Added docs and generalized to multiple species

pull/1/head
titusquah 5 years ago
parent a0e8bdb9fd
commit f07fb03b93

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<!DOCTYPE html>
<!--[if IE 8]><html class="no-js lt-ie9" lang="python" > <![endif]-->
<!--[if gt IE 8]><!--> <html class="no-js" lang="python" > <!--<![endif]-->
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Overview: module code &mdash; reeps 1.0.0 documentation</title>
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<li class="toctree-l1"><a class="reference internal" href="../guide/install.html">Installation</a></li>
<li class="toctree-l1"><a class="reference internal" href="../guide/quickstart.html">Getting Started</a></li>
</ul>
<p class="caption"><span class="caption-text">Searchers</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="../modules/reeps.html">REEPS</a></li>
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<h1>All modules for which code is available</h1>
<ul><li><a href="reeps/reeps.html">reeps.reeps</a></li>
</ul>
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&copy; Copyright 2020, Titus Quah, Nwike Iloeje
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.. _install:
************
Installation
************
Prerequisites
=============
REEPS requires python3 (>=3.5) with the development headers.
Stable Release
==============
There is currently no stable release
Bleeding-edge version
=====================
To install the latest master version:
.. code-block:: bash
pip install git+https://xgitlab.cels.anl.gov/summer-2020/parameter-estimation.git
Development version
===================
To contribute to Stable-Baselines, with support for running tests and building the documentation.
.. code-block:: bash
git clone https://xgitlab.cels.anl.gov/summer-2020/parameter-estimation.git && cd parameter-estimation
pip install -e .[docs,tests]
Using Docker Images
===================
Not set up yet.

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.. _quickstart:
***************
Getting Started
***************
Here is a quick example of how to fit an xml thermodynamic model to experimental data.
This code fits Nd standard enthalpy in the "twophase.xml" cantera file to the
experimental data in "Nd_exp_data.csv".
The code then produces a parity plot of the measured and predicted concentrations of Nd 3+ in the
aqueous phase.
.. code-block:: python
from reeps import REEPS
searcher_parameters = {'exp_csv_filename': 'Nd_exp_data.csv',
'phases_xml_filename': 'twophase.xml',
'opt_dict': {'Nd(H(A)2)3(org)': {'h0': -4.7e6}},
'phase_names': ['HCl_electrolyte', 'PC88A_liquid'],
'aq_solvent_name': 'H2O(L)',
'extractant_name': '(HA)2(org)',
'diluant_name': 'dodecane',
'complex_names': ['Nd(H(A)2)3(org)'],
'rare_earth_ion_names': ['Nd+++'],
'aq_solvent_rho': 1000.0,
'extractant_rho': 960.0,
'diluant_rho': 750.0}
searcher = REEPS(**searcher_parameters)
est_enthalpy = searcher.fit()
searcher.update_xml(est_enthalpy)
searcher.parity_plot(print_r_squared=True)
The code should return something like this

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.. reeps documentation master file, created by Titus Quah
sphinx-quickstart on Tue Jun 9 10:13:23 2020.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.
Welcome to reeps's docs! - the Rare earth element parameter searcher
====================================================================
REEPS is a package for thermodynamic parameter estimation specifically
for rare earth element extraction modeling.
REEPS takes experimental data in a csv and system data in a xml.
The package then uses Cantera, another python package, to simulate equilibrium.
Error between predicted and experimental data is then minimized.
.. toctree::
:maxdepth: 2
:caption: User Guide
guide/install
guide/quickstart
.. toctree::
:maxdepth: 1
:caption: Searchers
modules/reeps
Indices and tables
==================
* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`

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.. _reeps:
.. automodule:: reeps
REEPS
=====
Parameters
----------
.. autoclass:: REEPS
:members:
:inherited-members:

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box-sizing: border-box;
}
div.sphinxsidebar #searchbox input[type="submit"] {
float: left;
width: 20%;
border-left: none;
padding: 0.25em;
box-sizing: border-box;
}
img {
border: 0;
max-width: 100%;
}
/* -- search page ----------------------------------------------------------- */
ul.search {
margin: 10px 0 0 20px;
padding: 0;
}
ul.search li {
padding: 5px 0 5px 20px;
background-image: url(file.png);
background-repeat: no-repeat;
background-position: 0 7px;
}
ul.search li a {
font-weight: bold;
}
ul.search li div.context {
color: #888;
margin: 2px 0 0 30px;
text-align: left;
}
ul.keywordmatches li.goodmatch a {
font-weight: bold;
}
/* -- index page ------------------------------------------------------------ */
table.contentstable {
width: 90%;
margin-left: auto;
margin-right: auto;
}
table.contentstable p.biglink {
line-height: 150%;
}
a.biglink {
font-size: 1.3em;
}
span.linkdescr {
font-style: italic;
padding-top: 5px;
font-size: 90%;
}
/* -- general index --------------------------------------------------------- */
table.indextable {
width: 100%;
}
table.indextable td {
text-align: left;
vertical-align: top;
}
table.indextable ul {
margin-top: 0;
margin-bottom: 0;
list-style-type: none;
}
table.indextable > tbody > tr > td > ul {
padding-left: 0em;
}
table.indextable tr.pcap {
height: 10px;
}
table.indextable tr.cap {
margin-top: 10px;
background-color: #f2f2f2;
}
img.toggler {
margin-right: 3px;
margin-top: 3px;
cursor: pointer;
}
div.modindex-jumpbox {
border-top: 1px solid #ddd;
border-bottom: 1px solid #ddd;
margin: 1em 0 1em 0;
padding: 0.4em;
}
div.genindex-jumpbox {
border-top: 1px solid #ddd;
border-bottom: 1px solid #ddd;
margin: 1em 0 1em 0;
padding: 0.4em;
}
/* -- domain module index --------------------------------------------------- */
table.modindextable td {
padding: 2px;
border-collapse: collapse;
}
/* -- general body styles --------------------------------------------------- */
div.body {
min-width: 450px;
max-width: 800px;
}
div.body p, div.body dd, div.body li, div.body blockquote {
-moz-hyphens: auto;
-ms-hyphens: auto;
-webkit-hyphens: auto;
hyphens: auto;
}
a.headerlink {
visibility: hidden;
}
a.brackets:before,
span.brackets > a:before{
content: "[";
}
a.brackets:after,
span.brackets > a:after {
content: "]";
}
h1:hover > a.headerlink,
h2:hover > a.headerlink,
h3:hover > a.headerlink,
h4:hover > a.headerlink,
h5:hover > a.headerlink,
h6:hover > a.headerlink,
dt:hover > a.headerlink,
caption:hover > a.headerlink,
p.caption:hover > a.headerlink,
div.code-block-caption:hover > a.headerlink {
visibility: visible;
}
div.body p.caption {
text-align: inherit;
}
div.body td {
text-align: left;
}
.first {
margin-top: 0 !important;
}
p.rubric {
margin-top: 30px;
font-weight: bold;
}
img.align-left, .figure.align-left, object.align-left {
clear: left;
float: left;
margin-right: 1em;
}
img.align-right, .figure.align-right, object.align-right {
clear: right;
float: right;
margin-left: 1em;
}
img.align-center, .figure.align-center, object.align-center {
display: block;
margin-left: auto;
margin-right: auto;
}
img.align-default, .figure.align-default {
display: block;
margin-left: auto;
margin-right: auto;
}
.align-left {
text-align: left;
}
.align-center {
text-align: center;
}
.align-default {
text-align: center;
}
.align-right {
text-align: right;
}
/* -- sidebars -------------------------------------------------------------- */
div.sidebar {
margin: 0 0 0.5em 1em;
border: 1px solid #ddb;
padding: 7px 7px 0 7px;
background-color: #ffe;
width: 40%;
float: right;
}
p.sidebar-title {
font-weight: bold;
}
/* -- topics ---------------------------------------------------------------- */
div.topic {
border: 1px solid #ccc;
padding: 7px 7px 0 7px;
margin: 10px 0 10px 0;
}
p.topic-title {
font-size: 1.1em;
font-weight: bold;
margin-top: 10px;
}
/* -- admonitions ----------------------------------------------------------- */
div.admonition {
margin-top: 10px;
margin-bottom: 10px;
padding: 7px;
}
div.admonition dt {
font-weight: bold;
}
div.admonition dl {
margin-bottom: 0;
}
p.admonition-title {
margin: 0px 10px 5px 0px;
font-weight: bold;
}
div.body p.centered {
text-align: center;
margin-top: 25px;
}
/* -- tables ---------------------------------------------------------------- */
table.docutils {
border: 0;
border-collapse: collapse;
}
table.align-center {
margin-left: auto;
margin-right: auto;
}
table.align-default {
margin-left: auto;
margin-right: auto;
}
table caption span.caption-number {
font-style: italic;
}
table caption span.caption-text {
}
table.docutils td, table.docutils th {
padding: 1px 8px 1px 5px;
border-top: 0;
border-left: 0;
border-right: 0;
border-bottom: 1px solid #aaa;
}
table.footnote td, table.footnote th {
border: 0 !important;
}
th {
text-align: left;
padding-right: 5px;
}
table.citation {
border-left: solid 1px gray;
margin-left: 1px;
}
table.citation td {
border-bottom: none;
}
th > p:first-child,
td > p:first-child {
margin-top: 0px;
}
th > p:last-child,
td > p:last-child {
margin-bottom: 0px;
}
/* -- figures --------------------------------------------------------------- */
div.figure {
margin: 0.5em;
padding: 0.5em;
}
div.figure p.caption {
padding: 0.3em;
}
div.figure p.caption span.caption-number {
font-style: italic;
}
div.figure p.caption span.caption-text {
}
/* -- field list styles ----------------------------------------------------- */
table.field-list td, table.field-list th {
border: 0 !important;
}
.field-list ul {
margin: 0;
padding-left: 1em;
}
.field-list p {
margin: 0;
}
.field-name {
-moz-hyphens: manual;
-ms-hyphens: manual;
-webkit-hyphens: manual;
hyphens: manual;
}
/* -- hlist styles ---------------------------------------------------------- */
table.hlist td {
vertical-align: top;
}
/* -- other body styles ----------------------------------------------------- */
ol.arabic {
list-style: decimal;
}
ol.loweralpha {
list-style: lower-alpha;
}
ol.upperalpha {
list-style: upper-alpha;
}
ol.lowerroman {
list-style: lower-roman;
}
ol.upperroman {
list-style: upper-roman;
}
li > p:first-child {
margin-top: 0px;
}
li > p:last-child {
margin-bottom: 0px;
}
dl.footnote > dt,
dl.citation > dt {
float: left;
}
dl.footnote > dd,
dl.citation > dd {
margin-bottom: 0em;
}
dl.footnote > dd:after,
dl.citation > dd:after {
content: "";
clear: both;
}
dl.field-list {
display: grid;
grid-template-columns: fit-content(30%) auto;
}
dl.field-list > dt {
font-weight: bold;
word-break: break-word;
padding-left: 0.5em;
padding-right: 5px;
}
dl.field-list > dt:after {
content: ":";
}
dl.field-list > dd {
padding-left: 0.5em;
margin-top: 0em;
margin-left: 0em;
margin-bottom: 0em;
}
dl {
margin-bottom: 15px;
}
dd > p:first-child {
margin-top: 0px;
}
dd ul, dd table {
margin-bottom: 10px;
}
dd {
margin-top: 3px;
margin-bottom: 10px;
margin-left: 30px;
}
dt:target, span.highlighted {
background-color: #fbe54e;
}
rect.highlighted {
fill: #fbe54e;
}
dl.glossary dt {
font-weight: bold;
font-size: 1.1em;
}
.optional {
font-size: 1.3em;
}
.sig-paren {
font-size: larger;
}
.versionmodified {
font-style: italic;
}
.system-message {
background-color: #fda;
padding: 5px;
border: 3px solid red;
}
.footnote:target {
background-color: #ffa;
}
.line-block {
display: block;
margin-top: 1em;
margin-bottom: 1em;
}
.line-block .line-block {
margin-top: 0;
margin-bottom: 0;
margin-left: 1.5em;
}
.guilabel, .menuselection {
font-family: sans-serif;
}
.accelerator {
text-decoration: underline;
}
.classifier {
font-style: oblique;
}
.classifier:before {
font-style: normal;
margin: 0.5em;
content: ":";
}
abbr, acronym {
border-bottom: dotted 1px;
cursor: help;
}
/* -- code displays --------------------------------------------------------- */
pre {
overflow: auto;
overflow-y: hidden; /* fixes display issues on Chrome browsers */
}
span.pre {
-moz-hyphens: none;
-ms-hyphens: none;
-webkit-hyphens: none;
hyphens: none;
}
td.linenos pre {
padding: 5px 0px;
border: 0;
background-color: transparent;
color: #aaa;
}
table.highlighttable {
margin-left: 0.5em;
}
table.highlighttable td {
padding: 0 0.5em 0 0.5em;
}
div.code-block-caption {
padding: 2px 5px;
font-size: small;
}
div.code-block-caption code {
background-color: transparent;
}
div.code-block-caption + div > div.highlight > pre {
margin-top: 0;
}
div.doctest > div.highlight span.gp { /* gp: Generic.Prompt */
user-select: none;
}
div.code-block-caption span.caption-number {
padding: 0.1em 0.3em;
font-style: italic;
}
div.code-block-caption span.caption-text {
}
div.literal-block-wrapper {
padding: 1em 1em 0;
}
div.literal-block-wrapper div.highlight {
margin: 0;
}
code.descname {
background-color: transparent;
font-weight: bold;
font-size: 1.2em;
}
code.descclassname {
background-color: transparent;
}
code.xref, a code {
background-color: transparent;
font-weight: bold;
}
h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
background-color: transparent;
}
.viewcode-link {
float: right;
}
.viewcode-back {
float: right;
font-family: sans-serif;
}
div.viewcode-block:target {
margin: -1px -10px;
padding: 0 10px;
}
/* -- math display ---------------------------------------------------------- */
img.math {
vertical-align: middle;
}
div.body div.math p {
text-align: center;
}
span.eqno {
float: right;
}
span.eqno a.headerlink {
position: relative;
left: 0px;
z-index: 1;
}
div.math:hover a.headerlink {
visibility: visible;
}
/* -- printout stylesheet --------------------------------------------------- */
@media print {
div.document,
div.documentwrapper,
div.bodywrapper {
margin: 0 !important;
width: 100%;
}
div.sphinxsidebar,
div.related,
div.footer,
#top-link {
display: none;
}
}

@ -0,0 +1,266 @@
/*
* classic.css_t
* ~~~~~~~~~~~~~
*
* Sphinx stylesheet -- classic theme.
*
* :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
* :license: BSD, see LICENSE for details.
