & 3.681 (2) & 0.024 & 0.014 & 3.633 & 0.011 \\
\midrule KILL & 17.976 (98) & 0.633 & 0.170 & 0.000 & 17.173 \\
EVICT & 75.66 (206) & 6.73 & 0.84 & 0.00 & 7.16 \\
FAIL & 170.15 (487) & 0.60 & 37.60 & 0.00 & 2.87 \\
FINISH & 23.98 (22) & 0.02 & 0.01 & 3.63 & 0.01 \\
KILL & 74.43 (388) & 0.63 & 0.17 & 0.00 & 17.17 \\
\bottomrule
\end{tabular}
} }
\caption{Mean number of tasks and event distribution per task type}\label{fig:tableIII} \caption{Mean number of termination events and their distributions per
task type for each cluster in the 2019 traces. The tables show an
overall mean accompanied by the 95-th percentile of all termination
events, followed by the mean of events per event type of each
termination event.}\label{fig:tableIII-csts}
\end{figure} \end{figure}

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@ -1,7 +0,0 @@
task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,58.0,27.395924919004106,5.835266629759437,0.7362657541797388,5.528681906150175,5.317656696475938,2.3495793687316646,0.21385905619823325,0.0034117154159850603,3.395995570544976,0.08957552916559747,0.8945408979149864,3.0310917944673723
6,9.0,12.405369995608641,2.1847132402154554,0.8799252043981606,2.1926863641910397,2.1075212224047664,0.01932128901162818,0.0037793286646258285,2.1534317263499836,0.008150029740766142,0.008989201952316337,0.7198900340111737,2.1269623546687253
5,108.0,50.03955645233451,10.198896275881816,0.9415567565632885,11.821643640723707,10.278011417527157,0.28777805615705365,11.061863580235867,0.002098283791764348,0.46765555933356,0.05314384652552837,0.3560170189158718,4.570892016678895
8,7.0,8.847144735439395,1.7224956469208628,2.0535606410575316,0.7519899790341494,0.6955243239401585,0.08334813972495647,0.0018211861696457127,0.3841903272804804,1.3299100955900642,1.007933264631676,0.21771614370491454,0.5986549873849544
4,2924.0,428.55068857072354,104.07974609774922,0.4735045965967858,102.01192332530044,98.2043818614248,73.69359521596917,0.7685530826862396,1.785086130405792E-4,28.76616421742349,0.8455007954133787,4.683940000105005,15.02320086944195
-1,84.0,14.818523496614894,0.9975457984866587,0.7739496216646754,0.7931800079649542,0.7857277976901633,0.0,0.0,0.0,0.0,0.0,1.394578853046595,10.073541417761849
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 58.0 27.395924919004106 5.835266629759437 0.7362657541797388 5.528681906150175 5.317656696475938 2.3495793687316646 0.21385905619823325 0.0034117154159850603 3.395995570544976 0.08957552916559747 0.8945408979149864 3.0310917944673723
3 6 9.0 12.405369995608641 2.1847132402154554 0.8799252043981606 2.1926863641910397 2.1075212224047664 0.01932128901162818 0.0037793286646258285 2.1534317263499836 0.008150029740766142 0.008989201952316337 0.7198900340111737 2.1269623546687253
4 5 108.0 50.03955645233451 10.198896275881816 0.9415567565632885 11.821643640723707 10.278011417527157 0.28777805615705365 11.061863580235867 0.002098283791764348 0.46765555933356 0.05314384652552837 0.3560170189158718 4.570892016678895
5 8 7.0 8.847144735439395 1.7224956469208628 2.0535606410575316 0.7519899790341494 0.6955243239401585 0.08334813972495647 0.0018211861696457127 0.3841903272804804 1.3299100955900642 1.007933264631676 0.21771614370491454 0.5986549873849544
6 4 2924.0 428.55068857072354 104.07974609774922 0.4735045965967858 102.01192332530044 98.2043818614248 73.69359521596917 0.7685530826862396 1.785086130405792E-4 28.76616421742349 0.8455007954133787 4.683940000105005 15.02320086944195
7 -1 84.0 14.818523496614894 0.9975457984866587 0.7739496216646754 0.7931800079649542 0.7857277976901633 0.0 0.0 0.0 0.0 0.0 1.394578853046595 10.073541417761849

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@ -0,0 +1,7 @@
task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,11.0,5.962845710890859,5.835266629759437,0.7362657541797388,5.528681906150175,5.317656696475938,2.3495793687316646,0.21385905619823325,0.0034117154159850603,3.395995570544976,0.08957552916559747,0.8945408979149864,3.0310917944673723
6,1.0,2.1846823737670036,2.1847132402154554,0.8799252043981606,2.1926863641910397,2.1075212224047664,0.01932128901162818,0.0037793286646258285,2.1534317263499836,0.008150029740766142,0.008989201952316337,0.7198900340111737,2.1269623546687253
5,26.0,11.819395479518246,10.198896275881816,0.9415567565632885,11.821643640723707,10.278011417527157,0.28777805615705365,11.061863580235867,0.002098283791764348,0.46765555933356,0.05314384652552837,0.3560170189158718,4.570892016678895
8,2.0,1.799269748765147,1.7224956469208628,2.0535606410575316,0.7519899790341494,0.6955243239401585,0.08334813972495647,0.0018211861696457127,0.3841903272804804,1.3299100955900642,1.007933264631676,0.21771614370491454,0.5986549873849544
4,719.0,103.22849102469195,104.07974609774922,0.4735045965967858,102.01192332530044,98.2043818614248,73.69359521596917,0.7685530826862396,1.785086130405792E-4,28.76616421742349,0.8455007954133787,4.683940000105005,15.02320086944195
-1,0.0,0.0,0.9975457984866587,0.7739496216646754,0.7931800079649542,0.7857277976901633,0.0,0.0,0.0,0.0,0.0,1.394578853046595,10.073541417761849
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 11.0 5.962845710890859 5.835266629759437 0.7362657541797388 5.528681906150175 5.317656696475938 2.3495793687316646 0.21385905619823325 0.0034117154159850603 3.395995570544976 0.08957552916559747 0.8945408979149864 3.0310917944673723
3 6 1.0 2.1846823737670036 2.1847132402154554 0.8799252043981606 2.1926863641910397 2.1075212224047664 0.01932128901162818 0.0037793286646258285 2.1534317263499836 0.008150029740766142 0.008989201952316337 0.7198900340111737 2.1269623546687253
4 5 26.0 11.819395479518246 10.198896275881816 0.9415567565632885 11.821643640723707 10.278011417527157 0.28777805615705365 11.061863580235867 0.002098283791764348 0.46765555933356 0.05314384652552837 0.3560170189158718 4.570892016678895
5 8 2.0 1.799269748765147 1.7224956469208628 2.0535606410575316 0.7519899790341494 0.6955243239401585 0.08334813972495647 0.0018211861696457127 0.3841903272804804 1.3299100955900642 1.007933264631676 0.21771614370491454 0.5986549873849544
6 4 719.0 103.22849102469195 104.07974609774922 0.4735045965967858 102.01192332530044 98.2043818614248 73.69359521596917 0.7685530826862396 1.785086130405792E-4 28.76616421742349 0.8455007954133787 4.683940000105005 15.02320086944195
7 -1 0.0 0.0 0.9975457984866587 0.7739496216646754 0.7931800079649542 0.7857277976901633 0.0 0.0 0.0 0.0 0.0 1.394578853046595 10.073541417761849

