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If a group tab + * is selected, also select tab in other tabLists. + * @param {Node} e the element that was clicked + */ +function changeTabs(e) { + // Use this instead of the element that was clicked, in case it's a child + const notSelected = this.getAttribute("aria-selected") === "false"; + const positionBefore = this.parentNode.getBoundingClientRect().top; + const notClosable = !this.parentNode.classList.contains("closeable"); + + deselectTabList(this); + + if (notSelected || notClosable) { + selectTab(this); + const name = this.getAttribute("name"); + selectNamedTabs(name, this.id); + + if (this.classList.contains("group-tab")) { + // Persist during session + session.setItem('sphinx-tabs-last-selected', name); + } + } + + const positionAfter = this.parentNode.getBoundingClientRect().top; + const positionDelta = positionAfter - positionBefore; + // Scroll to offset content resizing + window.scrollTo(0, window.scrollY + positionDelta); +} + +/** + * Select tab and show associated panel. + * @param {Node} tab tab to select + */ +function selectTab(tab) { + tab.setAttribute("aria-selected", true); + + // Show the associated panel + document + .getElementById(tab.getAttribute("aria-controls")) + .removeAttribute("hidden"); +} + +/** + * Hide the panels associated with all tabs within the + * tablist containing this tab. + * @param {Node} tab a tab within the tablist to deselect + */ +function deselectTabList(tab) { + const parent = tab.parentNode; + const grandparent = parent.parentNode; + + Array.from(parent.children) + .forEach(t => t.setAttribute("aria-selected", false)); + + Array.from(grandparent.children) + .slice(1) // Skip tablist + .forEach(panel => panel.setAttribute("hidden", true)); +} + +/** + * Select grouped tabs with the same name, but no the tab + * with the given id. + * @param {Node} name name of grouped tab to be selected + * @param {Node} clickedId id of clicked tab + */ +function selectNamedTabs(name, clickedId=null) { + const groupedTabs = document.querySelectorAll(`.sphinx-tabs-tab[name="${name}"]`); + const tabLists = Array.from(groupedTabs).map(tab => tab.parentNode); + + tabLists + .forEach(tabList => { + // Don't want to change the tabList containing the clicked tab + const clickedTab = tabList.querySelector(`[id="${clickedId}"]`); + if (clickedTab === null ) { + // Select first tab with matching name + const tab = tabList.querySelector(`.sphinx-tabs-tab[name="${name}"]`); + deselectTabList(tab); + selectTab(tab); + } + }) +} + +if (typeof exports === 'undefined') { + exports = {}; +} + +exports.keyTabs = keyTabs; +exports.changeTabs = changeTabs; +exports.selectTab = selectTab; +exports.deselectTabList = deselectTabList; +exports.selectNamedTabs = selectNamedTabs; diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html new file mode 100644 index 0000000000000000000000000000000000000000..f08e21c4942b0a14f8b0837327598ae56feac67f --- /dev/null +++ b/docs/build/html/genindex.html @@ -0,0 +1,231 @@ + + + + + + +
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+ AIM-CU documentation¶
+A CUSUM-based tool for AI Monitoring
+AIM-CU is a statistical tool for AI monitoring using cumulative sum (AIM-CU). AIM-CU computes:
+-
+
The parameter choices for change-point detection based on an acceptable false alarm rate
+Detection delay estimates for a given displacement of the performance metric from the target for those parameter choices.
+
Code execution¶
+Clone AIM-CU repository.
+git clone https://github.com/DIDSR/AIM-CU.git
+Run the following commands to install required dependencies (Python = 3.10 is used).
+apt-get -y install python3
+apt-get -y install pip
+cd AIM-CU
+pip install -r requirements.txt
+Run AIM-CU.
+python3 app.py
+Open the URL http://0.0.0.0:7860 that is running the AIM-CU locally.
+Demo¶
+AIM-CU can also be run through the demo available at https://huggingface.co/spaces/didsr/AIM-CU. If Space is paused, click on Restart button.
+
+
+Contents:
+ +
+
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diff --git a/docs/build/html/ref_cusum.html b/docs/build/html/ref_cusum.html
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+ Python Module Index
+ +
+ p
+
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+ | + p | ||
| + |
+ package | + |
| + |
+ package.ARLTheoretical | + |
| + |
+ package.cusum | + |
| + |
+ package.utils | + |
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diff --git a/docs/build/html/ref_method.html b/docs/build/html/ref_method.html
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+ CUSUM¶
+Cumulative Sum (CUSUM)
+@author: smriti.prathapan
+-
+
- +class package.cusum.CUSUM¶ +
CUSUM class and its functionalities.
+-
+
- +change_detection(normalized_ref_value: float = 0.5, normalized_threshold: float = 4) None¶ +
Detects a change in the process.
+-
+
- Parameters: +
-
+
pre_change_days (int) – Number of days for in-control phase.
+normalized_ref_value (float, optional) – Normalized reference value for detecting a unit standard deviation change in mean of the process. Defaults to 0.5.
+normalized_threshold (float, optional) – Normalized threshold. Defaults to 4.
+
+
-
+
- +compute_cusum(x: list[float], mu_0: float, k: float) tuple[list[float], list[float], list[float]]¶ +
Compute CUSUM for the observations in x
+-
+
- Parameters: +
-
+
x (list[float]) – Performance metric to be monitored
+mu_0 (float) – In-control mean of the observations/performance metric
+k (float) – Reference value related to the magnitude of change that one is interested in detecting
+
+- Returns: +
Positive cumulative sum, negative cumulative sum, and CUSUM
+
+- Return type: +
tuple[list[float], list[float], list[float]]
+
+
-
+
- +initialize() None¶ +
Initialize with the configuration file.
+
-
+
- +plot_cusum_plotly() Figure¶ +
Plot CUSUM value using Plotly
+-
+
- Returns: +
CUSUM plot using Plotly graph object.
+
+- Return type: +
go.Figure
+
+
-
+
- +plot_input_metric_plotly() Figure¶ +
Plot the input metric using Plotly.
+-
+
- Returns: +
Scatter plot as Plotly graph object.
+
+- Return type: +
go.Figure
+
+
-
+
- +plot_input_metric_plotly_raw() Figure¶ +
Plot AI output using Plotly.
+-
+
- Returns: +
Scatter plot as Plotly graph object.
+
+- Return type: +
go.Figure
+
+
-
+
- +set_df_metric_csv(data_csv: DataFrame) None¶ +
Assign the performance metric data to be used for CUSUM.
+-
+
- Parameters: +
data_csv (DataFrame or TextFileReader) – A comma-separated values (csv) file is returned as two-dimensional data structure with labeled axes.
+
+
-
+
- +set_df_metric_default() None¶ +
Read the provided performance metric data to be used for CUSUM for an example.
+
-
+
- +set_init_stats(init_days: int) None¶ +
Use initial days to calculate in-control mean and standard deviation.
+-
+
- Parameters: +
init_days (int, optional) – Initial days when observations are considered stable. Defaults to 30.
+
+
-
+
- +set_timeline(data: ndarray) None¶ +
Set the timeline of observations.
+-
+
- Parameters: +
data (np.ndarray) – Data of the metric values across the observations.
+
+
+
+
+
+
+
+
+
+
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+ Methods¶
+CUSUM parameters¶
+Parameter |
+Description |
+
|---|---|
μ_in |
+The mean of the performance metric when the process is in-control, i.e., when there is no performance drift |
+
ARL_0 |
+Number of observations before the control chart signals a false detection |
+
σ_in |
+The in-control standard deviation of the metric |
+
ARL_1 |
+Number of observations before the control chart signals a true detection |
+
k |
+The normalized reference value, which is related to the magnitude of change that one is interested in detecting. k = 0.5 is the default choice for detecting a unit standard deviation change |
+
S_hi |
+Cumulative sum of positive changes in the metric |
+
h |
+The normalized threshold or control limit (default =4). This threshold determines when the control chart signals a detection |
+
S_lo |
+Cumulative sum of negative changes in the metric |
+
CUSUM chart¶
+A two-sided CUSUM control chart computes the cumulative differences or +deviations of individual observations from the target mean (or +in-control mean, \(\mu_{in}\)). The positive and negative cumulative +sums are calculated:
+
+\[\begin{split}\\ S_{hi}(d) = max(0, S_{hi}(d-1) + x_d - \hat{\mu}_{in} - K)
+\\ S_{lo}(d) = max(0, S_{lo}(d-1) - x_d + \hat{\mu}_{in} - K)\end{split}\]
+where d denotes a unit of time, \(x_d\) is the value of quantity +being monitored at time \(d\), \(\hat{\mu}_{in}\) is the +in-control mean of \(x_d\), and \(K\) is a “reference value” +related to the magnitude of change that one is interested in detecting. +\(S_{hi}\) and \(S_{lo}\) are the cumulative sum of positive and +negative changes. To detect a change in the observed values from the +in-control mean, the CUSUM scheme accumulates deviations that are +\(K\) units away from the in-control mean. Let \(\sigma_{in}\) +denote the in-control standard deviation of \(x_d\).
+
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+ ARLTheoretical¶
+ARLTheoretical
+@author: smriti.prathapan
+-
+
- +package.ARLTheoretical.get_ARL_1(h: float, shift_in_mean: list[float], dict_ARL0_k: OrderedDict) DataFrame¶ +
Get the ARL1 along with k values.
+-
+
- Parameters: +
-
+
h (float) – Normalized threshold.
+shift_in_mean (list[float]) – List of the values of shift in mean.
+dict_ARL0_k (OrderedDict) – Data dictionary of ARL0 and k
+
+- Returns: +
Table for ARL1 and k values.
+
+- Return type: +
pd.DataFrame
+
+
-
+
- +package.ARLTheoretical.get_ARL_1_h_mu1_k(h: float, k: float, mu1: float) float¶ +
Calculate ARL_1 with given Shift in Mean (mu1) and k.
+-
+
- Parameters: +
-
+
h (float) – Normalized threshold.
+k (float) – Normalized reference value.
+mu1 (float) – Intended shift in mean.
+
+- Returns: +
Detection delay (ARL1).
+
+- Return type: +
float
+
+
-
+
- +package.ARLTheoretical.get_ref_value(h: float, list_ARL_0: list[float]) tuple[DataFrame, OrderedDict]¶ +
provides normalized reference values k for provided list of ARL0, given the value of normalized threshold h.
+-
+
- Parameters: +
-
+
h (float) – Normalized threshold.
+list_ARL_0 (list) – List of ARL0 values.
+
+- Returns: +
Dataframe of ARL0 and k, Data dictionary of ARL0 and k; where k is normalized reference value.
+
+- Return type: +
tuple[pd.Dataframe, OrderedDict]
+
+
-
+
- +package.ARLTheoretical.get_ref_value_k(h: float, ARL_0: float) float¶ +
Calculation for the reference value for given h and ARL_0.
+-
+
- Parameters: +
-
+
h (float) – Normalized threshold.
+ARL_0 (float) – ARL0 value.
+
+- Returns: +
Normalized reference value k.