*
*/
@import url("basic.css");
/* -- page layout ----------------------------------------------------------- */
html {
/* CSS hack for macOS's scrollbar (see #1125) */
background-color: #FFFFFF;
}
body {
font-family: sans-serif;
font-size: 100%;
background-color: #11303d;
color: #000;
margin: 0;
padding: 0;
}
div.document {
background-color: #1c4e63;
}
div.documentwrapper {
float: left;
width: 100%;
}
div.bodywrapper {
margin: 0 0 0 230px;
}
div.body {
background-color: #ffffff;
color: #000000;
padding: 0 20px 30px 20px;
}
div.footer {
color: #ffffff;
width: 100%;
padding: 9px 0 9px 0;
text-align: center;
font-size: 75%;
}
div.footer a {
color: #ffffff;
text-decoration: underline;
}
div.related {
background-color: #133f52;
line-height: 30px;
color: #ffffff;
}
div.related a {
color: #ffffff;
}
div.sphinxsidebar {
}
div.sphinxsidebar h3 {
font-family: 'Trebuchet MS', sans-serif;
color: #ffffff;
font-size: 1.4em;
font-weight: normal;
margin: 0;
padding: 0;
}
div.sphinxsidebar h3 a {
color: #ffffff;
}
div.sphinxsidebar h4 {
font-family: 'Trebuchet MS', sans-serif;
color: #ffffff;
font-size: 1.3em;
font-weight: normal;
margin: 5px 0 0 0;
padding: 0;
}
div.sphinxsidebar p {
color: #ffffff;
}
div.sphinxsidebar p.topless {
margin: 5px 10px 10px 10px;
}
div.sphinxsidebar ul {
margin: 10px;
padding: 0;
color: #ffffff;
}
div.sphinxsidebar a {
color: #98dbcc;
}
div.sphinxsidebar input {
border: 1px solid #98dbcc;
font-family: sans-serif;
font-size: 1em;
}
/* -- hyperlink styles ------------------------------------------------------ */
a {
color: #355f7c;
text-decoration: none;
}
a:visited {
color: #355f7c;
text-decoration: none;
}
a:hover {
text-decoration: underline;
}
/* -- body styles ----------------------------------------------------------- */
div.body h1,
div.body h2,
div.body h3,
div.body h4,
div.body h5,
div.body h6 {
font-family: 'Trebuchet MS', sans-serif;
background-color: #f2f2f2;
font-weight: normal;
color: #20435c;
border-bottom: 1px solid #ccc;
margin: 20px -20px 10px -20px;
padding: 3px 0 3px 10px;
}
div.body h1 { margin-top: 0; font-size: 200%; }
div.body h2 { font-size: 160%; }
div.body h3 { font-size: 140%; }
div.body h4 { font-size: 120%; }
div.body h5 { font-size: 110%; }
div.body h6 { font-size: 100%; }
a.headerlink {
color: #c60f0f;
font-size: 0.8em;
padding: 0 4px 0 4px;
text-decoration: none;
}
a.headerlink:hover {
background-color: #c60f0f;
color: white;
}
div.body p, div.body dd, div.body li, div.body blockquote {
text-align: justify;
line-height: 130%;
}
div.admonition p.admonition-title + p {
display: inline;
}
div.admonition p {
margin-bottom: 5px;
}
div.admonition pre {
margin-bottom: 5px;
}
div.admonition ul, div.admonition ol {
margin-bottom: 5px;
}
div.note {
background-color: #eee;
border: 1px solid #ccc;
}
div.seealso {
background-color: #ffc;
border: 1px solid #ff6;
}
div.topic {
background-color: #eee;
}
div.warning {
background-color: #ffe4e4;
border: 1px solid #f66;
}
p.admonition-title {
display: inline;
}
p.admonition-title:after {
content: ":";
}
pre {
padding: 5px;
background-color: #eeffcc;
color: #333333;
line-height: 120%;
border: 1px solid #ac9;
border-left: none;
border-right: none;
}
code {
background-color: #ecf0f3;
padding: 0 1px 0 1px;
font-size: 0.95em;
}
th, dl.field-list > dt {
background-color: #ede;
}
.warning code {
background: #efc2c2;
}
.note code {
background: #d6d6d6;
}
.viewcode-back {
font-family: sans-serif;
}
div.viewcode-block:target {
background-color: #f4debf;
border-top: 1px solid #ac9;
border-bottom: 1px solid #ac9;
}
div.code-block-caption {
color: #efefef;
background-color: #1c4e63;
}

@ -0,0 +1 @@
.fa:before{-webkit-font-smoothing:antialiased}.clearfix{*zoom:1}.clearfix:before,.clearfix:after{display:table;content:""}.clearfix:after{clear:both}@font-face{font-family:FontAwesome;font-weight:normal;font-style:normal;src:url("../fonts/fontawesome-webfont.eot");src:url("../fonts/fontawesome-webfont.eot?#iefix") format("embedded-opentype"),url("../fonts/fontawesome-webfont.woff") format("woff"),url("../fonts/fontawesome-webfont.ttf") format("truetype"),url("../fonts/fontawesome-webfont.svg#FontAwesome") format("svg")}.fa:before{display:inline-block;font-family:FontAwesome;font-style:normal;font-weight:normal;line-height:1;text-decoration:inherit}a .fa{display:inline-block;text-decoration:inherit}li .fa{display:inline-block}li .fa-large:before,li .fa-large:before{width:1.875em}ul.fas{list-style-type:none;margin-left:2em;text-indent:-0.8em}ul.fas li .fa{width:.8em}ul.fas li .fa-large:before,ul.fas li .fa-large:before{vertical-align:baseline}.fa-book:before{content:""}.icon-book:before{content:""}.fa-caret-down:before{content:""}.icon-caret-down:before{content:""}.fa-caret-up:before{content:""}.icon-caret-up:before{content:""}.fa-caret-left:before{content:""}.icon-caret-left:before{content:""}.fa-caret-right:before{content:""}.icon-caret-right:before{content:""}.rst-versions{position:fixed;bottom:0;left:0;width:300px;color:#fcfcfc;background:#1f1d1d;font-family:"Lato","proxima-nova","Helvetica Neue",Arial,sans-serif;z-index:400}.rst-versions a{color:#2980B9;text-decoration:none}.rst-versions .rst-badge-small{display:none}.rst-versions .rst-current-version{padding:12px;background-color:#272525;display:block;text-align:right;font-size:90%;cursor:pointer;color:#27AE60;*zoom:1}.rst-versions .rst-current-version:before,.rst-versions .rst-current-version:after{display:table;content:""}.rst-versions .rst-current-version:after{clear:both}.rst-versions .rst-current-version .fa{color:#fcfcfc}.rst-versions .rst-current-version .fa-book{float:left}.rst-versions .rst-current-version .icon-book{float:left}.rst-versions .rst-current-version.rst-out-of-date{background-color:#E74C3C;color:#fff}.rst-versions .rst-current-version.rst-active-old-version{background-color:#F1C40F;color:#000}.rst-versions.shift-up{height:auto;max-height:100%;overflow-y:scroll}.rst-versions.shift-up .rst-other-versions{display:block}.rst-versions .rst-other-versions{font-size:90%;padding:12px;color:gray;display:none}.rst-versions .rst-other-versions hr{display:block;height:1px;border:0;margin:20px 0;padding:0;border-top:solid 1px #413d3d}.rst-versions .rst-other-versions dd{display:inline-block;margin:0}.rst-versions .rst-other-versions dd a{display:inline-block;padding:6px;color:#fcfcfc}.rst-versions.rst-badge{width:auto;bottom:20px;right:20px;left:auto;border:none;max-width:300px;max-height:90%}.rst-versions.rst-badge .icon-book{float:none}.rst-versions.rst-badge .fa-book{float:none}.rst-versions.rst-badge.shift-up .rst-current-version{text-align:right}.rst-versions.rst-badge.shift-up .rst-current-version .fa-book{float:left}.rst-versions.rst-badge.shift-up .rst-current-version .icon-book{float:left}.rst-versions.rst-badge .rst-current-version{width:auto;height:30px;line-height:30px;padding:0 6px;display:block;text-align:center}@media screen and (max-width: 768px){.rst-versions{width:85%;display:none}.rst-versions.shift{display:block}}

@ -0,0 +1,52 @@
/* Main colors from https://color.adobe.com/fr/Copy-of-NOUEBO-Original-color-theme-11116609 */
:root{
--main-bg-color: #324D5C;
--link-color: #14B278;
}
/* Header fonts y */
h1, h2, .rst-content .toctree-wrapper p.caption, h3, h4, h5, h6, legend, p.caption {
font-family: "Lato","proxima-nova","Helvetica Neue",Arial,sans-serif;
}
/* Docs background */
.wy-side-nav-search{
background-color: var(--main-bg-color);
}
/* Mobile version */
.wy-nav-top{
background-color: var(--main-bg-color);
}
/* Change link colors (except for the menu) */
a {
color: var(--link-color);
}
a:hover {
color: #4F778F;
}
.wy-menu a {
color: #b3b3b3;
}
.wy-menu a:hover {
color: #b3b3b3;
}
a.icon.icon-home {
color: #b3b3b3;
}
.version{
color: var(--link-color) !important;
}
/* Make code blocks have a background */
.codeblock,pre.literal-block,.rst-content .literal-block,.rst-content pre.literal-block,div[class^='highlight'] {
background: #f8f8f8;;
}

File diff suppressed because one or more lines are too long

@ -0,0 +1 @@
/* This file intentionally left blank. */

@ -0,0 +1 @@
@import url("classic.css");

@ -0,0 +1,315 @@
/*
* doctools.js
* ~~~~~~~~~~~
*
* Sphinx JavaScript utilities for all documentation.
*
* :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
* :license: BSD, see LICENSE for details.
*
*/
/**
* select a different prefix for underscore
*/
$u = _.noConflict();
/**
* make the code below compatible with browsers without
* an installed firebug like debugger
if (!window.console || !console.firebug) {
var names = ["log", "debug", "info", "warn", "error", "assert", "dir",
"dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace",
"profile", "profileEnd"];
window.console = {};
for (var i = 0; i < names.length; ++i)
window.console[names[i]] = function() {};
}
*/
/**
* small helper function to urldecode strings
*/
jQuery.urldecode = function(x) {
return decodeURIComponent(x).replace(/\+/g, ' ');
};
/**
* small helper function to urlencode strings
*/
jQuery.urlencode = encodeURIComponent;
/**
* This function returns the parsed url parameters of the
* current request. Multiple values per key are supported,
* it will always return arrays of strings for the value parts.
*/
jQuery.getQueryParameters = function(s) {
if (typeof s === 'undefined')
s = document.location.search;
var parts = s.substr(s.indexOf('?') + 1).split('&');
var result = {};
for (var i = 0; i < parts.length; i++) {
var tmp = parts[i].split('=', 2);
var key = jQuery.urldecode(tmp[0]);
var value = jQuery.urldecode(tmp[1]);
if (key in result)
result[key].push(value);
else
result[key] = [value];
}
return result;
};
/**
* highlight a given string on a jquery object by wrapping it in
* span elements with the given class name.
*/
jQuery.fn.highlightText = function(text, className) {
function highlight(node, addItems) {
if (node.nodeType === 3) {
var val = node.nodeValue;
var pos = val.toLowerCase().indexOf(text);
if (pos >= 0 &&
!jQuery(node.parentNode).hasClass(className) &&
!jQuery(node.parentNode).hasClass("nohighlight")) {
var span;
var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
if (isInSVG) {
span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
} else {
span = document.createElement("span");
span.className = className;
}
span.appendChild(document.createTextNode(val.substr(pos, text.length)));
node.parentNode.insertBefore(span, node.parentNode.insertBefore(
document.createTextNode(val.substr(pos + text.length)),
node.nextSibling));
node.nodeValue = val.substr(0, pos);
if (isInSVG) {
var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
var bbox = node.parentElement.getBBox();
rect.x.baseVal.value = bbox.x;
rect.y.baseVal.value = bbox.y;
rect.width.baseVal.value = bbox.width;
rect.height.baseVal.value = bbox.height;
rect.setAttribute('class', className);
addItems.push({
"parent": node.parentNode,
"target": rect});
}
}
}
else if (!jQuery(node).is("button, select, textarea")) {
jQuery.each(node.childNodes, function() {
highlight(this, addItems);
});
}
}
var addItems = [];
var result = this.each(function() {
highlight(this, addItems);
});
for (var i = 0; i < addItems.length; ++i) {
jQuery(addItems[i].parent).before(addItems[i].target);
}
return result;
};
/*
* backward compatibility for jQuery.browser
* This will be supported until firefox bug is fixed.
*/
if (!jQuery.browser) {
jQuery.uaMatch = function(ua) {
ua = ua.toLowerCase();
var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
/(webkit)[ \/]([\w.]+)/.exec(ua) ||
/(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
/(msie) ([\w.]+)/.exec(ua) ||
ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
[];
return {
browser: match[ 1 ] || "",
version: match[ 2 ] || "0"
};
};
jQuery.browser = {};
jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
}
/**
* Small JavaScript module for the documentation.
*/
var Documentation = {
init : function() {
this.fixFirefoxAnchorBug();
this.highlightSearchWords();
this.initIndexTable();
if (DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) {
this.initOnKeyListeners();
}
},
/**
* i18n support
*/
TRANSLATIONS : {},
PLURAL_EXPR : function(n) { return n === 1 ? 0 : 1; },
LOCALE : 'unknown',
// gettext and ngettext don't access this so that the functions
// can safely bound to a different name (_ = Documentation.gettext)
gettext : function(string) {
var translated = Documentation.TRANSLATIONS[string];
if (typeof translated === 'undefined')
return string;
return (typeof translated === 'string') ? translated : translated[0];
},
ngettext : function(singular, plural, n) {
var translated = Documentation.TRANSLATIONS[singular];
if (typeof translated === 'undefined')
return (n == 1) ? singular : plural;
return translated[Documentation.PLURALEXPR(n)];
},
addTranslations : function(catalog) {
for (var key in catalog.messages)
this.TRANSLATIONS[key] = catalog.messages[key];
this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')');
this.LOCALE = catalog.locale;
},
/**
* add context elements like header anchor links
*/
addContextElements : function() {
$('div[id] > :header:first').each(function() {
$('<a class="headerlink">\u00B6</a>').
attr('href', '#' + this.id).
attr('title', _('Permalink to this headline')).
appendTo(this);
});
$('dt[id]').each(function() {
$('<a class="headerlink">\u00B6</a>').
attr('href', '#' + this.id).
attr('title', _('Permalink to this definition')).
appendTo(this);
});
},
/**
* workaround a firefox stupidity
* see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075
*/
fixFirefoxAnchorBug : function() {
if (document.location.hash && $.browser.mozilla)
window.setTimeout(function() {
document.location.href += '';
}, 10);
},
/**
* highlight the search words provided in the url in the text
*/
highlightSearchWords : function() {
var params = $.getQueryParameters();
var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : [];
if (terms.length) {
var body = $('div.body');
if (!body.length) {
body = $('body');
}
window.setTimeout(function() {
$.each(terms, function() {
body.highlightText(this.toLowerCase(), 'highlighted');
});
}, 10);
$('<p class="highlight-link"><a href="javascript:Documentation.' +
'hideSearchWords()">' + _('Hide Search Matches') + '</a></p>')
.appendTo($('#searchbox'));
}
},
/**
* init the domain index toggle buttons
*/
initIndexTable : function() {
var togglers = $('img.toggler').click(function() {
var src = $(this).attr('src');
var idnum = $(this).attr('id').substr(7);
$('tr.cg-' + idnum).toggle();
if (src.substr(-9) === 'minus.png')
$(this).attr('src', src.substr(0, src.length-9) + 'plus.png');
else
$(this).attr('src', src.substr(0, src.length-8) + 'minus.png');
}).css('display', '');
if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) {
togglers.click();
}
},
/**
* helper function to hide the search marks again
*/
hideSearchWords : function() {
$('#searchbox .highlight-link').fadeOut(300);
$('span.highlighted').removeClass('highlighted');
},
/**
* make the url absolute
*/
makeURL : function(relativeURL) {
return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL;
},
/**
* get the current relative url
*/
getCurrentURL : function() {
var path = document.location.pathname;
var parts = path.split(/\//);
$.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() {
if (this === '..')
parts.pop();
});
var url = parts.join('/');
return path.substring(url.lastIndexOf('/') + 1, path.length - 1);
},
initOnKeyListeners: function() {
$(document).keydown(function(event) {
var activeElementType = document.activeElement.tagName;
// don't navigate when in search box or textarea
if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT'
&& !event.altKey && !event.ctrlKey && !event.metaKey && !event.shiftKey) {
switch (event.keyCode) {
case 37: // left
var prevHref = $('link[rel="prev"]').prop('href');
if (prevHref) {
window.location.href = prevHref;
return false;
}
case 39: // right
var nextHref = $('link[rel="next"]').prop('href');
if (nextHref) {
window.location.href = nextHref;
return false;
}
}
}
});
}
};
// quick alias for translations
_ = Documentation.gettext;
$(document).ready(function() {
Documentation.init();
});

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var DOCUMENTATION_OPTIONS = {
URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
VERSION: '1.0.0',
LANGUAGE: 'python',
COLLAPSE_INDEX: false,
BUILDER: 'html',
FILE_SUFFIX: '.html',
LINK_SUFFIX: '.html',
HAS_SOURCE: true,
SOURCELINK_SUFFIX: '.txt',
NAVIGATION_WITH_KEYS: false
};

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@ -0,0 +1,297 @@
/*
* language_data.js
* ~~~~~~~~~~~~~~~~
*
* This script contains the language-specific data used by searchtools.js,
* namely the list of stopwords, stemmer, scorer and splitter.
*
* :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
* :license: BSD, see LICENSE for details.
