diff --git a/latex/tex/pdf/results.tex b/latex/tex/pdf/results.tex index b6aa843..1735c18 100644 --- a/latex/tex/pdf/results.tex +++ b/latex/tex/pdf/results.tex @@ -15,14 +15,15 @@ process. The integrand in~\eqref{eq:pdf-xs} can be concretised into~\eqref{eq:weighteddist}, where \(q\) runs over all quarks (except -the top quark). The averaged sum accounts for the fact, that the two -protons are indistinguishable. The choice of \(Q^2\) was explained -in~\ref{sec:pdf_basics} and is being given in~\eqref{eq:q2-explicit}. +the top quark). The sum has been symmetized, otherwise a double sum +with \(q\) and \(\bar{q}\) would have been necessary. The choice of +\(Q^2\) was explained in~\ref{sec:pdf_basics} and is being given +in~\eqref{eq:q2-explicit}. \begin{gather} \label{eq:weighteddist} \frac{\dd[3]{\sigma}}{\dd{\eta}\dd{x_1}\dd{x_2}} = - \sum_q \frac{1}{2}\qty[f_q\qty(x_1;Q^2) f_{\bar{q}}\qty(x_2;Q^2) + f_q\qty(x_2;Q^2) f_{\bar{q}}\qty(x_1;Q^2)] \dv{\sigma(x_1, + \sum_q \qty[f_q\qty(x_1;Q^2) f_{\bar{q}}\qty(x_2;Q^2) + f_q\qty(x_2;Q^2) f_{\bar{q}}\qty(x_1;Q^2)] \dv{\sigma(x_1, x_2, Z_q)}{\eta} \\ \label{eq:q2-explicit} Q^2 = 2x_1x_2E_p^2 @@ -78,7 +79,12 @@ for greater values of \(x_1\). The overall shape of the distribution is clearly highly sub-optimal for hit-or-miss sampling, only having significant values when \(x_1\) or \(x_2\) are small and being very steep. To remedy that, one has to use a more efficient sampling -algorithm (\vegas) or impose very restrictive cuts. +algorithm (\vegas) or impose very restrictive cuts. The \vegas\ +algorithm can be adapted to \(n\) dimensions by using a grid of +hypercubes instead of intervals and using the algorithm along each +axis with a slightly altered weighting +mechanism~\cite[197]{Lepage:19781an}. The self-coded implementation +used here can be found in~\ref{sec:pycode}. \begin{figure}[hb] \centering @@ -92,5 +98,43 @@ For the numeric analysis a proton beam energy of \result{xs/python/pdf/e_proton} has been chosen, in accordance to \lhc{} beam energies. As for the cuts, \result{xs/python/pdf/eta} and \result{xs/python/pdf/min_pT} have been set. +Integrating~\eqref{eq:weighteddist} with respect to those cuts yields +\result{xs/python/pdf/my_sigma} which is compatible with +\result{xs/python/pdf/sherpa_sigma}, the value \sherpa\ gives. A +sample of \result{xs/python/pdf/sample_size} events has been generated +both in \sherpa\ and through self written code. The resulting +histograms of some observables are depicted +in~\ref{fig:pdf-histos}. The distributions are largely compatible with +each other although there discrepancies arise in regions with low +event count (statistics), which the the ratio plot exaggerators. -The result +\begin{figure}[hp] + \centering + \begin{subfigure}{.49\textwidth} + \centering \plot{pdf/eta_hist} + \caption{\label{fig:pdf-pt} Histogram of the \(\eta\) + distribution.} + \end{subfigure} + \begin{subfigure}{.49\textwidth} + \centering \plot{pdf/pt_hist} + \caption{\label{fig:pdf-pt} Histogram of the \(\pt\) + distribution.} + \end{subfigure} + \begin{subfigure}{.49\textwidth} + \centering \plot{pdf/cos_theta_hist} + \caption{\label{fig:pdf-pt} Histogram of the \(\cos\theta\) + distribution.} + \end{subfigure} + \begin{subfigure}{.49\textwidth} + \centering \plot{pdf/inv_m_hist} + \caption[Histogram of the invariant mass of the final state photon + system.]{\label{fig:pdf-pt} Histogram of the invariant mass of the + final state photon system. % This is equal to the center of mass + % energy of the partonic system before the scattering. + } + \end{subfigure} + \caption{\label{fig:pdf-histos}Comparison of histograms of + observables for \(\ppgg\) generated manually and by + \sherpa/\rivet. 