deploy: 3de00312eb693bbd0b3a51a9c3b0417c37b45294
This commit is contained in:
OleehyO
669
_modules/texteller/api/inference.html
Normal file
669
_modules/texteller/api/inference.html
Normal file
@@ -0,0 +1,669 @@
|
||||
|
||||
<!DOCTYPE html>
|
||||
|
||||
|
||||
<html lang="en" data-content_root="../../../" >
|
||||
|
||||
<head>
|
||||
<meta charset="utf-8" />
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
|
||||
<title>texteller.api.inference — TexTeller documentation</title>
|
||||
|
||||
|
||||
|
||||
<script data-cfasync="false">
|
||||
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
|
||||
document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
|
||||
</script>
|
||||
|
||||
<!-- Loaded before other Sphinx assets -->
|
||||
<link href="../../../_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
||||
<link href="../../../_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
||||
<link href="../../../_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
||||
|
||||
|
||||
<link href="../../../_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
||||
<link rel="preload" as="font" type="font/woff2" crossorigin href="../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
|
||||
<link rel="preload" as="font" type="font/woff2" crossorigin href="../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
|
||||
<link rel="preload" as="font" type="font/woff2" crossorigin href="../../../_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
|
||||
|
||||
<link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
|
||||
<link rel="stylesheet" type="text/css" href="../../../_static/styles/sphinx-book-theme.css?v=eba8b062" />
|
||||
<link rel="stylesheet" type="text/css" href="../../../_static/copybutton.css?v=76b2166b" />
|
||||
<link rel="stylesheet" type="text/css" href="../../../_static/sphinx-design.min.css?v=95c83b7e" />
|
||||
|
||||
<!-- Pre-loaded scripts that we'll load fully later -->
|
||||
<link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
|
||||
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
|
||||
<script src="../../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
|
||||
|
||||
<script src="../../../_static/documentation_options.js?v=9eb32ce0"></script>
|
||||
<script src="../../../_static/doctools.js?v=9bcbadda"></script>
|
||||
<script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
|
||||
<script src="../../../_static/clipboard.min.js?v=a7894cd8"></script>
|
||||
<script src="../../../_static/copybutton.js?v=f281be69"></script>
|
||||
<script src="../../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
|
||||
<script src="../../../_static/design-tabs.js?v=f930bc37"></script>
|
||||
<script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
|
||||
<script>DOCUMENTATION_OPTIONS.pagename = '_modules/texteller/api/inference';</script>
|
||||
<link rel="index" title="Index" href="../../../genindex.html" />
|
||||
<link rel="search" title="Search" href="../../../search.html" />
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1"/>
|
||||
<meta name="docsearch:language" content="en"/>
|
||||
</head>
|
||||
|
||||
|
||||
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
|
||||
|
||||
|
||||
|
||||
<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
|
||||
|
||||
<div id="pst-scroll-pixel-helper"></div>
|
||||
|
||||
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
|
||||
<i class="fa-solid fa-arrow-up"></i>Back to top</button>
|
||||
|
||||
|
||||
<input type="checkbox"
|
||||
class="sidebar-toggle"
|
||||
id="pst-primary-sidebar-checkbox"/>
|
||||
<label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
|
||||
|
||||
<input type="checkbox"
|
||||
class="sidebar-toggle"
|
||||
id="pst-secondary-sidebar-checkbox"/>
|
||||
<label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
|
||||
|
||||
<div class="search-button__wrapper">
|
||||
<div class="search-button__overlay"></div>
|
||||
<div class="search-button__search-container">
|
||||
<form class="bd-search d-flex align-items-center"
|
||||
action="../../../search.html"
|
||||
method="get">
|
||||
<i class="fa-solid fa-magnifying-glass"></i>
|
||||
<input type="search"
|
||||
class="form-control"
|
||||
name="q"
|
||||
id="search-input"
|
||||
placeholder="Search..."
|
||||
aria-label="Search..."
