Upload 114 files
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|
18 |
+
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|
19 |
+
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+
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|
22 |
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|
24 |
+
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|
docs/build/latex/aim-cu.ind
CHANGED
@@ -5,53 +5,53 @@
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|
5 |
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|
6 |
|
7 |
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|
8 |
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|
9 |
-
\item \spxentry{compute\_cusum()}\spxextra{package.cusum.CUSUM method}, \hyperpage{
|
10 |
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|
11 |
|
12 |
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|
13 |
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|
14 |
-
\item \spxentry{get\_ARL\_1()}\spxextra{in module package.ARLTheoretical}, \hyperpage{
|
15 |
\item \spxentry{get\_ARL\_1\_h\_mu1\_k()}\spxextra{in module package.ARLTheoretical},
|
16 |
-
\hyperpage{
|
17 |
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\item \spxentry{get\_greattable\_as\_html()}\spxextra{in module package.utils}, \hyperpage{
|
18 |
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\item \spxentry{get\_ref\_value()}\spxextra{in module package.ARLTheoretical}, \hyperpage{
|
19 |
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\item \spxentry{get\_ref\_value\_k()}\spxextra{in module package.ARLTheoretical}, \hyperpage{
|
20 |
|
21 |
\indexspace
|
22 |
\bigletter I
|
23 |
-
\item \spxentry{initialize()}\spxextra{package.cusum.CUSUM method}, \hyperpage{
|
24 |
|
25 |
\indexspace
|
26 |
\bigletter M
|
27 |
\item \spxentry{module}
|
28 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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docs/build/latex/aim-cu.tex
CHANGED
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%% Generated by Sphinx.
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\documentclass[letterpaper,10pt,english]{sphinxmanual}
|
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|
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|
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\title{AIM\sphinxhyphen{}CU}
|
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-
\date{
|
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\release{1.0.0}
|
72 |
\author{Smriti Prathapan, Berkman Sahiner, Dhaval Kadia, Ravi K.\@{} Samala}
|
73 |
\newcommand{\sphinxlogo}{\vbox{}}
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@@ -92,7 +92,13 @@
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A CUSUM\sphinxhyphen{}based tool for AI Monitoring
|
93 |
|
94 |
\sphinxAtStartPar
|
95 |
-
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\begin{itemize}
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\item {}
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\sphinxAtStartPar
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\chapter{Code execution}
|
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\label{\detokenize{index:code-execution}}
|
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\sphinxAtStartPar
|
@@ -128,6 +155,7 @@ pip\PYG{+w}{ }install\PYG{+w}{ }\PYGZhy{}r\PYG{+w}{ }requirements.txt
|
|
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Run AIM\sphinxhyphen{}CU.
|
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|
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\begin{sphinxVerbatim}[commandchars=\\\{\}]
|
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|
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python3\PYG{+w}{ }app.py
|
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\end{sphinxVerbatim}
|
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|
@@ -135,11 +163,45 @@ python3\PYG{+w}{ }app.py
|
|
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Open the URL \sphinxurl{http://0.0.0.0:7860} that is running the AIM\sphinxhyphen{}CU locally.
|
136 |
|
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|
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\chapter{Demo}
|
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\label{\detokenize{index:demo}}
|
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\sphinxAtStartPar
|
141 |
AIM\sphinxhyphen{}CU can also be run through the demo available at \sphinxurl{https://huggingface.co/spaces/didsr/AIM-CU}. If Space is paused, click on Restart button.
|
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\sphinxstepscope
|
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|
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|
@@ -479,11 +541,11 @@ Read the provided performance metric data to be used for CUSUM for an example.
|
|
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{{ $\rightarrow$ None}}
|
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\pysigstopsignatures
|
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\sphinxAtStartPar
|
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-
Use
|
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\begin{quote}\begin{description}
|
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\sphinxlineitem{Parameters}
|
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\sphinxAtStartPar
|
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-
\sphinxstyleliteralstrong{\sphinxupquote{init\_days}} (\sphinxstyleliteralemphasis{\sphinxupquote{int}}\sphinxstyleliteralemphasis{\sphinxupquote{, }}\sphinxstyleliteralemphasis{\sphinxupquote{optional}}) \textendash{}
|
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\end{description}\end{quote}
|
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@@ -791,6 +853,12 @@ gt.GT
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\renewcommand{\indexname}{Python Module Index}
|
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\begin{sphinxtheindex}
|
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\let\bigletter\sphinxstyleindexlettergroup
|
|
|
1 |
%% Generated by Sphinx.