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7,16.0,8.762647611647557,8.435821556728857,1.3027741765993741,8.174855743870854,7.810180815627542,1.876096946002552,0.1430955965363656,0.0026911461851433912,6.740763922923496,0.033585025535606085,0.7566376229257924,2.5454240899754166
6,2.0,2.9622181187076073,2.9610109935658584,1.075642665141743,2.9651941164892475,2.968645976534007,0.02216822947641288,0.011919188469233443,2.915346994509569,0.01278370625239225,0.016025369783106085,1.496487465683633,3.8066228731969023
5,26.0,24.962420502329607,21.294499695555103,1.2877782139053977,25.04846709089267,21.453832563354492,0.2895387190425141,23.634600855306864,0.34766489424004565,0.6906160337401838,0.08591873064807869,1.1748385458531565,2.9669438113639757
8,14.0,4.1570824845903545,3.29296843998836,4.25873654136134,1.5032737229173831,1.397347292399672,0.1579984656490569,0.005003174519192614,0.7700722203116319,3.224008624110473,1.6325262559191556,0.35746408825163356,1.3207024946429988
4,342.0,78.71010556170913,79.82938861477528,0.45558268720840467,79.25355788272412,76.71564964924647,52.2422783875407,0.6728979961735978,1.334206021548686E-4,25.794795757392677,0.6487043936495149,2.069601919914074,12.401595173362871
-1,0.0,0.0,1.5147262905575116,0.5300497921640012,1.2528914353873353,1.167206805420612,0.0,0.0,0.0,0.0,0.0,5.125744465762358,4.924194338537562
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 16.0 8.762647611647557 8.435821556728857 1.3027741765993741 8.174855743870854 7.810180815627542 1.876096946002552 0.1430955965363656 0.0026911461851433912 6.740763922923496 0.033585025535606085 0.7566376229257924 2.5454240899754166
3 6 2.0 2.9622181187076073 2.9610109935658584 1.075642665141743 2.9651941164892475 2.968645976534007 0.02216822947641288 0.011919188469233443 2.915346994509569 0.01278370625239225 0.016025369783106085 1.496487465683633 3.8066228731969023
4 5 26.0 24.962420502329607 21.294499695555103 1.2877782139053977 25.04846709089267 21.453832563354492 0.2895387190425141 23.634600855306864 0.34766489424004565 0.6906160337401838 0.08591873064807869 1.1748385458531565 2.9669438113639757
5 8 14.0 4.1570824845903545 3.29296843998836 4.25873654136134 1.5032737229173831 1.397347292399672 0.1579984656490569 0.005003174519192614 0.7700722203116319 3.224008624110473 1.6325262559191556 0.35746408825163356 1.3207024946429988
6 4 342.0 78.71010556170913 79.82938861477528 0.45558268720840467 79.25355788272412 76.71564964924647 52.2422783875407 0.6728979961735978 1.334206021548686E-4 25.794795757392677 0.6487043936495149 2.069601919914074 12.401595173362871
7 -1 0.0 0.0 1.5147262905575116 0.5300497921640012 1.2528914353873353 1.167206805420612 0.0 0.0 0.0 0.0 0.0 5.125744465762358 4.924194338537562

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task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,12.0,9.172536394961623,8.96533411212207,1.1236242609569156,8.817185962634415,8.21370173898341,3.351495825915401,0.2763050332235977,0.0036563227006368043,5.5410792131219875,0.033457306614610785,1.0084090015199039,3.566791899753253
6,4.0,2.99529162399442,2.999636153710804,1.5549015403294333,2.9978729175206382,3.0121754750188137,0.02044427162564865,0.020628020320906527,2.942578848692604,0.011640483355261005,0.016277768205339063,1.025285737295677,2.6761543694063548
5,62.0,20.850811037813436,19.370860965779514,1.665039341604111,20.905317678349576,19.52377119459658,0.5180609751118421,19.65679772757762,5.599398064708044E-4,0.6753923953175034,0.08852298377924372,0.778502977596575,3.5895932853884873
8,4.0,5.708438128772636,4.756602112676056,4.94595699195171,2.7637072434607646,2.7792064889336014,0.2572308853118712,0.007419517102615694,1.9283513581488934,3.5154363682092553,2.0151534205231387,0.5090543259557344,2.212336519114688
4,394.0,83.01827092752167,84.1745817071757,0.36389221634014707,84.05783324961037,82.74729832425261,64.81651789739428,0.24021407318675375,0.0,17.961538956940633,1.028401406545848,1.7111171219908035,8.604164251581077
-1,0.0,0.0,1.8312972351930517,1.1088478038599783,1.696303401460931,1.5939749765471007,0.0,0.0,0.0,0.0,0.0,1.1423670036154356,5.645339460952241
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 12.0 9.172536394961623 8.96533411212207 1.1236242609569156 8.817185962634415 8.21370173898341 3.351495825915401 0.2763050332235977 0.0036563227006368043 5.5410792131219875 0.033457306614610785 1.0084090015199039 3.566791899753253
3 6 4.0 2.99529162399442 2.999636153710804 1.5549015403294333 2.9978729175206382 3.0121754750188137 0.02044427162564865 0.020628020320906527 2.942578848692604 0.011640483355261005 0.016277768205339063 1.025285737295677 2.6761543694063548
4 5 62.0 20.850811037813436 19.370860965779514 1.665039341604111 20.905317678349576 19.52377119459658 0.5180609751118421 19.65679772757762 5.599398064708044E-4 0.6753923953175034 0.08852298377924372 0.778502977596575 3.5895932853884873
5 8 4.0 5.708438128772636 4.756602112676056 4.94595699195171 2.7637072434607646 2.7792064889336014 0.2572308853118712 0.007419517102615694 1.9283513581488934 3.5154363682092553 2.0151534205231387 0.5090543259557344 2.212336519114688
6 4 394.0 83.01827092752167 84.1745817071757 0.36389221634014707 84.05783324961037 82.74729832425261 64.81651789739428 0.24021407318675375 0.0 17.961538956940633 1.028401406545848 1.7111171219908035 8.604164251581077
7 -1 0.0 0.0 1.8312972351930517 1.1088478038599783 1.696303401460931 1.5939749765471007 0.0 0.0 0.0 0.0 0.0 1.1423670036154356 5.645339460952241