|
||||
autocomplete="off"
|
||||
autocorrect="off"
|
||||
autocapitalize="off"
|
||||
spellcheck="false"/>
|
||||
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
|
||||
</form></div>
|
||||
</div>
|
||||
|
||||
<div class="pst-async-banner-revealer d-none">
|
||||
<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
|
||||
</div>
|
||||
|
||||
|
||||
<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
|
||||
</header>
|
||||
|
||||
|
||||
<div class="bd-container">
|
||||
<div class="bd-container__inner bd-page-width">
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<div class="bd-sidebar-primary bd-sidebar">
|
||||
|
||||
|
||||
|
||||
<div class="sidebar-header-items sidebar-primary__section">
|
||||
|
||||
|
||||
|
||||
|
||||
</div>
|
||||
|
||||
<div class="sidebar-primary-items__start sidebar-primary__section">
|
||||
<div class="sidebar-primary-item">
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<a class="navbar-brand logo" href="../../../index.html">
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<img src="../../../_static/logo.svg" class="logo__image only-light" alt="TexTeller documentation - Home"/>
|
||||
<script>document.write(`<img src="../../../_static/logo.svg" class="logo__image only-dark" alt="TexTeller documentation - Home"/>`);</script>
|
||||
|
||||
|
||||
</a></div>
|
||||
<div class="sidebar-primary-item">
|
||||
|
||||
<script>
|
||||
document.write(`
|
||||
<button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||||
<i class="fa-solid fa-magnifying-glass"></i>
|
||||
<span class="search-button__default-text">Search</span>
|
||||
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
|
||||
</button>
|
||||
`);
|
||||
</script></div>
|
||||
<div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
|
||||
<div class="bd-toc-item navbar-nav active">
|
||||
<ul class="nav bd-sidenav">
|
||||
<li class="toctree-l1"><a class="reference internal" href="../../../api.html">API Reference</a></li>
|
||||
</ul>
|
||||
|
||||
</div>
|
||||
</nav></div>
|
||||
</div>
|
||||
|
||||
|
||||
<div class="sidebar-primary-items__end sidebar-primary__section">
|
||||
</div>
|
||||
|
||||
<div id="rtd-footer-container"></div>
|
||||
|
||||
|
||||
</div>
|
||||
|
||||
<main id="main-content" class="bd-main" role="main">
|
||||
|
||||
|
||||
|
||||
<div class="sbt-scroll-pixel-helper"></div>
|
||||
|
||||
<div class="bd-content">
|
||||
<div class="bd-article-container">
|
||||
|
||||
<div class="bd-header-article d-print-none">
|
||||
<div class="header-article-items header-article__inner">
|
||||
|
||||
<div class="header-article-items__start">
|
||||
|
||||
<div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||||
<span class="fa-solid fa-bars"></span>
|
||||
</button></div>
|
||||
|
||||
</div>
|
||||
|
||||
|
||||
<div class="header-article-items__end">
|
||||
|
||||
<div class="header-article-item">
|
||||
|
||||
<div class="article-header-buttons">
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<div class="dropdown dropdown-source-buttons">
|
||||
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Source repositories">
|
||||
<i class="fab fa-github"></i>
|
||||
</button>
|
||||
<ul class="dropdown-menu">
|
||||
|
||||
|
||||
|
||||
<li><a href="https://github.com/OleehyO/TexTeller" target="_blank"
|
||||
class="btn btn-sm btn-source-repository-button dropdown-item"
|
||||
title="Source repository"
|
||||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||||
>
|
||||
|
||||
|
||||
<span class="btn__icon-container">
|
||||
<i class="fab fa-github"></i>
|
||||
</span>
|
||||
<span class="btn__text-container">Repository</span>
|
||||
</a>
|
||||
</li>
|
||||
|
||||
|
||||
|
||||
|
||||
<li><a href="https://github.com/OleehyO/TexTeller/issues/new?title=Issue%20on%20page%20%2F_modules/texteller/api/inference.html&body=Your%20issue%20content%20here." target="_blank"
|
||||
class="btn btn-sm btn-source-issues-button dropdown-item"
|
||||
title="Open an issue"
|
||||
data-bs-placement="left" data-bs-toggle="tooltip"
|
||||
>
|
||||
|
||||
|
||||
<span class="btn__icon-container">
|
||||
<i class="fas fa-lightbulb"></i>
|
||||
</span>
|
||||
<span class="btn__text-container">Open issue</span>
|
||||
</a>
|
||||
</li>
|
||||
|
||||
</ul>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
|
||||
<button onclick="toggleFullScreen()"
|
||||
class="btn btn-sm btn-fullscreen-button"
|
||||
title="Fullscreen mode"
|
||||
data-bs-placement="bottom" data-bs-toggle="tooltip"
|
||||
>
|
||||
|
||||
|
||||
<span class="btn__icon-container">
|
||||
<i class="fas fa-expand"></i>
|
||||
</span>
|
||||
|
||||
</button>
|
||||
|
||||
|
||||
|
||||
<script>
|
||||
document.write(`
|
||||
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||||
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
|
||||
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
|
||||
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
|
||||
</button>
|
||||
`);
|
||||
</script>
|
||||
|
||||
|
||||
<script>
|
||||
document.write(`
|
||||
<button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
||||
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
|
||||
</button>
|
||||
`);
|
||||
</script>
|
||||
|
||||
</div></div>
|
||||
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
<div id="jb-print-docs-body" class="onlyprint">
|
||||
<h1></h1>
|
||||
<!-- Table of contents -->
|
||||
<div id="print-main-content">
|
||||
<div id="jb-print-toc">
|
||||
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
<div id="searchbox"></div>
|
||||
<article class="bd-article">
|
||||
|
||||
<h1>Source code for texteller.api.inference</h1><div class="highlight"><pre>
|
||||
