mirror of
https://github.com/katanemo/plano.git
synced 2026-05-02 12:22:43 +02:00
655 lines
22 KiB
HTML
655 lines
22 KiB
HTML
|
|
|||
|
|
<!DOCTYPE html>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<html lang="en" data-content_root="../" >
|
|||
|
|
|
|||
|
|
<head>
|
|||
|
|
<meta charset="utf-8" />
|
|||
|
|
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
|
|||
|
|
|
|||
|
|
<title>LLMs — Arch 0.1-beta 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=a746c00c" />
|
|||
|
|
<link rel="stylesheet" type="text/css" href="../_static/styles/sphinx-book-theme.css?v=a3416100" />
|
|||
|
|
<link rel="stylesheet" type="text/css" href="../_static/copybutton.css?v=76b2166b" />
|
|||
|
|
|
|||
|
|
<!-- 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=2742c0eb"></script>
|
|||
|
|
<script src="../_static/doctools.js?v=9a2dae69"></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>DOCUMENTATION_OPTIONS.pagename = 'llms/llms';</script>
|
|||
|
|
<link rel="icon" href="../_static/favicon.ico"/>
|
|||
|
|
<link rel="index" title="Index" href="../genindex.html" />
|
|||
|
|
<link rel="search" title="Search" href="../search.html" />
|
|||
|
|
<link rel="next" title="Configuration Reference" href="../configuration_reference.html" />
|
|||
|
|
<link rel="prev" title="Access Logging" href="../observability/access_logs.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="../root.html">
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<img src="../_static/arch-nav-logo.png" class="logo__image only-light" alt="Arch 0.1-beta documentation - Home"/>
|
|||
|
|
<script>document.write(`<img src="../_static/arch-nav-logo.png" class="logo__image only-dark" alt="Arch 0.1-beta 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="current nav bd-sidenav">
|
|||
|
|
<li class="toctree-l1 has-children"><a class="reference internal" href="../intro/intro.html">Introduction</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
|
|||
|
|
<li class="toctree-l2"><a class="reference internal" href="../intro/what_is_arch.html">What is Arch</a></li>
|
|||
|
|
<li class="toctree-l2 has-children"><a class="reference internal" href="../intro/architecture/architecture.html">Technical Architecture</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
|
|||
|
|
<li class="toctree-l3"><a class="reference internal" href="../intro/architecture/intro/terminology.html">Terminology</a></li>
|
|||
|
|
<li class="toctree-l3"><a class="reference internal" href="../intro/architecture/intro/threading_model.html">Threading model</a></li>
|
|||
|
|
<li class="toctree-l3"><a class="reference internal" href="../intro/architecture/listeners/listeners.html">Listener</a></li>
|
|||
|
|
<li class="toctree-l3"><a class="reference internal" href="../intro/architecture/prompt_processing/prompt_processing.html">Prompts</a></li>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<li class="toctree-l3"><a class="reference internal" href="../intro/architecture/listeners/llm_provider.html">LLM Provider</a></li>
|
|||
|
|
|
|||
|
|
<li class="toctree-l3"><a class="reference internal" href="../intro/architecture/model_serving/model_serving.html">Model Serving</a></li>
|
|||
|
|
</ul>
|
|||
|
|
</details></li>
|
|||
|
|
<li class="toctree-l2"><a class="reference internal" href="../intro/life_of_a_request.html">Life of a Request</a></li>
|
|||
|
|
<li class="toctree-l2"><a class="reference internal" href="../intro/getting_help.html">Getting help</a></li>
|
|||
|
|
</ul>
|
|||
|
|
</details></li>
|
|||
|
|
<li class="toctree-l1"><a class="reference internal" href="../getting_started/getting_started.html">Getting Started</a></li>
|
|||
|
|