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@ -1,7 +0,0 @@
task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,60.0,40.9010406775462,8.96533411212207,1.1236242609569156,8.817185962634415,8.21370173898341,3.351495825915401,0.2763050332235977,0.0036563227006368043,5.5410792131219875,0.033457306614610785,1.0084090015199039,3.566791899753253
6,20.0,17.27759558548148,2.999636153710804,1.5549015403294333,2.9978729175206382,3.0121754750188137,0.02044427162564865,0.020628020320906527,2.942578848692604,0.011640483355261005,0.016277768205339063,1.025285737295677,2.6761543694063548
5,260.0,86.77241946490753,19.370860965779514,1.665039341604111,20.905317678349576,19.52377119459658,0.5180609751118421,19.65679772757762,5.599398064708044E-4,0.6753923953175034,0.08852298377924372,0.778502977596575,3.5895932853884873
8,14.0,25.69045523138833,4.756602112676056,4.94595699195171,2.7637072434607646,2.7792064889336014,0.2572308853118712,0.007419517102615694,1.9283513581488934,3.5154363682092553,2.0151534205231387,0.5090543259557344,2.212336519114688
4,1578.0,345.70555920501823,84.1745817071757,0.36389221634014707,84.05783324961037,82.74729832425261,64.81651789739428,0.24021407318675375,0.0,17.961538956940633,1.028401406545848,1.7111171219908035,8.604164251581077
-1,32.0,13.018129881628738,1.8312972351930517,1.1088478038599783,1.696303401460931,1.5939749765471007,0.0,0.0,0.0,0.0,0.0,1.1423670036154356,5.645339460952241
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 60.0 40.9010406775462 8.96533411212207 1.1236242609569156 8.817185962634415 8.21370173898341 3.351495825915401 0.2763050332235977 0.0036563227006368043 5.5410792131219875 0.033457306614610785 1.0084090015199039 3.566791899753253
3 6 20.0 17.27759558548148 2.999636153710804 1.5549015403294333 2.9978729175206382 3.0121754750188137 0.02044427162564865 0.020628020320906527 2.942578848692604 0.011640483355261005 0.016277768205339063 1.025285737295677 2.6761543694063548
4 5 260.0 86.77241946490753 19.370860965779514 1.665039341604111 20.905317678349576 19.52377119459658 0.5180609751118421 19.65679772757762 5.599398064708044E-4 0.6753923953175034 0.08852298377924372 0.778502977596575 3.5895932853884873
5 8 14.0 25.69045523138833 4.756602112676056 4.94595699195171 2.7637072434607646 2.7792064889336014 0.2572308853118712 0.007419517102615694 1.9283513581488934 3.5154363682092553 2.0151534205231387 0.5090543259557344 2.212336519114688
6 4 1578.0 345.70555920501823 84.1745817071757 0.36389221634014707 84.05783324961037 82.74729832425261 64.81651789739428 0.24021407318675375 0.0 17.961538956940633 1.028401406545848 1.7111171219908035 8.604164251581077
7 -1 32.0 13.018129881628738 1.8312972351930517 1.1088478038599783 1.696303401460931 1.5939749765471007 0.0 0.0 0.0 0.0 0.0 1.1423670036154356 5.645339460952241