<span></span><span class="kn">import</span><span class="w"> </span><span class="nn">re</span>
|
||||
<span class="kn">import</span><span class="w"> </span><span class="nn">time</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">collections</span><span class="w"> </span><span class="kn">import</span> <span class="n">Counter</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Literal</span>
|
||||
|
||||
<span class="kn">import</span><span class="w"> </span><span class="nn">cv2</span>
|
||||
<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
|
||||
<span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">onnxruntime</span><span class="w"> </span><span class="kn">import</span> <span class="n">InferenceSession</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">optimum.onnxruntime</span><span class="w"> </span><span class="kn">import</span> <span class="n">ORTModelForVision2Seq</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">transformers</span><span class="w"> </span><span class="kn">import</span> <span class="n">GenerationConfig</span><span class="p">,</span> <span class="n">RobertaTokenizerFast</span>
|
||||
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">texteller.constants</span><span class="w"> </span><span class="kn">import</span> <span class="n">MAX_TOKEN_SIZE</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">texteller.logger</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_logger</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">texteller.paddleocr</span><span class="w"> </span><span class="kn">import</span> <span class="n">predict_det</span><span class="p">,</span> <span class="n">predict_rec</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">texteller.types</span><span class="w"> </span><span class="kn">import</span> <span class="n">Bbox</span><span class="p">,</span> <span class="n">TexTellerModel</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">texteller.utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
|
||||
<span class="n">bbox_merge</span><span class="p">,</span>
|
||||
<span class="n">get_device</span><span class="p">,</span>
|
||||
<span class="n">mask_img</span><span class="p">,</span>
|
||||
<span class="n">readimgs</span><span class="p">,</span>
|
||||
<span class="n">remove_style</span><span class="p">,</span>
|
||||
<span class="n">slice_from_image</span><span class="p">,</span>
|
||||
<span class="n">split_conflict</span><span class="p">,</span>
|
||||
<span class="n">transform</span><span class="p">,</span>
|
||||
<span class="n">add_newlines</span><span class="p">,</span>
|
||||
<span class="p">)</span>
|
||||
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">.detection</span><span class="w"> </span><span class="kn">import</span> <span class="n">latex_detect</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">.format</span><span class="w"> </span><span class="kn">import</span> <span class="n">format_latex</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">.katex</span><span class="w"> </span><span class="kn">import</span> <span class="n">to_katex</span>
|
||||
|
||||
<span class="n">_logger</span> <span class="o">=</span> <span class="n">get_logger</span><span class="p">()</span>
|
||||
|
||||
|
||||
<div class="viewcode-block" id="img2latex">
|
||||
<a class="viewcode-back" href="../../../api.html#texteller.api.img2latex">[docs]</a>
|
||||
<span class="k">def</span><span class="w"> </span><span class="nf">img2latex</span><span class="p">(</span>
|
||||
<span class="n">model</span><span class="p">:</span> <span class="n">TexTellerModel</span><span class="p">,</span>
|
||||
<span class="n">tokenizer</span><span class="p">:</span> <span class="n">RobertaTokenizerFast</span><span class="p">,</span>
|
||||
<span class="n">images</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">],</span>
|
||||
<span class="n">device</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
||||
<span class="n">out_format</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">"latex"</span><span class="p">,</span> <span class="s2">"katex"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">"latex"</span><span class="p">,</span>
|
||||
<span class="n">keep_style</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
|
||||
<span class="n">max_tokens</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="n">MAX_TOKEN_SIZE</span><span class="p">,</span>
|
||||
<span class="n">num_beams</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span>
|
||||
<span class="n">no_repeat_ngram_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
|
||||
<span class="p">)</span> <span class="o">-></span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
|
||||
<span class="w"> </span><span class="sd">"""</span>
|
||||
<span class="sd"> Convert images to LaTeX or KaTeX formatted strings.</span>
|
||||
|
||||
<span class="sd"> Args:</span>
|
||||
<span class="sd"> model: The TexTeller or ORTModelForVision2Seq model instance</span>
|
||||
<span class="sd"> tokenizer: The tokenizer for the model</span>
|
||||
<span class="sd"> images: List of image paths or numpy arrays (RGB format)</span>
|
||||
<span class="sd"> device: The torch device to use (defaults to available GPU or CPU)</span>
|
||||
<span class="sd"> out_format: Output format, either "latex" or "katex"</span>
|
||||
<span class="sd"> keep_style: Whether to keep the style of the LaTeX</span>
|
||||
<span class="sd"> max_tokens: Maximum number of tokens to generate</span>
|
||||
<span class="sd"> num_beams: Number of beams for beam search</span>
|
||||
<span class="sd"> no_repeat_ngram_size: Size of n-grams to prevent repetition</span>
|
||||
|
||||
<span class="sd"> Returns:</span>
|