|
2 |
\def\sphinxdocclass{report}
|
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+
\documentclass[letterpaper,10pt,oneside,english]{sphinxmanual}
|
4 |
\ifdefined\pdfpxdimen
|
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\let\sphinxpxdimen\pdfpxdimen\else\newdimen\sphinxpxdimen
|
6 |
\fi \sphinxpxdimen=.75bp\relax
|
|
|
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|
68 |
|
69 |
\title{AIM\sphinxhyphen{}CU}
|
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+
\date{Jul 25, 2025}
|
71 |
\release{1.0.0}
|
72 |
\author{Smriti Prathapan, Berkman Sahiner, Dhaval Kadia, Ravi K.\@{} Samala}
|
73 |
\newcommand{\sphinxlogo}{\vbox{}}
|
|
|
92 |
A CUSUM\sphinxhyphen{}based tool for AI Monitoring
|
93 |
|
94 |
\sphinxAtStartPar
|
95 |
+
Monitoring a clinically deployed AI device to detect performance drift is an essential step to ensure the safety and effectiveness of AI.
|
96 |
+
|
97 |
+
\sphinxAtStartPar
|
98 |
+
AIM\sphinxhyphen{}CU is a statistical tool for AI monitoring using cumulative sum (AIM\sphinxhyphen{}CU).
|
99 |
+
|
100 |
+
\sphinxAtStartPar
|
101 |
+
AIM\sphinxhyphen{}CU computes:
|
102 |
\begin{itemize}
|
103 |
\item {}
|
104 |
\sphinxAtStartPar
|
|
|
111 |
\end{itemize}
|
112 |
|
113 |
|
114 |
+
\chapter{System setup}
|
115 |
+
\label{\detokenize{index:system-setup}}
|
116 |
+
\sphinxAtStartPar
|
117 |
+
Make sure R is installed in the system. Instructions for linux (the below setup is only performed in linux):
|
118 |
+
|
119 |
+
\begin{sphinxVerbatim}[commandchars=\\\{\}]
|
120 |
+
wget\PYG{+w}{ }\PYGZhy{}qO\PYGZhy{}\PYG{+w}{ }https://cloud.r\PYGZhy{}project.org/bin/linux/ubuntu/marutter\PYGZus{}pubkey.asc\PYG{+w}{ }\PYG{p}{|}\PYG{+w}{ }tee\PYG{+w}{ }\PYGZhy{}a\PYG{+w}{ }/etc/apt/trusted.gpg.d/cran\PYGZus{}ubuntu\PYGZus{}key.asc
|
121 |
+
add\PYGZhy{}apt\PYGZhy{}repository\PYG{+w}{ }\PYG{l+s+s2}{\PYGZdq{}}\PYG{l+s+s2}{deb https://cloud.r\PYGZhy{}project.org/bin/linux/ubuntu }\PYG{k}{\PYGZdl{}(}lsb\PYGZus{}release\PYG{+w}{ }\PYGZhy{}cs\PYG{k}{)}\PYG{l+s+s2}{\PYGZhy{}cran40/}\PYG{l+s+s2}{\PYGZdq{}}
|
122 |
+
apt\PYGZhy{}get\PYG{+w}{ }install\PYG{+w}{ }\PYGZhy{}y\PYG{+w}{ }\PYGZhy{}\PYGZhy{}no\PYGZhy{}install\PYGZhy{}recommends\PYG{+w}{ }r\PYGZhy{}base\PYG{+w}{ }r\PYGZhy{}base\PYGZhy{}dev
|
123 |
+
|
124 |
+
\PYG{c+c1}{\PYGZsh{} setup R configs}
|
125 |
+
\PYG{n+nb}{echo}\PYG{+w}{ }\PYG{l+s+s2}{\PYGZdq{}r \PYGZlt{}\PYGZhy{} getOption(\PYGZsq{}repos\PYGZsq{}); r[\PYGZsq{}CRAN\PYGZsq{}] \PYGZlt{}\PYGZhy{} \PYGZsq{}http://cran.us.r\PYGZhy{}project.org\PYGZsq{}; options(repos = r);\PYGZdq{}}\PYG{+w}{ }\PYGZgt{}\PYG{+w}{ }\PYGZti{}/.Rprofile
|
126 |
+
Rscript\PYG{+w}{ }\PYGZhy{}e\PYG{+w}{ }\PYG{l+s+s2}{\PYGZdq{}install.packages(\PYGZsq{}ggplot2\PYGZsq{})\PYGZdq{}}
|
127 |
+