*
*/
var stopwords = ["a","and","are","as","at","be","but","by","for","if","in","into","is","it","near","no","not","of","on","or","such","that","the","their","then","there","these","they","this","to","was","will","with"];
/* Non-minified version JS is _stemmer.js if file is provided */
/**
* Porter Stemmer
*/
var Stemmer = function() {
var step2list = {
ational: 'ate',
tional: 'tion',
enci: 'ence',
anci: 'ance',
izer: 'ize',
bli: 'ble',
alli: 'al',
entli: 'ent',
eli: 'e',
ousli: 'ous',
ization: 'ize',
ation: 'ate',
ator: 'ate',
alism: 'al',
iveness: 'ive',
fulness: 'ful',
ousness: 'ous',
aliti: 'al',
iviti: 'ive',
biliti: 'ble',
logi: 'log'
};
var step3list = {
icate: 'ic',
ative: '',
alize: 'al',
iciti: 'ic',
ical: 'ic',
ful: '',
ness: ''
};
var c = "[^aeiou]"; // consonant
var v = "[aeiouy]"; // vowel
var C = c + "[^aeiouy]*"; // consonant sequence
var V = v + "[aeiou]*"; // vowel sequence
var mgr0 = "^(" + C + ")?" + V + C; // [C]VC... is m>0
var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$"; // [C]VC[V] is m=1
var mgr1 = "^(" + C + ")?" + V + C + V + C; // [C]VCVC... is m>1
var s_v = "^(" + C + ")?" + v; // vowel in stem
this.stemWord = function (w) {
var stem;
var suffix;
var firstch;
var origword = w;
if (w.length < 3)
return w;
var re;
var re2;
var re3;
var re4;
firstch = w.substr(0,1);
if (firstch == "y")
w = firstch.toUpperCase() + w.substr(1);
// Step 1a
re = /^(.+?)(ss|i)es$/;
re2 = /^(.+?)([^s])s$/;
if (re.test(w))
w = w.replace(re,"$1$2");
else if (re2.test(w))
w = w.replace(re2,"$1$2");
// Step 1b
re = /^(.+?)eed$/;
re2 = /^(.+?)(ed|ing)$/;
if (re.test(w)) {
var fp = re.exec(w);
re = new RegExp(mgr0);
if (re.test(fp[1])) {
re = /.$/;
w = w.replace(re,"");
}
}
else if (re2.test(w)) {
var fp = re2.exec(w);
stem = fp[1];
re2 = new RegExp(s_v);
if (re2.test(stem)) {
w = stem;
re2 = /(at|bl|iz)$/;
re3 = new RegExp("([^aeiouylsz])\\1$");
re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
if (re2.test(w))
w = w + "e";
else if (re3.test(w)) {
re = /.$/;
w = w.replace(re,"");
}
else if (re4.test(w))
w = w + "e";
}
}
// Step 1c
re = /^(.+?)y$/;
if (re.test(w)) {
var fp = re.exec(w);
stem = fp[1];
re = new RegExp(s_v);
if (re.test(stem))
w = stem + "i";
}
// Step 2
re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
if (re.test(w)) {
var fp = re.exec(w);
stem = fp[1];
suffix = fp[2];
re = new RegExp(mgr0);
if (re.test(stem))
w = stem + step2list[suffix];
}
// Step 3
re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
if (re.test(w)) {
var fp = re.exec(w);
stem = fp[1];
suffix = fp[2];
re = new RegExp(mgr0);
if (re.test(stem))
w = stem + step3list[suffix];
}
// Step 4
re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
re2 = /^(.+?)(s|t)(ion)$/;
if (re.test(w)) {
var fp = re.exec(w);
stem = fp[1];
re = new RegExp(mgr1);
if (re.test(stem))
w = stem;
}
else if (re2.test(w)) {
var fp = re2.exec(w);
stem = fp[1] + fp[2];
re2 = new RegExp(mgr1);
if (re2.test(stem))
w = stem;
}
// Step 5
re = /^(.+?)e$/;
if (re.test(w)) {
var fp = re.exec(w);
stem = fp[1];
re = new RegExp(mgr1);
re2 = new RegExp(meq1);
re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
w = stem;
}
re = /ll$/;
re2 = new RegExp(mgr1);
if (re.test(w) && re2.test(w)) {
re = /.$/;
w = w.replace(re,"");
}
// and turn initial Y back to y
if (firstch == "y")
w = firstch.toLowerCase() + w.substr(1);
return w;
}
}
var splitChars = (function() {
var result = {};
var singles = [96, 180, 187, 191, 215, 247, 749, 885, 903, 907, 909, 930, 1014, 1648,
1748, 1809, 2416, 2473, 2481, 2526, 2601, 2609, 2612, 2615, 2653, 2702,
2706, 2729, 2737, 2740, 2857, 2865, 2868, 2910, 2928, 2948, 2961, 2971,
2973, 3085, 3089, 3113, 3124, 3213, 3217, 3241, 3252, 3295, 3341, 3345,
3369, 3506, 3516, 3633, 3715, 3721, 3736, 3744, 3748, 3750, 3756, 3761,
3781, 3912, 4239, 4347, 4681, 4695, 4697, 4745, 4785, 4799, 4801, 4823,
4881, 5760, 5901, 5997, 6313, 7405, 8024, 8026, 8028, 8030, 8117, 8125,
8133, 8181, 8468, 8485, 8487, 8489, 8494, 8527, 11311, 11359, 11687, 11695,
11703, 11711, 11719, 11727, 11735, 12448, 12539, 43010, 43014, 43019, 43587,
43696, 43713, 64286, 64297, 64311, 64317, 64319, 64322, 64325, 65141];
var i, j, start, end;
for (i = 0; i < singles.length; i++) {
result[singles[i]] = true;
}
var ranges = [[0, 47], [58, 64], [91, 94], [123, 169], [171, 177], [182, 184], [706, 709],
[722, 735], [741, 747], [751, 879], [888, 889], [894, 901], [1154, 1161],
[1318, 1328], [1367, 1368], [1370, 1376], [1416, 1487], [1515, 1519], [1523, 1568],
[1611, 1631], [1642, 1645], [1750, 1764], [1767, 1773], [1789, 1790], [1792, 1807],
[1840, 1868], [1958, 1968], [1970, 1983], [2027, 2035], [2038, 2041], [2043, 2047],
[2070, 2073], [2075, 2083], [2085, 2087], [2089, 2307], [2362, 2364], [2366, 2383],
[2385, 2391], [2402, 2405], [2419, 2424], [2432, 2436], [2445, 2446], [2449, 2450],
[2483, 2485], [2490, 2492], [2494, 2509], [2511, 2523], [2530, 2533], [2546, 2547],
[2554, 2564], [2571, 2574], [2577, 2578], [2618, 2648], [2655, 2661], [2672, 2673],
[2677, 2692], [2746, 2748], [2750, 2767], [2769, 2783], [2786, 2789], [2800, 2820],
[2829, 2830], [2833, 2834], [2874, 2876], [2878, 2907], [2914, 2917], [2930, 2946],
[2955, 2957], [2966, 2968], [2976, 2978], [2981, 2983], [2987, 2989], [3002, 3023],
[3025, 3045], [3059, 3076], [3130, 3132], [3134, 3159], [3162, 3167], [3170, 3173],
[3184, 3191], [3199, 3204], [3258, 3260], [3262, 3293], [3298, 3301], [3312, 3332],
[3386, 3388], [3390, 3423], [3426, 3429], [3446, 3449], [3456, 3460], [3479, 3481],
[3518, 3519], [3527, 3584], [3636, 3647], [3655, 3663], [3674, 3712], [3717, 3718],
[3723, 3724], [3726, 3731], [3752, 3753], [3764, 3772], [3774, 3775], [3783, 3791],
[3802, 3803], [3806, 3839], [3841, 3871], [3892, 3903], [3949, 3975], [3980, 4095],
[4139, 4158], [4170, 4175], [4182, 4185], [4190, 4192], [4194, 4196], [4199, 4205],
[4209, 4212], [4226, 4237], [4250, 4255], [4294, 4303], [4349, 4351], [4686, 4687],
[4702, 4703], [4750, 4751], [4790, 4791], [4806, 4807], [4886, 4887], [4955, 4968],
[4989, 4991], [5008, 5023], [5109, 5120], [5741, 5742], [5787, 5791], [5867, 5869],
[5873, 5887], [5906, 5919], [5938, 5951], [5970, 5983], [6001, 6015], [6068, 6102],
[6104, 6107], [6109, 6111], [6122, 6127], [6138, 6159], [6170, 6175], [6264, 6271],
[6315, 6319], [6390, 6399], [6429, 6469], [6510, 6511], [6517, 6527], [6572, 6592],
[6600, 6607], [6619, 6655], [6679, 6687], [6741, 6783], [6794, 6799], [6810, 6822],
[6824, 6916], [6964, 6980], [6988, 6991], [7002, 7042], [7073, 7085], [7098, 7167],
[7204, 7231], [7242, 7244], [7294, 7400], [7410, 7423], [7616, 7679], [7958, 7959],
[7966, 7967], [8006, 8007], [8014, 8015], [8062, 8063], [8127, 8129], [8141, 8143],
[8148, 8149], [8156, 8159], [8173, 8177], [8189, 8303], [8306, 8307], [8314, 8318],
[8330, 8335], [8341, 8449], [8451, 8454], [8456, 8457], [8470, 8472], [8478, 8483],
[8506, 8507], [8512, 8516], [8522, 8525], [8586, 9311], [9372, 9449], [9472, 10101],
[10132, 11263], [11493, 11498], [11503, 11516], [11518, 11519], [11558, 11567],
[11622, 11630], [11632, 11647], [11671, 11679], [11743, 11822], [11824, 12292],
[12296, 12320], [12330, 12336], [12342, 12343], [12349, 12352], [12439, 12444],
[12544, 12548], [12590, 12592], [12687, 12689], [12694, 12703], [12728, 12783],
[12800, 12831], [12842, 12880], [12896, 12927], [12938, 12976], [12992, 13311],
[19894, 19967], [40908, 40959], [42125, 42191], [42238, 42239], [42509, 42511],
[42540, 42559], [42592, 42593], [42607, 42622], [42648, 42655], [42736, 42774],
[42784, 42785], [42889, 42890], [42893, 43002], [43043, 43055], [43062, 43071],
[43124, 43137], [43188, 43215], [43226, 43249], [43256, 43258], [43260, 43263],
[43302, 43311], [43335, 43359], [43389, 43395], [43443, 43470], [43482, 43519],
[43561, 43583], [43596, 43599], [43610, 43615], [43639, 43641], [43643, 43647],
[43698, 43700], [43703, 43704], [43710, 43711], [43715, 43738], [43742, 43967],
[44003, 44015], [44026, 44031], [55204, 55215], [55239, 55242], [55292, 55295],
[57344, 63743], [64046, 64047], [64110, 64111], [64218, 64255], [64263, 64274],
[64280, 64284], [64434, 64466], [64830, 64847], [64912, 64913], [64968, 65007],
[65020, 65135], [65277, 65295], [65306, 65312], [65339, 65344], [65371, 65381],
[65471, 65473], [65480, 65481], [65488, 65489], [65496, 65497]];
for (i = 0; i < ranges.length; i++) {
start = ranges[i][0];
end = ranges[i][1];
for (j = start; j <= end; j++) {
result[j] = true;
}
}
return result;
})();
function splitQuery(query) {
var result = [];
var start = -1;
for (var i = 0; i < query.length; i++) {
if (splitChars[query.charCodeAt(i)]) {
if (start !== -1) {
result.push(query.slice(start, i));
start = -1;
}
} else if (start === -1) {
start = i;
}
}
if (start !== -1) {
result.push(query.slice(start));
}
return result;
}

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@ -0,0 +1,69 @@
.highlight .hll { background-color: #ffffcc }
.highlight { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
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.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
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.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */

@ -0,0 +1,515 @@
/*
* searchtools.js
* ~~~~~~~~~~~~~~~~
*
* Sphinx JavaScript utilities for the full-text search.
*
* :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
* :license: BSD, see LICENSE for details.
*
*/
if (!Scorer) {
/**
* Simple result scoring code.
*/
var Scorer = {
// Implement the following function to further tweak the score for each result
// The function takes a result array [filename, title, anchor, descr, score]
// and returns the new score.
/*
score: function(result) {
return result[4];
},
*/
// query matches the full name of an object
objNameMatch: 11,
// or matches in the last dotted part of the object name
objPartialMatch: 6,
// Additive scores depending on the priority of the object
objPrio: {0: 15, // used to be importantResults
1: 5, // used to be objectResults
2: -5}, // used to be unimportantResults
// Used when the priority is not in the mapping.
objPrioDefault: 0,
// query found in title
title: 15,
partialTitle: 7,
// query found in terms
term: 5,
partialTerm: 2
};
}
if (!splitQuery) {
function splitQuery(query) {
return query.split(/\s+/);
}
}
/**
* Search Module
*/
var Search = {
_index : null,
_queued_query : null,
_pulse_status : -1,
htmlToText : function(htmlString) {
var htmlElement = document.createElement('span');
htmlElement.innerHTML = htmlString;
$(htmlElement).find('.headerlink').remove();
docContent = $(htmlElement).find('[role=main]')[0];
if(docContent === undefined) {
console.warn("Content block not found. Sphinx search tries to obtain it " +
"via '[role=main]'. Could you check your theme or template.");
return "";
}
return docContent.textContent || docContent.innerText;
},
init : function() {
var params = $.getQueryParameters();
if (params.q) {
var query = params.q[0];
$('input[name="q"]')[0].value = query;
this.performSearch(query);
}
},
loadIndex : function(url) {
$.ajax({type: "GET", url: url, data: null,
dataType: "script", cache: true,
complete: function(jqxhr, textstatus) {
if (textstatus != "success") {
document.getElementById("searchindexloader").src = url;
}
}});
},
setIndex : function(index) {
var q;
this._index = index;
if ((q = this._queued_query) !== null) {
this._queued_query = null;
Search.query(q);
}
},
hasIndex : function() {
return this._index !== null;
},
deferQuery : function(query) {
this._queued_query = query;
},
stopPulse : function() {
this._pulse_status = 0;
},
startPulse : function() {
if (this._pulse_status >= 0)
return;
function pulse() {
var i;
Search._pulse_status = (Search._pulse_status + 1) % 4;
var dotString = '';
for (i = 0; i < Search._pulse_status; i++)
dotString += '.';
Search.dots.text(dotString);
if (Search._pulse_status > -1)
window.setTimeout(pulse, 500);
}
pulse();
},
/**
* perform a search for something (or wait until index is loaded)
*/
performSearch : function(query) {
// create the required interface elements
this.out = $('#search-results');
this.title = $('<h2>' + _('Searching') + '</h2>').appendTo(this.out);
this.dots = $('<span></span>').appendTo(this.title);
this.status = $('<p class="search-summary">&nbsp;</p>').appendTo(this.out);
this.output = $('<ul class="search"/>').appendTo(this.out);
$('#search-progress').text(_('Preparing search...'));
this.startPulse();
// index already loaded, the browser was quick!