||||
<span class="sd"> List of LaTeX or KaTeX strings corresponding to each input image</span>
|
||||
|
||||
<span class="sd"> Example:</span>
|
||||
<span class="sd"> >>> import torch</span>
|
||||
<span class="sd"> >>> from texteller import load_model, load_tokenizer, img2latex</span>
|
||||
<span class="sd"> >>></span>
|
||||
<span class="sd"> >>> model = load_model(model_path=None, use_onnx=False)</span>
|
||||
<span class="sd"> >>> tokenizer = load_tokenizer(tokenizer_path=None)</span>
|
||||
<span class="sd"> >>> device = torch.device("cuda" if torch.cuda.is_available() else "cpu")</span>
|
||||
<span class="sd"> >>></span>
|
||||
<span class="sd"> >>> res = img2latex(model, tokenizer, ["path/to/image.png"], device=device, out_format="katex")</span>
|
||||
<span class="sd"> """</span>
|
||||
<span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">images</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span>
|
||||
<span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">images</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<span class="n">device</span> <span class="o">=</span> <span class="n">get_device</span><span class="p">()</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">device</span><span class="o">.</span><span class="n">type</span> <span class="o">!=</span> <span class="n">model</span><span class="o">.</span><span class="n">device</span><span class="o">.</span><span class="n">type</span><span class="p">:</span>
|
||||
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">ORTModelForVision2Seq</span><span class="p">):</span>
|
||||
<span class="n">_logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
|
||||
<span class="sa">f</span><span class="s2">"Onnxruntime device mismatch: detected </span><span class="si">{</span><span class="nb">str</span><span class="p">(</span><span class="n">device</span><span class="p">)</span><span class="si">}</span><span class="s2"> but model is on </span><span class="si">{</span><span class="nb">str</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">device</span><span class="p">)</span><span class="si">}</span><span class="s2">, using </span><span class="si">{</span><span class="nb">str</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">device</span><span class="p">)</span><span class="si">}</span><span class="s2"> instead"</span>
|
||||
<span class="p">)</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">model</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="nb">str</span><span class="p">):</span>
|
||||
<span class="n">images</span> <span class="o">=</span> <span class="n">readimgs</span><span class="p">(</span><span class="n">images</span><span class="p">)</span>
|
||||
<span class="k">else</span><span class="p">:</span> <span class="c1"># already numpy array(rgb format)</span>
|
||||
<span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span>
|
||||
<span class="n">images</span> <span class="o">=</span> <span class="n">images</span>
|
||||
|
||||
<span class="n">images</span> <span class="o">=</span> <span class="n">transform</span><span class="p">(</span><span class="n">images</span><span class="p">)</span>
|
||||
<span class="n">pixel_values</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">stack</span><span class="p">(</span><span class="n">images</span><span class="p">)</span>
|
||||
|
||||
<span class="n">generate_config</span> <span class="o">=</span> <span class="n">GenerationConfig</span><span class="p">(</span>
|
||||
<span class="n">max_new_tokens</span><span class="o">=</span><span class="n">max_tokens</span><span class="p">,</span>
|
||||
<span class="n">num_beams</span><span class="o">=</span><span class="n">num_beams</span><span class="p">,</span>
|
||||
<span class="n">do_sample</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
|
||||
<span class="n">pad_token_id</span><span class="o">=</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">pad_token_id</span><span class="p">,</span>
|
||||
<span class="n">eos_token_id</span><span class="o">=</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">eos_token_id</span><span class="p">,</span>
|
||||
<span class="n">bos_token_id</span><span class="o">=</span><span class="n">tokenizer</span><span class="o">.</span><span class="n">bos_token_id</span><span class="p">,</span>
|
||||
<span class="n">no_repeat_ngram_size</span><span class="o">=</span><span class="n">no_repeat_ngram_size</span><span class="p">,</span>
|
||||
<span class="p">)</span>
|
||||
<span class="n">pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span>
|
||||
<span class="n">pixel_values</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">device</span><span class="p">),</span>
|
||||
<span class="n">generation_config</span><span class="o">=</span><span class="n">generate_config</span><span class="p">,</span>
|
||||
<span class="p">)</span>
|
||||
|
||||
<span class="n">res</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">batch_decode</span><span class="p">(</span><span class="n">pred</span><span class="p">,</span> <span class="n">skip_special_tokens</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">out_format</span> <span class="o">==</span> <span class="s2">"katex"</span><span class="p">:</span>
|
||||
<span class="n">res</span> <span class="o">=</span> <span class="p">[</span><span class="n">to_katex</span><span class="p">(</span><span class="n">r</span><span class="p">)</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">res</span><span class="p">]</span>
|
||||
|
||||
<span class="k">if</span> <span class="ow">not</span> <span class="n">keep_style</span><span class="p">:</span>
|
||||