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task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,6.0,5.45242395444729,5.060811887115921,1.573948615647822,4.942099494144457,4.633419469054492,1.5332365927048457,0.11608206045741715,0.003993994145486182,3.799111307139541,0.013669845891360154,0.5994831134666571,1.955030146607957
6,2.0,2.507303836983161,2.5080490741507164,0.8746289625250901,2.507759818412733,2.5083757392544026,0.017929086508531398,0.012701162996762964,2.470653874806301,0.006019712671565393,0.006413712748438859,1.6979836625222418,2.6321128479860385
5,30.0,52.00998856693262,37.82751435280233,0.4492334927406169,52.12291162115978,38.09865323383696,0.7728231070897311,48.44577283847411,2.0353779673727304,0.7560146539960415,0.1336869798261682,3.4452411393727793,2.9436644825000307
8,6.0,4.582488668534464,4.159124580112361,4.263784782831913,2.2310592169920644,2.239757675326009,0.41136520323295145,0.007568978921273818,1.4122013113696037,2.751353175010635,1.9986651606941164,0.764950933654086,2.1456148328517153
4,444.0,98.43653104549703,99.20235081022125,0.6657593876597071,98.1256427235899,93.00203042224992,73.71552664381427,1.8128164926768464,1.6555001558117793E-4,22.90802235899034,0.5461981925833593,1.5693849330009348,12.560771463072609
-1,0.0,0.0,1.8056665534218799,0.39915551744778605,1.6912731410329003,1.617318902711943,0.0,0.0,0.0,0.0,0.0,11.252972675650753,4.548778843716802
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 6.0 5.45242395444729 5.060811887115921 1.573948615647822 4.942099494144457 4.633419469054492 1.5332365927048457 0.11608206045741715 0.003993994145486182 3.799111307139541 0.013669845891360154 0.5994831134666571 1.955030146607957
3 6 2.0 2.507303836983161 2.5080490741507164 0.8746289625250901 2.507759818412733 2.5083757392544026 0.017929086508531398 0.012701162996762964 2.470653874806301 0.006019712671565393 0.006413712748438859 1.6979836625222418 2.6321128479860385
4 5 30.0 52.00998856693262 37.82751435280233 0.4492334927406169 52.12291162115978 38.09865323383696 0.7728231070897311 48.44577283847411 2.0353779673727304 0.7560146539960415 0.1336869798261682 3.4452411393727793 2.9436644825000307
5 8 6.0 4.582488668534464 4.159124580112361 4.263784782831913 2.2310592169920644 2.239757675326009 0.41136520323295145 0.007568978921273818 1.4122013113696037 2.751353175010635 1.9986651606941164 0.764950933654086 2.1456148328517153
6 4 444.0 98.43653104549703 99.20235081022125 0.6657593876597071 98.1256427235899 93.00203042224992 73.71552664381427 1.8128164926768464 1.6555001558117793E-4 22.90802235899034 0.5461981925833593 1.5693849330009348 12.560771463072609
7 -1 0.0 0.0 1.8056665534218799 0.39915551744778605 1.6912731410329003 1.617318902711943 0.0 0.0 0.0 0.0 0.0 11.252972675650753 4.548778843716802

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@ -1,7 +0,0 @@
task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,32.0,24.230886526375954,5.060811887115921,1.573948615647822,4.942099494144457,4.633419469054492,1.5332365927048457,0.11608206045741715,0.003993994145486182,3.799111307139541,0.013669845891360154,0.5994831134666571,1.955030146607957
6,18.0,15.242627654582822,2.5080490741507164,0.8746289625250901,2.507759818412733,2.5083757392544026,0.017929086508531398,0.012701162996762964,2.470653874806301,0.006019712671565393,0.006413712748438859,1.6979836625222418,2.6321128479860385
5,156.0,187.03089386917128,37.82751435280233,0.4492334927406169,52.12291162115978,38.09865323383696,0.7728231070897311,48.44577283847411,2.0353779673727304,0.7560146539960415,0.1336869798261682,3.4452411393727793,2.9436644825000307
8,28.0,22.385445850996728,4.159124580112361,4.263784782831913,2.2310592169920644,2.239757675326009,0.41136520323295145,0.007568978921273818,1.4122013113696037,2.751353175010635,1.9986651606941164,0.764950933654086,2.1456148328517153
4,1748.0,404.10866897787474,99.20235081022125,0.6657593876597071,98.1256427235899,93.00203042224992,73.71552664381427,1.8128164926768464,1.6555001558117793E-4,22.90802235899034,0.5461981925833593,1.5693849330009348,12.560771463072609
-1,96.0,21.315165633982065,1.8056665534218799,0.39915551744778605,1.6912731410329003,1.617318902711943,0.0,0.0,0.0,0.0,0.0,11.252972675650753,4.548778843716802
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 32.0 24.230886526375954 5.060811887115921 1.573948615647822 4.942099494144457 4.633419469054492 1.5332365927048457 0.11608206045741715 0.003993994145486182 3.799111307139541 0.013669845891360154 0.5994831134666571 1.955030146607957
3 6 18.0 15.242627654582822 2.5080490741507164 0.8746289625250901 2.507759818412733 2.5083757392544026 0.017929086508531398 0.012701162996762964 2.470653874806301 0.006019712671565393 0.006413712748438859 1.6979836625222418 2.6321128479860385
4 5 156.0 187.03089386917128 37.82751435280233 0.4492334927406169 52.12291162115978 38.09865323383696 0.7728231070897311 48.44577283847411 2.0353779673727304 0.7560146539960415 0.1336869798261682 3.4452411393727793 2.9436644825000307
5 8 28.0 22.385445850996728 4.159124580112361 4.263784782831913 2.2310592169920644 2.239757675326009 0.41136520323295145 0.007568978921273818 1.4122013113696037 2.751353175010635 1.9986651606941164 0.764950933654086 2.1456148328517153
6 4 1748.0 404.10866897787474 99.20235081022125 0.6657593876597071 98.1256427235899 93.00203042224992 73.71552664381427 1.8128164926768464 1.6555001558117793E-4 22.90802235899034 0.5461981925833593 1.5693849330009348 12.560771463072609
7 -1 96.0 21.315165633982065 1.8056665534218799 0.39915551744778605 1.6912731410329003 1.617318902711943 0.0 0.0 0.0 0.0 0.0 11.252972675650753 4.548778843716802