if (this.hasIndex())
this.query(query);
else
this.deferQuery(query);
},
/**
* execute search (requires search index to be loaded)
*/
query : function(query) {
var i;
// stem the searchterms and add them to the correct list
var stemmer = new Stemmer();
var searchterms = [];
var excluded = [];
var hlterms = [];
var tmp = splitQuery(query);
var objectterms = [];
for (i = 0; i < tmp.length; i++) {
if (tmp[i] !== "") {
objectterms.push(tmp[i].toLowerCase());
}
if ($u.indexOf(stopwords, tmp[i].toLowerCase()) != -1 || tmp[i].match(/^\d+$/) ||
tmp[i] === "") {
// skip this "word"
continue;
}
// stem the word
var word = stemmer.stemWord(tmp[i].toLowerCase());
// prevent stemmer from cutting word smaller than two chars
if(word.length < 3 && tmp[i].length >= 3) {
word = tmp[i];
}
var toAppend;
// select the correct list
if (word[0] == '-') {
toAppend = excluded;
word = word.substr(1);
}
else {
toAppend = searchterms;
hlterms.push(tmp[i].toLowerCase());
}
// only add if not already in the list
if (!$u.contains(toAppend, word))
toAppend.push(word);
}
var highlightstring = '?highlight=' + $.urlencode(hlterms.join(" "));
// console.debug('SEARCH: searching for:');
// console.info('required: ', searchterms);
// console.info('excluded: ', excluded);
// prepare search
var terms = this._index.terms;
var titleterms = this._index.titleterms;
// array of [filename, title, anchor, descr, score]
var results = [];
$('#search-progress').empty();
// lookup as object
for (i = 0; i < objectterms.length; i++) {
var others = [].concat(objectterms.slice(0, i),
objectterms.slice(i+1, objectterms.length));
results = results.concat(this.performObjectSearch(objectterms[i], others));
}
// lookup as search terms in fulltext
results = results.concat(this.performTermsSearch(searchterms, excluded, terms, titleterms));
// let the scorer override scores with a custom scoring function
if (Scorer.score) {
for (i = 0; i < results.length; i++)
results[i][4] = Scorer.score(results[i]);
}
// now sort the results by score (in opposite order of appearance, since the
// display function below uses pop() to retrieve items) and then
// alphabetically
results.sort(function(a, b) {
var left = a[4];
var right = b[4];
if (left > right) {
return 1;
} else if (left < right) {
return -1;
} else {
// same score: sort alphabetically
left = a[1].toLowerCase();
right = b[1].toLowerCase();
return (left > right) ? -1 : ((left < right) ? 1 : 0);
}
});
// for debugging
//Search.lastresults = results.slice(); // a copy
//console.info('search results:', Search.lastresults);
// print the results
var resultCount = results.length;
function displayNextItem() {
// results left, load the summary and display it
if (results.length) {
var item = results.pop();
var listItem = $('<li style="display:none"></li>');
var requestUrl = "";
var linkUrl = "";
if (DOCUMENTATION_OPTIONS.BUILDER === 'dirhtml') {
// dirhtml builder
var dirname = item[0] + '/';
if (dirname.match(/\/index\/$/)) {
dirname = dirname.substring(0, dirname.length-6);
} else if (dirname == 'index/') {
dirname = '';
}
requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + dirname;
linkUrl = requestUrl;
} else {
// normal html builders
requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + item[0] + DOCUMENTATION_OPTIONS.FILE_SUFFIX;
linkUrl = item[0] + DOCUMENTATION_OPTIONS.LINK_SUFFIX;
}
listItem.append($('<a/>').attr('href',
linkUrl +
highlightstring + item[2]).html(item[1]));
if (item[3]) {
listItem.append($('<span> (' + item[3] + ')</span>'));
Search.output.append(listItem);
listItem.slideDown(5, function() {
displayNextItem();
});
} else if (DOCUMENTATION_OPTIONS.HAS_SOURCE) {
$.ajax({url: requestUrl,
dataType: "text",
complete: function(jqxhr, textstatus) {
var data = jqxhr.responseText;
if (data !== '' && data !== undefined) {
listItem.append(Search.makeSearchSummary(data, searchterms, hlterms));
}
Search.output.append(listItem);
listItem.slideDown(5, function() {
displayNextItem();
});
}});
} else {
// no source available, just display title
Search.output.append(listItem);
listItem.slideDown(5, function() {
displayNextItem();
});
}
}
// search finished, update title and status message
else {
Search.stopPulse();
Search.title.text(_('Search Results'));
if (!resultCount)
Search.status.text(_('Your search did not match any documents. Please make sure that all words are spelled correctly and that you\'ve selected enough categories.'));
else
Search.status.text(_('Search finished, found %s page(s) matching the search query.').replace('%s', resultCount));
Search.status.fadeIn(500);
}
}
displayNextItem();
},
/**
* search for object names
*/
performObjectSearch : function(object, otherterms) {
var filenames = this._index.filenames;
var docnames = this._index.docnames;
var objects = this._index.objects;
var objnames = this._index.objnames;
var titles = this._index.titles;
var i;
var results = [];
for (var prefix in objects) {
for (var name in objects[prefix]) {
var fullname = (prefix ? prefix + '.' : '') + name;
var fullnameLower = fullname.toLowerCase()
if (fullnameLower.indexOf(object) > -1) {
var score = 0;
var parts = fullnameLower.split('.');
// check for different match types: exact matches of full name or
// "last name" (i.e. last dotted part)
if (fullnameLower == object || parts[parts.length - 1] == object) {
score += Scorer.objNameMatch;
// matches in last name
} else if (parts[parts.length - 1].indexOf(object) > -1) {
score += Scorer.objPartialMatch;
}
var match = objects[prefix][name];
var objname = objnames[match[1]][2];
var title = titles[match[0]];
// If more than one term searched for, we require other words to be
// found in the name/title/description
if (otherterms.length > 0) {
var haystack = (prefix + ' ' + name + ' ' +
objname + ' ' + title).toLowerCase();
var allfound = true;
for (i = 0; i < otherterms.length; i++) {
if (haystack.indexOf(otherterms[i]) == -1) {
allfound = false;
break;
}
}
if (!allfound) {
continue;
}
}
var descr = objname + _(', in ') + title;
var anchor = match[3];
if (anchor === '')
anchor = fullname;
else if (anchor == '-')
anchor = objnames[match[1]][1] + '-' + fullname;
// add custom score for some objects according to scorer
if (Scorer.objPrio.hasOwnProperty(match[2])) {
score += Scorer.objPrio[match[2]];
} else {
score += Scorer.objPrioDefault;
}
results.push([docnames[match[0]], fullname, '#'+anchor, descr, score, filenames[match[0]]]);
}
}
}
return results;
},
/**
* search for full-text terms in the index
*/
performTermsSearch : function(searchterms, excluded, terms, titleterms) {
var docnames = this._index.docnames;
var filenames = this._index.filenames;
var titles = this._index.titles;
var i, j, file;
var fileMap = {};
var scoreMap = {};
var results = [];
// perform the search on the required terms
for (i = 0; i < searchterms.length; i++) {
var word = searchterms[i];
var files = [];
var _o = [
{files: terms[word], score: Scorer.term},
{files: titleterms[word], score: Scorer.title}
];
// add support for partial matches
if (word.length > 2) {
for (var w in terms) {
if (w.match(word) && !terms[word]) {
_o.push({files: terms[w], score: Scorer.partialTerm})
}
}
for (var w in titleterms) {
if (w.match(word) && !titleterms[word]) {
_o.push({files: titleterms[w], score: Scorer.partialTitle})
}
}
}
// no match but word was a required one
if ($u.every(_o, function(o){return o.files === undefined;})) {
break;
}
// found search word in contents
$u.each(_o, function(o) {
var _files = o.files;
if (_files === undefined)
return
if (_files.length === undefined)
_files = [_files];
files = files.concat(_files);
// set score for the word in each file to Scorer.term
for (j = 0; j < _files.length; j++) {
file = _files[j];
if (!(file in scoreMap))
scoreMap[file] = {};
scoreMap[file][word] = o.score;
}
});
// create the mapping
for (j = 0; j < files.length; j++) {
file = files[j];
if (file in fileMap && fileMap[file].indexOf(word) === -1)
fileMap[file].push(word);
else
fileMap[file] = [word];
}
}
// now check if the files don't contain excluded terms
for (file in fileMap) {
var valid = true;
// check if all requirements are matched
var filteredTermCount = // as search terms with length < 3 are discarded: ignore
searchterms.filter(function(term){return term.length > 2}).length
if (
fileMap[file].length != searchterms.length &&
fileMap[file].length != filteredTermCount
) continue;
// ensure that none of the excluded terms is in the search result
for (i = 0; i < excluded.length; i++) {
if (terms[excluded[i]] == file ||
titleterms[excluded[i]] == file ||
$u.contains(terms[excluded[i]] || [], file) ||
$u.contains(titleterms[excluded[i]] || [], file)) {
valid = false;
break;
}
}
// if we have still a valid result we can add it to the result list
if (valid) {
// select one (max) score for the file.
// for better ranking, we should calculate ranking by using words statistics like basic tf-idf...
var score = $u.max($u.map(fileMap[file], function(w){return scoreMap[file][w]}));
results.push([docnames[file], titles[file], '', null, score, filenames[file]]);
}
}
return results;
},
/**
* helper function to return a node containing the
* search summary for a given text. keywords is a list
* of stemmed words, hlwords is the list of normal, unstemmed
* words. the first one is used to find the occurrence, the
* latter for highlighting it.
*/
makeSearchSummary : function(htmlText, keywords, hlwords) {
var text = Search.htmlToText(htmlText);
var textLower = text.toLowerCase();
var start = 0;
$.each(keywords, function() {
var i = textLower.indexOf(this.toLowerCase());
if (i > -1)
start = i;
});
start = Math.max(start - 120, 0);
var excerpt = ((start > 0) ? '...' : '') +
$.trim(text.substr(start, 240)) +
((start + 240 - text.length) ? '...' : '');
var rv = $('<div class="context"></div>').text(excerpt);
$.each(hlwords, function() {
rv = rv.highlightText(this, 'highlighted');
});
return rv;
}
};
$(document).ready(function() {
Search.init();
});

@ -0,0 +1,159 @@
/*
* sidebar.js
* ~~~~~~~~~~
*
* This script makes the Sphinx sidebar collapsible.
*
* .sphinxsidebar contains .sphinxsidebarwrapper. This script adds
* in .sphixsidebar, after .sphinxsidebarwrapper, the #sidebarbutton
* used to collapse and expand the sidebar.
*
* When the sidebar is collapsed the .sphinxsidebarwrapper is hidden
* and the width of the sidebar and the margin-left of the document
* are decreased. When the sidebar is expanded the opposite happens.
* This script saves a per-browser/per-session cookie used to
* remember the position of the sidebar among the pages.
* Once the browser is closed the cookie is deleted and the position
* reset to the default (expanded).
*
* :copyright: Copyright 2007-2020 by the Sphinx team, see AUTHORS.
* :license: BSD, see LICENSE for details.
*
*/
$(function() {
// global elements used by the functions.
// the 'sidebarbutton' element is defined as global after its
// creation, in the add_sidebar_button function
var bodywrapper = $('.bodywrapper');
var sidebar = $('.sphinxsidebar');
var sidebarwrapper = $('.sphinxsidebarwrapper');
// for some reason, the document has no sidebar; do not run into errors
if (!sidebar.length) return;
// original margin-left of the bodywrapper and width of the sidebar
// with the sidebar expanded
var bw_margin_expanded = bodywrapper.css('margin-left');
var ssb_width_expanded = sidebar.width();
// margin-left of the bodywrapper and width of the sidebar
// with the sidebar collapsed
var bw_margin_collapsed = '.8em';
var ssb_width_collapsed = '.8em';
// colors used by the current theme
var dark_color = $('.related').css('background-color');
var light_color = $('.document').css('background-color');
function sidebar_is_collapsed() {
return sidebarwrapper.is(':not(:visible)');
}
function toggle_sidebar() {
if (sidebar_is_collapsed())
expand_sidebar();
else
collapse_sidebar();
}
function collapse_sidebar() {
sidebarwrapper.hide();
sidebar.css('width', ssb_width_collapsed);
bodywrapper.css('margin-left', bw_margin_collapsed);
sidebarbutton.css({
'margin-left': '0',
'height': bodywrapper.height()
});
sidebarbutton.find('span').text('»');
sidebarbutton.attr('title', _('Expand sidebar'));
document.cookie = 'sidebar=collapsed';
}
function expand_sidebar() {
bodywrapper.css('margin-left', bw_margin_expanded);
sidebar.css('width', ssb_width_expanded);
sidebarwrapper.show();
sidebarbutton.css({
'margin-left': ssb_width_expanded-12,
'height': bodywrapper.height()
});
sidebarbutton.find('span').text('«');
sidebarbutton.attr('title', _('Collapse sidebar'));
document.cookie = 'sidebar=expanded';
}
function add_sidebar_button() {
sidebarwrapper.css({
'float': 'left',
'margin-right': '0',
'width': ssb_width_expanded - 28
});
// create the button
sidebar.append(
'<div id="sidebarbutton"><span>&laquo;</span></div>'
);
var sidebarbutton = $('#sidebarbutton');
light_color = sidebarbutton.css('background-color');
// find the height of the viewport to center the '<<' in the page
var viewport_height;
if (window.innerHeight)
viewport_height = window.innerHeight;
else
viewport_height = $(window).height();
sidebarbutton.find('span').css({
'display': 'block',
'margin-top': (viewport_height - sidebar.position().top - 20) / 2
});
sidebarbutton.click(toggle_sidebar);
sidebarbutton.attr('title', _('Collapse sidebar'));
sidebarbutton.css({
'color': '#FFFFFF',
'border-left': '1px solid ' + dark_color,
'font-size': '1.2em',
'cursor': 'pointer',
'height': bodywrapper.height(),
'padding-top': '1px',
'margin-left': ssb_width_expanded - 12
});
sidebarbutton.hover(
function () {
$(this).css('background-color', dark_color);
},
function () {
$(this).css('background-color', light_color);
}
);
}
function set_position_from_cookie() {
if (!document.cookie)
return;
var items = document.cookie.split(';');
for(var k=0; k<items.length; k++) {
var key_val = items[k].split('=');
var key = key_val[0].replace(/ /, ""); // strip leading spaces
if (key == 'sidebar') {
var value = key_val[1];
if ((value == 'collapsed') && (!sidebar_is_collapsed()))
collapse_sidebar();
else if ((value == 'expanded') && (sidebar_is_collapsed()))
expand_sidebar();
}
}
}
add_sidebar_button();
var sidebarbutton = $('#sidebarbutton');
set_position_from_cookie();
});

@ -0,0 +1,999 @@
// Underscore.js 1.3.1
// (c) 2009-2012 Jeremy Ashkenas, DocumentCloud Inc.
// Underscore is freely distributable under the MIT license.
// Portions of Underscore are inspired or borrowed from Prototype,
// Oliver Steele's Functional, and John Resig's Micro-Templating.
// For all details and documentation:
// http://documentcloud.github.com/underscore
(function() {
// Baseline setup
// --------------
// Establish the root object, `window` in the browser, or `global` on the server.
var root = this;
// Save the previous value of the `_` variable.
var previousUnderscore = root._;
// Establish the object that gets returned to break out of a loop iteration.
var breaker = {};
// Save bytes in the minified (but not gzipped) version:
var ArrayProto = Array.prototype, ObjProto = Object.prototype, FuncProto = Function.prototype;
// Create quick reference variables for speed access to core prototypes.
var slice = ArrayProto.slice,
unshift = ArrayProto.unshift,
toString = ObjProto.toString,
hasOwnProperty = ObjProto.hasOwnProperty;
// All **ECMAScript 5** native function implementations that we hope to use
// are declared here.
var
nativeForEach = ArrayProto.forEach,
nativeMap = ArrayProto.map,
nativeReduce = ArrayProto.reduce,
nativeReduceRight = ArrayProto.reduceRight,
nativeFilter = ArrayProto.filter,
nativeEvery = ArrayProto.every,
nativeSome = ArrayProto.some,
nativeIndexOf = ArrayProto.indexOf,
nativeLastIndexOf = ArrayProto.lastIndexOf,
nativeIsArray = Array.isArray,
nativeKeys = Object.keys,
nativeBind = FuncProto.bind;
// Create a safe reference to the Underscore object for use below.
var _ = function(obj) { return new wrapper(obj); };
// Export the Underscore object for **Node.js**, with
// backwards-compatibility for the old `require()` API. If we're in
// the browser, add `_` as a global object via a string identifier,
// for Closure Compiler "advanced" mode.
if (typeof exports !== 'undefined') {
if (typeof module !== 'undefined' && module.exports) {
exports = module.exports = _;
}
exports._ = _;
} else {
root['_'] = _;
}
// Current version.
_.VERSION = '1.3.1';
// Collection Functions
// --------------------
// The cornerstone, an `each` implementation, aka `forEach`.
// Handles objects with the built-in `forEach`, arrays, and raw objects.
// Delegates to **ECMAScript 5**'s native `forEach` if available.
var each = _.each = _.forEach = function(obj, iterator, context) {
if (obj == null) return;
if (nativeForEach && obj.forEach === nativeForEach) {
obj.forEach(iterator, context);
} else if (obj.length === +obj.length) {
for (var i = 0, l = obj.length; i < l; i++) {
if (i in obj && iterator.call(context, obj[i], i, obj) === breaker) return;
}
} else {
for (var key in obj) {
if (_.has(obj, key)) {
if (iterator.call(context, obj[key], key, obj) === breaker) return;
}
}
}
};
// Return the results of applying the iterator to each element.
// Delegates to **ECMAScript 5**'s native `map` if available.
_.map = _.collect = function(obj, iterator, context) {
var results = [];
if (obj == null) return results;
if (nativeMap && obj.map === nativeMap) return obj.map(iterator, context);
each(obj, function(value, index, list) {
results[results.length] = iterator.call(context, value, index, list);
});
if (obj.length === +obj.length) results.length = obj.length;
return results;
};
// **Reduce** builds up a single result from a list of values, aka `inject`,
// or `foldl`. Delegates to **ECMAScript 5**'s native `reduce` if available.
_.reduce = _.foldl = _.inject = function(obj, iterator, memo, context) {
var initial = arguments.length > 2;
if (obj == null) obj = [];
if (nativeReduce && obj.reduce === nativeReduce) {
if (context) iterator = _.bind(iterator, context);
return initial ? obj.reduce(iterator, memo) : obj.reduce(iterator);
}
each(obj, function(value, index, list) {
if (!initial) {
memo = value;
initial = true;
} else {
memo = iterator.call(context, memo, value, index, list);
}
});
if (!initial) throw new TypeError('Reduce of empty array with no initial value');
return memo;
};
// The right-associative version of reduce, also known as `foldr`.
// Delegates to **ECMAScript 5**'s native `reduceRight` if available.
_.reduceRight = _.foldr = function(obj, iterator, memo, context) {
var initial = arguments.length > 2;
if (obj == null) obj = [];
if (nativeReduceRight && obj.reduceRight === nativeReduceRight) {
if (context) iterator = _.bind(iterator, context);
return initial ? obj.reduceRight(iterator, memo) : obj.reduceRight(iterator);
}
var reversed = _.toArray(obj).reverse();
if (context && !initial) iterator = _.bind(iterator, context);
return initial ? _.reduce(reversed, iterator, memo, context) : _.reduce(reversed, iterator);
};
// Return the first value which passes a truth test. Aliased as `detect`.
_.find = _.detect = function(obj, iterator, context) {
var result;
any(obj, function(value, index, list) {
if (iterator.call(context, value, index, list)) {
result = value;
return true;
}
});
return result;
};
// Return all the elements that pass a truth test.
// Delegates to **ECMAScript 5**'s native `filter` if available.
// Aliased as `select`.
_.filter = _.select = function(obj, iterator, context) {
var results = [];
if (obj == null) return results;
if (nativeFilter && obj.filter === nativeFilter) return obj.filter(iterator, context);
each(obj, function(value, index, list) {
if (iterator.call(context, value, index, list)) results[results.length] = value;
});
return results;
};
// Return all the elements for which a truth test fails.