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a/prog/python/qqgg/figs/pdf/dist3d_eta_const.pdf and b/prog/python/qqgg/figs/pdf/dist3d_eta_const.pdf differ diff --git a/prog/python/qqgg/figs/pdf/dist3d_x2_const.pdf b/prog/python/qqgg/figs/pdf/dist3d_x2_const.pdf index 7544f18..61f5910 100644 Binary files a/prog/python/qqgg/figs/pdf/dist3d_x2_const.pdf and b/prog/python/qqgg/figs/pdf/dist3d_x2_const.pdf differ diff --git a/prog/python/qqgg/figs/pdf/eta_hist.pdf b/prog/python/qqgg/figs/pdf/eta_hist.pdf new file mode 100644 index 0000000..5899a20 Binary files /dev/null and b/prog/python/qqgg/figs/pdf/eta_hist.pdf differ diff --git a/prog/python/qqgg/figs/pdf/eta_hist.pgf b/prog/python/qqgg/figs/pdf/eta_hist.pgf new file mode 100644 index 0000000..d223f46 --- /dev/null +++ b/prog/python/qqgg/figs/pdf/eta_hist.pgf @@ -0,0 +1,9475 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% and, on pdftex +%% \usepackage[utf8]{inputenc}\DeclareUnicodeCharacter{2212}{-} +%% +%% or, on luatex and xetex +%% \usepackage{unicode-math} +%% +%% Figures using additional raster images can only be included by \input if +%% they are in the same directory as the main LaTeX file. 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/dev/null and b/prog/python/qqgg/figs/pdf/inv_m_hist.pdf differ diff --git a/prog/python/qqgg/figs/pdf/inv_m_hist.pgf b/prog/python/qqgg/figs/pdf/inv_m_hist.pgf new file mode 100644 index 0000000..3fa7ba0 --- /dev/null +++ b/prog/python/qqgg/figs/pdf/inv_m_hist.pgf @@ -0,0 +1,7343 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% and, on pdftex +%% \usepackage[utf8]{inputenc}\DeclareUnicodeCharacter{2212}{-} +%% +%% or, on luatex and xetex +%% \usepackage{unicode-math} +%% +%% 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{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.000000in}{3.000000in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{3.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{3.000000in}{3.000000in}}% +\pgfpathlineto{\pgfqpoint{0.000000in}{3.000000in}}% +\pgfpathclose% +\pgfusepath{fill}% +\end{pgfscope}% +\begin{pgfscope}% 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+\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.602250pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{1.470349in}{1.173264in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.602250pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% 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+\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{0.000000in}{0.027778in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{2.660791in}{2.801389in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{0.200750pt}% +\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.300000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.589963in}{1.596199in}}% +\pgfpathlineto{\pgfqpoint{2.801389in}{1.596199in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% 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+\pgfpathlineto{\pgfqpoint{0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{2.801389in}{1.596199in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.204738in, y=1.548005in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {10^{-7}}\)}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{0.200750pt}% +\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.300000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.589963in}{2.089862in}}% +\pgfpathlineto{\pgfqpoint{2.801389in}{2.089862in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.589963in}{2.089862in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% 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+\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetstrokeopacity{0.300000}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.589963in}{2.583525in}}% +\pgfpathlineto{\pgfqpoint{2.801389in}{2.583525in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.048611in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.589963in}{2.583525in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% 