+
+- Return type: +
float
+
+
+
+
+
+
+
+
+
+
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+
+ Utils¶
+Utilities to handle different operations
+-
+
- +package.utils.get_greattable_as_html(df: DataFrame) GT¶ +
Get the great_table as HTML from Pandas dataframe.
+-
+
- Parameters: +
df (pd.DataFrame) – Dataframe to rendera as a table.
+
+- Returns: +
Table in HTML format.
+
+- Return type: +
gt.GT
+
+
-
+
- +package.utils.populate_summary_table_ARL0_k(summary_table_df_ARL0_k: DataFrame, h) GT¶ +
Populate ARLTheoretical.summary_table_df_ARL0_k.
+-
+
- Parameters: +
-
+
summary_table_df_ARL0_k (pd.DataFrame) – Dataframe of ARL0 and its respective values of k.
+h (float) – Normalized threshold.
+
+- Returns: +
Table of ARL0 and k in HTML format.
+
+- Return type: +
gt.GT
+
+
-
+
- +package.utils.populate_summary_table_ARL1_k(summary_table_df_ARL1_k: DataFrame, dict_ARL0_k: OrderedDict, h) GT¶ +
Populate Multiindex table specific for ARLTheoretical.summary_table_df_ARL1_k
+-
+
- Parameters: +
-
+
summary_table_df_ARL1_k (pd.DataFrame) – Dataframe with ARL1 and k values.
+dict_ARL0_k (OrderedDict) – Data Dictionary with the mapping between ARL0 and k.
+h (float) – Normalized threshold.
+
+- Returns: +
Table for ARL1 and k in HTML format.
+
+- Return type: +
gt.GT
+
+
+
+
+
+
+
+
+
+
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@@ -0,0 +1 @@
+Search.setIndex({"alltitles": {"AIM-CU documentation": [[0, null]], "ARLTheoretical": [[3, null]], "CUSUM": [[1, null]], "CUSUM chart": [[2, "cusum-chart"]], "CUSUM parameters": [[2, "cusum-parameters"], [2, "id1"]], "Code execution": [[0, "code-execution"]], "Contents:": [[0, null]], "Demo": [[0, "demo"]], "Methods": [[2, null]], "Utils": [[4, null]]}, "docnames": ["index", "ref_cusum", "ref_method", "ref_theoretical", "ref_utils"], "envversion": {"sphinx": 64, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2}, "filenames": ["index.rst", "ref_cusum.rst", "ref_method.rst", "ref_theoretical.rst", "ref_utils.rst"], "indexentries": {"change_detection() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.change_detection", false]], "compute_cusum() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.compute_cusum", false]], "cusum (class in package.cusum)": [[1, "package.cusum.CUSUM", false]], "initialize() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.initialize", false]], "module": [[1, "module-package.cusum", false]], "package.cusum": [[1, "module-package.cusum", false]], "plot_cusum_plotly() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.plot_cusum_plotly", false]], "plot_input_metric_plotly() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.plot_input_metric_plotly", false]], "plot_input_metric_plotly_raw() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.plot_input_metric_plotly_raw", false]], "set_df_metric_csv() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.set_df_metric_csv", false]], "set_df_metric_default() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.set_df_metric_default", false]], "set_init_stats() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.set_init_stats", false]], "set_timeline() (package.cusum.cusum method)": [[1, "package.cusum.CUSUM.set_timeline", false]]}, "objects": {"package": [[3, 0, 0, "-", "ARLTheoretical"], [1, 0, 0, "-", "cusum"], [4, 0, 0, "-", "utils"]], "package.ARLTheoretical": [[3, 1, 1, "", "get_ARL_1"], [3, 1, 1, "", "get_ARL_1_h_mu1_k"], [3, 1, 1, "", "get_ref_value"], [3, 1, 1, "", "get_ref_value_k"]], "package.cusum": [[1, 2, 1, "", "CUSUM"]], "package.cusum.CUSUM": [[1, 3, 1, "", "change_detection"], [1, 3, 1, "", "compute_cusum"], [1, 3, 1, "", "initialize"], [1, 3, 1, "", "plot_cusum_plotly"], [1, 3, 1, "", "plot_input_metric_plotly"], [1, 3, 1, "", "plot_input_metric_plotly_raw"], [1, 3, 1, "", "set_df_metric_csv"], [1, 3, 1, "", "set_df_metric_default"], [1, 3, 1, "", "set_init_stats"], [1, 3, 1, "", "set_timeline"]], "package.utils": [[4, 1, 1, "", "get_greattable_as_html"], [4, 1, 1, "", "populate_summary_table_ARL0_k"], [4, 1, 1, "", "populate_summary_table_ARL1_k"]]}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "function", "Python function"], "2": ["py", "class", "Python class"], "3": ["py", "method", "Python method"]}, "objtypes": {"0": "py:module", "1": "py:function", "2": "py:class", "3": "py:method"}, "terms": {"0": [0, 1, 2], "1": 2, "10": 0, "3": 0, "30": 1, "4": [1, 2], "5": [1, 2], "7860": 0, "A": [0, 1, 2], "If": 0, "In": 1, "The": [0, 2], "To": 2, "_": 2, "accept": 0, "accumul": 2, "across": 1, "ai": [0, 1], "alarm": 0, "along": 3, "also": 0, "an": [0, 1], "app": 0, "apt": 0, "ar": [1, 2], "arl0": [3, 4], "arl1": [3, 4], "arl_0": [2, 3], "arl_1": [2, 3], "arltheoret": [0, 4], "assign": 1, "author": [1, 3], "avail": 0, "awai": 2, "ax": 1, "base": 0, "befor": 2, "being": 2, "between": 4, "button": 0, "calcul": [1, 2, 3], "can": 0, "cd": 0, "chang": [0, 1, 2], "change_detect": 1, "chart": 0, "choic": [0, 2], "class": 1, "click": 0, "clone": 0, "co": 0, "com": 0, "comma": 1, "command": 0, "comput": [0, 1, 2], "compute_cusum": 1, "configur": 1, "consid": 1, "control": [1, 2], "csv": 1, "cumul": [0, 1, 2], "cusum": 0, "d": 2, "dai": 1, "data": [1, 3, 4], "data_csv": 1, "datafram": [1, 3, 4], "default": [1, 2], "delai": [0, 3], "denot": 2, "depend": 0, "descript": 2, "detect": [0, 1, 2, 3], "determin": 2, "deviat": [1, 2], "df": 4, "dict_arl0_k": [3, 4], "dictionari": [3, 4], "didsr": 0, "differ": [2, 4], "dimension": 1, "displac": 0, "drift": 2, "e": 2, "estim": 0, "exampl": 1, "fals": [0, 2], "figur": 1, "file": 1, "float": [1, 3, 4], "follow": 0, "format": 4, "from": [0, 2, 4], "function": 1, "get": [0, 3, 4], "get_arl_1": [0, 3], "get_arl_1_h_mu1_k": [0, 3], "get_greattable_as_html": [0, 4], "get_ref_valu": [0, 3], "get_ref_value_k": [0, 3], "git": 0, "github": 0, "given": [0, 3], "go": 1, "graph": 1, "great_tabl": 4, "gt": 4, "h": [2, 3, 4], "handl": 4, "hat": 2, "hi": 2, "html": 4, "http": 0, "huggingfac": 0, "i": [0, 1, 2, 3], "individu": 2, "init_dai": 1, "initi": 1, "input": 1, "instal": 0, "int": 1, "intend": 3, "interest": [1, 2], "its": [1, 4], "k": [1, 2, 3, 4], "label": 1, "let": 2, "limit": 2, "list": [1, 3], "list_arl_0": 3, "lo": 2, "local": 0, "magnitud": [1, 2], "map": 4, "max": 2, "mean": [1, 2, 3], "method": 0, "metric": [0, 1, 2], "monitor": [0, 1, 2], "mu": 2, "mu1": 3, "mu_": 2, "mu_0": 1, "multiindex": 4, "ndarrai": 1, "neg": [1, 2], "none": 1, "normal": [1, 2, 3, 4], "normalized_ref_valu": 1, "normalized_threshold": 1, "np": 1, "number": [1, 2], "object": 1, "observ": [1, 2], "one": [1, 2], "open": 0, "oper": 4, "option": 1, "ordereddict": [3, 4], "output": 1, "packag": [1, 3, 4], "panda": 4, "paramet": [0, 1, 3, 4], "paus": 0, "pd": [3, 4], "perform": [0, 1, 2], "phase": 1, "pip": 0, "plot": 1, "plot_cusum_plotli": 1, "plot_input_metric_plotli": 1, "plot_input_metric_plotly_raw": 1, "plotli": 1, "point": 0, "popul": 4, "populate_summary_table_arl0_k": [0, 4], "populate_summary_table_arl1_k": [0, 4], "posit": [1, 2], "prathapan": [1, 3], "pre_change_dai": 1, "process": [1, 2], "provid": [1, 3], "py": 0, "python": 0, "python3": 0, "quantiti": 2, "r": 0, "rate": 0, "read": 1, "refer": [1, 2, 3], "relat": [1, 2], "rendera": 4, "repositori": 0, "requir": 0, "respect": 4, "restart": 0, "return": [1, 3, 4], "run": 0, "s_": 2, "s_hi": 2, "s_lo": 2, "scatter": 1, "scheme": 2, "separ": 1, "set": 1, "set_df_metric_csv": 1, "set_df_metric_default": 1, "set_init_stat": 1, "set_timelin": 1, "shift": 3, "shift_in_mean": 3, "side": 2, "sigma_": 2, "signal": 2, "smriti": [1, 3], "space": 0, "specif": 4, "stabl": 1, "standard": [1, 2], "statist": 0, "structur": 1, "sum": [0, 1, 2], "summary_table_df_arl0_k": 4, "summary_table_df_arl1_k": 4, "tabl": [3, 4], "target": [0, 2], "textfileread": 1, "thi": 2, "those": 0, "threshold": [1, 2, 3, 4], "through": 0, "time": 2, "timelin": 1, "tool": 0, "true": 2, "tupl": [1, 3], "two": [1, 2], "txt": 0, "type": [1, 3, 4], "unit": [1, 2], "url": 0, "us": [0, 1], "util": 0, "valu": [1, 2, 3, 4], "when": [1, 2], "where": [2, 3], "which": 2, "x": 1, "x_d": 2, "y": 0, "\u03bc_in": 2, "\u03c3_in": 2}, "titles": ["AIM-CU documentation", "CUSUM", "Methods", "ARLTheoretical", "Utils"], "titleterms": {"aim": 0, "arltheoret": 3, "chart": 2, "code": 0, "content": 0, "cu": 0, "cusum": [1, 2], "demo": 0, "document": 0, "execut": 0, "method": 2, "paramet": 2, "util": 4}})
\ No newline at end of file
diff --git a/docs/build/latex/LICRcyr2utf8.xdy b/docs/build/latex/LICRcyr2utf8.xdy
new file mode 100644
index 0000000000000000000000000000000000000000..a9ca1c82cd661cfa1583e86fa881644d029d061f
--- /dev/null
+++ b/docs/build/latex/LICRcyr2utf8.xdy
@@ -0,0 +1,101 @@
+;; -*- coding: utf-8; mode: Lisp; -*-
+;; style file for xindy
+;; filename: LICRcyr2utf8.xdy
+;; description: style file for xindy which maps back LaTeX Internal
+;; Character Representation of Cyrillic to utf-8
+;; usage: for use with pdflatex produced .idx files.