<span class="n">res</span> <span class="o">=</span> <span class="p">[</span><span class="n">remove_style</span><span class="p">(</span><span class="n">r</span><span class="p">)</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">res</span><span class="p">]</span>
|
||||
|
||||
<span class="n">res</span> <span class="o">=</span> <span class="p">[</span><span class="n">format_latex</span><span class="p">(</span><span class="n">r</span><span class="p">)</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">res</span><span class="p">]</span>
|
||||
<span class="n">res</span> <span class="o">=</span> <span class="p">[</span><span class="n">add_newlines</span><span class="p">(</span><span class="n">r</span><span class="p">)</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">res</span><span class="p">]</span>
|
||||
<span class="k">return</span> <span class="n">res</span></div>
|
||||
|
||||
|
||||
|
||||
<div class="viewcode-block" id="paragraph2md">
|
||||
<a class="viewcode-back" href="../../../api.html#texteller.api.paragraph2md">[docs]</a>
|
||||
<span class="k">def</span><span class="w"> </span><span class="nf">paragraph2md</span><span class="p">(</span>
|
||||
<span class="n">img_path</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
|
||||
<span class="n">latexdet_model</span><span class="p">:</span> <span class="n">InferenceSession</span><span class="p">,</span>
|
||||
<span class="n">textdet_model</span><span class="p">:</span> <span class="n">predict_det</span><span class="o">.</span><span class="n">TextDetector</span><span class="p">,</span>
|
||||
<span class="n">textrec_model</span><span class="p">:</span> <span class="n">predict_rec</span><span class="o">.</span><span class="n">TextRecognizer</span><span class="p">,</span>
|
||||
<span class="n">latexrec_model</span><span class="p">:</span> <span class="n">TexTellerModel</span><span class="p">,</span>
|
||||
<span class="n">tokenizer</span><span class="p">:</span> <span class="n">RobertaTokenizerFast</span><span class="p">,</span>
|
||||
<span class="n">device</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
||||
<span class="n">num_beams</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
|
||||
<span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span>
|
||||
<span class="w"> </span><span class="sd">"""</span>
|
||||
<span class="sd"> Convert an image containing both text and mathematical formulas to markdown format.</span>
|
||||
|
||||
<span class="sd"> This function processes a mixed-content image by:</span>
|
||||
<span class="sd"> 1. Detecting mathematical formulas using a latex detection model</span>
|
||||
<span class="sd"> 2. Masking detected formula areas and detecting text regions using OCR</span>
|
||||
<span class="sd"> 3. Recognizing text in the detected regions</span>
|
||||
<span class="sd"> 4. Converting formula regions to LaTeX using the latex recognition model</span>
|
||||
<span class="sd"> 5. Combining all detected elements into a properly formatted markdown string</span>
|
||||
|
||||
<span class="sd"> Args:</span>
|
||||
<span class="sd"> img_path: Path to the input image containing text and formulas</span>
|
||||
<span class="sd"> latexdet_model: ONNX InferenceSession for LaTeX formula detection</span>
|
||||
<span class="sd"> textdet_model: OCR text detector model</span>
|
||||
<span class="sd"> textrec_model: OCR text recognition model</span>
|
||||
<span class="sd"> latexrec_model: TexTeller model for LaTeX formula recognition</span>
|
||||
<span class="sd"> tokenizer: Tokenizer for the LaTeX recognition model</span>
|
||||
<span class="sd"> device: The torch device to use (defaults to available GPU or CPU)</span>
|
||||
<span class="sd"> num_beams: Number of beams for beam search during LaTeX generation</span>
|
||||
|
||||
<span class="sd"> Returns:</span>
|
||||
<span class="sd"> Markdown formatted string containing the recognized text and formulas</span>
|
||||
|
||||
<span class="sd"> Example:</span>
|
||||
<span class="sd"> >>> from texteller import load_latexdet_model, load_textdet_model, load_textrec_model, load_tokenizer, paragraph2md</span>
|
||||
<span class="sd"> >>></span>
|
||||
<span class="sd"> >>> # Load all required models</span>
|
||||
<span class="sd"> >>> latexdet_model = load_latexdet_model()</span>
|
||||
<span class="sd"> >>> textdet_model = load_textdet_model()</span>
|
||||
<span class="sd"> >>> textrec_model = load_textrec_model()</span>
|
||||
<span class="sd"> >>> latexrec_model = load_model()</span>
|
||||
<span class="sd"> >>> tokenizer = load_tokenizer()</span>
|
||||
<span class="sd"> >>></span>
|
||||
<span class="sd"> >>> # Convert image to markdown</span>
|
||||
<span class="sd"> >>> markdown_text = paragraph2md(</span>
|
||||
<span class="sd"> ... img_path="path/to/mixed_content_image.jpg",</span>
|
||||
<span class="sd"> ... latexdet_model=latexdet_model,</span>
|
||||
<span class="sd"> ... textdet_model=textdet_model,</span>
|
||||
<span class="sd"> ... textrec_model=textrec_model,</span>
|
||||
<span class="sd"> ... latexrec_model=latexrec_model,</span>
|
||||
<span class="sd"> ... tokenizer=tokenizer,</span>
|
||||
<span class="sd"> ... )</span>
|
||||
<span class="sd"> """</span>
|
||||
<span class="n">img</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">img_path</span><span class="p">)</span>
|
||||
<span class="n">corners</span> <span class="o">=</span> <span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">img</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]),</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">img</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">]),</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">img</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">]),</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">img</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">])]</span>