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+\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.142287in}{2.727168in}}% +\pgfpathlineto{\pgfqpoint{1.142287in}{2.727383in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.496932in}{2.208142in}}% +\pgfpathlineto{\pgfqpoint{1.496932in}{2.210554in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{2.029111in}{1.487406in}}% +\pgfpathlineto{\pgfqpoint{2.029111in}{1.548468in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{2.082641in}{1.159375in}}% +\pgfpathlineto{\pgfqpoint{2.082641in}{1.321574in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% 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+\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% 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+\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.142287in}{2.727167in}}% +\pgfpathlineto{\pgfqpoint{1.142287in}{2.727382in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.966847in}{1.573128in}}% +\pgfpathlineto{\pgfqpoint{1.966847in}{1.615726in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{2.029111in}{1.453352in}}% +\pgfpathlineto{\pgfqpoint{2.029111in}{1.523556in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{2.082641in}{1.356252in}}% +\pgfpathlineto{\pgfqpoint{2.082641in}{1.459422in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.589963in}{1.173264in}}{\pgfqpoint{2.211426in}{1.628125in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{2.129588in}{1.189940in}}% +\pgfpathlineto{\pgfqpoint{2.129588in}{1.378902in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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and b/prog/python/qqgg/figs/pdf/pt_hist.pdf differ diff --git a/prog/python/qqgg/figs/pdf/pt_hist.pgf b/prog/python/qqgg/figs/pdf/pt_hist.pgf new file mode 100644 index 0000000..73df61e --- /dev/null +++ b/prog/python/qqgg/figs/pdf/pt_hist.pgf @@ -0,0 +1,6671 @@ +%% Creator: Matplotlib, PGF backend +%% +%% To include the figure in your LaTeX document, write +%% \input{.pgf} +%% +%% Make sure the required packages are loaded in your preamble +%% \usepackage{pgf} +%% +%% and, on pdftex +%% \usepackage[utf8]{inputenc}\DeclareUnicodeCharacter{2212}{-} +%% +%% or, on luatex and xetex +%% \usepackage{unicode-math} +%% +%% 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{}{.pgf} +%% +%% Matplotlib used the following preamble +%% \usepackage{fontspec} +%% +\begingroup% +\makeatletter% +\begin{pgfpicture}% +\pgfpathrectangle{\pgfpointorigin}{\pgfqpoint{3.000000in}{3.000000in}}% +\pgfusepath{use as bounding box, clip}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetmiterjoin% +\definecolor{currentfill}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.000000pt}% +\definecolor{currentstroke}{rgb}{1.000000,1.000000,1.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{3.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{3.000000in}{3.000000in}}% +\pgfpathlineto{\pgfqpoint{0.000000in}{3.000000in}}% +\pgfpathclose% +\pgfusepath{fill}% +\end{pgfscope}% +\begin{pgfscope}% 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+\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.602250pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{1.656381in}{1.194097in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.602250pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% 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+\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.602250pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{-0.027778in}}{\pgfqpoint{0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{0.000000in}{-0.027778in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{2.771592in}{1.194097in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.602250pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% 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+\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.048611in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{2.801389in}{1.538160in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.263039in, y=1.489966in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {10^{-7}}\)}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetrectcap% +\pgfsetroundjoin% +\pgfsetlinewidth{0.200750pt}% +\definecolor{currentstroke}{rgb}{0.690196,0.690196,0.690196}% +\pgfsetstrokecolor{currentstroke}% 