_.reject = function(obj, iterator, context) {
var results = [];
if (obj == null) return results;
each(obj, function(value, index, list) {
if (!iterator.call(context, value, index, list)) results[results.length] = value;
});
return results;
};
// Determine whether all of the elements match a truth test.
// Delegates to **ECMAScript 5**'s native `every` if available.
// Aliased as `all`.
_.every = _.all = function(obj, iterator, context) {
var result = true;
if (obj == null) return result;
if (nativeEvery && obj.every === nativeEvery) return obj.every(iterator, context);
each(obj, function(value, index, list) {
if (!(result = result && iterator.call(context, value, index, list))) return breaker;
});
return result;
};
// Determine if at least one element in the object matches a truth test.
// Delegates to **ECMAScript 5**'s native `some` if available.
// Aliased as `any`.
var any = _.some = _.any = function(obj, iterator, context) {
iterator || (iterator = _.identity);
var result = false;
if (obj == null) return result;
if (nativeSome && obj.some === nativeSome) return obj.some(iterator, context);
each(obj, function(value, index, list) {
if (result || (result = iterator.call(context, value, index, list))) return breaker;
});
return !!result;
};
// Determine if a given value is included in the array or object using `===`.
// Aliased as `contains`.
_.include = _.contains = function(obj, target) {
var found = false;
if (obj == null) return found;
if (nativeIndexOf && obj.indexOf === nativeIndexOf) return obj.indexOf(target) != -1;
found = any(obj, function(value) {
return value === target;
});
return found;
};
// Invoke a method (with arguments) on every item in a collection.
_.invoke = function(obj, method) {
var args = slice.call(arguments, 2);
return _.map(obj, function(value) {
return (_.isFunction(method) ? method || value : value[method]).apply(value, args);
});
};
// Convenience version of a common use case of `map`: fetching a property.
_.pluck = function(obj, key) {
return _.map(obj, function(value){ return value[key]; });
};
// Return the maximum element or (element-based computation).
_.max = function(obj, iterator, context) {
if (!iterator && _.isArray(obj)) return Math.max.apply(Math, obj);
if (!iterator && _.isEmpty(obj)) return -Infinity;
var result = {computed : -Infinity};
each(obj, function(value, index, list) {
var computed = iterator ? iterator.call(context, value, index, list) : value;
computed >= result.computed && (result = {value : value, computed : computed});
});
return result.value;
};
// Return the minimum element (or element-based computation).
_.min = function(obj, iterator, context) {
if (!iterator && _.isArray(obj)) return Math.min.apply(Math, obj);
if (!iterator && _.isEmpty(obj)) return Infinity;
var result = {computed : Infinity};
each(obj, function(value, index, list) {
var computed = iterator ? iterator.call(context, value, index, list) : value;
computed < result.computed && (result = {value : value, computed : computed});
});
return result.value;
};
// Shuffle an array.
_.shuffle = function(obj) {
var shuffled = [], rand;
each(obj, function(value, index, list) {
if (index == 0) {
shuffled[0] = value;
} else {
rand = Math.floor(Math.random() * (index + 1));
shuffled[index] = shuffled[rand];
shuffled[rand] = value;
}
});
return shuffled;
};
// Sort the object's values by a criterion produced by an iterator.
_.sortBy = function(obj, iterator, context) {
return _.pluck(_.map(obj, function(value, index, list) {
return {
value : value,
criteria : iterator.call(context, value, index, list)
};
}).sort(function(left, right) {
var a = left.criteria, b = right.criteria;
return a < b ? -1 : a > b ? 1 : 0;
}), 'value');
};
// Groups the object's values by a criterion. Pass either a string attribute
// to group by, or a function that returns the criterion.
_.groupBy = function(obj, val) {
var result = {};
var iterator = _.isFunction(val) ? val : function(obj) { return obj[val]; };
each(obj, function(value, index) {
var key = iterator(value, index);
(result[key] || (result[key] = [])).push(value);
});
return result;
};
// Use a comparator function to figure out at what index an object should
// be inserted so as to maintain order. Uses binary search.
_.sortedIndex = function(array, obj, iterator) {
iterator || (iterator = _.identity);
var low = 0, high = array.length;
while (low < high) {
var mid = (low + high) >> 1;
iterator(array[mid]) < iterator(obj) ? low = mid + 1 : high = mid;
}
return low;
};
// Safely convert anything iterable into a real, live array.
_.toArray = function(iterable) {
if (!iterable) return [];
if (iterable.toArray) return iterable.toArray();
if (_.isArray(iterable)) return slice.call(iterable);
if (_.isArguments(iterable)) return slice.call(iterable);
return _.values(iterable);
};
// Return the number of elements in an object.
_.size = function(obj) {
return _.toArray(obj).length;
};
// Array Functions
// ---------------
// Get the first element of an array. Passing **n** will return the first N
// values in the array. Aliased as `head`. The **guard** check allows it to work
// with `_.map`.
_.first = _.head = function(array, n, guard) {
return (n != null) && !guard ? slice.call(array, 0, n) : array[0];
};
// Returns everything but the last entry of the array. Especcialy useful on
// the arguments object. Passing **n** will return all the values in
// the array, excluding the last N. The **guard** check allows it to work with
// `_.map`.
_.initial = function(array, n, guard) {
return slice.call(array, 0, array.length - ((n == null) || guard ? 1 : n));
};
// Get the last element of an array. Passing **n** will return the last N
// values in the array. The **guard** check allows it to work with `_.map`.
_.last = function(array, n, guard) {
if ((n != null) && !guard) {
return slice.call(array, Math.max(array.length - n, 0));
} else {
return array[array.length - 1];
}
};
// Returns everything but the first entry of the array. Aliased as `tail`.
// Especially useful on the arguments object. Passing an **index** will return
// the rest of the values in the array from that index onward. The **guard**
// check allows it to work with `_.map`.
_.rest = _.tail = function(array, index, guard) {
return slice.call(array, (index == null) || guard ? 1 : index);
};
// Trim out all falsy values from an array.
_.compact = function(array) {
return _.filter(array, function(value){ return !!value; });
};
// Return a completely flattened version of an array.
_.flatten = function(array, shallow) {
return _.reduce(array, function(memo, value) {
if (_.isArray(value)) return memo.concat(shallow ? value : _.flatten(value));
memo[memo.length] = value;
return memo;
}, []);
};
// Return a version of the array that does not contain the specified value(s).
_.without = function(array) {
return _.difference(array, slice.call(arguments, 1));
};
// Produce a duplicate-free version of the array. If the array has already
// been sorted, you have the option of using a faster algorithm.
// Aliased as `unique`.
_.uniq = _.unique = function(array, isSorted, iterator) {
var initial = iterator ? _.map(array, iterator) : array;
var result = [];
_.reduce(initial, function(memo, el, i) {
if (0 == i || (isSorted === true ? _.last(memo) != el : !_.include(memo, el))) {
memo[memo.length] = el;
result[result.length] = array[i];
}
return memo;
}, []);
return result;
};
// Produce an array that contains the union: each distinct element from all of
// the passed-in arrays.
_.union = function() {
return _.uniq(_.flatten(arguments, true));
};
// Produce an array that contains every item shared between all the
// passed-in arrays. (Aliased as "intersect" for back-compat.)
_.intersection = _.intersect = function(array) {
var rest = slice.call(arguments, 1);
return _.filter(_.uniq(array), function(item) {
return _.every(rest, function(other) {
return _.indexOf(other, item) >= 0;
});
});
};
// Take the difference between one array and a number of other arrays.
// Only the elements present in just the first array will remain.
_.difference = function(array) {
var rest = _.flatten(slice.call(arguments, 1));
return _.filter(array, function(value){ return !_.include(rest, value); });
};
// Zip together multiple lists into a single array -- elements that share
// an index go together.
_.zip = function() {
var args = slice.call(arguments);
var length = _.max(_.pluck(args, 'length'));
var results = new Array(length);
for (var i = 0; i < length; i++) results[i] = _.pluck(args, "" + i);
return results;
};
// If the browser doesn't supply us with indexOf (I'm looking at you, **MSIE**),
// we need this function. Return the position of the first occurrence of an
// item in an array, or -1 if the item is not included in the array.
// Delegates to **ECMAScript 5**'s native `indexOf` if available.
// If the array is large and already in sort order, pass `true`
// for **isSorted** to use binary search.
_.indexOf = function(array, item, isSorted) {
if (array == null) return -1;
var i, l;
if (isSorted) {
i = _.sortedIndex(array, item);
return array[i] === item ? i : -1;
}
if (nativeIndexOf && array.indexOf === nativeIndexOf) return array.indexOf(item);
for (i = 0, l = array.length; i < l; i++) if (i in array && array[i] === item) return i;
return -1;
};
// Delegates to **ECMAScript 5**'s native `lastIndexOf` if available.
_.lastIndexOf = function(array, item) {
if (array == null) return -1;
if (nativeLastIndexOf && array.lastIndexOf === nativeLastIndexOf) return array.lastIndexOf(item);
var i = array.length;
while (i--) if (i in array && array[i] === item) return i;
return -1;
};
// Generate an integer Array containing an arithmetic progression. A port of
// the native Python `range()` function. See
// [the Python documentation](http://docs.python.org/library/functions.html#range).
_.range = function(start, stop, step) {
if (arguments.length <= 1) {
stop = start || 0;
start = 0;
}
step = arguments[2] || 1;
var len = Math.max(Math.ceil((stop - start) / step), 0);
var idx = 0;
var range = new Array(len);
while(idx < len) {
range[idx++] = start;
start += step;
}
return range;
};
// Function (ahem) Functions
// ------------------
// Reusable constructor function for prototype setting.
var ctor = function(){};
// Create a function bound to a given object (assigning `this`, and arguments,
// optionally). Binding with arguments is also known as `curry`.
// Delegates to **ECMAScript 5**'s native `Function.bind` if available.
// We check for `func.bind` first, to fail fast when `func` is undefined.
_.bind = function bind(func, context) {
var bound, args;
if (func.bind === nativeBind && nativeBind) return nativeBind.apply(func, slice.call(arguments, 1));
if (!_.isFunction(func)) throw new TypeError;
args = slice.call(arguments, 2);
return bound = function() {
if (!(this instanceof bound)) return func.apply(context, args.concat(slice.call(arguments)));
ctor.prototype = func.prototype;
var self = new ctor;
var result = func.apply(self, args.concat(slice.call(arguments)));
if (Object(result) === result) return result;
return self;
};
};
// Bind all of an object's methods to that object. Useful for ensuring that
// all callbacks defined on an object belong to it.
_.bindAll = function(obj) {
var funcs = slice.call(arguments, 1);
if (funcs.length == 0) funcs = _.functions(obj);
each(funcs, function(f) { obj[f] = _.bind(obj[f], obj); });
return obj;
};
// Memoize an expensive function by storing its results.
_.memoize = function(func, hasher) {
var memo = {};
hasher || (hasher = _.identity);
return function() {
var key = hasher.apply(this, arguments);
return _.has(memo, key) ? memo[key] : (memo[key] = func.apply(this, arguments));
};
};
// Delays a function for the given number of milliseconds, and then calls
// it with the arguments supplied.
_.delay = function(func, wait) {
var args = slice.call(arguments, 2);
return setTimeout(function(){ return func.apply(func, args); }, wait);
};
// Defers a function, scheduling it to run after the current call stack has
// cleared.
_.defer = function(func) {
return _.delay.apply(_, [func, 1].concat(slice.call(arguments, 1)));
};
// Returns a function, that, when invoked, will only be triggered at most once
// during a given window of time.
_.throttle = function(func, wait) {
var context, args, timeout, throttling, more;
var whenDone = _.debounce(function(){ more = throttling = false; }, wait);
return function() {
context = this; args = arguments;
var later = function() {
timeout = null;
if (more) func.apply(context, args);
whenDone();
};
if (!timeout) timeout = setTimeout(later, wait);
if (throttling) {
more = true;
} else {
func.apply(context, args);
}
whenDone();
throttling = true;
};
};
// Returns a function, that, as long as it continues to be invoked, will not
// be triggered. The function will be called after it stops being called for
// N milliseconds.
_.debounce = function(func, wait) {
var timeout;
return function() {
var context = this, args = arguments;
var later = function() {
timeout = null;
func.apply(context, args);
};
clearTimeout(timeout);
timeout = setTimeout(later, wait);
};
};
// Returns a function that will be executed at most one time, no matter how
// often you call it. Useful for lazy initialization.
_.once = function(func) {
var ran = false, memo;
return function() {
if (ran) return memo;
ran = true;
return memo = func.apply(this, arguments);
};
};
// Returns the first function passed as an argument to the second,
// allowing you to adjust arguments, run code before and after, and
// conditionally execute the original function.
_.wrap = function(func, wrapper) {
return function() {
var args = [func].concat(slice.call(arguments, 0));
return wrapper.apply(this, args);
};
};
// Returns a function that is the composition of a list of functions, each
// consuming the return value of the function that follows.
_.compose = function() {
var funcs = arguments;
return function() {
var args = arguments;
for (var i = funcs.length - 1; i >= 0; i--) {
args = [funcs[i].apply(this, args)];
}
return args[0];
};
};
// Returns a function that will only be executed after being called N times.
_.after = function(times, func) {
if (times <= 0) return func();
return function() {
if (--times < 1) { return func.apply(this, arguments); }
};
};
// Object Functions
// ----------------
// Retrieve the names of an object's properties.
// Delegates to **ECMAScript 5**'s native `Object.keys`
_.keys = nativeKeys || function(obj) {
if (obj !== Object(obj)) throw new TypeError('Invalid object');
var keys = [];
for (var key in obj) if (_.has(obj, key)) keys[keys.length] = key;
return keys;
};
// Retrieve the values of an object's properties.
_.values = function(obj) {
return _.map(obj, _.identity);
};
// Return a sorted list of the function names available on the object.
// Aliased as `methods`
_.functions = _.methods = function(obj) {
var names = [];
for (var key in obj) {
if (_.isFunction(obj[key])) names.push(key);
}
return names.sort();
};
// Extend a given object with all the properties in passed-in object(s).
_.extend = function(obj) {
each(slice.call(arguments, 1), function(source) {
for (var prop in source) {
obj[prop] = source[prop];
}
});
return obj;
};
// Fill in a given object with default properties.
_.defaults = function(obj) {
each(slice.call(arguments, 1), function(source) {
for (var prop in source) {
if (obj[prop] == null) obj[prop] = source[prop];
}
});
return obj;
};
// Create a (shallow-cloned) duplicate of an object.
_.clone = function(obj) {
if (!_.isObject(obj)) return obj;
return _.isArray(obj) ? obj.slice() : _.extend({}, obj);
};
// Invokes interceptor with the obj, and then returns obj.
// The primary purpose of this method is to "tap into" a method chain, in
// order to perform operations on intermediate results within the chain.
_.tap = function(obj, interceptor) {
interceptor(obj);
return obj;
};
// Internal recursive comparison function.
function eq(a, b, stack) {
// Identical objects are equal. `0 === -0`, but they aren't identical.
// See the Harmony `egal` proposal: http://wiki.ecmascript.org/doku.php?id=harmony:egal.
if (a === b) return a !== 0 || 1 / a == 1 / b;
// A strict comparison is necessary because `null == undefined`.
if (a == null || b == null) return a === b;
// Unwrap any wrapped objects.
if (a._chain) a = a._wrapped;
if (b._chain) b = b._wrapped;
// Invoke a custom `isEqual` method if one is provided.
if (a.isEqual && _.isFunction(a.isEqual)) return a.isEqual(b);
if (b.isEqual && _.isFunction(b.isEqual)) return b.isEqual(a);
// Compare `[[Class]]` names.
var className = toString.call(a);
if (className != toString.call(b)) return false;
switch (className) {
// Strings, numbers, dates, and booleans are compared by value.
case '[object String]':
// Primitives and their corresponding object wrappers are equivalent; thus, `"5"` is
// equivalent to `new String("5")`.
return a == String(b);
case '[object Number]':
// `NaN`s are equivalent, but non-reflexive. An `egal` comparison is performed for
// other numeric values.
return a != +a ? b != +b : (a == 0 ? 1 / a == 1 / b : a == +b);
case '[object Date]':
case '[object Boolean]':
// Coerce dates and booleans to numeric primitive values. Dates are compared by their
// millisecond representations. Note that invalid dates with millisecond representations
// of `NaN` are not equivalent.
return +a == +b;
// RegExps are compared by their source patterns and flags.
case '[object RegExp]':
return a.source == b.source &&
a.global == b.global &&
a.multiline == b.multiline &&
a.ignoreCase == b.ignoreCase;
}
if (typeof a != 'object' || typeof b != 'object') return false;
// Assume equality for cyclic structures. The algorithm for detecting cyclic
// structures is adapted from ES 5.1 section 15.12.3, abstract operation `JO`.
var length = stack.length;
while (length--) {
// Linear search. Performance is inversely proportional to the number of
// unique nested structures.
if (stack[length] == a) return true;
}
// Add the first object to the stack of traversed objects.
stack.push(a);
var size = 0, result = true;
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if (className == '[object Array]') {
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size = a.length;
result = size == b.length;
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while (size--) {
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if (!(result = size in a == size in b && eq(a[size], b[size], stack))) break;
}
}
} else {
// Objects with different constructors are not equivalent.
if ('constructor' in a != 'constructor' in b || a.constructor != b.constructor) return false;
// Deep compare objects.
for (var key in a) {
if (_.has(a, key)) {
// Count the expected number of properties.
size++;
// Deep compare each member.
if (!(result = _.has(b, key) && eq(a[key], b[key], stack))) break;
}
}
// Ensure that both objects contain the same number of properties.
if (result) {
for (key in b) {
if (_.has(b, key) && !(size--)) break;
}
result = !size;
}
}
// Remove the first object from the stack of traversed objects.
stack.pop();
return result;
}
// Perform a deep comparison to check if two objects are equal.