+;; Contributed by the Sphinx team, July 2018.
+(merge-rule "\IeC {\'\CYRG }" "Ѓ" :string)
+(merge-rule "\IeC {\'\CYRK }" "Ќ" :string)
+(merge-rule "\IeC {\'\cyrg }" "ѓ" :string)
+(merge-rule "\IeC {\'\cyrk }" "ќ" :string)
+(merge-rule "\IeC {\CYRA }" "А" :string)
+(merge-rule "\IeC {\CYRB }" "Б" :string)
+(merge-rule "\IeC {\CYRC }" "Ц" :string)
+(merge-rule "\IeC {\CYRCH }" "Ч" :string)
+(merge-rule "\IeC {\CYRD }" "Д" :string)
+(merge-rule "\IeC {\CYRDJE }" "Ђ" :string)
+(merge-rule "\IeC {\CYRDZE }" "Ѕ" :string)
+(merge-rule "\IeC {\CYRDZHE }" "Џ" :string)
+(merge-rule "\IeC {\CYRE }" "Е" :string)
+(merge-rule "\IeC {\CYREREV }" "Э" :string)
+(merge-rule "\IeC {\CYRERY }" "Ы" :string)
+(merge-rule "\IeC {\CYRF }" "Ф" :string)
+(merge-rule "\IeC {\CYRG }" "Г" :string)
+(merge-rule "\IeC {\CYRGUP }" "Ґ" :string)
+(merge-rule "\IeC {\CYRH }" "Х" :string)
+(merge-rule "\IeC {\CYRHRDSN }" "Ъ" :string)
+(merge-rule "\IeC {\CYRI }" "И" :string)
+(merge-rule "\IeC {\CYRIE }" "Є" :string)
+(merge-rule "\IeC {\CYRII }" "І" :string)
+(merge-rule "\IeC {\CYRISHRT }" "Й" :string)
+(merge-rule "\IeC {\CYRJE }" "Ј" :string)
+(merge-rule "\IeC {\CYRK }" "К" :string)
+(merge-rule "\IeC {\CYRL }" "Л" :string)
+(merge-rule "\IeC {\CYRLJE }" "Љ" :string)
+(merge-rule "\IeC {\CYRM }" "М" :string)
+(merge-rule "\IeC {\CYRN }" "Н" :string)
+(merge-rule "\IeC {\CYRNJE }" "Њ" :string)
+(merge-rule "\IeC {\CYRO }" "О" :string)
+(merge-rule "\IeC {\CYRP }" "П" :string)
+(merge-rule "\IeC {\CYRR }" "Р" :string)
+(merge-rule "\IeC {\CYRS }" "С" :string)
+(merge-rule "\IeC {\CYRSFTSN }" "Ь" :string)
+(merge-rule "\IeC {\CYRSH }" "Ш" :string)
+(merge-rule "\IeC {\CYRSHCH }" "Щ" :string)
+(merge-rule "\IeC {\CYRT }" "Т" :string)
+(merge-rule "\IeC {\CYRTSHE }" "Ћ" :string)
+(merge-rule "\IeC {\CYRU }" "У" :string)
+(merge-rule "\IeC {\CYRUSHRT }" "Ў" :string)
+(merge-rule "\IeC {\CYRV }" "В" :string)
+(merge-rule "\IeC {\CYRYA }" "Я" :string)
+(merge-rule "\IeC {\CYRYI }" "Ї" :string)
+(merge-rule "\IeC {\CYRYO }" "Ё" :string)
+(merge-rule "\IeC {\CYRYU }" "Ю" :string)
+(merge-rule "\IeC {\CYRZ }" "З" :string)
+(merge-rule "\IeC {\CYRZH }" "Ж" :string)
+(merge-rule "\IeC {\cyra }" "а" :string)
+(merge-rule "\IeC {\cyrb }" "б" :string)
+(merge-rule "\IeC {\cyrc }" "ц" :string)
+(merge-rule "\IeC {\cyrch }" "ч" :string)
+(merge-rule "\IeC {\cyrd }" "д" :string)
+(merge-rule "\IeC {\cyrdje }" "ђ" :string)
+(merge-rule "\IeC {\cyrdze }" "ѕ" :string)
+(merge-rule "\IeC {\cyrdzhe }" "џ" :string)
+(merge-rule "\IeC {\cyre }" "е" :string)
+(merge-rule "\IeC {\cyrerev }" "э" :string)
+(merge-rule "\IeC {\cyrery }" "ы" :string)
+(merge-rule "\IeC {\cyrf }" "ф" :string)
+(merge-rule "\IeC {\cyrg }" "г" :string)
+(merge-rule "\IeC {\cyrgup }" "ґ" :string)
+(merge-rule "\IeC {\cyrh }" "х" :string)
+(merge-rule "\IeC {\cyrhrdsn }" "ъ" :string)
+(merge-rule "\IeC {\cyri }" "и" :string)
+(merge-rule "\IeC {\cyrie }" "є" :string)
+(merge-rule "\IeC {\cyrii }" "і" :string)
+(merge-rule "\IeC {\cyrishrt }" "й" :string)
+(merge-rule "\IeC {\cyrje }" "ј" :string)
+(merge-rule "\IeC {\cyrk }" "к" :string)
+(merge-rule "\IeC {\cyrl }" "л" :string)
+(merge-rule "\IeC {\cyrlje }" "љ" :string)
+(merge-rule "\IeC {\cyrm }" "м" :string)
+(merge-rule "\IeC {\cyrn }" "н" :string)
+(merge-rule "\IeC {\cyrnje }" "њ" :string)
+(merge-rule "\IeC {\cyro }" "о" :string)
+(merge-rule "\IeC {\cyrp }" "п" :string)
+(merge-rule "\IeC {\cyrr }" "р" :string)
+(merge-rule "\IeC {\cyrs }" "с" :string)
+(merge-rule "\IeC {\cyrsftsn }" "ь" :string)
+(merge-rule "\IeC {\cyrsh }" "ш" :string)
+(merge-rule "\IeC {\cyrshch }" "щ" :string)
+(merge-rule "\IeC {\cyrt }" "т" :string)
+(merge-rule "\IeC {\cyrtshe }" "ћ" :string)
+(merge-rule "\IeC {\cyru }" "у" :string)
+(merge-rule "\IeC {\cyrushrt }" "ў" :string)
+(merge-rule "\IeC {\cyrv }" "в" :string)
+(merge-rule "\IeC {\cyrya }" "я" :string)
+(merge-rule "\IeC {\cyryi }" "ї" :string)
+(merge-rule "\IeC {\cyryo }" "ё" :string)
+(merge-rule "\IeC {\cyryu }" "ю" :string)
+(merge-rule "\IeC {\cyrz }" "з" :string)
+(merge-rule "\IeC {\cyrzh }" "ж" :string)
diff --git a/docs/build/latex/LICRlatin2utf8.xdy b/docs/build/latex/LICRlatin2utf8.xdy
new file mode 100644
index 0000000000000000000000000000000000000000..1d768259cdbc1200244462dcd508e120087972fb
--- /dev/null
+++ b/docs/build/latex/LICRlatin2utf8.xdy
@@ -0,0 +1,239 @@
+;; style file for xindy
+;; filename: LICRlatin2utf8.xdy
+;; description: style file for xindy which maps back LaTeX Internal
+;; Character Representation of letters (as arising in .idx index
+;; file) to UTF-8 encoding for correct sorting by xindy.
+;; usage: for use with the pdflatex engine,
+;; *not* for use with xelatex or lualatex.
+;;
+;; This is based upon xindy's distributed file tex/inputenc/utf8.xdy.
+;; The modifications include:
+;;
+;; - Updates for compatibility with current LaTeX macro encoding.
+;;
+;; - Systematic usage of the \IeC {...} mark-up, because mark-up in
+;; tex/inputenc/utf8.xdy was using it on seemingly random basis, and
+;; Sphinx coercing of xindy usability for both Latin and Cyrillic scripts
+;; with pdflatex requires its systematic presence here.
+;;
+;; - Support for some extra letters: Ÿ, Ŋ, ŋ, Œ, œ, IJ, ij, ȷ and ẞ.
+;;
+;; Indeed Sphinx needs to support for pdflatex engine all Unicode letters
+;; available in TeX T1 font encoding. The above letters are found in
+;; that encoding but not in the Latin1, 2, 3 charsets which are those
+;; covered by original tex/inputenc/utf8.xdy.
+;;
+;; - There is a problem that ȷ is not supported out-of-the box by LaTeX
+;; with inputenc, one must add explicitly
+;; \DeclareUnicodeCharacter{0237}{\j}
+;; to preamble of LaTeX document. However this character is not supported
+;; by the TeX "times" font used by default by Sphinx for pdflatex engine.
+;;
+;; **Update**: since LaTeX 2018/12/01, the \j as well as \SS, \k{} and
+;; \.{} need no extra user declaration anymore.
+;;
+;; - ẞ needs \DeclareUnicodeCharacter{1E9E}{\SS} (but ß needs no extra set-up).
+;;
+;; - U+02DB (˛) and U+02D9 (˙) are also not supported by inputenc
+;; out of the box and require
+;; \DeclareUnicodeCharacter{02DB}{\k{}}
+;; \DeclareUnicodeCharacter{02D9}{\.{}}
+;; to be added to preamble.
+;;
+;; - U+0127 ħ and U+0126 Ħ are absent from TeX T1+TS1 font encodings.
+;;
+;; - Characters Ŋ and ŋ are not supported by TeX font "times" used by
+;; default by Sphinx for pdflatex engine but they are supported by
+;; some TeX fonts, in particular by the default LaTeX font for T1
+;; encoding.
+;;
+;; - " and ~ must be escaped as ~" and resp. ~~ in xindy merge rules.
+;;
+;; Contributed by the Sphinx team, July 2018.
+;;
+;; See sphinx.xdy for superior figures, as they are escaped by LaTeX writer.