|
||||
<span class="n">bg_color</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">Counter</span><span class="p">(</span><span class="n">corners</span><span class="p">)</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
|
||||
|
||||
<span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
|
||||
<span class="n">latex_bboxes</span> <span class="o">=</span> <span class="n">latex_detect</span><span class="p">(</span><span class="n">img_path</span><span class="p">,</span> <span class="n">latexdet_model</span><span class="p">)</span>
|
||||
<span class="n">end_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
|
||||
<span class="n">_logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">"latex_det_model time: </span><span class="si">{</span><span class="n">end_time</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start_time</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">s"</span><span class="p">)</span>
|
||||
<span class="n">latex_bboxes</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">latex_bboxes</span><span class="p">)</span>
|
||||
<span class="n">latex_bboxes</span> <span class="o">=</span> <span class="n">bbox_merge</span><span class="p">(</span><span class="n">latex_bboxes</span><span class="p">)</span>
|
||||
<span class="n">masked_img</span> <span class="o">=</span> <span class="n">mask_img</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">latex_bboxes</span><span class="p">,</span> <span class="n">bg_color</span><span class="p">)</span>
|
||||
|
||||
<span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
|
||||
<span class="n">det_prediction</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">textdet_model</span><span class="p">(</span><span class="n">masked_img</span><span class="p">)</span>
|
||||
<span class="n">end_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
|
||||
<span class="n">_logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">"ocr_det_model time: </span><span class="si">{</span><span class="n">end_time</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start_time</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">s"</span><span class="p">)</span>
|
||||
<span class="n">ocr_bboxes</span> <span class="o">=</span> <span class="p">[</span>
|
||||
<span class="n">Bbox</span><span class="p">(</span>
|
||||
<span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
|
||||
<span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
|
||||
<span class="n">p</span><span class="p">[</span><span class="mi">3</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span>
|
||||
<span class="n">p</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">p</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span>
|
||||
<span class="n">label</span><span class="o">=</span><span class="s2">"text"</span><span class="p">,</span>
|
||||
<span class="n">confidence</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
|
||||
<span class="n">content</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
|
||||
<span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">det_prediction</span>
|
||||
<span class="p">]</span>
|
||||
|
||||
<span class="n">ocr_bboxes</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">ocr_bboxes</span><span class="p">)</span>
|
||||
<span class="n">ocr_bboxes</span> <span class="o">=</span> <span class="n">bbox_merge</span><span class="p">(</span><span class="n">ocr_bboxes</span><span class="p">)</span>
|
||||
<span class="n">ocr_bboxes</span> <span class="o">=</span> <span class="n">split_conflict</span><span class="p">(</span><span class="n">ocr_bboxes</span><span class="p">,</span> <span class="n">latex_bboxes</span><span class="p">)</span>
|
||||
<span class="n">ocr_bboxes</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">"text"</span><span class="p">,</span> <span class="n">ocr_bboxes</span><span class="p">))</span>
|
||||
|
||||
<span class="n">sliced_imgs</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">=</span> <span class="n">slice_from_image</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">ocr_bboxes</span><span class="p">)</span>
|
||||
<span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
|
||||
<span class="n">rec_predictions</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">textrec_model</span><span class="p">(</span><span class="n">sliced_imgs</span><span class="p">)</span>
|
||||
<span class="n">end_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
|
||||
<span class="n">_logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">"ocr_rec_model time: </span><span class="si">{</span><span class="n">end_time</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start_time</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">s"</span><span class="p">)</span>
|
||||
|
||||
<span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">rec_predictions</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">ocr_bboxes</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">content</span><span class="p">,</span> <span class="n">bbox</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">rec_predictions</span><span class="p">,</span> <span class="n">ocr_bboxes</span><span class="p">):</span>
|
||||
<span class="n">bbox</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="n">content</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
|
||||
|
||||
<span class="n">latex_imgs</span> <span class="o">=</span> <span class="p">[]</span>
|
||||