_.isEqual = function(a, b) {
return eq(a, b, []);
};
// Is a given array, string, or object empty?
// An "empty" object has no enumerable own-properties.
_.isEmpty = function(obj) {
if (_.isArray(obj) || _.isString(obj)) return obj.length === 0;
for (var key in obj) if (_.has(obj, key)) return false;
return true;
};
// Is a given value a DOM element?
_.isElement = function(obj) {
return !!(obj && obj.nodeType == 1);
};
// Is a given value an array?
// Delegates to ECMA5's native Array.isArray
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return toString.call(obj) == '[object Array]';
};
// Is a given variable an object?
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return obj === Object(obj);
};
// Is a given variable an arguments object?
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return toString.call(obj) == '[object Arguments]';
};
if (!_.isArguments(arguments)) {
_.isArguments = function(obj) {
return !!(obj && _.has(obj, 'callee'));
};
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// Is a given value a function?
_.isFunction = function(obj) {
return toString.call(obj) == '[object Function]';
};
// Is a given value a string?
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return toString.call(obj) == '[object String]';
};
// Is a given value a number?
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return toString.call(obj) == '[object Number]';
};
// Is the given value `NaN`?
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// `NaN` is the only value for which `===` is not reflexive.
return obj !== obj;
};
// Is a given value a boolean?
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return obj === true || obj === false || toString.call(obj) == '[object Boolean]';
};
// Is a given value a date?
_.isDate = function(obj) {
return toString.call(obj) == '[object Date]';
};
// Is the given value a regular expression?
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return toString.call(obj) == '[object RegExp]';
};
// Is a given value equal to null?
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return obj === null;
};
// Is a given variable undefined?
_.isUndefined = function(obj) {
return obj === void 0;
};
// Has own property?
_.has = function(obj, key) {
return hasOwnProperty.call(obj, key);
};
// Utility Functions
// -----------------
// Run Underscore.js in *noConflict* mode, returning the `_` variable to its
// previous owner. Returns a reference to the Underscore object.
_.noConflict = function() {
root._ = previousUnderscore;
return this;
};
// Keep the identity function around for default iterators.
_.identity = function(value) {
return value;
};
// Run a function **n** times.
_.times = function (n, iterator, context) {
for (var i = 0; i < n; i++) iterator.call(context, i);
};
// Escape a string for HTML interpolation.
_.escape = function(string) {
return (''+string).replace(/&/g, '&amp;').replace(/</g, '&lt;').replace(/>/g, '&gt;').replace(/"/g, '&quot;').replace(/'/g, '&#x27;').replace(/\//g,'&#x2F;');
};
// Add your own custom functions to the Underscore object, ensuring that
// they're correctly added to the OOP wrapper as well.
_.mixin = function(obj) {
each(_.functions(obj), function(name){
addToWrapper(name, _[name] = obj[name]);
});
};
// Generate a unique integer id (unique within the entire client session).
// Useful for temporary DOM ids.
var idCounter = 0;
_.uniqueId = function(prefix) {
var id = idCounter++;
return prefix ? prefix + id : id;
};
// By default, Underscore uses ERB-style template delimiters, change the
// following template settings to use alternative delimiters.
_.templateSettings = {
evaluate : /<%([\s\S]+?)%>/g,
interpolate : /<%=([\s\S]+?)%>/g,
escape : /<%-([\s\S]+?)%>/g
};
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// guaranteed not to match.
var noMatch = /.^/;
// Within an interpolation, evaluation, or escaping, remove HTML escaping
// that had been previously added.
var unescape = function(code) {
return code.replace(/\\\\/g, '\\').replace(/\\'/g, "'");
};
// JavaScript micro-templating, similar to John Resig's implementation.
// Underscore templating handles arbitrary delimiters, preserves whitespace,
// and correctly escapes quotes within interpolated code.
_.template = function(str, data) {
var c = _.templateSettings;
var tmpl = 'var __p=[],print=function(){__p.push.apply(__p,arguments);};' +
'with(obj||{}){__p.push(\'' +
str.replace(/\\/g, '\\\\')
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return "',_.escape(" + unescape(code) + "),'";
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return "');" + unescape(code).replace(/[\r\n\t]/g, ' ') + ";__p.push('";
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.replace(/\t/g, '\\t')
+ "');}return __p.join('');";
var func = new Function('obj', '_', tmpl);
if (data) return func(data, _);
return function(data) {
return func.call(this, data, _);
};
};
// Add a "chain" function, which will delegate to the wrapper.
_.chain = function(obj) {
return _(obj).chain();
};
// The OOP Wrapper
// ---------------
// If Underscore is called as a function, it returns a wrapped object that
// can be used OO-style. This wrapper holds altered versions of all the
// underscore functions. Wrapped objects may be chained.
var wrapper = function(obj) { this._wrapped = obj; };
// Expose `wrapper.prototype` as `_.prototype`
_.prototype = wrapper.prototype;
// Helper function to continue chaining intermediate results.
var result = function(obj, chain) {
return chain ? _(obj).chain() : obj;
};
// A method to easily add functions to the OOP wrapper.
var addToWrapper = function(name, func) {
wrapper.prototype[name] = function() {
var args = slice.call(arguments);
unshift.call(args, this._wrapped);
return result(func.apply(_, args), this._chain);
};
};
// Add all of the Underscore functions to the wrapper object.
_.mixin(_);
// Add all mutator Array functions to the wrapper.
each(['pop', 'push', 'reverse', 'shift', 'sort', 'splice', 'unshift'], function(name) {
var method = ArrayProto[name];
wrapper.prototype[name] = function() {
var wrapped = this._wrapped;
method.apply(wrapped, arguments);
var length = wrapped.length;
if ((name == 'shift' || name == 'splice') && length === 0) delete wrapped[0];
return result(wrapped, this._chain);
};
});
// Add all accessor Array functions to the wrapper.
each(['concat', 'join', 'slice'], function(name) {
var method = ArrayProto[name];
wrapper.prototype[name] = function() {
return result(method.apply(this._wrapped, arguments), this._chain);
};
});
// Start chaining a wrapped Underscore object.
wrapper.prototype.chain = function() {
this._chain = true;
return this;
};
// Extracts the result from a wrapped and chained object.
wrapper.prototype.value = function() {
return this._wrapped;
};
}).call(this);

@ -0,0 +1,31 @@
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<a href="#F"><strong>F</strong></a>
| <a href="#G"><strong>G</strong></a>
| <a href="#L"><strong>L</strong></a>
| <a href="#M"><strong>M</strong></a>
| <a href="#P"><strong>P</strong></a>
| <a href="#R"><strong>R</strong></a>
| <a href="#S"><strong>S</strong></a>
| <a href="#U"><strong>U</strong></a>
</div>
<h2 id="F">F</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.fit">fit() (reeps.REEPS method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="G">G</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.get_aq_solvent_name">get_aq_solvent_name() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_aq_solvent_rho">get_aq_solvent_rho() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_complex_names">get_complex_names() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_diluant_name">get_diluant_name() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_diluant_rho">get_diluant_rho() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_exp_df">get_exp_df() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_extractant_name">get_extractant_name() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_extractant_rho">get_extractant_rho() (reeps.REEPS method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.get_in_moles">get_in_moles() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_objective_function">get_objective_function() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_opt_dict">get_opt_dict() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_optimizer">get_optimizer() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_phases">get_phases() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_predicted_dict">get_predicted_dict() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_rare_earth_ion_names">get_rare_earth_ion_names() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_re_species_list">get_re_species_list() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.get_temp_xml_file_path">get_temp_xml_file_path() (reeps.REEPS method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="L">L</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.log_mean_squared_error">log_mean_squared_error() (reeps.REEPS method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="M">M</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li>
module
<ul>
<li><a href="modules/reeps.html#module-reeps">reeps</a>
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<h2 id="P">P</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.parity_plot">parity_plot() (reeps.REEPS method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="R">R</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.r_squared">r_squared() (reeps.REEPS method)</a>
</li>
<li>
reeps
<ul>
<li><a href="modules/reeps.html#module-reeps">module</a>
</li>
</ul></li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS">REEPS (class in reeps)</a>
</li>
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</tr></table>
<h2 id="S">S</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.set_aq_solvent_name">set_aq_solvent_name() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_aq_solvent_rho">set_aq_solvent_rho() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_complex_names">set_complex_names() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_diluant_name">set_diluant_name() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_diluant_rho">set_diluant_rho() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_exp_df">set_exp_df() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_extractant_name">set_extractant_name() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_extractant_rho">set_extractant_rho() (reeps.REEPS method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.set_in_moles">set_in_moles() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_objective_function">set_objective_function() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_opt_dict">set_opt_dict() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_optimizer">set_optimizer() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_phases">set_phases() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_rare_earth_ion_names">set_rare_earth_ion_names() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_re_species_list">set_re_species_list() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.set_temp_xml_file_path">set_temp_xml_file_path() (reeps.REEPS method)</a>
</li>
<li><a href="modules/reeps.html#reeps.REEPS.slsqp_optimizer">slsqp_optimizer() (reeps.REEPS static method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="U">U</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.update_predicted_dict">update_predicted_dict() (reeps.REEPS method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="modules/reeps.html#reeps.REEPS.update_xml">update_xml() (reeps.REEPS method)</a>
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<span id="install"></span><h1>Installation<a class="headerlink" href="#installation" title="Permalink to this headline"></a></h1>
<div class="section" id="prerequisites">
<h2>Prerequisites<a class="headerlink" href="#prerequisites" title="Permalink to this headline"></a></h2>
<p>REEPS requires python3 (&gt;=3.5) with the development headers.</p>
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<div class="section" id="bleeding-edge-version">
<h2>Bleeding-edge version<a class="headerlink" href="#bleeding-edge-version" title="Permalink to this headline"></a></h2>
<p>To install the latest master version:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip install git+https://xgitlab.cels.anl.gov/summer-2020/parameter-estimation.git
</pre></div>
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<h2>Development version<a class="headerlink" href="#development-version" title="Permalink to this headline"></a></h2>
<p>To contribute to Stable-Baselines, with support for running tests and building the documentation.</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>git clone https://xgitlab.cels.anl.gov/summer-2020/parameter-estimation.git <span class="o">&amp;&amp;</span> <span class="nb">cd</span> parameter-estimation
pip install -e .<span class="o">[</span>docs,tests<span class="o">]</span>
</pre></div>
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<span id="quickstart"></span><h1>Getting Started<a class="headerlink" href="#getting-started" title="Permalink to this headline"></a></h1>
<p>Here is a quick example of how to fit an xml thermodynamic model to experimental data.</p>
<p>This code fits Nd standard enthalpy in the &quot;twophase.xml&quot; cantera file to the
experimental data in &quot;Nd_exp_data.csv&quot;.</p>
<p>The code then produces a parity plot of the measured and predicted concentrations of Nd 3+ in the
aqueous phase.</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">reeps</span> <span class="kn">import</span> <span class="n">REEPS</span>
<span class="n">searcher_parameters</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;exp_csv_filename&#39;</span><span class="p">:</span> <span class="s1">&#39;Nd_exp_data.csv&#39;</span><span class="p">,</span>
<span class="s1">&#39;phases_xml_filename&#39;</span><span class="p">:</span> <span class="s1">&#39;twophase.xml&#39;</span><span class="p">,</span>
<span class="s1">&#39;opt_dict&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;Nd(H(A)2)3(org)&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;h0&#39;</span><span class="p">:</span> <span class="o">-</span><span class="mf">4.7e6</span><span class="p">}},</span>
<span class="s1">&#39;phase_names&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;HCl_electrolyte&#39;</span><span class="p">,</span> <span class="s1">&#39;PC88A_liquid&#39;</span><span class="p">],</span>
<span class="s1">&#39;aq_solvent_name&#39;</span><span class="p">:</span> <span class="s1">&#39;H2O(L)&#39;</span><span class="p">,</span>
<span class="s1">&#39;extractant_name&#39;</span><span class="p">:</span> <span class="s1">&#39;(HA)2(org)&#39;</span><span class="p">,</span>
<span class="s1">&#39;diluant_name&#39;</span><span class="p">:</span> <span class="s1">&#39;dodecane&#39;</span><span class="p">,</span>
<span class="s1">&#39;complex_names&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;Nd(H(A)2)3(org)&#39;</span><span class="p">],</span>
<span class="s1">&#39;rare_earth_ion_names&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;Nd+++&#39;</span><span class="p">],</span>
<span class="s1">&#39;aq_solvent_rho&#39;</span><span class="p">:</span> <span class="mf">1000.0</span><span class="p">,</span>
<span class="s1">&#39;extractant_rho&#39;</span><span class="p">:</span> <span class="mf">960.0</span><span class="p">,</span>
<span class="s1">&#39;diluant_rho&#39;</span><span class="p">:</span> <span class="mf">750.0</span><span class="p">}</span>
<span class="n">searcher</span> <span class="o">=</span> <span class="n">REEPS</span><span class="p">(</span><span class="o">**</span><span class="n">searcher_parameters</span><span class="p">)</span>
<span class="n">est_enthalpy</span> <span class="o">=</span> <span class="n">searcher</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
<span class="n">searcher</span><span class="o">.</span><span class="n">update_xml</span><span class="p">(</span><span class="n">est_enthalpy</span><span class="p">)</span>
<span class="n">searcher</span><span class="o">.</span><span class="n">parity_plot</span><span class="p">(</span><span class="n">print_r_squared</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>
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<p>The code should return something like this</p>
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<h1>Welcome to reeps's docs! - the Rare earth element parameter searcher<a class="headerlink" href="#welcome-to-reeps-s-docs-the-rare-earth-element-parameter-searcher" title="Permalink to this headline"></a></h1>
<p>REEPS is a package for thermodynamic parameter estimation specifically
for rare earth element extraction modeling.</p>
<p>REEPS takes experimental data in a csv and system data in a xml.</p>
<p>The package then uses Cantera, another python package, to simulate equilibrium.</p>
<p>Error between predicted and experimental data is then minimized.</p>
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<span class="target" id="module-reeps"><span id="reeps"></span></span><div class="section" id="id1">
<h1>REEPS<a class="headerlink" href="#id1" title="Permalink to this headline"></a></h1>
<div class="section" id="parameters">
<h2>Parameters<a class="headerlink" href="#parameters" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="reeps.REEPS">
<em class="property">class </em><code class="sig-prename descclassname">reeps.</code><code class="sig-name descname">REEPS</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">exp_csv_filename</span></em>, <em class="sig-param"><span class="n">phases_xml_filename</span></em>, <em class="sig-param"><span class="n">phase_names</span></em>, <em class="sig-param"><span class="n">aq_solvent_name</span></em>, <em class="sig-param"><span class="n">extractant_name</span></em>, <em class="sig-param"><span class="n">diluant_name</span></em>, <em class="sig-param"><span class="n">complex_names</span></em>, <em class="sig-param"><span class="n">rare_earth_ion_names</span></em>, <em class="sig-param"><span class="n">re_species_list</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">aq_solvent_rho</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">extractant_rho</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">diluant_rho</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">opt_dict</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">objective_function</span><span class="o">=</span><span class="default_value">'Log-MSE'</span></em>, <em class="sig-param"><span class="n">optimizer</span><span class="o">=</span><span class="default_value">'SLSQP'</span></em>, <em class="sig-param"><span class="n">temp_xml_file_path</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS" title="Permalink to this definition"></a></dt>
<dd><p>Rare earth elements (REE or RE) Takes in experimental data
Returns parameters for GEM</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>The order in which the REEs appear in the csv file must be the same
order as they appear in the xml, complex_names and
rare_earth_ion_names.</p>
<p>For example, say in exp_csv_filename's csv, RE_1 is Nd RE_2 is Pr,
and</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">aq_solvent_name</span> <span class="o">=</span> <span class="s1">&#39;H2O(L)&#39;</span>
<span class="n">extractant_name</span> <span class="o">=</span> <span class="s1">&#39;(HA)2(org)&#39;</span>
<span class="n">diluent_name</span> <span class="o">=</span> <span class="s1">&#39;dodecane&#39;</span>
</pre></div>
</div>
<p>Then:</p>
<p>The csvs column ordering must be:</p>
<p>[h_i, h_eq, z_i, z_eq, Nd_aq_i, Nd_aq_eq, Nd_d_eq,
Pr_aq_i, Pr_aq_eq, Pr_d_eq]</p>
<p>The aqueous speciesArray must be
&quot;H2O(L) H+ OH- Cl- Nd+++ Pr+++&quot;</p>
<p>The organic speciesArray must be
&quot;(HA)2(org) dodecane Nd(H(A)2)3(org) Pr(H(A)2)3(org)&quot;</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">complex_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Nd(H(A)2)3(org)&#39;</span><span class="p">,</span> <span class="s1">&#39;Pr(H(A)2)3(org)&#39;</span><span class="p">]</span>
<span class="n">rare_earth_ion_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Nd+++&#39;</span><span class="p">,</span> <span class="s1">&#39;Pr+++&#39;</span><span class="p">]</span>
</pre></div>
</div>
</div>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>exp_csv_filename</strong> -- <p>(str) csv file name with experimental data</p>
<p>In the .csv file, the rows are different experiments and
columns are the measured quantities.</p>
<p>The ordering of the columns needs to be:</p>
<p>[h_i, h_eq, z_i, z_eq, {RE_1}_aq_i, {RE_1}_aq_eq, {RE_1}_d_eq,
{RE_2}_aq_i, {RE_2}_aq_eq, {RE_2}_d_eq,...