<li class="toctree-l1"><a class="reference internal" href="../getting_started/use_cases/rag.html">Retrieval-Augmented (RAG)</a></li>
|
|||
|
|
<li class="toctree-l1"><a class="reference internal" href="../getting_started/use_cases/function_calling.html">Agentic (Text-to-Action) Apps</a></li>
|
|||
|
|
<li class="toctree-l1 has-children"><a class="reference internal" href="../observability/observability.html">Observability</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
|
|||
|
|
<li class="toctree-l2"><a class="reference internal" href="../observability/tracing.html">Tracing</a></li>
|
|||
|
|
<li class="toctree-l2"><a class="reference internal" href="../observability/stats.html">Monitoring</a></li>
|
|||
|
|
<li class="toctree-l2"><a class="reference internal" href="../observability/access_logs.html">Access Logging</a></li>
|
|||
|
|
</ul>
|
|||
|
|
</details></li>
|
|||
|
|
<li class="toctree-l1 current active"><a class="current reference internal" href="#">LLMs</a></li>
|
|||
|
|
<li class="toctree-l1"><a class="reference internal" href="../configuration_reference.html">Configuration 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-download-buttons">
|
|||
|
|
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Download this page">
|
|||
|
|
<i class="fas fa-download"></i>
|
|||
|
|
</button>
|
|||
|
|
<ul class="dropdown-menu">
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<li><a href="../_sources/llms/llms.rst" target="_blank"
|
|||
|
|
class="btn btn-sm btn-download-source-button dropdown-item"
|
|||
|
|
title="Download source file"
|
|||
|
|
data-bs-placement="left" data-bs-toggle="tooltip"
|
|||
|
|
>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<span class="btn__icon-container">
|
|||
|
|
<i class="fas fa-file"></i>
|
|||
|
|
</span>
|
|||
|
|
<span class="btn__text-container">.rst</span>
|
|||
|
|
</a>
|
|||
|
|
</li>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<li>
|
|||
|
|
<button onclick="window.print()"
|
|||
|
|
class="btn btn-sm btn-download-pdf-button dropdown-item"
|
|||
|
|
title="Print to PDF"
|
|||
|
|
data-bs-placement="left" data-bs-toggle="tooltip"
|
|||
|
|
>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<span class="btn__icon-container">
|
|||
|
|
<i class="fas fa-file-pdf"></i>
|
|||
|
|
</span>
|
|||
|
|
<span class="btn__text-container">.pdf</span>
|
|||
|
|
</button>
|
|||
|
|
</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>
|
|||
|
|
<button class="sidebar-toggle secondary-toggle btn btn-sm" title="Toggle secondary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|||
|
|
<span class="fa-solid fa-list"></span>
|
|||
|
|
</button>
|
|||
|
|
</div></div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<div id="jb-print-docs-body" class="onlyprint">
|
|||
|
|
<h1>LLMs</h1>
|
|||
|
|
<!-- Table of contents -->
|
|||
|
|
<div id="print-main-content">
|
|||
|
|
<div id="jb-print-toc">
|
|||
|
|
|
|||
|
|
<div>
|
|||
|
|
<h2> Contents </h2>
|
|||
|
|
</div>
|
|||
|
|
<nav aria-label="Page">
|
|||
|
|
<ul class="visible nav section-nav flex-column">
|
|||
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#arch-guard-v1">Arch-Guard-v1</a></li>
|
|||
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#arch-fc">Arch-FC</a></li>
|
|||
|
|
</ul>
|
|||
|
|
</nav>
|
|||
|
|
</div>
|
|||
|
|
</div>
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<div id="searchbox"></div>
|
|||
|
|
<article class="bd-article">
|
|||
|
|
|
|||
|
|
<section id="llms">
|
|||
|
|
<span id="llms-in-arch"></span><h1>LLMs<a class="headerlink" href="#llms" title="Link to this heading">#</a></h1>
|
|||
|
|
<p>Arch utilizes purpose-built, industry leading, LLMs to handle the crufty and undifferentiated work around