Rscript\PYG{+w}{ }\PYGZhy{}e\PYG{+w}{ }\PYG{l+s+s2}{\PYGZdq{}install.packages(\PYGZsq{}hexbin\PYGZsq{})\PYGZdq{}}
|
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+
Rscript\PYG{+w}{ }\PYGZhy{}e\PYG{+w}{ }\PYG{l+s+s2}{\PYGZdq{}install.packages(\PYGZsq{}lazyeval\PYGZsq{})\PYGZdq{}}
|
129 |
+
Rscript\PYG{+w}{ }\PYGZhy{}e\PYG{+w}{ }\PYG{l+s+s2}{\PYGZdq{}install.packages(\PYGZsq{}cusumcharter\PYGZsq{})\PYGZdq{}}
|
130 |
+
Rscript\PYG{+w}{ }\PYGZhy{}e\PYG{+w}{ }\PYG{l+s+s2}{\PYGZdq{}install.packages(\PYGZsq{}RcppCNPy\PYGZsq{})\PYGZdq{}}
|
131 |
+
Rscript\PYG{+w}{ }\PYGZhy{}e\PYG{+w}{ }\PYG{l+s+s2}{\PYGZdq{}install.packages(\PYGZsq{}spc\PYGZsq{})\PYGZdq{}}
|
132 |
+
\end{sphinxVerbatim}
|
133 |
+
|
134 |
+
|
135 |
\chapter{Code execution}
|
136 |
\label{\detokenize{index:code-execution}}
|
137 |
\sphinxAtStartPar
|
|
|
155 |
Run AIM\sphinxhyphen{}CU.
|
156 |
|
157 |
\begin{sphinxVerbatim}[commandchars=\\\{\}]
|
158 |
+
\PYG{n+nb}{cd}\PYG{+w}{ }src/package
|
159 |
python3\PYG{+w}{ }app.py
|
160 |
\end{sphinxVerbatim}
|
161 |
|
|
|
163 |
Open the URL \sphinxurl{http://0.0.0.0:7860} that is running the AIM\sphinxhyphen{}CU locally.
|
164 |
|
165 |
|
166 |
+
\chapter{Example code execution}
|
167 |
+
\label{\detokenize{index:example-code-execution}}
|
168 |
+
\sphinxAtStartPar
|
169 |
+
Example code can be run in a Jupyter Notebook after opening it with \sphinxcode{\sphinxupquote{jupyter notebook}} command from \sphinxcode{\sphinxupquote{/src/package/}} directory. The tool is designed to used through UI, not from console.
|
170 |
+
|
171 |
+
|
172 |
\chapter{Demo}
|
173 |
\label{\detokenize{index:demo}}
|
174 |
\sphinxAtStartPar
|
175 |
AIM\sphinxhyphen{}CU can also be run through the demo available at \sphinxurl{https://huggingface.co/spaces/didsr/AIM-CU}. If Space is paused, click on Restart button.
|
176 |
|
177 |
+
|
178 |
+
\chapter{Usability}
|
179 |
+
\label{\detokenize{index:usability}}\begin{itemize}
|
180 |
+
\item {}
|
181 |
+
\sphinxAtStartPar
|
182 |
+
Example AI output CSV file is available as \sphinxurl{config/spec-60-60.csv} to be uploaded in monitoring phase.
|
183 |
+
|
184 |
+
\item {}
|
185 |
+
\sphinxAtStartPar
|
186 |
+
Workflow instruction to run the tool is available at bottom\sphinxhyphen{}left of UI.
|
187 |
+
|
188 |
+
\item {}
|
189 |
+
\sphinxAtStartPar
|
190 |
+
Sample UI output is available at \sphinxurl{assets/ui.png}.
|
191 |
+
|
192 |
+
\item {}
|
193 |
+
\sphinxAtStartPar
|
194 |
+
Setting \sphinxcode{\sphinxupquote{control:save\_figure}} to \sphinxcode{\sphinxupquote{true}} from \sphinxhref{config/config.toml}{config.toml} will save tables and plots in \sphinxurl{figure/}.
|
195 |
+
|
196 |
+
\item {}
|
197 |
+
\sphinxAtStartPar
|
198 |
+
Running AIM\sphinxhyphen{}CU does not take time longer than a few seconds, and it does not require GPU.