{RE_N}_aq_i, {RE_N}_aq_eq, {RE_N}_d_eq]</p>
<p>Naming does not matter, just the order.</p>
<p>Where {RE_1}-{RE_N} are the rare earth element names of interest
i.e. Nd, Pr, La, etc.</p>
<p>Below is an explanation of the columns.</p>
<table class="docutils align-default">
<colgroup>
<col style="width: 11%" />
<col style="width: 20%" />
<col style="width: 69%" />
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>Index</p></th>
<th class="head"><p>Column</p></th>
<th class="head"><p>Meaning</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>0</p></td>
<td><p>h_i</p></td>
<td><p>Initial Concentration of
H+ ions (mol/L)</p></td>
</tr>
<tr class="row-odd"><td><p>1</p></td>
<td><p>h_eq</p></td>
<td><p>Equilibrium concentration of
H+ ions (mol/L)</p></td>
</tr>
<tr class="row-even"><td><p>2</p></td>
<td><p>z_i</p></td>
<td><p>Initial concentration of
extractant (mol/L)</p></td>
</tr>
<tr class="row-odd"><td><p>3</p></td>
<td><p>z_eq</p></td>
<td><p>Equilibrium concentration of
extractant (mol/L)</p></td>
</tr>
<tr class="row-even"><td><p>4</p></td>
<td><p>{RE}_aq_i</p></td>
<td><p>Initial concentration of RE ions (mol/L)</p></td>
</tr>
<tr class="row-odd"><td><p>5</p></td>
<td><p>{RE}_aq_eq</p></td>
<td><p>Equilibrium concentration of RE ions
in aqueous phase (mol/L)</p></td>
</tr>
<tr class="row-even"><td><p>6</p></td>
<td><p>{RE}_d_eq</p></td>
<td><p>Equilibrium Ratio between amount of
RE atoms in organic to aqueous</p></td>
</tr>
</tbody>
</table>
</p></li>
<li><p><strong>phases_xml_filename</strong> -- <p>(str) xml file with parameters
for equilibrium calc</p>
<p>Would recommend copying and modifying xmls located in data/xmls
or in Cantera's &quot;data&quot; folder</p>
<p>speciesArray fields need specific ordering.</p>
<p>In aqueous phase: aq_solvent_name, H+, OH-, Cl-, RE_1, RE_2, ..., RE_N</p>
<p>For aqueous phase, RE_1-RE_N represent RE ion names i.e. Nd+++, Pr+++</p>
<p>In organic phase : extractant_name, diluant_name, RE_1, RE_2, ..., RE_N</p>
<p>For organic phase, RE_1-RE_N represent RE complex names
i.e. Nd(H(A)2)3(org), Pr(H(A)2)3(org)</p>
</p></li>
<li><p><strong>phase_names</strong> -- <p>(list) names of phases in xml file</p>
<p>Found in the xml file under &lt;phase ... id={phase_name}&gt;</p>
</p></li>
<li><p><strong>aq_solvent_name</strong> -- (str) name of aqueous solvent in xml file</p></li>
<li><p><strong>extractant_name</strong> -- (str) name of extractant in xml file</p></li>
<li><p><strong>diluant_name</strong> -- (str) name of diluant in xml file</p></li>
<li><p><strong>complex_names</strong> -- <p>(list) names of complexes in xml file.</p>
<p>Ensure the ordering is correct</p>
</p></li>
<li><p><strong>rare_earth_ion_names</strong> -- <p>(list) names of rare earth ions in xml file</p>
<p>Ensure the ordering is correct</p>
</p></li>
<li><p><strong>re_species_list</strong> -- <p>(list) names of rare earth elements.</p>
<dl class="simple">
<dt>If <code class="docutils literal notranslate"><span class="pre">None</span></code>, re_species_list will be rare_earth_ion_names without '+'</dt><dd><p>i.e. 'Nd+++'-&gt;'Nd'</p>
</dd>
</dl>
<p>Ensure the ordering is correct</p>
</p></li>
<li><p><strong>aq_solvent_rho</strong> -- <p>(float) density of solvent (g/L)</p>
<p>If <code class="docutils literal notranslate"><span class="pre">None</span></code>, molar volume/molecular weight is used from xml</p>
</p></li>
<li><p><strong>extractant_rho</strong> -- <p>(float) density of extractant (g/L)</p>
<p>If <code class="docutils literal notranslate"><span class="pre">None</span></code>, molar volume/molecular weight is used from xml</p>
</p></li>
<li><p><strong>diluant_rho</strong> -- <p>(float) density of diluant (g/L)</p>
<p>If <code class="docutils literal notranslate"><span class="pre">None</span></code>, molar volume/molecular weight is used from xml</p>
</p></li>
<li><p><strong>opt_dict</strong> -- <p>(dict) dictionary containing info about which
species parameters are updated to fit model to experimental data</p>
<p>Should have the format as below</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">opt_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;species1&quot;</span><span class="p">:</span>
<span class="p">{</span><span class="s2">&quot;parameter1&quot;</span><span class="p">:</span> <span class="s2">&quot;guess1&quot;</span><span class="p">,</span>
<span class="s2">&quot;parameter2&quot;</span><span class="p">:</span> <span class="s2">&quot;guess2&quot;</span><span class="p">,</span>
<span class="o">...</span>
<span class="s2">&quot;parameterN&quot;</span><span class="p">:</span> <span class="s2">&quot;guessN&quot;</span><span class="p">}</span>
<span class="s2">&quot;species2&quot;</span><span class="p">:</span>
<span class="p">{</span><span class="s2">&quot;parameter1&quot;</span><span class="p">:</span> <span class="s2">&quot;guess1&quot;</span><span class="p">,</span>
<span class="s2">&quot;parameter2&quot;</span><span class="p">:</span> <span class="s2">&quot;guess2&quot;</span><span class="p">,</span>
<span class="o">...</span>
<span class="s2">&quot;parameterN&quot;</span><span class="p">:</span> <span class="s2">&quot;guessN&quot;</span><span class="p">}</span>
<span class="o">...</span>
<span class="s2">&quot;speciesN&quot;</span><span class="p">:</span>
<span class="p">{</span><span class="s2">&quot;parameter1&quot;</span><span class="p">:</span> <span class="s2">&quot;guess1&quot;</span><span class="p">,</span>
<span class="s2">&quot;parameter2&quot;</span><span class="p">:</span> <span class="s2">&quot;guess2&quot;</span><span class="p">,</span>
<span class="o">...</span>
<span class="s2">&quot;parameterN&quot;</span><span class="p">:</span> <span class="s2">&quot;guessN&quot;</span><span class="p">}</span>
<span class="p">}</span>
</pre></div>
</div>
</p></li>
<li><p><strong>objective_function</strong> -- <p>(function or str) function to compute objective</p>
<p>By default, the objective function is log mean squared error
of distribution ratio</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">((</span><span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">d_pred</span><span class="p">)</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">d_meas</span><span class="p">))</span><span class="o">^</span><span class="mi">2</span><span class="p">)</span>
</pre></div>
</div>
<p>Function needs to take inputs:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">objective_function</span><span class="p">(</span><span class="n">predicted_dict</span><span class="p">,</span> <span class="n">measured_df</span><span class="p">,</span> <span class="n">kwargs</span><span class="p">)</span>
</pre></div>
</div>
<p><code class="docutils literal notranslate"><span class="pre">kwargs</span></code> is optional</p>
<p>Function needs to return: (float) value computed by objective function</p>
<p>Below is the guide for referencing predicted values</p>
<table class="docutils align-default">
<colgroup>
<col style="width: 46%" />
<col style="width: 54%" />
</colgroup>
<thead>
<tr class="row-odd"><th class="head"><p>To access</p></th>
<th class="head"><p>Use</p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>hydrogen ion conc in aq</p></td>
<td><p>predicted_dict['h_eq']</p></td>
</tr>
<tr class="row-odd"><td><p>extractant conc in org</p></td>
<td><p>predicted_dict['z_eq']</p></td>
</tr>
<tr class="row-even"><td><p>RE ion eq conc in aq</p></td>
<td><p>predicted_dict['{RE}_aq_eq']</p></td>
</tr>
<tr class="row-odd"><td><p>RE complex eq conc in org</p></td>
<td><p>predicted_dict['{RE}_org_eq']</p></td>
</tr>
<tr class="row-even"><td><p>RE distribution ratio</p></td>
<td><p>predicted_dict['{RE}_d_eq']</p></td>
</tr>
</tbody>
</table>
<p>Replace &quot;{RE}&quot; with rare earth element i.e. Nd, La, etc.</p>
<p>For measured values, use the same names, but
replace <code class="docutils literal notranslate"><span class="pre">predicted_dict</span></code> with <code class="docutils literal notranslate"><span class="pre">measured_df</span></code></p>
</p></li>
<li><p><strong>optimizer</strong> -- <p>(function or str) function to perform optimization</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>The optimized variables are not directly the species parameters,
but instead are first multiplied by the initial guess before
sending becoming the species parameters.</p>
<p>For example, say</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">opt_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Nd(H(A)2)3(org):&#39;</span><span class="n">h0</span><span class="s1">&#39;:-4.7e6}</span>
</pre></div>
</div>
<p>If the bounds on h0 need to be [-4.7e7,-4.7e5], then
divide the bounds by the guess and get</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="s2">&quot;bounds&quot;</span><span class="p">:</span> <span class="p">[(</span><span class="mf">1e-1</span><span class="p">,</span> <span class="mf">1e1</span><span class="p">)]</span>
</pre></div>
</div>
<p>Though fit() returns a structure identical to opt_dict with correct
scaled values, in case bounds and constraints are used, you must
note the optimized x's are first multiplied by the initial guess
before written to the xml.</p>
</div>
<p>By default, the optimizer is scipy's optimize function with</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">default_kwargs</span><span class="o">=</span> <span class="p">{</span><span class="s2">&quot;method&quot;</span><span class="p">:</span> <span class="s1">&#39;SLSQP&#39;</span><span class="p">,</span>
<span class="s2">&quot;bounds&quot;</span><span class="p">:</span> <span class="p">[(</span><span class="mf">1e-1</span><span class="p">,</span> <span class="mf">1e1</span><span class="p">)]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">x_guess</span><span class="p">),</span>
<span class="s2">&quot;constraints&quot;</span><span class="p">:</span> <span class="p">(),</span>
<span class="s2">&quot;options&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;disp&#39;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
<span class="s1">&#39;maxiter&#39;</span><span class="p">:</span> <span class="mi">1000</span><span class="p">,</span>
<span class="s1">&#39;ftol&#39;</span><span class="p">:</span> <span class="mf">1e-6</span><span class="p">}}</span>
</pre></div>
</div>
<p>Function needs to take inputs:
<code class="docutils literal notranslate"><span class="pre">optimizer(objective_function,</span> <span class="pre">x_guess,</span> <span class="pre">kwargs)</span></code></p>
<p><code class="docutils literal notranslate"><span class="pre">kwargs</span></code> is optional</p>
<p>Function needs to return: (np.ndarray) Optimized parameters</p>
</p></li>
<li><p><strong>temp_xml_file_path</strong> -- <p>(str) path to temporary xml file.</p>
<p>This xml file is a duplicate of the phases_xml_file name and is
modified during the optimization process to avoid changing the original
xml file</p>
<p>default is local temp folder</p>
</p></li>
</ul>
</dd>
</dl>
<dl class="py method">
<dt id="reeps.REEPS.fit">
<code class="sig-name descname">fit</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">objective_function</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">optimizer</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">objective_kwargs</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">optimizer_kwargs</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span> &#x2192; dict<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.fit"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.fit" title="Permalink to this definition"></a></dt>
<dd><p>Fits experimental to modeled data by minimizing objective function
with optimizer. Returns dictionary with opt_dict structure</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>objective_function</strong> -- (function) function to compute objective</p></li>
<li><p><strong>optimizer</strong> -- (function) function to perform optimization</p></li>
<li><p><strong>optimizer_kwargs</strong> -- (dict) arguments for optimizer</p></li>
<li><p><strong>objective_kwargs</strong> -- (dict) arguments for objective function</p></li>
</ul>
</dd>
<dt class="field-even">Returns opt_dict</dt>
<dd class="field-even"><p>(dict) optimized opt_dict. Has identical structure
as opt_dict</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_aq_solvent_name">
<code class="sig-name descname">get_aq_solvent_name</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_aq_solvent_name"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_aq_solvent_name" title="Permalink to this definition"></a></dt>
<dd><p>Returns aq_solvent_name</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>aq_solvent_name: (str) name of aqueous solvent in xml file</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_aq_solvent_rho">
<code class="sig-name descname">get_aq_solvent_rho</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_aq_solvent_rho"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_aq_solvent_rho" title="Permalink to this definition"></a></dt>
<dd><p>Returns aqueous solvent density (g/L)</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>aq_solvent_rho: (float) density of aqueous solvent</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_complex_names">
<code class="sig-name descname">get_complex_names</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; list<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_complex_names"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_complex_names" title="Permalink to this definition"></a></dt>
<dd><p>Returns list of complex names</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>complex_names: (list) names of complexes in xml file.</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_diluant_name">
<code class="sig-name descname">get_diluant_name</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_diluant_name"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_diluant_name" title="Permalink to this definition"></a></dt>
<dd><p>Returns diluant name
:return: diluant_name: (str) name of diluant in xml file</p>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_diluant_rho">
<code class="sig-name descname">get_diluant_rho</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_diluant_rho"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_diluant_rho" title="Permalink to this definition"></a></dt>
<dd><p>Returns diluant density (g/L)</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>diluant_rho: (float) density of diluant</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_exp_df">
<code class="sig-name descname">get_exp_df</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; pandas.core.frame.DataFrame<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_exp_df"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_exp_df" title="Permalink to this definition"></a></dt>
<dd><p>Returns the experimental DataFrame</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>(pd.DataFrame) Experimental data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_extractant_name">
<code class="sig-name descname">get_extractant_name</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_extractant_name"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_extractant_name" title="Permalink to this definition"></a></dt>
<dd><p>Returns extractant name</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>extractant_name: (str) name of extractant in xml file</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_extractant_rho">
<code class="sig-name descname">get_extractant_rho</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; str<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_extractant_rho"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_extractant_rho" title="Permalink to this definition"></a></dt>
<dd><p>Returns extractant density (g/L)</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>extractant_rho: (float) density of extractant</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_in_moles">
<code class="sig-name descname">get_in_moles</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; pandas.core.frame.DataFrame<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_in_moles"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_in_moles" title="Permalink to this definition"></a></dt>
<dd><p>Returns the in_moles DataFrame which contains the initial mole
fractions of each species for each experiment</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>in_moles: (pd.DataFrame) DataFrame with initial mole fractions</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_objective_function">
<code class="sig-name descname">get_objective_function</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_objective_function"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_objective_function" title="Permalink to this definition"></a></dt>
<dd><p>Returns objective function</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>objective_function: (func) Objective function to quantify
error between model and experimental data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_opt_dict">
<code class="sig-name descname">get_opt_dict</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; dict<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_opt_dict"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_opt_dict" title="Permalink to this definition"></a></dt>
<dd><p>Returns the dictionary containing optimization information</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>(dict) dictionary containing info about which
species parameters are updated to fit model to experimental data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_optimizer">
<code class="sig-name descname">get_optimizer</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_optimizer"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_optimizer" title="Permalink to this definition"></a></dt>
<dd><p>Returns objective function</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>optimizer: (func) Optimizer function to minimize objective
function</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_phases">
<code class="sig-name descname">get_phases</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; list<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_phases"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_phases" title="Permalink to this definition"></a></dt>
<dd><p>Returns the list of Cantera solutions</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>(list) list of Cantera solutions/phases</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_predicted_dict">
<code class="sig-name descname">get_predicted_dict</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_predicted_dict"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_predicted_dict" title="Permalink to this definition"></a></dt>
<dd><p>Returns predicted dictionary of species concentrations
that xml parameters predicts given current in_moles</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>predicted_dict: (dict) dictionary of species concentrations</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_rare_earth_ion_names">
<code class="sig-name descname">get_rare_earth_ion_names</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; list<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_rare_earth_ion_names"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_rare_earth_ion_names" title="Permalink to this definition"></a></dt>
<dd><p>Returns list of rare earth ion names</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>rare_earth_ion_names: (list) names of rare earth ions in
xml file</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_re_species_list">
<code class="sig-name descname">get_re_species_list</code><span class="sig-paren">(</span><span class="sig-paren">)</span> &#x2192; list<a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_re_species_list"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_re_species_list" title="Permalink to this definition"></a></dt>
<dd><p>Returns list of rare earth element names</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>re_species_list: (list) names of rare earth elements in
xml file</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.get_temp_xml_file_path">
<code class="sig-name descname">get_temp_xml_file_path</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.get_temp_xml_file_path"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.get_temp_xml_file_path" title="Permalink to this definition"></a></dt>
<dd><p>Returns path to temporary xml file.</p>
<p>This xml file is a duplicate of the phases_xml_file name and is
modified during the optimization process to avoid changing the original
xml file.</p>
<dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>temp_xml_file_path: (str) path to temporary xml file.</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.log_mean_squared_error">
<code class="sig-name descname">log_mean_squared_error</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">predicted_dict</span></em>, <em class="sig-param"><span class="n">meas_df</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.log_mean_squared_error"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.log_mean_squared_error" title="Permalink to this definition"></a></dt>
<dd><p>Default objective function for REEPS</p>
<p>Returns the log mean squared error of
predicted distribution ratios (d=n_org/n_aq)
to measured d.</p>
<p>np.sum((np.log10(d_pred)-np.log10(d_meas))**2)</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>predicted_dict</strong> -- (dict) contains predicted data</p></li>
<li><p><strong>meas_df</strong> -- (pd.DataFrame) contains experimental data</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>(float) log mean squared error between predicted and measured</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.parity_plot">
<code class="sig-name descname">parity_plot</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">compared_value</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">save_path</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">print_r_squared</span><span class="o">=</span><span class="default_value">False</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.parity_plot"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.parity_plot" title="Permalink to this definition"></a></dt>
<dd><p>Parity plot between measured and predicted compared_value.