+(merge-rule "\IeC {\textonesuperior }" "¹" :string)
+(merge-rule "\IeC {\texttwosuperior }" "²" :string)
+(merge-rule "\IeC {\textthreesuperior }" "³" :string)
+(merge-rule "\IeC {\'a}" "á" :string)
+(merge-rule "\IeC {\'A}" "Á" :string)
+(merge-rule "\IeC {\`a}" "à" :string)
+(merge-rule "\IeC {\`A}" "À" :string)
+(merge-rule "\IeC {\^a}" "â" :string)
+(merge-rule "\IeC {\^A}" "Â" :string)
+(merge-rule "\IeC {\~"a}" "ä" :string)
+(merge-rule "\IeC {\~"A}" "Ä" :string)
+(merge-rule "\IeC {\~~a}" "ã" :string)
+(merge-rule "\IeC {\~~A}" "Ã" :string)
+(merge-rule "\IeC {\c c}" "ç" :string)
+(merge-rule "\IeC {\c C}" "Ç" :string)
+(merge-rule "\IeC {\'c}" "ć" :string)
+(merge-rule "\IeC {\'C}" "Ć" :string)
+(merge-rule "\IeC {\^c}" "ĉ" :string)
+(merge-rule "\IeC {\^C}" "Ĉ" :string)
+(merge-rule "\IeC {\.c}" "ċ" :string)
+(merge-rule "\IeC {\.C}" "Ċ" :string)
+(merge-rule "\IeC {\c s}" "ş" :string)
+(merge-rule "\IeC {\c S}" "Ş" :string)
+(merge-rule "\IeC {\c t}" "ţ" :string)
+(merge-rule "\IeC {\c T}" "Ţ" :string)
+(merge-rule "\IeC {\-}" "" :string); soft hyphen
+(merge-rule "\IeC {\textdiv }" "÷" :string)
+(merge-rule "\IeC {\'e}" "é" :string)
+(merge-rule "\IeC {\'E}" "É" :string)
+(merge-rule "\IeC {\`e}" "è" :string)
+(merge-rule "\IeC {\`E}" "È" :string)
+(merge-rule "\IeC {\^e}" "ê" :string)
+(merge-rule "\IeC {\^E}" "Ê" :string)
+(merge-rule "\IeC {\~"e}" "ë" :string)
+(merge-rule "\IeC {\~"E}" "Ë" :string)
+(merge-rule "\IeC {\^g}" "ĝ" :string)
+(merge-rule "\IeC {\^G}" "Ĝ" :string)
+(merge-rule "\IeC {\.g}" "ġ" :string)
+(merge-rule "\IeC {\.G}" "Ġ" :string)
+(merge-rule "\IeC {\^h}" "ĥ" :string)
+(merge-rule "\IeC {\^H}" "Ĥ" :string)
+(merge-rule "\IeC {\H o}" "ő" :string)
+(merge-rule "\IeC {\H O}" "Ő" :string)
+(merge-rule "\IeC {\textacutedbl }" "˝" :string)
+(merge-rule "\IeC {\H u}" "ű" :string)
+(merge-rule "\IeC {\H U}" "Ű" :string)
+(merge-rule "\IeC {\ae }" "æ" :string)
+(merge-rule "\IeC {\AE }" "Æ" :string)
+(merge-rule "\IeC {\textcopyright }" "©" :string)
+(merge-rule "\IeC {\c \ }" "¸" :string)
+(merge-rule "\IeC {\dh }" "ð" :string)
+(merge-rule "\IeC {\DH }" "Ð" :string)
+(merge-rule "\IeC {\dj }" "đ" :string)
+(merge-rule "\IeC {\DJ }" "Đ" :string)
+(merge-rule "\IeC {\guillemotleft }" "«" :string)
+(merge-rule "\IeC {\guillemotright }" "»" :string)
+(merge-rule "\IeC {\'\i }" "í" :string)
+(merge-rule "\IeC {\`\i }" "ì" :string)
+(merge-rule "\IeC {\^\i }" "î" :string)
+(merge-rule "\IeC {\~"\i }" "ï" :string)
+(merge-rule "\IeC {\i }" "ı" :string)
+(merge-rule "\IeC {\^\j }" "ĵ" :string)
+(merge-rule "\IeC {\k {}}" "˛" :string)
+(merge-rule "\IeC {\l }" "ł" :string)
+(merge-rule "\IeC {\L }" "Ł" :string)
+(merge-rule "\IeC {\nobreakspace }" " " :string)
+(merge-rule "\IeC {\o }" "ø" :string)
+(merge-rule "\IeC {\O }" "Ø" :string)
+(merge-rule "\IeC {\textsterling }" "£" :string)
+(merge-rule "\IeC {\textparagraph }" "¶" :string)
+(merge-rule "\IeC {\ss }" "ß" :string)
+(merge-rule "\IeC {\textsection }" "§" :string)
+(merge-rule "\IeC {\textbrokenbar }" "¦" :string)
+(merge-rule "\IeC {\textcent }" "¢" :string)
+(merge-rule "\IeC {\textcurrency }" "¤" :string)
+(merge-rule "\IeC {\textdegree }" "°" :string)
+(merge-rule "\IeC {\textexclamdown }" "¡" :string)
+(merge-rule "\IeC {\texthbar }" "ħ" :string)
+(merge-rule "\IeC {\textHbar }" "Ħ" :string)
+(merge-rule "\IeC {\textonehalf }" "½" :string)
+(merge-rule "\IeC {\textonequarter }" "¼" :string)
+(merge-rule "\IeC {\textordfeminine }" "ª" :string)
+(merge-rule "\IeC {\textordmasculine }" "º" :string)
+(merge-rule "\IeC {\textperiodcentered }" "·" :string)
+(merge-rule "\IeC {\textquestiondown }" "¿" :string)
+(merge-rule "\IeC {\textregistered }" "®" :string)
+(merge-rule "\IeC {\textthreequarters }" "¾" :string)
+(merge-rule "\IeC {\textyen }" "¥" :string)
+(merge-rule "\IeC {\th }" "þ" :string)
+(merge-rule "\IeC {\TH }" "Þ" :string)
+(merge-rule "\IeC {\'I}" "Í" :string)
+(merge-rule "\IeC {\`I}" "Ì" :string)
+(merge-rule "\IeC {\^I}" "Î" :string)
+(merge-rule "\IeC {\~"I}" "Ï" :string)
+(merge-rule "\IeC {\.I}" "İ" :string)
+(merge-rule "\IeC {\^J}" "Ĵ" :string)
+(merge-rule "\IeC {\k a}" "ą" :string)
+(merge-rule "\IeC {\k A}" "Ą" :string)
+(merge-rule "\IeC {\k e}" "ę" :string)
+(merge-rule "\IeC {\k E}" "Ę" :string)
+(merge-rule "\IeC {\'l}" "ĺ" :string)
+(merge-rule "\IeC {\'L}" "Ĺ" :string)
+(merge-rule "\IeC {\textlnot }" "¬" :string)
+(merge-rule "\IeC {\textmu }" "µ" :string)
+(merge-rule "\IeC {\'n}" "ń" :string)
+(merge-rule "\IeC {\'N}" "Ń" :string)
+(merge-rule "\IeC {\~~n}" "ñ" :string)
+(merge-rule "\IeC {\~~N}" "Ñ" :string)
+(merge-rule "\IeC {\'o}" "ó" :string)
+(merge-rule "\IeC {\'O}" "Ó" :string)
+(merge-rule "\IeC {\`o}" "ò" :string)
+(merge-rule "\IeC {\`O}" "Ò" :string)
+(merge-rule "\IeC {\^o}" "ô" :string)
+(merge-rule "\IeC {\^O}" "Ô" :string)
+(merge-rule "\IeC {\~"o}" "ö" :string)
+(merge-rule "\IeC {\~"O}" "Ö" :string)
+(merge-rule "\IeC {\~~o}" "õ" :string)
+(merge-rule "\IeC {\~~O}" "Õ" :string)
+(merge-rule "\IeC {\textpm }" "±" :string)
+(merge-rule "\IeC {\r a}" "å" :string)
+(merge-rule "\IeC {\r A}" "Å" :string)
+(merge-rule "\IeC {\'r}" "ŕ" :string)
+(merge-rule "\IeC {\'R}" "Ŕ" :string)
+(merge-rule "\IeC {\r u}" "ů" :string)
+(merge-rule "\IeC {\r U}" "Ů" :string)
+(merge-rule "\IeC {\'s}" "ś" :string)
+(merge-rule "\IeC {\'S}" "Ś" :string)
+(merge-rule "\IeC {\^s}" "ŝ" :string)
+(merge-rule "\IeC {\^S}" "Ŝ" :string)
+(merge-rule "\IeC {\textasciidieresis }" "¨" :string)
+(merge-rule "\IeC {\textasciimacron }" "¯" :string)
+(merge-rule "\IeC {\.{}}" "˙" :string)
+(merge-rule "\IeC {\textasciiacute }" "´" :string)
+(merge-rule "\IeC {\texttimes }" "×" :string)
+(merge-rule "\IeC {\u a}" "ă" :string)
+(merge-rule "\IeC {\u A}" "Ă" :string)
+(merge-rule "\IeC {\u g}" "ğ" :string)
+(merge-rule "\IeC {\u G}" "Ğ" :string)
+(merge-rule "\IeC {\textasciibreve }" "˘" :string)
+(merge-rule "\IeC {\'u}" "ú" :string)
+(merge-rule "\IeC {\'U}" "Ú" :string)
+(merge-rule "\IeC {\`u}" "ù" :string)
+(merge-rule "\IeC {\`U}" "Ù" :string)
+(merge-rule "\IeC {\^u}" "û" :string)
+(merge-rule "\IeC {\^U}" "Û" :string)
+(merge-rule "\IeC {\~"u}" "ü" :string)
+(merge-rule "\IeC {\~"U}" "Ü" :string)
+(merge-rule "\IeC {\u u}" "ŭ" :string)
+(merge-rule "\IeC {\u U}" "Ŭ" :string)
+(merge-rule "\IeC {\v c}" "č" :string)
+(merge-rule "\IeC {\v C}" "Č" :string)
+(merge-rule "\IeC {\v d}" "ď" :string)
+(merge-rule "\IeC {\v D}" "Ď" :string)
+(merge-rule "\IeC {\v e}" "ě" :string)
+(merge-rule "\IeC {\v E}" "Ě" :string)
+(merge-rule "\IeC {\v l}" "ľ" :string)
+(merge-rule "\IeC {\v L}" "Ľ" :string)
+(merge-rule "\IeC {\v n}" "ň" :string)
+(merge-rule "\IeC {\v N}" "Ň" :string)
+(merge-rule "\IeC {\v r}" "ř" :string)
+(merge-rule "\IeC {\v R}" "Ř" :string)
+(merge-rule "\IeC {\v s}" "š" :string)
+(merge-rule "\IeC {\v S}" "Š" :string)
+(merge-rule "\IeC {\textasciicaron }" "ˇ" :string)
+(merge-rule "\IeC {\v t}" "ť" :string)
+(merge-rule "\IeC {\v T}" "Ť" :string)
+(merge-rule "\IeC {\v z}" "ž" :string)
+(merge-rule "\IeC {\v Z}" "Ž" :string)
+(merge-rule "\IeC {\'y}" "ý" :string)
+(merge-rule "\IeC {\'Y}" "Ý" :string)
+(merge-rule "\IeC {\~"y}" "ÿ" :string)
+(merge-rule "\IeC {\'z}" "ź" :string)
+(merge-rule "\IeC {\'Z}" "Ź" :string)
+(merge-rule "\IeC {\.z}" "ż" :string)
+(merge-rule "\IeC {\.Z}" "Ż" :string)
+;; letters not in Latin1, 2, 3 but available in TeX T1 font encoding
+(merge-rule "\IeC {\~"Y}" "Ÿ" :string)
+(merge-rule "\IeC {\NG }" "Ŋ" :string)
+(merge-rule "\IeC {\ng }" "ŋ" :string)
+(merge-rule "\IeC {\OE }" "Œ" :string)
+(merge-rule "\IeC {\oe }" "œ" :string)
+(merge-rule "\IeC {\IJ }" "IJ" :string)
+(merge-rule "\IeC {\ij }" "ij" :string)
+(merge-rule "\IeC {\j }" "ȷ" :string)
+(merge-rule "\IeC {\SS }" "ẞ" :string)
diff --git a/docs/build/latex/LatinRules.xdy b/docs/build/latex/LatinRules.xdy
new file mode 100644
index 0000000000000000000000000000000000000000..b20fbbb83a55f6286917183d07d549846b0b8ed9
--- /dev/null
+++ b/docs/build/latex/LatinRules.xdy
@@ -0,0 +1,611 @@
+;; Common Lisp style file for xindy
+;; filename: LatinRules.xdy
+;;
+;; Please note that this data file deliberately uses strings
+;; with single non-ascii bytes. This is intentional and
+;; follows the usage observed in similar xindy support files.