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+\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.803000pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{0.000000in}{0.000000in}}{\pgfqpoint{0.048611in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{0.048611in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{2.801389in}{2.512466in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\definecolor{textcolor}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{textcolor}% +\pgfsetfillcolor{textcolor}% +\pgftext[x=0.263039in, y=2.464272in, left, base]{\color{textcolor}\rmfamily\fontsize{10.000000}{12.000000}\selectfont \(\displaystyle {10^{-3}}\)}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.186027in}{2.728118in}}% +\pgfpathlineto{\pgfqpoint{1.186027in}{2.728330in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.531322in}{2.119574in}}% +\pgfpathlineto{\pgfqpoint{1.531322in}{2.123305in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.707329in}{1.886178in}}% +\pgfpathlineto{\pgfqpoint{1.707329in}{1.897231in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.826350in}{1.715314in}}% +\pgfpathlineto{\pgfqpoint{1.826350in}{1.739373in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.916396in}{1.530020in}}% +\pgfpathlineto{\pgfqpoint{1.916396in}{1.584057in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.988848in}{1.340480in}}% +\pgfpathlineto{\pgfqpoint{1.988848in}{1.456696in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% 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+\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% 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+\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{0.121569,0.466667,0.705882}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.707329in}{1.885583in}}% +\pgfpathlineto{\pgfqpoint{1.707329in}{1.896667in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{1.826350in}{1.703113in}}% +\pgfpathlineto{\pgfqpoint{1.826350in}{1.728522in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{2.188006in}{1.180208in}}% +\pgfpathlineto{\pgfqpoint{2.188006in}{1.340480in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% 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+\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% +\pgfusepath{clip}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\pgfsetlinewidth{1.003750pt}% +\definecolor{currentstroke}{rgb}{1.000000,0.498039,0.054902}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfpathrectangle{\pgfqpoint{0.648264in}{1.194097in}}{\pgfqpoint{2.153125in}{1.607292in}}% 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+\pgfusepath{stroke}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.602250pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfsys@defobject{currentmarker}{\pgfqpoint{-0.027778in}{0.000000in}}{\pgfqpoint{0.000000in}{0.000000in}}{% +\pgfpathmoveto{\pgfqpoint{0.000000in}{0.000000in}}% +\pgfpathlineto{\pgfqpoint{-0.027778in}{0.000000in}}% +\pgfusepath{stroke,fill}% +}% +\begin{pgfscope}% +\pgfsys@transformshift{0.648264in}{1.036762in}% +\pgfsys@useobject{currentmarker}{}% +\end{pgfscope}% +\end{pgfscope}% +\begin{pgfscope}% +\pgfsetbuttcap% +\pgfsetroundjoin% +\definecolor{currentfill}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetfillcolor{currentfill}% +\pgfsetlinewidth{0.602250pt}% +\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% 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+\definecolor{currentstroke}{rgb}{0.000000,0.000000,0.000000}% +\pgfsetstrokecolor{currentstroke}% +\pgfsetdash{}{0pt}% +\pgfpathmoveto{\pgfqpoint{0.648264in}{1.194097in}}% +\pgfpathlineto{\pgfqpoint{2.801389in}{1.194097in}}% +\pgfusepath{stroke}% +\end{pgfscope}% +\end{pgfpicture}% +\makeatother% +\endgroup% diff --git a/prog/python/qqgg/monte_carlo.py b/prog/python/qqgg/monte_carlo.py index 9138761..6aeea6f 100644 --- a/prog/python/qqgg/monte_carlo.py +++ b/prog/python/qqgg/monte_carlo.py @@ -834,36 +834,41 @@ def integrate_vegas_nd( # * num_increments gets normalized away return ms / ms.sum() - K = 1000 - - remainders = np.ones(ndim) + K = 1000 * num_increments vegas_iterations, integral, variance = 0, 0, 0 - old_remainder = 0 + while True: vegas_iterations += 1 + new_increment_borders = [] for dim in range(ndim): increment_weights = generate_integral_steps(increment_borders.copy(), dim) - curr_remainder = increment_weights.max() - increment_weights.min() - remainders[dim] = curr_remainder - new_borders = reshuffle_increments_nd( increment_weights, num_increments[dim], increment_borders[dim], alpha, - K, + K[dim], ) + new_increment_borders.append(new_borders) - increment_borders[dim] = new_borders + remainder = np.array( + [ + np.abs( + (borders[1:-1] - old_borders[1:-1]) / (borders[0] - borders[-1]) + ).max() + for borders, old_borders in zip( + new_increment_borders, increment_borders + ) + ] + ).max() - remainder = remainders.max() - if abs(remainder - old_remainder) < increment_epsilon: + print(remainder) + increment_borders = new_increment_borders + if abs(remainder) < increment_epsilon: break - remainder = old_remainder - # brute force increase of the sample size cubes = generate_cubes(increment_borders) volumes = [get_integration_volume(cube) for cube in cubes] @@ -947,9 +952,10 @@ def reshuffle_increments_nd( mask = μ > 0 μ = μ[mask] new_increments[mask] = (K * ((μ - 1) / (np.log(μ))) ** alpha).astype(int) - new_increments[np.logical_not(mask)] = 0 + new_increments[np.logical_not(mask)] = 1 + + group_size = int(new_increments.sum() / num_increments) - group_size = new_increments.sum() / num_increments new_increment_borders = np.empty_like(increment_borders[1:-1]) interval_lengths = increment_borders[1:] - increment_borders[:-1] diff --git a/prog/python/qqgg/parton_density_function_stuff.org b/prog/python/qqgg/parton_density_function_stuff.org index c126282..d34f684 100644 --- a/prog/python/qqgg/parton_density_function_stuff.org +++ b/prog/python/qqgg/parton_density_function_stuff.org @@ -13,7 +13,6 @@ #+end_src #+RESULTS: -: Welcome to JupyROOT 6.20/04 ** Utilities #+BEGIN_SRC jupyter-python :exports both @@ -27,6 +26,8 @@ from tangled import observables #+END_SRC #+RESULTS: +: The autoreload extension is already loaded. To reload it, use: +: %reload_ext autoreload ** Global Config #+begin_src jupyter-python :exports both :results raw drawer @@ -374,7 +375,7 @@ The total cross section is as follows: #+end_src #+RESULTS: -: IntegrationResult(result=3.349992506409999e-14, sigma=9.308196826415082e-17, N=97560) +: IntegrationResult(result=3.3263355021107163e-14, sigma=9.606918774200757e-17, N=91621) We have to convert that to picobarn. @@ -383,7 +384,7 @@ We have to convert that to picobarn. #+end_src #+RESULTS: -| 1.3044179789263593e-05 | 3.6244198363216e-08 | +| 1.2952064294448379e-05 | 3.740736000804341e-08 | That is compatible with sherpa! #+begin_src jupyter-python :exports both :results raw drawer @@ -407,7 +408,7 @@ We can take some samples as well. #+end_src #+RESULTS: -: -1.820699128032964 +: -1.820697046086901 #+begin_src jupyter-python :exports both :results raw drawer part_hist = np.histogram(part_samples, bins=50, range=[-2.5, 2.5]) @@ -417,8 +418,8 @@ draw_histogram(ax, part_hist) #+RESULTS: :RESULTS: -: -[[file:./.ob-jupyter/21bd218beeba647c1f6be0db06093cc029f580d7.png]] +: +[[file:./.ob-jupyter/33cc0e76cdba1eac72e25f9d6c4791ce6f57d252.png]] :END: #+begin_src jupyter-python :exports both :results raw drawer @@ -438,8 +439,8 @@ draw_histogram(ax, part_hist) #+RESULTS: :RESULTS: -: -[[file:./.ob-jupyter/b7bf4ea7833f57fd4b43b54c0eb5291638467736.png]] +: +[[file:./.ob-jupyter/48b37fc33b5b35345d6f1144394854e73c09dcc4.png]] :END: #+begin_src jupyter-python :exports both :results raw drawer part_momenta = momenta( @@ -468,8 +469,8 @@ draw_histogram(ax, part_hist) #+RESULTS: :RESULTS: -: -[[file:./.ob-jupyter/62cef05a4f3bb495a4dbe28ca7f8a8fa7f9ce0c6.png]] +: +[[file:./.ob-jupyter/24e2f130a964e8350de92e594129eda6f31b430f.png]] :END: * Total XS @@ -489,44 +490,73 @@ Now, it would be interesting to know the total cross section. [interval_η, [pdf.xMin, 1], [pdf.xMin, 1]], epsilon=.1, proc=1, - increment_epsilon=5e-2, - alpha=1.1, - num_increments=[4, 50, 50], + increment_epsilon=1e-2, + alpha=1.8, + num_increments=[4, 100, 100], num_points_per_cube=10, - cache="cache/pdf/total_xs_2_5_20_take12", + cache="cache/pdf/total_xs_2_5_20_take14", ) xs_int_res #+end_src #+RESULTS: +:RESULTS: +: Loading Cache: integrate_vegas_nd #+begin_example - VegasIntegrationResult(result=38.70729937273713, sigma=0.09370816590976482, N=900000, increment_borders=[array([-2.5 , -1.36701006, -0.18716574, 1.03488529, 2.5 ]), array([1.00000000e-09, 3.31337311e-04, 5.51481263e-04, 7.70367001e-04, - 9.96999859e-04, 1.24187124e-03, 1.52549807e-03, 1.83607087e-03, - 2.17444646e-03, 2.53708964e-03, 2.92618087e-03, 3.34470064e-03, - 3.79772697e-03, 4.29910038e-03, 4.85169214e-03, 5.46492002e-03, - 6.12008608e-03, 6.80099820e-03, 7.50796426e-03, 8.25920562e-03, - 9.06628266e-03, 9.90706273e-03, 1.07664191e-02, 1.16660565e-02, - 1.26215202e-02, 1.36188967e-02, 1.46632930e-02, 1.57466840e-02, - 1.68261423e-02, 1.78754833e-02, 1.89286501e-02, 2.00089019e-02, - 2.11175964e-02, 2.22378331e-02, 2.33881263e-02, 2.45410470e-02, - 2.56907867e-02, 2.69922318e-02, 2.83977345e-02, 2.96314745e-02, - 3.10547034e-02, 3.26574516e-02, 3.44321324e-02, 3.64706098e-02, - 3.88477359e-02, 4.22483852e-02, 4.74397273e-02, 5.56042558e-02, - 7.00170767e-02, 1.12576440e-01, 1.00000000e+00]), array([1.00000000e-09, 3.36087192e-04, 5.24780165e-04, 6.95644749e-04, - 8.71510550e-04, 1.05706200e-03, 1.25563493e-03, 1.46316651e-03, - 1.70703473e-03, 1.97421024e-03, 2.26901293e-03, 2.59474876e-03, - 2.94503455e-03, 3.31893333e-03, 3.71980975e-03, 4.15218669e-03, - 4.62726739e-03, 5.13681288e-03, 5.67153778e-03, 6.23598467e-03, - 6.83899716e-03, 7.46764093e-03, 8.14260332e-03, 8.85566587e-03, - 9.60462566e-03, 1.03973663e-02, 1.12069873e-02, 1.20580379e-02, - 1.29622077e-02, 1.39325998e-02, 1.49366943e-02, 1.59707929e-02, - 1.69854264e-02, 1.80304060e-02, 1.91381594e-02, 2.03856083e-02, - 2.17560252e-02, 2.32054345e-02, 2.47705093e-02, 2.64503123e-02, - 2.82229399e-02, 3.00624506e-02, 3.20676480e-02, 3.44366943e-02, - 3.72018934e-02, 4.06532604e-02, 4.62388414e-02, 5.45128926e-02, - 7.01334153e-02, 1.20264783e-01, 1.00000000e+00])], vegas_iterations=6, maximum=6285.205032909089) + VegasIntegrationResult(result=38.76686716290583, sigma=0.08880441917426432, N=800000, increment_borders=[array([-2.5 , -1.24245433, 0.04299411, 1.32476542, 2.5 ]), array([1.00000000e-09, 3.31306006e-04, 4.18827132e-04, 4.80054877e-04, + 5.35758862e-04, 5.93098306e-04, 6.50055278e-04, 7.08449136e-04, + 7.69011466e-04, 8.32251788e-04, 8.97984345e-04, 9.66350952e-04, + 1.03737969e-03, 1.11055691e-03, 1.18787510e-03, 1.26938455e-03, + 1.35412741e-03, 1.44373759e-03, 1.53660855e-03, 1.63458968e-03, + 1.73470551e-03, 1.83927848e-03, 1.94911399e-03, 2.06310480e-03, + 2.18299327e-03, 2.30800703e-03, 2.43789945e-03, 2.57556000e-03, + 2.71848543e-03, 2.86597838e-03, 3.01932364e-03, 3.17985960e-03, + 3.34928380e-03, 3.51952700e-03, 3.69760645e-03, 3.88532807e-03, + 4.07889953e-03, 4.27965901e-03, 4.49080369e-03, 4.71084243e-03, + 4.93581267e-03, 5.16797385e-03, 5.41121381e-03, 5.66614690e-03, + 5.92548255e-03, 6.18892026e-03, 6.46390008e-03, 6.75176205e-03, + 7.04603677e-03, 7.34574392e-03, 7.65759454e-03, 7.98374224e-03, + 8.32063021e-03, 8.67136924e-03, 9.03866517e-03, 9.41808123e-03, + 9.81313613e-03, 1.02261337e-02, 1.06601953e-02, 1.11043080e-02, + 1.15606536e-02, 1.20325758e-02, 1.25241740e-02, 1.30332809e-02, + 1.35518397e-02, 1.40871794e-02, 1.46319838e-02, 1.51866178e-02, + 1.57726338e-02, 1.63749152e-02, 1.69946614e-02, 1.76368613e-02, + 1.82816303e-02, 1.89484929e-02, 1.96333514e-02, 2.03188025e-02, + 2.10181999e-02, 2.17325887e-02, 2.24736879e-02, 2.32397531e-02, + 2.40232205e-02, 2.47971066e-02, 2.56284006e-02, 2.65395564e-02, + 2.74560803e-02, 2.82783460e-02, 