Default compared value is {RE_1}_aq_eq</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>compared_value</strong> -- (str) Quantity to compare predicted and
experimental data. Can be any column containing &quot;eq&quot; in exp_df i.e.
h_eq, z_eq, {RE}_d_eq, etc.</p></li>
<li><p><strong>save_path</strong> -- (str) save path for parity plot</p></li>
<li><p><strong>print_r_squared</strong> -- (boolean) To plot or not to plot r-squared
value. Prints 2 places past decimal</p></li>
</ul>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.r_squared">
<code class="sig-name descname">r_squared</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">compared_value</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.r_squared"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.r_squared" title="Permalink to this definition"></a></dt>
<dd><p>r-squared value comparing measured and predicted compared value</p>
<p>Closer to 1, the better the model's predictions.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>compared_value</strong> -- (str) Quantity to compare predicted and
experimental data. Can be any column containing &quot;eq&quot; in exp_df i.e.
h_eq, z_eq, {RE}_d_eq, etc.</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_aq_solvent_name">
<code class="sig-name descname">set_aq_solvent_name</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">aq_solvent_name</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_aq_solvent_name"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_aq_solvent_name" title="Permalink to this definition"></a></dt>
<dd><p>Change aq_solvent_name to input aq_solvent_name</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>aq_solvent_name</strong> -- (str) name of aqueous solvent in xml file</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_aq_solvent_rho">
<code class="sig-name descname">set_aq_solvent_rho</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">aq_solvent_rho</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_aq_solvent_rho"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_aq_solvent_rho" title="Permalink to this definition"></a></dt>
<dd><p>Changes aqueous solvent density (g/L) to input aq_solvent_rho</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>aq_solvent_rho</strong> -- (float) density of aqueous solvent</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_complex_names">
<code class="sig-name descname">set_complex_names</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">complex_names</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_complex_names"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_complex_names" title="Permalink to this definition"></a></dt>
<dd><p>Change complex names list to input complex_names</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>complex_names</strong> -- (list) names of complexes in xml file.</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_diluant_name">
<code class="sig-name descname">set_diluant_name</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">diluant_name</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_diluant_name"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_diluant_name" title="Permalink to this definition"></a></dt>
<dd><p>Change diluant_name to input diluant_name</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>diluant_name</strong> -- (str) name of diluant in xml file</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_diluant_rho">
<code class="sig-name descname">set_diluant_rho</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">diluant_rho</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_diluant_rho"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_diluant_rho" title="Permalink to this definition"></a></dt>
<dd><p>Changes diluant density (g/L) to input diluant_rho</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>diluant_rho</strong> -- (float) density of diluant</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_exp_df">
<code class="sig-name descname">set_exp_df</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">exp_csv_filename</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_exp_df"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_exp_df" title="Permalink to this definition"></a></dt>
<dd><p>Changes the experimental DataFrame to input exp_csv_filename data
and renames columns to internal REEPS names</p>
<p>h_i, h_eq, z_i, z_eq, {RE}_aq_i, {RE}_aq_eq, {RE}_d</p>
<p>See class docstring on &quot;exp_csv_filename&quot; for further explanations.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>exp_csv_filename</strong> -- (str) file name/path for experimental data csv</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_extractant_name">
<code class="sig-name descname">set_extractant_name</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">extractant_name</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_extractant_name"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_extractant_name" title="Permalink to this definition"></a></dt>
<dd><p>Change extractant_name to input extractant_name
:param extractant_name: (str) name of extractant in xml file</p>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_extractant_rho">
<code class="sig-name descname">set_extractant_rho</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">extractant_rho</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_extractant_rho"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_extractant_rho" title="Permalink to this definition"></a></dt>
<dd><p>Changes extractant density (g/L) to input extractant_rho</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>extractant_rho</strong> -- (float) density of extractant</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_in_moles">
<code class="sig-name descname">set_in_moles</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">feed_vol</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_in_moles"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_in_moles" title="Permalink to this definition"></a></dt>
<dd><p>Function that initializes mole fractions to input feed_vol</p>
<p>This function is called at initialization</p>
<p>Sets in_moles to a pd.DataFrame containing initial mole fractions</p>
<p>Columns for species and rows for different experiments</p>
<p>This function also calls update_predicted_dict</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>feed_vol</strong> -- (float) feed volume of mixture (g/L)</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_objective_function">
<code class="sig-name descname">set_objective_function</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">objective_function</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_objective_function"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_objective_function" title="Permalink to this definition"></a></dt>
<dd><p>Change objective function to input objective_function.</p>
<blockquote>
<div><p>See class docstring on &quot;objective_function&quot; for instructions</p>
</div></blockquote>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>objective_function</strong> -- (func) Objective function to quantify
error between model and experimental data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_opt_dict">
<code class="sig-name descname">set_opt_dict</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">opt_dict</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_opt_dict"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_opt_dict" title="Permalink to this definition"></a></dt>
<dd><p>Change the dictionary to input opt_dict.</p>
<p>opt_dict specifies species parameters to be updated to
fit model to data</p>
<p>See class docstring on &quot;opt_dict&quot; for more information.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>opt_dict</strong> -- (dict) dictionary containing info about which
species parameters are updated to fit model to experimental data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_optimizer">
<code class="sig-name descname">set_optimizer</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">optimizer</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_optimizer"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_optimizer" title="Permalink to this definition"></a></dt>
<dd><p>Change optimizer function to input optimizer.</p>
<blockquote>
<div><p>See class docstring on &quot;optimizer&quot; for instructions</p>
</div></blockquote>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>optimizer</strong> -- (func) Optimizer function to minimize objective
function</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_phases">
<code class="sig-name descname">set_phases</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">phases_xml_filename</span></em>, <em class="sig-param"><span class="n">phase_names</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_phases"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_phases" title="Permalink to this definition"></a></dt>
<dd><p>Change list of Cantera solutions by inputting
new xml file name and phase names</p>
<p>Also runs set_in_moles to set initial molality to 1 g/L</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>phases_xml_filename</strong> -- (str) xml file with parameters
for equilibrium calc</p></li>
<li><p><strong>phase_names</strong> -- (list) names of phases in xml file</p></li>
</ul>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_rare_earth_ion_names">
<code class="sig-name descname">set_rare_earth_ion_names</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">rare_earth_ion_names</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_rare_earth_ion_names"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_rare_earth_ion_names" title="Permalink to this definition"></a></dt>
<dd><dl class="simple">
<dt>Change list of rare earth ion names to input</dt><dd><p>rare_earth_ion_names</p>
</dd>
</dl>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>rare_earth_ion_names</strong> -- (list) names of rare earth ions in
xml file</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_re_species_list">
<code class="sig-name descname">set_re_species_list</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">re_species_list</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_re_species_list"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_re_species_list" title="Permalink to this definition"></a></dt>
<dd><dl class="simple">
<dt>Change list of rare earth ion names to input</dt><dd><p>rare_earth_ion_names</p>
</dd>
</dl>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>re_species_list</strong> -- (list) names of rare earth elements in
xml file</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.set_temp_xml_file_path">
<code class="sig-name descname">set_temp_xml_file_path</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">temp_xml_file_path</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.set_temp_xml_file_path"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.set_temp_xml_file_path" title="Permalink to this definition"></a></dt>
<dd><p>Changes temporary xml file path to input temp_xml_file_path.</p>
<p>This xml file is a duplicate of the phases_xml_file name and is
modified during the optimization process to avoid changing the original
xml file.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>temp_xml_file_path</strong> -- (str) path to temporary xml file.</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.slsqp_optimizer">
<em class="property">static </em><code class="sig-name descname">slsqp_optimizer</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">objective</span></em>, <em class="sig-param"><span class="n">x_guess</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.slsqp_optimizer"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.slsqp_optimizer" title="Permalink to this definition"></a></dt>
<dd><p>The default optimizer for REEPS</p>
<p>Uses scipy.minimize with options</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">default_kwargs</span><span class="o">=</span> <span class="p">{</span><span class="s2">&quot;method&quot;</span><span class="p">:</span> <span class="s1">&#39;SLSQP&#39;</span><span class="p">,</span>
<span class="s2">&quot;bounds&quot;</span><span class="p">:</span> <span class="p">[(</span><span class="mf">1e-1</span><span class="p">,</span> <span class="mf">1e1</span><span class="p">)</span><span class="o">*</span><span class="nb">len</span><span class="p">(</span><span class="n">x_guess</span><span class="p">)],</span>
<span class="s2">&quot;constraints&quot;</span><span class="p">:</span> <span class="p">(),</span>
<span class="s2">&quot;options&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;disp&#39;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
<span class="s1">&#39;maxiter&#39;</span><span class="p">:</span> <span class="mi">1000</span><span class="p">,</span>
<span class="s1">&#39;ftol&#39;</span><span class="p">:</span> <span class="mf">1e-6</span><span class="p">}}</span>
</pre></div>
</div>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>objective</strong> -- (func) the objective function</p></li>
<li><p><strong>x_guess</strong> -- (np.ndarray) the initial guess (always 1)</p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>(np.ndarray) Optimized parameters</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.update_predicted_dict">
<code class="sig-name descname">update_predicted_dict</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">phases_xml_filename</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">phase_names</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.update_predicted_dict"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.update_predicted_dict" title="Permalink to this definition"></a></dt>
<dd><p>Function that computes the predicted equilibrium concentrations
the fed phases_xml_filename parameters predicts given the initial
mole fractions set by in_moles()</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>phases_xml_filename</strong> -- (str)xml file with parameters
for equilibrium calc. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the
current phases_xml_filename is used.</p></li>
<li><p><strong>phase_names</strong> -- (list) names of phases in xml file.
If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the current phases_names is used.</p></li>
</ul>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="reeps.REEPS.update_xml">
<code class="sig-name descname">update_xml</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">info_dict</span></em>, <em class="sig-param"><span class="n">phases_xml_filename</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/reeps/reeps.html#REEPS.update_xml"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#reeps.REEPS.update_xml" title="Permalink to this definition"></a></dt>
<dd><p>updates xml file with info_dict</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>info_dict</strong> -- (dict) info in {species_names:{thermo_prop:val}}
Requires an identical structure to opt_dict</p></li>
<li><p><strong>phases_xml_filename</strong> -- (str) xml filename if editing other xml
If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the current xml will be modified and the internal
Cantera phases will be refreshed to the new values.</p></li>
</ul>
</dd>
</dl>
</dd></dl>
</dd></dl>
</div>
</div>
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set SPHINXBUILD=sphinx-build
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set SOURCEDIR=source
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# Configuration file for the Sphinx documentation builder.
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html_static_path = ['_static']

@ -0,0 +1,44 @@
.. _install:
************
Installation
************
Prerequisites
=============
REEPS requires python3 (>=3.5) with the development headers.
Stable Release
==============
There is currently no stable release
Bleeding-edge version
=====================
To install the latest master version:
.. code-block:: bash
pip install git+https://xgitlab.cels.anl.gov/summer-2020/parameter-estimation.git
Development version
===================
To contribute to Stable-Baselines, with support for running tests and building the documentation.
.. code-block:: bash
git clone https://xgitlab.cels.anl.gov/summer-2020/parameter-estimation.git && cd parameter-estimation
pip install -e .[docs,tests]
Using Docker Images
===================
Not set up yet.

@ -0,0 +1,36 @@
.. _quickstart:
***************
Getting Started
***************
Here is a quick example of how to fit an xml thermodynamic model to experimental data.
This code fits Nd standard enthalpy in the "twophase.xml" cantera file to the
experimental data in "Nd_exp_data.csv".
The code then produces a parity plot of the measured and predicted concentrations of Nd 3+ in the
aqueous phase.
.. code-block:: python
from reeps import REEPS
searcher_parameters = {'exp_csv_filename': 'Nd_exp_data.csv',
'phases_xml_filename': 'twophase.xml',
'opt_dict': {'Nd(H(A)2)3(org)': {'h0': -4.7e6}},
'phase_names': ['HCl_electrolyte', 'PC88A_liquid'],
'aq_solvent_name': 'H2O(L)',
'extractant_name': '(HA)2(org)',
'diluant_name': 'dodecane',
'complex_names': ['Nd(H(A)2)3(org)'],
'rare_earth_ion_names': ['Nd+++'],
'aq_solvent_rho': 1000.0,
'extractant_rho': 960.0,
'diluant_rho': 750.0}
searcher = REEPS(**searcher_parameters)
est_enthalpy = searcher.fit()
searcher.update_xml(est_enthalpy)
searcher.parity_plot(print_r_squared=True)
The code should return something like this

@ -0,0 +1,39 @@
.. reeps documentation master file, created by Titus Quah
sphinx-quickstart on Tue Jun 9 10:13:23 2020.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.
Welcome to reeps's docs! - the Rare earth element parameter searcher
====================================================================
REEPS is a package for thermodynamic parameter estimation specifically
for rare earth element extraction modeling.
REEPS takes experimental data in a csv and system data in a xml.
The package then uses Cantera, another python package, to simulate equilibrium.
Error between predicted and experimental data is then minimized.
.. toctree::
:maxdepth: 2
:caption: User Guide
guide/install
guide/quickstart
.. toctree::
:maxdepth: 1
:caption: Searchers
modules/reeps
Indices and tables
==================
* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`

@ -0,0 +1,15 @@
.. _reeps:
.. automodule:: reeps
REEPS
=====
Parameters
----------
.. autoclass:: REEPS
:members:
:inherited-members:

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from .reeps import REEPS

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from setuptools import setup
setup(
name='reeps',
version='1.0.0',
packages=['tests'],
url='',
license='',
author='Titus Quah',
author_email='',
description='Rare earth element parameter searcher'
)

@ -0,0 +1 @@
{"exp_csv_filename": "../data/csvs/Nd_exp_data.csv", "phases_xml_filename": "../data/xmls/twophase.xml", "opt_dict": {"Nd(H(A)2)3(org)": {"h0": -4662344.6400}}, "phase_names": ["HCl_electrolyte", "PC88A_liquid"], "aq_solvent_name": "H2O(L)", "extractant_name": "(HA)2(org)", "diluant_name": "dodecane", "complex_names": ["Nd(H(A)2)3(org)"], "rare_earth_ion_names": ["Nd+++"], "aq_solvent_rho": 1000.0, "extractant_rho": 960.0, "diluant_rho": 750.0}

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