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task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,6.0,6.795450923131372,6.43207232989496,1.5230748800354594,6.178519054595344,5.715246820278079,1.96013363220935,0.1505207364496276,0.00238531977905695,4.682411234693338,0.016155970205843924,0.6766512877024795,2.6167019024050626
6,2.0,3.8765378700844026,3.882226655388177,0.7853315736358375,3.8814333232103873,3.8784288047713456,0.058650893015740224,0.01905116361354794,3.7890504581110585,0.009785355344056015,0.01869912861489448,2.684171827817283,4.098785971673896
5,62.0,62.31444221909258,48.29500852789435,0.76380209623428,62.52257238094564,48.935145540371266,0.4963163742648672,58.96820970835309,0.809520102476274,2.040396033998344,0.3247535403146475,1.8731219170423423,2.9761289729018197
8,6.0,4.733908932058793,3.330640353582074,6.579627916538185,0.12204748689485044,0.12741288930003083,0.014759995888580532,0.0035769349367869257,0.07928872443211019,4.636283276801316,1.9997944290266214,0.020803782505910164,0.15148525028266008
4,366.0,76.75866531447734,77.59419388155071,0.7205634398700903,77.45358278322871,74.52967454130295,62.000510181861166,0.7002681565636141,3.7330380085486573E-4,14.057513672251707,0.627592128267186,1.8045505733324207,13.877307484119035
-1,0.0,0.0,1.5263777572007629,0.32681682436700127,1.1950660133805107,1.083569934937114,0.0,0.0,0.0,0.0,0.0,20.897217810428458,2.8383546019267443
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 6.0 6.795450923131372 6.43207232989496 1.5230748800354594 6.178519054595344 5.715246820278079 1.96013363220935 0.1505207364496276 0.00238531977905695 4.682411234693338 0.016155970205843924 0.6766512877024795 2.6167019024050626
3 6 2.0 3.8765378700844026 3.882226655388177 0.7853315736358375 3.8814333232103873 3.8784288047713456 0.058650893015740224 0.01905116361354794 3.7890504581110585 0.009785355344056015 0.01869912861489448 2.684171827817283 4.098785971673896
4 5 62.0 62.31444221909258 48.29500852789435 0.76380209623428 62.52257238094564 48.935145540371266 0.4963163742648672 58.96820970835309 0.809520102476274 2.040396033998344 0.3247535403146475 1.8731219170423423 2.9761289729018197
5 8 6.0 4.733908932058793 3.330640353582074 6.579627916538185 0.12204748689485044 0.12741288930003083 0.014759995888580532 0.0035769349367869257 0.07928872443211019 4.636283276801316 1.9997944290266214 0.020803782505910164 0.15148525028266008
6 4 366.0 76.75866531447734 77.59419388155071 0.7205634398700903 77.45358278322871 74.52967454130295 62.000510181861166 0.7002681565636141 3.7330380085486573E-4 14.057513672251707 0.627592128267186 1.8045505733324207 13.877307484119035
7 -1 0.0 0.0 1.5263777572007629 0.32681682436700127 1.1950660133805107 1.083569934937114 0.0 0.0 0.0 0.0 0.0 20.897217810428458 2.8383546019267443

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@ -1,7 +0,0 @@
task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,32.0,29.9538731682486,6.43207232989496,1.5230748800354594,6.178519054595344,5.715246820278079,1.96013363220935,0.1505207364496276,0.00238531977905695,4.682411234693338,0.016155970205843924,0.6766512877024795,2.6167019024050626
6,18.0,23.105615155196222,3.882226655388177,0.7853315736358375,3.8814333232103873,3.8784288047713456,0.058650893015740224,0.01905116361354794,3.7890504581110585,0.009785355344056015,0.01869912861489448,2.684171827817283,4.098785971673896
5,269.0,228.0049751947969,48.29500852789435,0.76380209623428,62.52257238094564,48.935145540371266,0.4963163742648672,58.96820970835309,0.809520102476274,2.040396033998344,0.3247535403146475,1.8731219170423423,2.9761289729018197
8,20.0,17.065721040189125,3.330640353582074,6.579627916538185,0.12204748689485044,0.12741288930003083,0.014759995888580532,0.0035769349367869257,0.07928872443211019,4.636283276801316,1.9997944290266214,0.020803782505910164,0.15148525028266008
4,1478.0,323.36613014614846,77.59419388155071,0.7205634398700903,77.45358278322871,74.52967454130295,62.000510181861166,0.7002681565636141,3.7330380085486573E-4,14.057513672251707,0.627592128267186,1.8045505733324207,13.877307484119035
-1,103.0,27.86740294224059,1.5263777572007629,0.32681682436700127,1.1950660133805107,1.083569934937114,0.0,0.0,0.0,0.0,0.0,20.897217810428458,2.8383546019267443
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 32.0 29.9538731682486 6.43207232989496 1.5230748800354594 6.178519054595344 5.715246820278079 1.96013363220935 0.1505207364496276 0.00238531977905695 4.682411234693338 0.016155970205843924 0.6766512877024795 2.6167019024050626
3 6 18.0 23.105615155196222 3.882226655388177 0.7853315736358375 3.8814333232103873 3.8784288047713456 0.058650893015740224 0.01905116361354794 3.7890504581110585 0.009785355344056015 0.01869912861489448 2.684171827817283 4.098785971673896
4 5 269.0 228.0049751947969 48.29500852789435 0.76380209623428 62.52257238094564 48.935145540371266 0.4963163742648672 58.96820970835309 0.809520102476274 2.040396033998344 0.3247535403146475 1.8731219170423423 2.9761289729018197
5 8 20.0 17.065721040189125 3.330640353582074 6.579627916538185 0.12204748689485044 0.12741288930003083 0.014759995888580532 0.0035769349367869257 0.07928872443211019 4.636283276801316 1.9997944290266214 0.020803782505910164 0.15148525028266008
6 4 1478.0 323.36613014614846 77.59419388155071 0.7205634398700903 77.45358278322871 74.52967454130295 62.000510181861166 0.7002681565636141 3.7330380085486573E-4 14.057513672251707 0.627592128267186 1.8045505733324207 13.877307484119035
7 -1 103.0 27.86740294224059 1.5263777572007629 0.32681682436700127 1.1950660133805107 1.083569934937114 0.0 0.0 0.0 0.0 0.0 20.897217810428458 2.8383546019267443