2.92295927e-02, 3.02842068e-02, + 3.12828819e-02, 3.23521544e-02, 3.36451309e-02, 3.51301059e-02, + 3.66716786e-02, 3.87816557e-02, 4.11195139e-02, 4.44417657e-02, + 4.91549183e-02, 5.60922213e-02, 6.96492451e-02, 1.15519360e-01, + 1.00000000e+00]), array([1.00000000e-09, 3.48752363e-04, 4.29960083e-04, 4.89121565e-04, + 5.46359169e-04, 6.04336123e-04, 6.63377930e-04, 7.25125302e-04, + 7.88416797e-04, 8.53204938e-04, 9.20651006e-04, 9.91610473e-04, + 1.06527982e-03, 1.14071019e-03, 1.22080816e-03, 1.30646103e-03, + 1.39733636e-03, 1.49142827e-03, 1.59020915e-03, 1.69408421e-03, + 1.80328015e-03, 1.91766435e-03, 2.03691898e-03, 2.16060080e-03, + 2.28802193e-03, 2.42124534e-03, 2.56162649e-03, 2.70763202e-03, + 2.85953248e-03, 3.01886310e-03, 3.18611382e-03, 3.36027721e-03, + 3.54135713e-03, 3.72849710e-03, 3.92439821e-03, 4.12678743e-03, + 4.33771242e-03, 4.55944106e-03, 4.78772630e-03, 5.02272507e-03, + 5.26685754e-03, 5.52085953e-03, 5.78241709e-03, 6.05653630e-03, + 6.34213969e-03, 6.64019229e-03, 6.94441919e-03, 7.25830899e-03, + 7.58301534e-03, 7.91691935e-03, 8.26651811e-03, 8.62759176e-03, + 8.99338683e-03, 9.37780833e-03, 9.77810801e-03, 1.01959217e-02, + 1.06294652e-02, 1.10689653e-02, 1.15297343e-02, 1.20135796e-02, + 1.25061880e-02, 1.30087281e-02, 1.35343548e-02, 1.40734320e-02, + 1.46233278e-02, 1.51776500e-02, 1.57544645e-02, 1.63572297e-02, + 1.69761438e-02, 1.76140487e-02, 1.82728025e-02, 1.89494108e-02, + 1.96399038e-02, 2.03453247e-02, 2.10582143e-02, 2.17689774e-02, + 2.25023482e-02, 2.32649091e-02, 2.40327041e-02, 2.47671831e-02, + 2.55464331e-02, 2.63903585e-02, 2.73041074e-02, 2.81670599e-02, + 2.90306653e-02, 2.99262321e-02, 3.08054185e-02, 3.19052398e-02, + 3.29917339e-02, 3.41698091e-02, 3.52378841e-02, 3.64530568e-02, + 3.76903007e-02, 3.93030119e-02, 4.14428352e-02, 4.40240008e-02, + 4.81521010e-02, 5.45639259e-02, 6.59420830e-02, 9.74372870e-02, + 1.00000000e+00])], vegas_iterations=7, maximum=13533.774059596946) #+end_example +:END: #+begin_src jupyter-python :exports both :results raw drawer sherpa, sherpa_σ = np.loadtxt("../../runcards/pp/sherpa_xs") @@ -544,7 +574,7 @@ there are two identical protons. #+end_src #+RESULTS: -: 0.020200627262866533 +: -0.0393671629058332 We use this as upper bound, as the maximizer is bogus because of the cuts! @@ -554,7 +584,7 @@ cuts! #+end_src #+RESULTS: -: 6285.205032909089 +: 13533.774059596946 That is massive! @@ -564,7 +594,28 @@ So the efficiency will be around: #+end_src #+RESULTS: -: 0.006158478390134804 +: 0.0028644535509602235 + + +Let's export those results for TeX: +#+begin_src jupyter-python :exports both :results raw drawer + tex_value( + ,*xs_int_res.combined_result, + prefix=r"\sigma = ", + save=("results/pdf/", "my_sigma.tex"), + unit=r"\pico\barn" + ) + tex_value( + sherpa, + sherpa_σ, + prefix=r"\sigma_s = ", + save=("results/pdf/", "sherpa_sigma.tex"), + unit=r"\pico\barn", + ) +#+end_src + +#+RESULTS: +: \(\sigma_s = \SI{38.728\pm 0.028}{\pico\barn}\) * Event generation We set up a new distribution. Look at that cut sugar! @@ -626,6 +677,7 @@ Now we create an eye-candy surface plot. : \(x_2 = 0.01\) [[file:./.ob-jupyter/435569ac2b915994a9dda2c14beba363c821370a.png]] :END: + #+begin_src jupyter-python :exports both :results raw drawer from mpl_toolkits.mplot3d import Axes3D from matplotlib import cm @@ -695,18 +747,30 @@ figure out the cpu mapping. proc="auto", report_efficiency=True, upper_bound=pb_to_gev(xs_int_res.maximum), - cache="cache/pdf/total_xs_10_000_2_5_take2", + cache="cache/pdf/total_xs_100_000_2_5_take4", status_path="/tmp/status1" ) eff #+end_src #+RESULTS: -: 0.0009732800440304117 +:RESULTS: +: Loading Cache: sample_unweighted_array +: 0.00045477019242056083 +:END: The efficiency is still quite horrible, but at least an order of mag. better than with cosθ. +Let's store the sample size for posterity. +#+begin_src jupyter-python :exports both :results raw drawer + tex_value(len(result), prefix=r"N=", prec=0, save=("results/pdf/", "sample_size.tex")) +#+end_src + +#+RESULTS: +: \(N=1000000\) + +** Observables Let's look at a histogramm of eta samples. #+begin_src jupyter-python :exports both :results raw drawer fig, ax = draw_histo_auto(result[:, 0], r"$\eta$", bins=50) @@ -716,10 +780,18 @@ Let's look at a histogramm of eta samples. #+RESULTS: :RESULTS: -: 10000 -[[file:./.ob-jupyter/f1b9243f9acacf5508a308eff437ed98d210e85d.png]] +: 1000000 +[[file:./.ob-jupyter/28400cd32cb7dc80b972e7e4a68fdefc029bdfb2.png]] :END: +Let's use a uniform histogram image size. +#+begin_src jupyter-python :exports both :results raw drawer + hist_size=(3, 3) +#+end_src + +#+RESULTS: + +And now we compare all the observables with sherpa. #+begin_src jupyter-python :exports both :results raw drawer yoda_file = yoda.read("../../runcards/pp/analysis/Analysis.yoda") yoda_hist = yoda_to_numpy(yoda_file["/MC_DIPHOTON_PROTON/eta"]) @@ -730,18 +802,15 @@ Let's look at a histogramm of eta samples. hist=np.histogram(result[:, 0], bins=50, range=interval_η), hist_kwargs=dict(label="own implementation"), ), - # dict(hist=np.histogram(sherpa_manual, bins=50, range=interval_η), hist_kwargs=dict(label="sherpa")), ] ) ax_ratio.set_xlabel(r"$\eta$") ax.legend() + save_fig(fig, "eta_hist", "pdf", size=hist_size) #+end_src #+RESULTS: -:RESULTS: -: -[[file:./.ob-jupyter/f7f37a4907780bbb66e16f859d68ad943ddda2c1.png]] -:END: +[[file:./.ob-jupyter/43e9d71092ed5ce5c84eab2407a18e988bd527b3.png]] Hah! there we have it! @@ -766,13 +835,11 @@ pT drops pretty quickly. ax.set_xscale("log") ax_ratio.set_xlabel(r"$p_T$ [GeV]") ax.legend() + save_fig(fig, "pt_hist", "pdf", size=hist_size) #+end_src #+RESULTS: -:RESULTS: -: -[[file:./.ob-jupyter/a981d0bf2f1c542e08d59ffec519bd7c3605e911.png]] -:END: +[[file:./.ob-jupyter/86fbe114dd186ebfb537a218bfb8f0e9f7608df7.png]] The invariant mass is not constant anymore. #+begin_src jupyter-python :exports both :results raw drawer @@ -793,13 +860,11 @@ The invariant mass is not constant anymore. ax.set_xscale("log") ax_ratio.set_xlabel(r"Invariant Mass [GeV]") ax.legend() + save_fig(fig, "inv_m_hist", "pdf", size=hist_size) #+end_src #+RESULTS: -:RESULTS: -: -[[file:./.ob-jupyter/d37b0ef165d2e4aef200681ca679fe09b6cab8f2.png]] -:END: +[[file:./.ob-jupyter/ebd50dac92936892f0e1c1869e09010d223ef233.png]] The cosθ distribution looks more like the paronic one. #+begin_src jupyter-python :exports both :results raw drawer @@ -818,10 +883,8 @@ The cosθ distribution looks more like the paronic one. ax_ratio.set_xlabel(r"$\cos\theta$") ax.legend() + save_fig(fig, "cos_theta_hist", "pdf", size=hist_size) #+end_src #+RESULTS: -:RESULTS: -: -[[file:./.ob-jupyter/d7afa1b3858189c0a48faa35d1b1fcaaa429d236.png]] -:END: +[[file:./.ob-jupyter/9817f670f0f2ad4574ea62fd5d5ce78e61c5333d.png]] diff --git a/prog/python/qqgg/results/pdf/my_sigma.tex b/prog/python/qqgg/results/pdf/my_sigma.tex new file mode 100644 index 0000000..01599eb --- /dev/null +++ b/prog/python/qqgg/results/pdf/my_sigma.tex @@ -0,0 +1 @@ +\(\sigma = \SI{38.77\pm 0.09}{\pico\barn}\) \ No newline at end of file diff --git a/prog/python/qqgg/results/pdf/sample_size.tex b/prog/python/qqgg/results/pdf/sample_size.tex new file mode 100644 index 0000000..fcf8474 --- /dev/null +++ b/prog/python/qqgg/results/pdf/sample_size.tex @@ -0,0 +1 @@ +\(N=1000000\) \ No newline at end of file diff --git a/prog/python/qqgg/results/pdf/sherpa_sigma.tex b/prog/python/qqgg/results/pdf/sherpa_sigma.tex new file mode 100644 index 0000000..5cf9e56 --- /dev/null +++ b/prog/python/qqgg/results/pdf/sherpa_sigma.tex @@ -0,0 +1 @@ +\(\sigma_s = \SI{38.728\pm 0.028}{\pico\barn}\) \ No newline at end of file diff --git a/prog/python/utility.py b/prog/python/utility.py index 64eb848..1eda7e3 100644 --- a/prog/python/utility.py +++ b/prog/python/utility.py @@ -37,9 +37,9 @@ def numpy_cache(cache_arg_name): return f(*args, **kwargs) path = kwargs[cache_arg_name] + ".npy" - if os.path.isfile(path): name, result = np.load(path, allow_pickle=True) + print("Loading Cache: ", *name) if f.__name__ == name[0]: return result