<span class="k">for</span> <span class="n">bbox</span> <span class="ow">in</span> <span class="n">latex_bboxes</span><span class="p">:</span>
|
||||
<span class="n">latex_imgs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">img</span><span class="p">[</span><span class="n">bbox</span><span class="o">.</span><span class="n">p</span><span class="o">.</span><span class="n">y</span> <span class="p">:</span> <span class="n">bbox</span><span class="o">.</span><span class="n">p</span><span class="o">.</span><span class="n">y</span> <span class="o">+</span> <span class="n">bbox</span><span class="o">.</span><span class="n">h</span><span class="p">,</span> <span class="n">bbox</span><span class="o">.</span><span class="n">p</span><span class="o">.</span><span class="n">x</span> <span class="p">:</span> <span class="n">bbox</span><span class="o">.</span><span class="n">p</span><span class="o">.</span><span class="n">x</span> <span class="o">+</span> <span class="n">bbox</span><span class="o">.</span><span class="n">w</span><span class="p">])</span>
|
||||
<span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
|
||||
<span class="n">latex_rec_res</span> <span class="o">=</span> <span class="n">img2latex</span><span class="p">(</span>
|
||||
<span class="n">model</span><span class="o">=</span><span class="n">latexrec_model</span><span class="p">,</span>
|
||||
<span class="n">tokenizer</span><span class="o">=</span><span class="n">tokenizer</span><span class="p">,</span>
|
||||
<span class="n">images</span><span class="o">=</span><span class="n">latex_imgs</span><span class="p">,</span>
|
||||
<span class="n">num_beams</span><span class="o">=</span><span class="n">num_beams</span><span class="p">,</span>
|
||||
<span class="n">out_format</span><span class="o">=</span><span class="s2">"katex"</span><span class="p">,</span>
|
||||
<span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
|
||||
<span class="n">keep_style</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
|
||||
<span class="p">)</span>
|
||||
<span class="n">end_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
|
||||
<span class="n">_logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="sa">f</span><span class="s2">"latex_rec_model time: </span><span class="si">{</span><span class="n">end_time</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">start_time</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">s"</span><span class="p">)</span>
|
||||
|
||||
<span class="k">for</span> <span class="n">bbox</span><span class="p">,</span> <span class="n">content</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">latex_bboxes</span><span class="p">,</span> <span class="n">latex_rec_res</span><span class="p">):</span>
|
||||
<span class="k">if</span> <span class="n">bbox</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">"embedding"</span><span class="p">:</span>
|
||||
<span class="n">bbox</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="s2">" $"</span> <span class="o">+</span> <span class="n">content</span> <span class="o">+</span> <span class="s2">"$ "</span>
|
||||
<span class="k">elif</span> <span class="n">bbox</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">"isolated"</span><span class="p">:</span>
|
||||
<span class="n">bbox</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="s2">"</span><span class="se">\n\n</span><span class="s2">"</span> <span class="o">+</span> <span class="sa">r</span><span class="s2">"$$"</span> <span class="o">+</span> <span class="n">content</span> <span class="o">+</span> <span class="sa">r</span><span class="s2">"$$"</span> <span class="o">+</span> <span class="s2">"</span><span class="se">\n\n</span><span class="s2">"</span>
|
||||
|
||||
<span class="n">bboxes</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">ocr_bboxes</span> <span class="o">+</span> <span class="n">latex_bboxes</span><span class="p">)</span>
|
||||
<span class="k">if</span> <span class="n">bboxes</span> <span class="o">==</span> <span class="p">[]:</span>
|
||||
<span class="k">return</span> <span class="s2">""</span>
|
||||
|
||||
<span class="n">md</span> <span class="o">=</span> <span class="s2">""</span>
|
||||
<span class="n">prev</span> <span class="o">=</span> <span class="n">Bbox</span><span class="p">(</span><span class="n">bboxes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">p</span><span class="o">.</span><span class="n">x</span><span class="p">,</span> <span class="n">bboxes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">p</span><span class="o">.</span><span class="n">y</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">"guard"</span><span class="p">)</span>
|
||||
<span class="k">for</span> <span class="n">curr</span> <span class="ow">in</span> <span class="n">bboxes</span><span class="p">:</span>
|
||||
<span class="c1"># Add the formula number back to the isolated formula</span>
|
||||
<span class="k">if</span> <span class="n">prev</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">"isolated"</span> <span class="ow">and</span> <span class="n">curr</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">"text"</span> <span class="ow">and</span> <span class="n">prev</span><span class="o">.</span><span class="n">same_row</span><span class="p">(</span><span class="n">curr</span><span class="p">):</span>
|
||||
<span class="n">curr</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
|
||||
<span class="k">if</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">"("</span><span class="p">)</span> <span class="ow">and</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s2">")"</span><span class="p">):</span>
|
||||