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@ -0,0 +1,7 @@
task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,64.0,13.504892287655892,13.063833371251633,1.1173576581695857,12.635772911133188,12.518487243606957,1.2879172287931027,0.056909481014429456,1.853925477924379E-4,12.159880185300567,0.05499691815902356,0.8632289725849989,2.1189057091404133
6,2.0,2.029232492941129,2.0308401767744173,1.8078136128055937,2.030681585756855,2.0673681759413753,0.013879349234882188,0.008434976564836575,1.9986772902241174,0.008240876917293001,0.02664068237046031,0.3272714370177521,1.6569574608742277
5,28.0,112.3844548308834,109.92164977879264,0.7346581989439133,112.89458755530184,110.18156843156844,0.45770301127443985,111.47104681033252,0.0,0.45570500927643787,0.18799058084772372,0.9267696589125161,3.295258313115456
8,4.0,3.164983164983165,1.8243036424854606,4.883073155800428,0.07131925313743495,0.14937251300887663,0.0,0.0,0.03397612488521579,3.1310070400979493,1.7921640648913377,0.001224364860728497,0.013468013468013467
4,72.0,17.677922373871784,18.720340845276752,0.8784253403976529,18.672697381806937,19.399654922642448,11.780753798699449,0.10611942606473455,8.952478615784034E-5,5.7909596243214425,0.6549551969138364,0.8367800376004102,7.804412758095889
-1,0.0,0.0,1.3465088494906061,0.3400815635192289,0.7647814974820162,0.7079290024348072,0.0,0.0,0.0,0.0,0.0,0.4800250034026808,3.709839544696103
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 64.0 13.504892287655892 13.063833371251633 1.1173576581695857 12.635772911133188 12.518487243606957 1.2879172287931027 0.056909481014429456 1.853925477924379E-4 12.159880185300567 0.05499691815902356 0.8632289725849989 2.1189057091404133
3 6 2.0 2.029232492941129 2.0308401767744173 1.8078136128055937 2.030681585756855 2.0673681759413753 0.013879349234882188 0.008434976564836575 1.9986772902241174 0.008240876917293001 0.02664068237046031 0.3272714370177521 1.6569574608742277
4 5 28.0 112.3844548308834 109.92164977879264 0.7346581989439133 112.89458755530184 110.18156843156844 0.45770301127443985 111.47104681033252 0.0 0.45570500927643787 0.18799058084772372 0.9267696589125161 3.295258313115456
5 8 4.0 3.164983164983165 1.8243036424854606 4.883073155800428 0.07131925313743495 0.14937251300887663 0.0 0.0 0.03397612488521579 3.1310070400979493 1.7921640648913377 0.001224364860728497 0.013468013468013467
6 4 72.0 17.677922373871784 18.720340845276752 0.8784253403976529 18.672697381806937 19.399654922642448 11.780753798699449 0.10611942606473455 8.952478615784034E-5 5.7909596243214425 0.6549551969138364 0.8367800376004102 7.804412758095889
7 -1 0.0 0.0 1.3465088494906061 0.3400815635192289 0.7647814974820162 0.7079290024348072 0.0 0.0 0.0 0.0 0.0 0.4800250034026808 3.709839544696103

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@ -1,7 +0,0 @@
task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,258.0,55.877475071701696,13.063833371251633,1.1173576581695857,12.635772911133188,12.518487243606957,1.2879172287931027,0.056909481014429456,1.853925477924379E-4,12.159880185300567,0.05499691815902356,0.8632289725849989,2.1189057091404133
6,14.0,11.97680562448181,2.0308401767744173,1.8078136128055937,2.030681585756855,2.0673681759413753,0.013879349234882188,0.008434976564836575,1.9986772902241174,0.008240876917293001,0.02664068237046031,0.3272714370177521,1.6569574608742277
5,138.0,450.52693734836595,109.92164977879264,0.7346581989439133,112.89458755530184,110.18156843156844,0.45770301127443985,111.47104681033252,0.0,0.45570500927643787,0.18799058084772372,0.9267696589125161,3.295258313115456
8,14.0,11.899908172635445,1.8243036424854606,4.883073155800428,0.07131925313743495,0.14937251300887663,0.0,0.0,0.03397612488521579,3.1310070400979493,1.7921640648913377,0.001224364860728497,0.013468013468013467
4,310.0,84.64518885660571,18.720340845276752,0.8784253403976529,18.672697381806937,19.399654922642448,11.780753798699449,0.10611942606473455,8.952478615784034E-5,5.7909596243214425,0.6549551969138364,0.8367800376004102,7.804412758095889
-1,34.0,7.349165461025442,1.3465088494906061,0.3400815635192289,0.7647814974820162,0.7079290024348072,0.0,0.0,0.0,0.0,0.0,0.4800250034026808,3.709839544696103
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 258.0 55.877475071701696 13.063833371251633 1.1173576581695857 12.635772911133188 12.518487243606957 1.2879172287931027 0.056909481014429456 1.853925477924379E-4 12.159880185300567 0.05499691815902356 0.8632289725849989 2.1189057091404133
3 6 14.0 11.97680562448181 2.0308401767744173 1.8078136128055937 2.030681585756855 2.0673681759413753 0.013879349234882188 0.008434976564836575 1.9986772902241174 0.008240876917293001 0.02664068237046031 0.3272714370177521 1.6569574608742277
4 5 138.0 450.52693734836595 109.92164977879264 0.7346581989439133 112.89458755530184 110.18156843156844 0.45770301127443985 111.47104681033252 0.0 0.45570500927643787 0.18799058084772372 0.9267696589125161 3.295258313115456
5 8 14.0 11.899908172635445 1.8243036424854606 4.883073155800428 0.07131925313743495 0.14937251300887663 0.0 0.0 0.03397612488521579 3.1310070400979493 1.7921640648913377 0.001224364860728497 0.013468013468013467
6 4 310.0 84.64518885660571 18.720340845276752 0.8784253403976529 18.672697381806937 19.399654922642448 11.780753798699449 0.10611942606473455 8.952478615784034E-5 5.7909596243214425 0.6549551969138364 0.8367800376004102 7.804412758095889
7 -1 34.0 7.349165461025442 1.3465088494906061 0.3400815635192289 0.7647814974820162 0.7079290024348072 0.0 0.0 0.0 0.0 0.0 0.4800250034026808 3.709839544696103