+;;
+;; It is based upon xindy's files lang/general/utf8.xdy and
+;; lang/general/utf8-lang.xdy which implement
+;; "a general sorting order for Western European languages".
+;;
+;; The aim for Sphinx is to be able to index in a Cyrillic document
+;; also terms using the Latin alphabets, inclusive of letters
+;; with diacritics. To this effect the xindy rules from lang/general
+;; got manually re-coded to avoid collisions with the encoding
+;; done by xindy for sorting words in Cyrillic languages, which was
+;; observed not to use bytes with octal encoding 0o266 or higher.
+;;
+;; So here we use only 0o266 or higher bytes.
+;; (Ŋ, ŋ, IJ, and ij are absent from
+;; lang/general/utf8.xdy and not included here.)
+;; Contributed by the Sphinx team, 2018.
+
+(define-letter-group "A" :prefixes (""))
+(define-letter-group "B" :after "A" :prefixes (""))
+(define-letter-group "C" :after "B" :prefixes (""))
+(define-letter-group "D" :after "C" :prefixes (""))
+(define-letter-group "E" :after "D" :prefixes (""))
+(define-letter-group "F" :after "E" :prefixes (""))
+(define-letter-group "G" :after "F" :prefixes (""))
+(define-letter-group "H" :after "G" :prefixes (""))
+(define-letter-group "I" :after "H" :prefixes (""))
+(define-letter-group "J" :after "I" :prefixes (""))
+(define-letter-group "K" :after "J" :prefixes (""))
+(define-letter-group "L" :after "K" :prefixes (""))
+(define-letter-group "M" :after "L" :prefixes (""))
+(define-letter-group "N" :after "M" :prefixes (""))
+(define-letter-group "O" :after "N" :prefixes (""))
+(define-letter-group "P" :after "O" :prefixes (""))
+(define-letter-group "Q" :after "P" :prefixes (""))
+(define-letter-group "R" :after "Q" :prefixes (""))
+(define-letter-group "S" :after "R" :prefixes (""))
+(define-letter-group "T" :after "S" :prefixes (""))
+(define-letter-group "U" :after "T" :prefixes (""))
+(define-letter-group "V" :after "U" :prefixes (""))
+(define-letter-group "W" :after "V" :prefixes (""))
+(define-letter-group "X" :after "W" :prefixes (""))
+(define-letter-group "Y" :after "X" :prefixes (""))
+(define-letter-group "Z" :after "Y" :prefixes (""))
+
+(define-rule-set "sphinx-xy-alphabetize"
+
+ :rules (("À" "" :string)
+ ("Ă" "" :string)
+ ("â" "" :string)
+ ("Ä" "" :string)
+ ("à" "" :string)
+ ("Å" "" :string)
+ ("Ã" "" :string)
+ ("Á" "" :string)
+ ("á" "" :string)
+ ("ã" "" :string)
+ ("Â" "" :string)
+ ("ă" "" :string)
+ ("å" "" :string)
+ ("ą" "" :string)
+ ("ä" "" :string)
+ ("Ą" "" :string)
+ ("æ" "" :string)
+ ("Æ" "" :string)
+ ("ć" "" :string)
+ ("ĉ" "" :string)
+ ("ç" "" :string)
+ ("Č" "" :string)
+ ("č" "" :string)
+ ("Ĉ" "" :string)
+ ("Ç" "" :string)
+ ("Ć" "" :string)
+ ("ď" "" :string)
+ ("Đ" "" :string)
+ ("Ď" "" :string)
+ ("đ" "" :string)
+ ("ê" "" :string)
+ ("Ę" "" :string)
+ ("Ě" "" :string)
+ ("ë" "" :string)
+ ("ě" "" :string)
+ ("é" "" :string)
+ ("È" "" :string)
+ ("Ë" "" :string)
+ ("É" "" :string)
+ ("è" "" :string)
+ ("Ê" "" :string)
+ ("ę" "" :string)
+ ("ĝ" "" :string)
+ ("ğ" "" :string)
+ ("Ğ" "" :string)
+ ("Ĝ" "" :string)
+ ("ĥ" "" :string)
+ ("Ĥ" "" :string)
+ ("Ï" "" :string)
+ ("Í" "" :string)
+ ("ï" "" :string)
+ ("Î" "" :string)
+ ("î" "" :string)
+ ("ı" "" :string)
+ ("İ" "" :string)
+ ("í" "" :string)
+ ("Ì" "" :string)
+ ("ì" "" :string)
+ ("Ĵ" "" :string)
+ ("ĵ" "" :string)
+ ("ł" "" :string)
+ ("Ł" "" :string)
+ ("ľ" "" :string)
+ ("Ľ" "" :string)
+ ("ń" "" :string)
+ ("Ń" "" :string)
+ ("ñ" "" :string)
+ ("ň" "" :string)
+ ("Ñ" "" :string)
+ ("Ň" "" :string)
+ ("Õ" "" :string)
+ ("Ő" "" :string)
+ ("ó" "" :string)
+ ("ö" "" :string)
+ ("ô" "" :string)
+ ("ő" "" :string)
+ ("Ø" "" :string)
+ ("Ö" "" :string)
+ ("õ" "" :string)
+ ("Ô" "" :string)
+ ("ø" "" :string)
+ ("Ó" "" :string)
+ ("Ò" "" :string)
+ ("ò" "" :string)
+ ("œ" "ĺ" :string)
+ ("Œ" "ĺ" :string)
+ ("Ř" "" :string)
+ ("ř" "" :string)
+ ("Ŕ" "" :string)
+ ("ŕ" "" :string)
+ ("ŝ" "" :string)
+ ("Ś" "" :string)
+ ("ș" "" :string)
+ ("ş" "" :string)
+ ("Ŝ" "" :string)
+ ("ś" "" :string)
+ ("Ș" "" :string)
+ ("š" "" :string)
+ ("Ş" "" :string)
+ ("Š" "" :string)
+ ("ß" "" :string)
+ ("Ț" "" :string)
+ ("Ť" "" :string)
+ ("ț" "" :string)
+ ("ť" "" :string)
+ ("û" "" :string)
+ ("ŭ" "" :string)
+ ("ů" "" :string)
+ ("ű" "" :string)
+ ("ù" "" :string)
+ ("Ŭ" "" :string)
+ ("Ù" "" :string)
+ ("Ű" "" :string)
+ ("Ü" "" :string)
+ ("Ů" "" :string)
+ ("ú" "" :string)
+ ("Ú" "" :string)
+ ("Û" "" :string)
+ ("ü" "" :string)
+ ("ÿ" "" :string)
+ ("Ý" "" :string)
+ ("Ÿ" "" :string)
+ ("ý" "" :string)
+ ("Ż" "" :string)
+ ("Ž" "" :string)
+ ("Ź" "" :string)
+ ("ž" "" :string)
+ ("ż" "" :string)
+ ("ź" "" :string)
+ ("a" "" :string)
+ ("A" "" :string)
+ ("b" "" :string)
+ ("B" "" :string)
+ ("c" "" :string)
+ ("C" "" :string)
+ ("d" "" :string)
+ ("D" "" :string)
+ ("e" "" :string)
+ ("E" "" :string)
+ ("F" "" :string)
+ ("f" "" :string)
+ ("G" "" :string)
+ ("g" "" :string)
+ ("H" "" :string)
+ ("h" "" :string)
+ ("i" "" :string)
+ ("I" "" :string)
+ ("J" "" :string)
+ ("j" "" :string)
+ ("K" "" :string)
+ ("k" "" :string)
+ ("L" "" :string)
+ ("l" "" :string)
+ ("M" "" :string)
+ ("m" "" :string)
+ ("n" "" :string)
+ ("N" "" :string)
+ ("O" "" :string)
+ ("o" "" :string)
+ ("p" "" :string)
+ ("P" "" :string)
+ ("Q" "" :string)
+ ("q" "" :string)
+ ("r" "" :string)
+ ("R" "" :string)
+ ("S" "" :string)
+ ("s" "" :string)
+ ("t" "" :string)
+ ("T" "" :string)
+ ("u" "" :string)
+ ("U" "" :string)
+ ("v" "" :string)
+ ("V" "" :string)
+ ("W" "" :string)
+ ("w" "" :string)
+ ("x" "" :string)
+ ("X" "" :string)
+ ("Y" "" :string)
+ ("y" "" :string)
+ ("z" "" :string)
+ ("Z" "" :string)
+ ))
+
+(define-rule-set "sphinx-xy-resolve-diacritics"
+
+ :rules (("Ĥ" "" :string)
+ ("ó" "" :string)
+ ("ľ" "" :string)
+ ("Ř" "" :string)
+ ("ĝ" "" :string)
+ ("ď" "" :string)
+ ("Ě" "" :string)
+ ("ĥ" "" :string)
+ ("Č" "" :string)
+ ("Ĵ" "" :string)
+ ("ě" "" :string)
+ ("ž" "" :string)
+ ("Ď" "" :string)
+ ("ř" "" :string)
+ ("Ž" "" :string)
+ ("ı" "" :string)
+ ("Ť" "" :string)
+ ("á" "" :string)
+ ("č" "" :string)
+ ("Á" "" :string)
+ ("ň" "" :string)
+ ("Š" "" :string)
+ ("Ň" "" :string)
+ ("ĵ" "" :string)
+ ("ť" "" :string)
+ ("Ó" "" :string)
+ ("ý" "" :string)
+ ("Ĝ" "" :string)
+ ("Ú" "" :string)
+ ("Ľ" "" :string)
+ ("š" "" :string)
+ ("Ý" "" :string)
+ ("ú" "" :string)
+ ("Ś" "" :string)
+ ("ć" "" :string)
+ ("Ł" "" :string)
+ ("ł" "" :string)
+ ("ń" "" :string)
+ ("À" "" :string)
+ ("Ź" "" :string)
+ ("à" "" :string)
+ ("Ń" "" :string)
+ ("Đ" "" :string)
+ ("ÿ" "" :string)
+ ("ś" "" :string)
+ ("Ğ" "" :string)
+ ("ğ" "" :string)
+ ("Ù" "" :string)
+ ("İ" "" :string)
+ ("đ" "" :string)
+ ("ù" "" :string)
+ ("Ț" "" :string)
+ ("é" "" :string)
+ ("ŕ" "" :string)
+ ("Ć" "" :string)
+ ("ț" "" :string)
+ ("ò" "" :string)
+ ("ź" "" :string)
+ ("Ò" "" :string)
+ ("Ÿ" "" :string)
+ ("Ŕ" "" :string)
+ ("É" "" :string)
+ ("ĉ" "" :string)
+ ("ô" "" :string)
+ ("Í" "" :string)
+ ("ŝ" "" :string)
+ ("Ż" "" :string)
+ ("Ă" "" :string)
+ ("Ŝ" "" :string)
+ ("ñ" "" :string)
+ ("ŭ" "" :string)
+ ("í" "" :string)
+ ("È" "" :string)
+ ("Ô" "" :string)
+ ("Ŭ" "" :string)
+ ("ż" "" :string)
+ ("Ñ" "" :string)
+ ("è" "" :string)
+ ("Ĉ" "" :string)
+ ("ă" "" :string)
+ ("â" "" :string)
+ ("û" "" :string)
+ ("ê" "" :string)
+ ("Õ" "" :string)
+ ("õ" "" :string)
+ ("ș" "" :string)
+ ("ç" "" :string)
+ ("Â" "" :string)
+ ("Ê" "" :string)
+ ("Û" "" :string)
+ ("Ç" "" :string)
+ ("ì" "" :string)
+ ("Ì" "" :string)
+ ("Ș" "" :string)
+ ("ö" "" :string)
+ ("Ö" "" :string)
+ ("ş" "" :string)
+ ("ů" "" :string)
+ ("ë" "" :string)
+ ("ã" "" :string)
+ ("î" "" :string)
+ ("Î" "" :string)
+ ("Ã" "" :string)
+ ("Ş" "" :string)
+ ("Ů" "" :string)
+ ("Ë" "" :string)
+ ("ï" "" :string)
+ ("Ő" "" :string)
+ ("Ï" "" :string)
+ ("Ę" "" :string)
+ ("ő" "" :string)
+ ("Ü" "" :string)
+ ("Å" "" :string)
+ ("ü" "" :string)
+ ("ę" "" :string)
+ ("å" "" :string)
+ ("Ä" "" :string)
+ ("ű" "" :string)
+ ("Ø" "" :string)
+ ("ø" "" :string)
+ ("Ű" "" :string)
+ ("ä" "" :string)
+ ("Ą" "" :string)
+ ("ą" "" :string)
+ ("œ" "" :string)
+ ("ß" "" :string)
+ ("Æ" "" :string)
+ ("Œ" "" :string)
+ ("æ" "" :string)
+ ("e" "" :string)
+ ("t" "" :string)
+ ("L" "" :string)