|
199 |
+
|
200 |
+
\end{itemize}
|
201 |
+
|
202 |
+
|
203 |
+
\chapter{AIM\sphinxhyphen{}CU}
|
204 |
+
\label{\detokenize{index:aim-cu}}
|
205 |
\sphinxstepscope
|
206 |
|
207 |
|
|
|
541 |
{{ $\rightarrow$ None}}
|
542 |
\pysigstopsignatures
|
543 |
\sphinxAtStartPar
|
544 |
+
Use number of baseline observations to calculate in\sphinxhyphen{}control mean and standard deviation.
|
545 |
\begin{quote}\begin{description}
|
546 |
\sphinxlineitem{Parameters}
|
547 |
\sphinxAtStartPar
|
548 |
+
\sphinxstyleliteralstrong{\sphinxupquote{init\_days}} (\sphinxstyleliteralemphasis{\sphinxupquote{int}}\sphinxstyleliteralemphasis{\sphinxupquote{, }}\sphinxstyleliteralemphasis{\sphinxupquote{optional}}) \textendash{} Number of baseline observations when observations are considered stable. Defaults to 30.
|
549 |
|
550 |
\end{description}\end{quote}
|
551 |
|
|
|
853 |
|
854 |
|
855 |
|
856 |
+
\chapter{Disclaimer}
|
857 |
+
\label{\detokenize{index:disclaimer}}
|
858 |
+
\sphinxAtStartPar
|
859 |
+
This software and documentation was developed at the Food and Drug Administration (FDA) by employees of the Federal Government in the course of their official duties. Pursuant to Title 17, Section 105 of the United States Code, this work is not subject to copyright protection and is in the public domain. Permission is hereby granted, free of charge, to any person obtaining a copy of the Software, to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, or sell copies of the Software or derivatives, and to permit persons to whom the Software is furnished to do so. FDA assumes no responsibility whatsoever for use by other parties of the Software, its source code, documentation or compiled executables, and makes no guarantees, expressed or implied, about its quality, reliability, or any other characteristic. Further, use of this code in no way implies endorsement by the FDA or confers any advantage in regulatory decisions. Although this software can be redistributed and/or modified freely, we ask that any derivative works bear some notice that they are derived from it, and any modified versions bear some notice that they have been modified.
|
860 |
+
|
861 |
+
|
862 |
\renewcommand{\indexname}{Python Module Index}
|
863 |
\begin{sphinxtheindex}
|
864 |
\let\bigletter\sphinxstyleindexlettergroup
|
docs/build/latex/aim-cu.toc
CHANGED
@@ -1,11 +1,16 @@
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|
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\babel@toc {english}{}\relax
|
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-
\contentsline {chapter}{\numberline {1}
|
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\contentsline {chapter}{\numberline {2}
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\contentsline {
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\contentsline {
|
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\contentsline {
|
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\contentsline {
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-
\contentsline {section}{\numberline {
|
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\contentsline {
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\contentsline {
|
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-
\contentsline {
|
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|
|
1 |
\babel@toc {english}{}\relax
|
2 |
+
\contentsline {chapter}{\numberline {1}System setup}{2}{chapter.1}%
|
3 |
+
\contentsline {chapter}{\numberline {2}Code execution}{3}{chapter.2}%
|
4 |
+
\contentsline {chapter}{\numberline {3}Example code execution}{4}{chapter.3}%
|
5 |
+
\contentsline {chapter}{\numberline {4}Demo}{5}{chapter.4}%
|
6 |
+
\contentsline {chapter}{\numberline {5}Usability}{6}{chapter.5}%
|
7 |
+
\contentsline {chapter}{\numberline {6}AIM\sphinxhyphen {}CU}{7}{chapter.6}%
|
8 |
+
\contentsline {section}{\numberline {6.1}Methods}{7}{section.6.1}%
|
9 |
+
\contentsline {subsection}{\numberline {6.1.1}CUSUM parameters}{7}{subsection.6.1.1}%
|
10 |
+
\contentsline {subsection}{\numberline {6.1.2}CUSUM chart}{7}{subsection.6.1.2}%