<span class="n">curr</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="sa">r</span><span class="s2">"</span><span class="se">\\</span><span class="s2">tag\{.*\}$"</span><span class="p">,</span> <span class="n">md</span><span class="p">[:</span><span class="o">-</span><span class="mi">4</span><span class="p">])</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
|
||||
<span class="c1"># in case of multiple tag</span>
|
||||
<span class="n">md</span> <span class="o">=</span> <span class="n">md</span><span class="p">[:</span><span class="o">-</span><span class="mi">5</span><span class="p">]</span> <span class="o">+</span> <span class="sa">f</span><span class="s2">", </span><span class="si">{</span><span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="si">}</span><span class="s2">"</span> <span class="o">+</span> <span class="s2">"}"</span> <span class="o">+</span> <span class="n">md</span><span class="p">[</span><span class="o">-</span><span class="mi">4</span><span class="p">:]</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="n">md</span> <span class="o">=</span> <span class="n">md</span><span class="p">[:</span><span class="o">-</span><span class="mi">4</span><span class="p">]</span> <span class="o">+</span> <span class="sa">f</span><span class="s2">"</span><span class="se">\\</span><span class="s2">tag</span><span class="se">{{</span><span class="si">{</span><span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="si">}</span><span class="se">}}</span><span class="s2">"</span> <span class="o">+</span> <span class="n">md</span><span class="p">[</span><span class="o">-</span><span class="mi">4</span><span class="p">:]</span>
|
||||
<span class="k">continue</span>
|
||||
|
||||
<span class="k">if</span> <span class="ow">not</span> <span class="n">prev</span><span class="o">.</span><span class="n">same_row</span><span class="p">(</span><span class="n">curr</span><span class="p">):</span>
|
||||
<span class="n">md</span> <span class="o">+=</span> <span class="s2">" "</span>
|
||||
|
||||
<span class="k">if</span> <span class="n">curr</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">"embedding"</span><span class="p">:</span>
|
||||
<span class="c1"># remove the bold effect from inline formulas</span>
|
||||
<span class="n">curr</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="n">remove_style</span><span class="p">(</span><span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="p">)</span>
|
||||
|
||||
<span class="c1"># change split environment into aligned</span>
|
||||
<span class="n">curr</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="sa">r</span><span class="s2">"\begin</span><span class="si">{split}</span><span class="s2">"</span><span class="p">,</span> <span class="sa">r</span><span class="s2">"\begin</span><span class="si">{aligned}</span><span class="s2">"</span><span class="p">)</span>
|
||||
<span class="n">curr</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="sa">r</span><span class="s2">"\end</span><span class="si">{split}</span><span class="s2">"</span><span class="p">,</span> <span class="sa">r</span><span class="s2">"\end</span><span class="si">{aligned}</span><span class="s2">"</span><span class="p">)</span>
|
||||
|
||||
<span class="c1"># remove extra spaces (keeping only one)</span>
|
||||
<span class="n">curr</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="sa">r</span><span class="s2">" +"</span><span class="p">,</span> <span class="s2">" "</span><span class="p">,</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="p">)</span>
|
||||
<span class="k">assert</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">"$"</span><span class="p">)</span> <span class="ow">and</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s2">"$"</span><span class="p">)</span>
|
||||
<span class="n">curr</span><span class="o">.</span><span class="n">content</span> <span class="o">=</span> <span class="s2">" $"</span> <span class="o">+</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s2">"$"</span><span class="p">)</span> <span class="o">+</span> <span class="s2">"$ "</span>
|
||||
<span class="n">md</span> <span class="o">+=</span> <span class="n">curr</span><span class="o">.</span><span class="n">content</span>
|
||||
<span class="n">prev</span> <span class="o">=</span> <span class="n">curr</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">md</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span></div>
|
||||
|
||||
</pre></div>
|
||||
|
||||
</article>
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
<footer class="prev-next-footer d-print-none">
|
||||
|
||||
<div class="prev-next-area">
|
||||
</div>
|
||||
</footer>
|
||||
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
|
||||
</div>
|
||||
<footer class="bd-footer-content">
|
||||
|
||||
<div class="bd-footer-content__inner container">
|
||||
|
||||
<div class="footer-item">
|
||||
|
||||
<p class="component-author">
|
||||
By TexTeller Team
|
||||
</p>
|
||||
|
||||
</div>
|
||||
|
||||
<div class="footer-item">
|
||||
|
||||
|
||||
<p class="copyright">
|
||||
|
||||
© Copyright 2025, TexTeller Team.
|
||||
<br/>
|
||||
|
||||
</p>
|
||||
|
||||
</div>
|
||||
|
||||
<div class="footer-item">
|
||||
|
||||
</div>
|
||||
|
||||
<div class="footer-item">
|
||||
|
||||
</div>
|
||||
|
||||
</div>
|
||||
</footer>
|
||||
|
||||
|
||||
</main>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<!-- Scripts loaded after <body> so the DOM is not blocked -->
|
||||
<script src="../../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
|
||||
<script src="../../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
|
||||
|
||||
<footer class="bd-footer">
|
||||
</footer>
|
||||
</body>
|
||||
</html>
|
||||
Reference in New Issue
Block a user