+ ("Y" "" :string)
+ ("J" "" :string)
+ ("a" "" :string)
+ ("p" "" :string)
+ ("u" "" :string)
+ ("j" "" :string)
+ ("b" "" :string)
+ ("G" "" :string)
+ ("U" "" :string)
+ ("F" "" :string)
+ ("H" "" :string)
+ ("i" "" :string)
+ ("z" "" :string)
+ ("c" "" :string)
+ ("l" "" :string)
+ ("A" "" :string)
+ ("Q" "" :string)
+ ("w" "" :string)
+ ("D" "" :string)
+ ("R" "" :string)
+ ("d" "" :string)
+ ("s" "" :string)
+ ("r" "" :string)
+ ("k" "" :string)
+ ("v" "" :string)
+ ("m" "" :string)
+ ("P" "" :string)
+ ("y" "" :string)
+ ("K" "" :string)
+ ("q" "" :string)
+ ("S" "" :string)
+ ("I" "" :string)
+ ("C" "" :string)
+ ("M" "" :string)
+ ("Z" "" :string)
+ ("T" "" :string)
+ ("W" "" :string)
+ ("B" "" :string)
+ ("h" "" :string)
+ ("x" "" :string)
+ ("X" "" :string)
+ ("f" "" :string)
+ ("E" "" :string)
+ ("V" "" :string)
+ ("N" "" :string)
+ ("O" "" :string)
+ ("o" "" :string)
+ ("g" "" :string)
+ ("n" "" :string)
+ ))
+
+(define-rule-set "sphinx-xy-resolve-case"
+
+ :rules (("Ú" "8" :string)
+ ("Ÿ" "8" :string)
+ ("Ç" "8" :string)
+ ("Ĉ" "8" :string)
+ ("Ŕ" "8" :string)
+ ("Ľ" "8" :string)
+ ("Ů" "8" :string)
+ ("Ý" "8" :string)
+ ("É" "8" :string)
+ ("Ë" "8" :string)
+ ("Ș" "8" :string)
+ ("Ì" "8" :string)
+ ("Ê" "8" :string)
+ ("Ň" "8" :string)
+ ("Ą" "8" :string)
+ ("Š" "8" :string)
+ ("Û" "8" :string)
+ ("Ş" "8" :string)
+ ("Ć" "8" :string)
+ ("Ò" "8" :string)
+ ("Ĝ" "8" :string)
+ ("Ñ" "8" :string)
+ ("Ó" "8" :string)
+ ("Î" "8" :string)
+ ("Á" "8" :string)
+ ("Ã" "8" :string)
+ ("Ț" "8" :string)
+ ("Å" "8" :string)
+ ("Ğ" "8" :string)
+ ("Ü" "8" :string)
+ ("È" "8" :string)
+ ("Ô" "8" :string)
+ ("İ" "8" :string)
+ ("Ű" "8" :string)
+ ("Ù" "8" :string)
+ ("Ŭ" "8" :string)
+ ("Â" "8" :string)
+ ("Ť" "8" :string)
+ ("Ń" "8" :string)
+ ("Ď" "8" :string)
+ ("Ź" "8" :string)
+ ("Ž" "8" :string)
+ ("Đ" "8" :string)
+ ("Ŝ" "8" :string)
+ ("Č" "8" :string)
+ ("Ĵ" "8" :string)
+ ("Ö" "8" :string)
+ ("Ø" "8" :string)
+ ("Ż" "8" :string)
+ ("Ł" "8" :string)
+ ("Ă" "8" :string)
+ ("Ě" "8" :string)
+ ("Ő" "8" :string)
+ ("Õ" "8" :string)
+ ("Ę" "8" :string)
+ ("Ï" "8" :string)
+ ("À" "8" :string)
+ ("Ĥ" "8" :string)
+ ("Ä" "8" :string)
+ ("Ś" "8" :string)
+ ("Ř" "8" :string)
+ ("Í" "8" :string)
+ ("Œ" "89" :string)
+ ("Æ" "89" :string)
+ ("ì" "9" :string)
+ ("è" "9" :string)
+ ("ą" "9" :string)
+ ("š" "9" :string)
+ ("ú" "9" :string)
+ ("å" "9" :string)
+ ("ă" "9" :string)
+ ("ę" "9" :string)
+ ("ü" "9" :string)
+ ("ź" "9" :string)
+ ("ò" "9" :string)
+ ("ť" "9" :string)
+ ("ț" "9" :string)
+ ("ĵ" "9" :string)
+ ("ŕ" "9" :string)
+ ("ż" "9" :string)
+ ("ä" "9" :string)
+ ("ý" "9" :string)
+ ("ù" "9" :string)
+ ("á" "9" :string)
+ ("é" "9" :string)
+ ("č" "9" :string)
+ ("ň" "9" :string)
+ ("ś" "9" :string)
+ ("ø" "9" :string)
+ ("í" "9" :string)
+ ("đ" "9" :string)
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+ ("î" "9" :string)
+ ("ã" "9" :string)
+ ("à" "9" :string)
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+ ("ő" "9" :string)
+ ("ů" "9" :string)
+ ("ș" "9" :string)
+ ("ÿ" "9" :string)
+ ("ë" "9" :string)
+ ("ŭ" "9" :string)
+ ("ç" "9" :string)
+ ("ű" "9" :string)
+ ("ñ" "9" :string)
+ ("õ" "9" :string)
+ ("ě" "9" :string)
+ ("ş" "9" :string)
+ ("ž" "9" :string)
+ ("ĝ" "9" :string)
+ ("ŝ" "9" :string)
+ ("ń" "9" :string)
+ ("û" "9" :string)
+ ("ł" "9" :string)
+ ("ď" "9" :string)
+ ("ĥ" "9" :string)
+ ("ê" "9" :string)
+ ("ô" "9" :string)
+ ("ĉ" "9" :string)
+ ("â" "9" :string)
+ ("ć" "9" :string)
+ ("ï" "9" :string)
+ ("ö" "9" :string)
+ ("ľ" "9" :string)
+ ("ó" "9" :string)
+ ("æ" "99" :string)
+ ("ß" "99" :string)
+ ("œ" "99" :string)
+ ("N" "8" :string)
+ ("V" "8" :string)
+ ("O" "8" :string)
+ ("X" "8" :string)
+ ("E" "8" :string)
+ ("P" "8" :string)
+ ("K" "8" :string)
+ ("T" "8" :string)
+ ("Z" "8" :string)
+ ("M" "8" :string)
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+ ("R" "8" :string)
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+ ("w" "9" :string)
+ ("s" "9" :string)
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+ ("v" "9" :string)
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+ ("m" "9" :string)
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+ ("c" "9" :string)
+ ("i" "9" :string)
+ ("l" "9" :string)
+ ("b" "9" :string)
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+ ("a" "9" :string)
+ ("p" "9" :string)
+ ("u" "9" :string)
+ ("t" "9" :string)
+ ("e" "9" :string)
+ ))
+
+(use-rule-set :run 0
+ :rule-set ("sphinx-xy-alphabetize"))
+(use-rule-set :run 1
+ :rule-set ("sphinx-xy-resolve-diacritics"))
+(use-rule-set :run 2
+ :rule-set ("sphinx-xy-resolve-case"))
diff --git a/docs/build/latex/Makefile b/docs/build/latex/Makefile
new file mode 100644
index 0000000000000000000000000000000000000000..3d4f1c958ee7da6e19b2d5f86f5c2de1afa3f7d2
--- /dev/null
+++ b/docs/build/latex/Makefile
@@ -0,0 +1,65 @@
+# Makefile for Sphinx LaTeX output
+
+ALLDOCS = $(basename $(wildcard *.tex))
+ALLPDF = $(addsuffix .pdf,$(ALLDOCS))
+ALLDVI = $(addsuffix .dvi,$(ALLDOCS))
+ALLXDV =
+ALLPS = $(addsuffix .ps,$(ALLDOCS))
+
+# Prefix for archive names
+ARCHIVEPREFIX =
+# Additional LaTeX options (passed via variables in latexmkrc/latexmkjarc file)
+export LATEXOPTS ?=
+# Additional latexmk options
+LATEXMKOPTS ?=
+# format: pdf or dvi (used only by archive targets)
+FMT = pdf
+
+LATEX = latexmk -dvi
+PDFLATEX = latexmk -pdf -dvi- -ps-
+
+
+%.dvi: %.tex FORCE_MAKE
+ $(LATEX) $(LATEXMKOPTS) '$<'
+
+%.ps: %.dvi
+ dvips '$<'
+
+%.pdf: %.tex FORCE_MAKE
+ $(PDFLATEX) $(LATEXMKOPTS) '$<'
+
+all: $(ALLPDF)
+
+all-dvi: $(ALLDVI)
+
+all-ps: $(ALLPS)
+
+all-pdf: $(ALLPDF)
+
+zip: all-$(FMT)
+ mkdir $(ARCHIVEPREFIX)docs-$(FMT)
+ cp $(ALLPDF) $(ARCHIVEPREFIX)docs-$(FMT)
+ zip -q -r -9 $(ARCHIVEPREFIX)docs-$(FMT).zip $(ARCHIVEPREFIX)docs-$(FMT)
+ rm -r $(ARCHIVEPREFIX)docs-$(FMT)
+
+tar: all-$(FMT)
+ mkdir $(ARCHIVEPREFIX)docs-$(FMT)
+ cp $(ALLPDF) $(ARCHIVEPREFIX)docs-$(FMT)
+ tar cf $(ARCHIVEPREFIX)docs-$(FMT).tar $(ARCHIVEPREFIX)docs-$(FMT)
+ rm -r $(ARCHIVEPREFIX)docs-$(FMT)
+
+gz: tar
+ # -n to omit mtime from gzip headers
+ gzip -n -9 < $(ARCHIVEPREFIX)docs-$(FMT).tar > $(ARCHIVEPREFIX)docs-$(FMT).tar.gz
+
+bz2: tar
+ bzip2 -9 -k $(ARCHIVEPREFIX)docs-$(FMT).tar
+
+xz: tar
+ xz -9 -k $(ARCHIVEPREFIX)docs-$(FMT).tar
+
+clean:
+ rm -f *.log *.ind *.aux *.toc *.syn *.idx *.out *.ilg *.pla *.ps *.tar *.tar.gz *.tar.bz2 *.tar.xz $(ALLPDF) $(ALLDVI) $(ALLXDV) *.fls *.fdb_latexmk
+
+.PHONY: all all-pdf all-dvi all-ps clean zip tar gz bz2 xz
+.PHONY: FORCE_MAKE
\ No newline at end of file
diff --git a/docs/build/latex/aim-cu.aux b/docs/build/latex/aim-cu.aux
new file mode 100644
index 0000000000000000000000000000000000000000..22f61e1454834e12e46bd35757331fc98ff45790
--- /dev/null
+++ b/docs/build/latex/aim-cu.aux
@@ -0,0 +1,72 @@
+\relax
+\providecommand\hyper@newdestlabel[2]{}
+\providecommand\babel@aux[2]{}
+\@nameuse{bbl@beforestart}
+\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument}
+\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined
+\global\let\oldcontentsline\contentsline
+\gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}}
+\global\let\oldnewlabel\newlabel
+\gdef\newlabel#1#2{\newlabelxx{#1}#2}
+\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}}
+\AtEndDocument{\ifx\hyper@anchor\@undefined
+\let\contentsline\oldcontentsline
+\let\newlabel\oldnewlabel
+\fi}
+\fi}
+\global\let\hyper@last\relax
+\gdef\HyperFirstAtBeginDocument#1{#1}
+\providecommand\HyField@AuxAddToFields[1]{}
+\providecommand\HyField@AuxAddToCoFields[2]{}
+\babel@aux{english}{}
+\newlabel{index::doc}{{}{1}{}{section*.2}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {1}Code execution}{3}{chapter.1}\protected@file@percent }
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\newlabel{index:code-execution}{{1}{3}{Code execution}{chapter.1}{}}
+\@writefile{toc}{\contentsline {chapter}{\numberline {2}Demo}{5}{chapter.2}\protected@file@percent }
+\@writefile{lof}{\addvspace {10\p@ }}
+\@writefile{lot}{\addvspace {10\p@ }}
+\newlabel{index:demo}{{2}{5}{Demo}{chapter.2}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {2.1}Methods}{5}{section.2.1}\protected@file@percent }