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task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,162.0,45.039556726309925,9.904786908733803,1.1339116462680816,9.580871276442581,9.527044091989895,0.3840652955842721,0.09842973652060591,0.0011776835385799425,9.804287186832369,0.037782929127022656,0.9119289931796342,3.6552709780930823
6,20.0,19.899709298545638,3.136003779746111,1.363153013172663,3.132176993327313,3.1688171863715584,0.019381065809467326,0.003510430786726587,3.0078389040021283,0.09793363782817881,0.023707014910783277,1.3421624804362036,4.605024792154503
5,220.0,164.04307315635555,38.08070549296094,0.8814581396930471,41.14745755027091,38.52359955566639,0.27935208904808323,39.25740744938904,2.267008229239872E-5,1.5497948357552538,0.2039967355081499,0.7303053660084786,3.388973271972977
8,36.0,25.002218658112803,4.205987703822507,7.239160652232023,2.2070836674685914,1.4351242983159582,0.01181502272119754,9.0884790163058E-4,0.149585672280139,7.283533814488105,2.000427693130179,0.12675755145682974,0.3418337342956429
4,510.0,302.26234698981665,71.70614966448653,0.1528874920958502,71.67736440254065,69.58731844049944,23.973621374708607,0.19239408439272535,9.437790801929084E-5,45.97999660239531,0.3747888294308068,2.028705040724067,16.589026680634596
-1,24.0,7.784904898437184,1.5369704801518393,0.2055728304325001,1.2624157008440011,1.1139764971933934,0.0,0.0,0.0,0.0,0.0,0.5838953277066591,3.0820740621087914
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
2 7 162.0 45.039556726309925 9.904786908733803 1.1339116462680816 9.580871276442581 9.527044091989895 0.3840652955842721 0.09842973652060591 0.0011776835385799425 9.804287186832369 0.037782929127022656 0.9119289931796342 3.6552709780930823
3 6 20.0 19.899709298545638 3.136003779746111 1.363153013172663 3.132176993327313 3.1688171863715584 0.019381065809467326 0.003510430786726587 3.0078389040021283 0.09793363782817881 0.023707014910783277 1.3421624804362036 4.605024792154503
4 5 220.0 164.04307315635555 38.08070549296094 0.8814581396930471 41.14745755027091 38.52359955566639 0.27935208904808323 39.25740744938904 2.267008229239872E-5 1.5497948357552538 0.2039967355081499 0.7303053660084786 3.388973271972977
5 8 36.0 25.002218658112803 4.205987703822507 7.239160652232023 2.2070836674685914 1.4351242983159582 0.01181502272119754 9.0884790163058E-4 0.149585672280139 7.283533814488105 2.000427693130179 0.12675755145682974 0.3418337342956429
6 4 510.0 302.26234698981665 71.70614966448653 0.1528874920958502 71.67736440254065 69.58731844049944 23.973621374708607 0.19239408439272535 9.437790801929084E-5 45.97999660239531 0.3747888294308068 2.028705040724067 16.589026680634596
7 -1 24.0 7.784904898437184 1.5369704801518393 0.2055728304325001 1.2624157008440011 1.1139764971933934 0.0 0.0 0.0 0.0 0.0 0.5838953277066591 3.0820740621087914

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task_term,%95,mean,avg_count_0,avg_count_1,avg_count_2,avg_count_3,avg_count_4,avg_count_5,avg_count_6,avg_count_7,avg_count_8,avg_count_9,avg_count_10
7,38.0,10.287959902475826,9.904786908733803,1.1339116462680816,9.580871276442581,9.527044091989895,0.3840652955842721,0.09842973652060591,0.0011776835385799425,9.804287186832369,0.037782929127022656,0.9119289931796342,3.6552709780930823
6,4.0,3.1286640384265008,3.136003779746111,1.363153013172663,3.132176993327313,3.1688171863715584,0.019381065809467326,0.003510430786726587,3.0078389040021283,0.09793363782817881,0.023707014910783277,1.3421624804362036,4.605024792154503
5,54.0,41.08657704427467,38.08070549296094,0.8814581396930471,41.14745755027091,38.52359955566639,0.27935208904808323,39.25740744938904,2.267008229239872E-5,1.5497948357552538,0.2039967355081499,0.7303053660084786,3.388973271972977
8,14.0,7.445843357391072,4.205987703822507,7.239160652232023,2.2070836674685914,1.4351242983159582,0.01181502272119754,9.0884790163058E-4,0.149585672280139,7.283533814488105,2.000427693130179,0.12675755145682974,0.3418337342956429
4,114.0,70.14610643940466,71.70614966448653,0.1528874920958502,71.67736440254065,69.58731844049944,23.973621374708607,0.19239408439272535,9.437790801929084E-5,45.97999660239531,0.3747888294308068,2.028705040724067,16.589026680634596
-1,0.0,0.0,1.5369704801518393,0.2055728304325001,1.2624157008440011,1.1139764971933934,0.0,0.0,0.0,0.0,0.0,0.5838953277066591,3.0820740621087914
1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
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1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
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1 task_term %95 mean avg_count_0 avg_count_1 avg_count_2 avg_count_3 avg_count_4 avg_count_5 avg_count_6 avg_count_7 avg_count_8 avg_count_9 avg_count_10
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92
table_iii/tableIII-all.py Executable file
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#!/usr/bin/env python3
# coding: utf-8
import json
import pandas
import findspark
findspark.init()
import pyspark
import pyspark.sql
import sys
import gzip
import os
import pyspark.sql.functions as F
from pyspark import AccumulatorParam
from pyspark.sql.functions import lit
from pyspark.sql import Window
from pyspark.sql.types import StructType, LongType, StringType, ByteType
def main():
global DIR
global NAME
global launched
if len(sys.argv) != 4:
print(sys.argv[0] + " {cluster} {tmpdir} {maxram}")
sys.exit()
DIR = os.path.dirname(__file__)
NAME = "table-iii-all"
if os.path.exists(DIR + "/" + NAME + "-working") or os.path.exists(DIR + "/" + NAME + ".parquet"):
print("already launched")
launched = True
sys.exit()
os.system("touch " + DIR + "/" + NAME + "-working")
spark = pyspark.sql.SparkSession.builder \
.appName(NAME) \
.config("spark.driver.maxResultSize", "32g") \
.config("spark.local.dir", sys.argv[2]) \
.config("spark.driver.memory", sys.argv[3]) \
.getOrCreate()
sc = spark.sparkContext
cluster = "a"
df = spark.read.parquet(DIR + "/bigtable-" + cluster + ".parquet").withColumn("cluster", lit("a"))
for cluster in "bcdefgh":
dfn = spark.read.parquet(DIR + "/bigtable-" + cluster + ".parquet").withColumn("cluster", lit(cluster))
df = df.union(dfn)
df = df.withColumn("count_sum",
df["count_0"] + \
df["count_1"] + \
df["count_2"] + \
df["count_3"] + \
df["count_4"] + \
df["count_5"] + \
df["count_6"] + \
df["count_7"] + \
df["count_8"] + \
df["count_9"] + \
df["count_10"])
df = df.groupBy("task_term") \
.agg(F.expr("percentile(count_sum, array(0.95))")[0].alias('%95'),
F.expr("avg(count_sum)").alias('mean'),
F.expr("avg(count_0)").alias('avg_count_0'),
F.expr("avg(count_1)").alias('avg_count_1'),
F.expr("avg(count_2)").alias('avg_count_2'),
F.expr("avg(count_3)").alias('avg_count_3'),
F.expr("avg(count_4)").alias('avg_count_4'),
F.expr("avg(count_5)").alias('avg_count_5'),
F.expr("avg(count_6)").alias('avg_count_6'),
F.expr("avg(count_7)").alias('avg_count_7'),
F.expr("avg(count_8)").alias('avg_count_8'),
F.expr("avg(count_9)").alias('avg_count_9'),
F.expr("avg(count_10)").alias('avg_count_10'))
df.repartition(1).write.option("header", True).csv(DIR + "/" + NAME + ".csv")
if __name__ == "__main__":
launched = False
try:
main()
finally:
if not launched:
os.system("rm -v " + DIR + "/" + NAME + "-working")
# vim: set ts=4 sw=4 et tw=120:

92
table_iii/tableIV-all.py Executable file
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@ -0,0 +1,92 @@
#!/usr/bin/env python3
# coding: utf-8
import json
import pandas
import findspark
findspark.init()
import pyspark
import pyspark.sql
import sys
import gzip
import os
import pyspark.sql.functions as F
from pyspark import AccumulatorParam
from pyspark.sql.functions import lit
from pyspark.sql import Window
from pyspark.sql.types import StructType, LongType, StringType, ByteType
def main():
global DIR
global NAME
global launched
if len(sys.argv) != 4:
print(sys.argv[0] + " {cluster} {tmpdir} {maxram}")
sys.exit()
cluster=sys.argv[1]
DIR = os.path.dirname(__file__)
NAME = "table-iv-evts-all"
if os.path.exists(DIR + "/" + NAME + "-working") or os.path.exists(DIR + "/" + NAME + ".parquet"):
print("already launched")
launched = True
sys.exit()
os.system("touch " + DIR + "/" + NAME + "-working")
spark = pyspark.sql.SparkSession.builder \
.appName(NAME) \
.config("spark.driver.maxResultSize", "32g") \
.config("spark.local.dir", sys.argv[2]) \
.config("spark.driver.memory", sys.argv[3]) \
.getOrCreate()
sc = spark.sparkContext
dft = None
for cluster in "abcdefgh":
df = spark.read.parquet(DIR + "/bigtable-" + cluster + ".parquet").withColumn("cluster", lit(cluster))
usage_schema = StructType() \
.add("jobid", StringType(), False) \
.add("job_term", LongType(), False) \
.add("task_count", LongType(), False)
dfj = spark.read.format("csv") \
.option("header", False) \
.schema(usage_schema) \
.load("/home/claudio/google_2019/thesis_queries/figure_9/" + cluster + "_task_count")
dfj = dfj.select(["jobid", "job_term"])
df = df.join(dfj, "jobid")
if dft is None:
dft = df
else:
dft = dft.union(df)
df = df.groupBy("job_term").agg( \
F.expr("avg(count_0)").alias('avg_count_0'),
F.expr("avg(count_1)").alias('avg_count_1'),
F.expr("avg(count_2)").alias('avg_count_2'),
F.expr("avg(count_3)").alias('avg_count_3'),
F.expr("avg(count_4)").alias('avg_count_4'),
F.expr("avg(count_5)").alias('avg_count_5'),
F.expr("avg(count_6)").alias('avg_count_6'),
F.expr("avg(count_7)").alias('avg_count_7'),
F.expr("avg(count_8)").alias('avg_count_8'),
F.expr("avg(count_9)").alias('avg_count_9'),
F.expr("avg(count_10)").alias('avg_count_10'))
df.repartition(1).write.csv(DIR + "/" + NAME + ".csv")
if __name__ == "__main__":
launched = False
try:
main()
finally:
if not launched:
os.system("rm -v " + DIR + "/" + NAME + "-working")
# vim: set ts=4 sw=4 et tw=120:

70
table_iii/tableIV-tasks-all.py Executable file
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#!/usr/bin/env python3
# coding: utf-8
import json
import pandas
import findspark
findspark.init()
import pyspark
import pyspark.sql
import sys
import gzip
import os
import pyspark.sql.functions as F
from pyspark import AccumulatorParam
from pyspark.sql.functions import lit
from pyspark.sql import Window
from pyspark.sql.types import StructType, LongType, StringType, ByteType
def main():
global DIR
global NAME
global launched
if len(sys.argv) != 4:
print(sys.argv[0] + " {cluster} {tmpdir} {maxram}")
sys.exit()
DIR = os.path.dirname(__file__)
NAME = "table-iv-tasks-all"
if os.path.exists(DIR + "/" + NAME + "-working") or os.path.exists(DIR + "/" + NAME + ".parquet"):
print("already launched")
launched = True
sys.exit()
os.system("touch " + DIR + "/" + NAME + "-working")
spark = pyspark.sql.SparkSession.builder \
.appName(NAME) \
.config("spark.driver.maxResultSize", "32g") \
.config("spark.local.dir", sys.argv[2]) \
.config("spark.driver.memory", sys.argv[3]) \
.getOrCreate()
sc = spark.sparkContext
usage_schema = StructType() \
.add("jobid", StringType(), False) \
.add("job_term", LongType(), False) \
.add("task_count", LongType(), False)
df = spark.read.format("csv") \
.option("header", False) \
.schema(usage_schema) \
.load("/home/claudio/google_2019/thesis_queries/figure_9/?_task_count")
df = df.groupBy("job_term").agg( \
F.expr("avg(task_count)").alias('mean_tc'),
F.expr("percentile(task_count, array(0.95))")[0].alias('%95_tc'))
df.repartition(1).write.csv(DIR + "/" + NAME + ".csv")
if __name__ == "__main__":
launched = False
try:
main()
finally:
if not launched:
os.system("rm -v " + DIR + "/" + NAME + "-working")
# vim: set ts=4 sw=4 et tw=120:

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