|
11 |
+
\contentsline {section}{\numberline {6.2}CUSUM}{8}{section.6.2}%
|
12 |
+
\contentsline {section}{\numberline {6.3}ARLTheoretical}{9}{section.6.3}%
|
13 |
+
\contentsline {section}{\numberline {6.4}Utils}{10}{section.6.4}%
|
14 |
+
\contentsline {chapter}{\numberline {7}Disclaimer}{12}{chapter.7}%
|
15 |
+
\contentsline {chapter}{Python Module Index}{13}{section*.21}%
|
16 |
+
\contentsline {chapter}{Index}{14}{section*.22}%
|
docs/source/conf.py
CHANGED
@@ -58,4 +58,5 @@ latex_elements = {
|
|
58 |
\DeclareUnicodeCharacter{03BC}{\textmu}
|
59 |
\DeclareUnicodeCharacter{03C3}{\ensuremath{\sigma}}
|
60 |
''',
|
|
|
61 |
}
|
|
|
58 |
\DeclareUnicodeCharacter{03BC}{\textmu}
|
59 |
\DeclareUnicodeCharacter{03C3}{\ensuremath{\sigma}}
|
60 |
''',
|
61 |
+
'classoptions': ',oneside',
|
62 |
}
|
src/package/.ipynb_checkpoints/example_AIM_CU-checkpoint.ipynb
CHANGED
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See raw diff
|
|
src/package/__pycache__/ARLTheoretical.cpython-310.pyc
CHANGED
Binary files a/src/package/__pycache__/ARLTheoretical.cpython-310.pyc and b/src/package/__pycache__/ARLTheoretical.cpython-310.pyc differ
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src/package/__pycache__/cusum.cpython-310.pyc
CHANGED
Binary files a/src/package/__pycache__/cusum.cpython-310.pyc and b/src/package/__pycache__/cusum.cpython-310.pyc differ
|
|
src/package/cusum.py
CHANGED
@@ -442,65 +442,6 @@ class CUSUM:
|
|
442 |
legend=dict(orientation="h", yanchor="bottom", y=1.02, xanchor="right", x=1)
|
443 |
)
|
444 |
|
445 |
-
# # add histogram (like marginal histogram)
|
446 |
-
# nbinsx = 15 # 6
|
447 |
-
|
448 |
-
# # add subplots
|
449 |
-
# fig.add_trace(
|
450 |
-
# go.Histogram(
|
451 |
-
# y=self.data[: self.pre_change_days],
|
452 |
-
# nbinsy=nbinsx,
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453 |
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# # name=f"""Pre-change S<sub>p</sub>""",
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454 |
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# showlegend=False,
|
455 |
-
# marker=dict(color="mediumturquoise"),
|
456 |
-
# opacity=0.4,
|
457 |
-
# orientation="h",
|
458 |
-
# ),
|
459 |
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# row=1,
|
460 |
-
# col=2,
|
461 |
-
# )
|
462 |
-
|
463 |
-
# fig.add_trace(
|
464 |
-
# go.Histogram(
|
465 |
-
# y=self.data[self.pre_change_days : self.total_days],
|
466 |
-
# nbinsy=nbinsx,
|
467 |
-
# # name=f"""Post-change S<sub>p</sub>""",
|
468 |
-
# showlegend=False,
|
469 |
-
# marker=dict(color="coral"),
|
470 |
-
# opacity=0.4,
|
471 |
-
# orientation="h",
|
472 |
-
# ),
|
473 |
-
# row=1,
|
474 |
-
# col=2,
|
475 |
-
# )
|
476 |
-
|
477 |
-
# fig.add_trace(
|
478 |
-
# go.Scatter(
|
479 |
-
# x=[0, 20], # [! y_max can should be used]
|
480 |
-
# y=[
|
481 |
-
# np.mean(self.data[: self.pre_change_days]),
|
482 |
-
# np.mean(self.data[: self.pre_change_days]),
|
483 |
-
# ],
|
484 |
-
# mode="lines",
|
485 |
-
# # name="Reference mean",
|
486 |
-
# showlegend=False,
|
487 |
-
# line=dict(color="mediumturquoise", dash="dash"),
|
488 |
-
# ),
|
489 |
-
# row=1,
|
490 |
-
# col=2,
|
491 |
-
# )
|
492 |
-
|
493 |
-
# fig.update_xaxes(
|
494 |
-
# title_text="Count",
|
495 |
-
# title_font_size=font_size_legend,
|
496 |
-
# title_font_weight="bold",
|
497 |
-
# row=1,
|
498 |
-
# col=2,
|
499 |
-
# )
|
500 |
-
|
501 |
-
# # update layout
|
502 |
-
# fig.update_layout(barmode="overlay")
|
503 |
-
|
504 |
if self.config["control"]["save_figure"] == "true":
|
505 |
fig.write_image(
|
506 |
os.path.join(
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|
442 |
legend=dict(orientation="h", yanchor="bottom", y=1.02, xanchor="right", x=1)
|
443 |
)
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444 |
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|
445 |
if self.config["control"]["save_figure"] == "true":
|
446 |
fig.write_image(
|
447 |
os.path.join(
|
src/package/example_AIM_CU.ipynb
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