+\newlabel{ref_method:methods}{{2.1}{5}{Methods}{section.2.1}{}}
+\newlabel{ref_method::doc}{{2.1}{5}{Methods}{section.2.1}{}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {2.1.1}CUSUM parameters}{5}{subsection.2.1.1}\protected@file@percent }
+\newlabel{ref_method:cusum-parameters}{{2.1.1}{5}{CUSUM parameters}{subsection.2.1.1}{}}
+\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces CUSUM parameters}}{5}{table.2.1}\protected@file@percent }
+\newlabel{ref_method:id1}{{1}{5}{CUSUM parameters}{table.2.1}{}}
+\@writefile{toc}{\contentsline {subsection}{\numberline {2.1.2}CUSUM chart}{5}{subsection.2.1.2}\protected@file@percent }
+\newlabel{ref_method:cusum-chart}{{2.1.2}{5}{CUSUM chart}{subsection.2.1.2}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {2.2}CUSUM}{6}{section.2.2}\protected@file@percent }
+\newlabel{ref_cusum:module-package.cusum}{{2.2}{6}{CUSUM}{section.2.2}{}}
+\newlabel{ref_cusum:cusum}{{2.2}{6}{CUSUM}{section.2.2}{}}
+\newlabel{ref_cusum::doc}{{2.2}{6}{CUSUM}{section.2.2}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM}{{2.2}{6}{CUSUM}{section*.3}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.change_detection}{{2.2}{6}{CUSUM}{section*.4}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.compute_cusum}{{2.2}{6}{CUSUM}{section*.5}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.initialize}{{2.2}{6}{CUSUM}{section*.6}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.plot_cusum_plotly}{{2.2}{6}{CUSUM}{section*.7}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.plot_input_metric_plotly}{{2.2}{6}{CUSUM}{section*.8}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.plot_input_metric_plotly_raw}{{2.2}{6}{CUSUM}{section*.9}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.set_df_metric_csv}{{2.2}{7}{CUSUM}{section*.10}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.set_df_metric_default}{{2.2}{7}{CUSUM}{section*.11}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.set_init_stats}{{2.2}{7}{CUSUM}{section*.12}{}}
+\newlabel{ref_cusum:package.cusum.CUSUM.set_timeline}{{2.2}{7}{CUSUM}{section*.13}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {2.3}ARLTheoretical}{7}{section.2.3}\protected@file@percent }
+\newlabel{ref_theoretical:module-package.ARLTheoretical}{{2.3}{7}{ARLTheoretical}{section.2.3}{}}
+\newlabel{ref_theoretical:arltheoretical}{{2.3}{7}{ARLTheoretical}{section.2.3}{}}
+\newlabel{ref_theoretical::doc}{{2.3}{7}{ARLTheoretical}{section.2.3}{}}
+\newlabel{ref_theoretical:package.ARLTheoretical.get_ARL_1}{{2.3}{7}{ARLTheoretical}{section*.14}{}}
+\newlabel{ref_theoretical:package.ARLTheoretical.get_ARL_1_h_mu1_k}{{2.3}{7}{ARLTheoretical}{section*.15}{}}
+\newlabel{ref_theoretical:package.ARLTheoretical.get_ref_value}{{2.3}{8}{ARLTheoretical}{section*.16}{}}
+\newlabel{ref_theoretical:package.ARLTheoretical.get_ref_value_k}{{2.3}{8}{ARLTheoretical}{section*.17}{}}
+\@writefile{toc}{\contentsline {section}{\numberline {2.4}Utils}{8}{section.2.4}\protected@file@percent }
+\newlabel{ref_utils:module-package.utils}{{2.4}{8}{Utils}{section.2.4}{}}
+\newlabel{ref_utils:utils}{{2.4}{8}{Utils}{section.2.4}{}}
+\newlabel{ref_utils::doc}{{2.4}{8}{Utils}{section.2.4}{}}
+\newlabel{ref_utils:package.utils.get_greattable_as_html}{{2.4}{8}{Utils}{section*.18}{}}
+\newlabel{ref_utils:package.utils.populate_summary_table_ARL0_k}{{2.4}{8}{Utils}{section*.19}{}}
+\newlabel{ref_utils:package.utils.populate_summary_table_ARL1_k}{{2.4}{9}{Utils}{section*.20}{}}
+\@writefile{toc}{\contentsline {chapter}{Python Module Index}{11}{section*.21}\protected@file@percent }
+\@writefile{toc}{\contentsline {chapter}{Index}{13}{section*.22}\protected@file@percent }
+\gdef \@abspage@last{17}
diff --git a/docs/build/latex/aim-cu.fdb_latexmk b/docs/build/latex/aim-cu.fdb_latexmk
new file mode 100644
index 0000000000000000000000000000000000000000..737f741e64715342bcde8d679d6fd6334c493f16
--- /dev/null
+++ b/docs/build/latex/aim-cu.fdb_latexmk
@@ -0,0 +1,189 @@
+# Fdb version 3
+["makeindex aim-cu.idx"] 1738357406 "aim-cu.idx" "aim-cu.ind" "aim-cu" 1738357408
+ "aim-cu.idx" 1738358436 3264 3c74a69915c90a0e849d9c12c67a7017 "pdflatex"
+ (generated)
+ "aim-cu.ilg"
+ "aim-cu.ind"
+["pdflatex"] 1738357407 "aim-cu.tex" "aim-cu.pdf" "aim-cu" 1738357408
+ "/etc/texmf/web2c/texmf.cnf" 1738181709 475 c0e671620eb5563b2130f56340a5fde8 ""
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new file mode 100644
index 0000000000000000000000000000000000000000..faf8cbc9fb26f3aa3d7168822cafabdd92990e42
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+++ b/docs/build/latex/aim-cu.idx
@@ -0,0 +1,24 @@
+\indexentry{module@\spxentry{module}!package.cusum@\spxentry{package.cusum}|hyperpage}{6}
+\indexentry{package.cusum@\spxentry{package.cusum}!module@\spxentry{module}|hyperpage}{6}
+\indexentry{CUSUM (class in package.cusum)@\spxentry{CUSUM}\spxextra{class in package.cusum}|hyperpage}{6}
+\indexentry{change\_detection() (package.cusum.CUSUM method)@\spxentry{change\_detection()}\spxextra{package.cusum.CUSUM method}|hyperpage}{6}
+\indexentry{compute\_cusum() (package.cusum.CUSUM method)@\spxentry{compute\_cusum()}\spxextra{package.cusum.CUSUM method}|hyperpage}{6}
+\indexentry{initialize() (package.cusum.CUSUM method)@\spxentry{initialize()}\spxextra{package.cusum.CUSUM method}|hyperpage}{6}
+\indexentry{plot\_cusum\_plotly() (package.cusum.CUSUM method)@\spxentry{plot\_cusum\_plotly()}\spxextra{package.cusum.CUSUM method}|hyperpage}{6}
+\indexentry{plot\_input\_metric\_plotly() (package.cusum.CUSUM method)@\spxentry{plot\_input\_metric\_plotly()}\spxextra{package.cusum.CUSUM method}|hyperpage}{6}
+\indexentry{plot\_input\_metric\_plotly\_raw() (package.cusum.CUSUM method)@\spxentry{plot\_input\_metric\_plotly\_raw()}\spxextra{package.cusum.CUSUM method}|hyperpage}{6}
+\indexentry{set\_df\_metric\_csv() (package.cusum.CUSUM method)@\spxentry{set\_df\_metric\_csv()}\spxextra{package.cusum.CUSUM method}|hyperpage}{7}
+\indexentry{set\_df\_metric\_default() (package.cusum.CUSUM method)@\spxentry{set\_df\_metric\_default()}\spxextra{package.cusum.CUSUM method}|hyperpage}{7}
+\indexentry{set\_init\_stats() (package.cusum.CUSUM method)@\spxentry{set\_init\_stats()}\spxextra{package.cusum.CUSUM method}|hyperpage}{7}
+\indexentry{set\_timeline() (package.cusum.CUSUM method)@\spxentry{set\_timeline()}\spxextra{package.cusum.CUSUM method}|hyperpage}{7}
+\indexentry{module@\spxentry{module}!package.ARLTheoretical@\spxentry{package.ARLTheoretical}|hyperpage}{7}
+\indexentry{package.ARLTheoretical@\spxentry{package.ARLTheoretical}!module@\spxentry{module}|hyperpage}{7}
+\indexentry{get\_ARL\_1() (in module package.ARLTheoretical)@\spxentry{get\_ARL\_1()}\spxextra{in module package.ARLTheoretical}|hyperpage}{7}
+\indexentry{get\_ARL\_1\_h\_mu1\_k() (in module package.ARLTheoretical)@\spxentry{get\_ARL\_1\_h\_mu1\_k()}\spxextra{in module package.ARLTheoretical}|hyperpage}{7}
+\indexentry{get\_ref\_value() (in module package.ARLTheoretical)@\spxentry{get\_ref\_value()}\spxextra{in module package.ARLTheoretical}|hyperpage}{8}
+\indexentry{get\_ref\_value\_k() (in module package.ARLTheoretical)@\spxentry{get\_ref\_value\_k()}\spxextra{in module package.ARLTheoretical}|hyperpage}{8}
+\indexentry{module@\spxentry{module}!package.utils@\spxentry{package.utils}|hyperpage}{8}
+\indexentry{package.utils@\spxentry{package.utils}!module@\spxentry{module}|hyperpage}{8}
+\indexentry{get\_greattable\_as\_html() (in module package.utils)@\spxentry{get\_greattable\_as\_html()}\spxextra{in module package.utils}|hyperpage}{8}
+\indexentry{populate\_summary\_table\_ARL0\_k() (in module package.utils)@\spxentry{populate\_summary\_table\_ARL0\_k()}\spxextra{in module package.utils}|hyperpage}{8}
+\indexentry{populate\_summary\_table\_ARL1\_k() (in module package.utils)@\spxentry{populate\_summary\_table\_ARL1\_k()}\spxextra{in module package.utils}|hyperpage}{9}
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new file mode 100644
index 0000000000000000000000000000000000000000..52039e98cb05835a6305b886ec8154bc78fa2a0d
--- /dev/null
+++ b/docs/build/latex/aim-cu.ilg
@@ -0,0 +1,7 @@
+This is makeindex, version 2.15 [TeX Live 2022/dev] (kpathsea + Thai support).
+Scanning style file ./python.ist.......done (7 attributes redefined, 0 ignored).
+Scanning input file aim-cu.idx....done (24 entries accepted, 0 rejected).
+Sorting entries....done (116 comparisons).
+Generating output file aim-cu.ind....done (57 lines written, 0 warnings).
+Output written in aim-cu.ind.
+Transcript written in aim-cu.ilg.
diff --git a/docs/build/latex/aim-cu.ind b/docs/build/latex/aim-cu.ind
new file mode 100644
index 0000000000000000000000000000000000000000..7ff51179ece16537c74e187890babaff6245fdbf
--- /dev/null
+++ b/docs/build/latex/aim-cu.ind
@@ -0,0 +1,57 @@
+\begin{sphinxtheindex}
+\let\bigletter\sphinxstyleindexlettergroup
+\let\spxpagem \sphinxstyleindexpagemain
+\let\spxentry \sphinxstyleindexentry
+\let\spxextra \sphinxstyleindexextra
+
+ \bigletter C
+ \item \spxentry{change\_detection()}\spxextra{package.cusum.CUSUM method}, \hyperpage{6}
+ \item \spxentry{compute\_cusum()}\spxextra{package.cusum.CUSUM method}, \hyperpage{6}
+ \item \spxentry{CUSUM}\spxextra{class in package.cusum}, \hyperpage{6}
+
+ \indexspace
+ \bigletter G
+ \item \spxentry{get\_ARL\_1()}\spxextra{in module package.ARLTheoretical}, \hyperpage{7}
+ \item \spxentry{get\_ARL\_1\_h\_mu1\_k()}\spxextra{in module package.ARLTheoretical},
+ \hyperpage{7}
+ \item \spxentry{get\_greattable\_as\_html()}\spxextra{in module package.utils}, \hyperpage{8}
+ \item \spxentry{get\_ref\_value()}\spxextra{in module package.ARLTheoretical}, \hyperpage{8}
+ \item \spxentry{get\_ref\_value\_k()}\spxextra{in module package.ARLTheoretical}, \hyperpage{8}
+
+ \indexspace
+ \bigletter I
+ \item \spxentry{initialize()}\spxextra{package.cusum.CUSUM method}, \hyperpage{6}
+
+ \indexspace
+ \bigletter M
+ \item \spxentry{module}
+ \subitem \spxentry{package.ARLTheoretical}, \hyperpage{7}
+ \subitem \spxentry{package.cusum}, \hyperpage{6}
+ \subitem \spxentry{package.utils}, \hyperpage{8}
+
+ \indexspace
+ \bigletter P
+ \item \spxentry{package.ARLTheoretical}
+ \subitem \spxentry{module}, \hyperpage{7}
+ \item \spxentry{package.cusum}
+ \subitem \spxentry{module}, \hyperpage{6}
+ \item \spxentry{package.utils}
+ \subitem \spxentry{module}, \hyperpage{8}
+ \item \spxentry{plot\_cusum\_plotly()}\spxextra{package.cusum.CUSUM method}, \hyperpage{6}
+ \item \spxentry{plot\_input\_metric\_plotly()}\spxextra{package.cusum.CUSUM method},
+ \hyperpage{6}
+ \item \spxentry{plot\_input\_metric\_plotly\_raw()}\spxextra{package.cusum.CUSUM method},
+ \hyperpage{6}
+ \item \spxentry{populate\_summary\_table\_ARL0\_k()}\spxextra{in module package.utils},
+ \hyperpage{8}
+ \item \spxentry{populate\_summary\_table\_ARL1\_k()}\spxextra{in module package.utils},
+ \hyperpage{9}
+
+ \indexspace
+ \bigletter S
+ \item \spxentry{set\_df\_metric\_csv()}\spxextra{package.cusum.CUSUM method}, \hyperpage{7}
+ \item \spxentry{set\_df\_metric\_default()}\spxextra{package.cusum.CUSUM method}, \hyperpage{7}
+ \item \spxentry{set\_init\_stats()}\spxextra{package.cusum.CUSUM method}, \hyperpage{7}
+ \item \spxentry{set\_timeline()}\spxextra{package.cusum.CUSUM method}, \hyperpage{7}
+
+\end{sphinxtheindex}
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+entering extended mode
+ restricted \write18 enabled.
+ %&-line parsing enabled.
+**aim-cu.tex
+(./aim-cu.tex
+LaTeX2e <2021-11-15> patch level 1
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+Document Class: sphinxmanual 2019/12/01 v2.3.0 Document class (Sphinx manual)
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+<
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+
+ Search
+ + + + ++ Searching for multiple words only shows matches that contain + all words. +
+ + + + + + + + +" + "(" + str(ARL_0) + ")") + + column_label_dict = { + ARL_0: format_k_ARL_0(k, ARL_0) for ARL_0, k in zip(list_ARL_0, list_k) + } + + table_great_table_ARL1_k = ( + gt.GT(summary_table_df_ARL1_k) + .tab_header( + title=gt.html( + f"Estimate of steady state ARL (ARL1) based on the computed reference values and intended zero-state ARL (ARL0) with normalized threshold, h = {h})" + ) + ) + .tab_stubhead(label="Shift in mean") + .tab_spanner( + label=gt.html("Reference Values
(Intended ARL0)"), + columns=list_ARL_0, + ) + .cols_move_to_start(columns=["Shift in mean"]) + .cols_label(**column_label_dict) + .data_color( + palette=[ + config["color"]["blue_005"], + config["color"]["blue_020"], + config["color"]["blue_040"], + ] + ) + ) + + if config["control"]["save_figure"] == "true": + table_great_table_ARL1_k.save( + os.path.abspath( + os.path.join( + "../../", config["path_output"]["path_figure"], "table_ARL1_k.png" + ) + ), + scale=3, + window_size=(1200, 1600), + ) + print( + "Created", + os.path.abspath( + os.path.join( + "../../", config["path_output"]["path_figure"], "table_ARL1_k.png" + ) + ), + ) + + return table_great_table_ARL1_k.as_raw_html() diff --git a/tests/test.py b/tests/test.py new file mode 100644 index 0000000000000000000000000000000000000000..7a07d4bac37dac883cb54d184e8addc452282b4e --- /dev/null +++ b/tests/test.py @@ -0,0 +1,56 @@ +""" +Test the basic functionality of the package. +""" + +import os +import sys + +current_directory = os.path.dirname(__file__) +sibling_directory = os.path.join(current_directory, "..", "src") +sys.path.append(sibling_directory) + +import unittest +from package.cusum import CUSUM +from package.ARLTheoretical import get_ARL_1_h_mu1_k +import tomli +import pandas as pd + + +class TestCUSUM(unittest.TestCase): + """ + Test class for CUSUM to check functionality. + """ + + def test_cusum(self): + obj_cusum = CUSUM() + + path_file_config = os.path.abspath("../config/config.toml") + with open(os.path.abspath(path_file_config), "rb") as file_config: + obj_cusum.config = tomli.load(file_config) + + ref_value = 0.5 + normalized_threshold = 4 + pre_change_days = 60 + + obj_cusum.df_metric = pd.read_csv(os.path.abspath("../config/spec-60-60.csv")) + obj_cusum.data = obj_cusum.df_metric[obj_cusum.df_metric.columns[1]].to_numpy() + obj_cusum.set_timeline(obj_cusum.data) + + obj_cusum.change_detection( + pre_change_days=pre_change_days, + normalized_ref_value=ref_value, + normalized_threshold=normalized_threshold, + ) + + self.assertEqual( + obj_cusum.S_lo[-1], 2.31, "Cumulative (negative) sum does not match." + ) + + def test_rpy2(self): + arl_1 = get_ARL_1_h_mu1_k(h=4, k=0.2996, mu1=1.2) + + self.assertEqual(arl_1, 4.4304, "Package rpy2 is not working properly") + + +if __name__ == "__main__": + unittest.main()