|
|||
|
|
accepting, handling and processing prompts. The following sections talk about some of the core models that
|
|||
|
|
are built-in Arch.</p>
|
|||
|
|
<section id="arch-guard-v1">
|
|||
|
|
<h2>Arch-Guard-v1<a class="headerlink" href="#arch-guard-v1" title="Link to this heading">#</a></h2>
|
|||
|
|
<p>LLM-powered applications are susceptible to prompt attacks, which are prompts intentionally designed to
|
|||
|
|
subvert the developer’s intended behavior of the LLM. Arch-Guard-v1 is a classifier model trained on a large
|
|||
|
|
corpus of attacks, capable of detecting explicitly malicious prompts (and toxicity).</p>
|
|||
|
|
<p>The model is useful as a starting point for identifying and guardrailing against the most risky realistic
|
|||
|
|
inputs to LLM-powered applications. Our goal in embedding Arch-Guard in the Arch gateway is to enable developers
|
|||
|
|
to focus on their business logic and factor out security and safety outside application logic. Wth Arch-Guard-v1
|
|||
|
|
developers can take to significantly reduce prompt attack risk while maintaining control over the user experience.</p>
|
|||
|
|
<p>Below is our test results of the strength of our model as compared to Prompt-Guard from <a class="reference external" href="https://huggingface.co/meta-llama/Prompt-Guard-86M">Meta LLama</a>.</p>
|
|||
|
|
<div class="pst-scrollable-table-container"><table class="table">
|
|||
|
|
<colgroup>
|
|||
|
|
<col style="width: 21.4%" />
|
|||
|
|
<col style="width: 21.4%" />
|
|||
|
|
<col style="width: 14.3%" />
|
|||
|
|
<col style="width: 21.4%" />
|
|||
|
|
<col style="width: 21.4%" />
|
|||
|
|
</colgroup>
|
|||
|
|
<thead>
|
|||
|
|
<tr class="row-odd"><th class="head"><p>Dataset</p></th>
|
|||
|
|
<th class="head"><p>Jailbreak (Yes/No)</p></th>
|
|||
|
|
<th class="head"><p>Samples</p></th>
|
|||
|
|
<th class="head"><p>Prompt-Guard Accuracy</p></th>
|
|||
|
|
<th class="head"><p>Arch-Guard Accuracy</p></th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="row-even"><td><p>casual_conversation</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>3725</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>commonqa</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>9741</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>financeqa</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>1585</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>instruction</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>5000</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>jailbreak_behavior_benign</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>100</p></td>
|
|||
|
|
<td><p>0.10</p></td>
|
|||
|
|
<td><p>0.20</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>jailbreak_behavior_harmful</p></td>
|
|||
|
|
<td><p>1</p></td>
|
|||
|
|
<td><p>100</p></td>
|
|||
|
|
<td><p>0.30</p></td>
|
|||
|
|
<td><p>0.52</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>jailbreak_judge</p></td>
|
|||
|
|
<td><p>1</p></td>
|
|||
|
|
<td><p>300</p></td>
|
|||
|
|
<td><p>0.33</p></td>
|
|||
|
|
<td><p>0.49</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>jailbreak_prompts</p></td>
|
|||
|
|
<td><p>1</p></td>
|
|||
|
|
<td><p>79</p></td>
|
|||
|
|
<td><p>0.99</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>jailbreak_tweet</p></td>
|
|||
|
|
<td><p>1</p></td>
|
|||
|
|
<td><p>1282</p></td>
|
|||
|
|
<td><p>0.16</p></td>
|
|||
|
|
<td><p>0.35</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>jailbreak_v</p></td>
|
|||
|
|
<td><p>1</p></td>
|
|||
|
|
<td><p>20000</p></td>
|
|||
|
|
<td><p>0.90</p></td>
|
|||
|
|
<td><p>0.93</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>jailbreak_vigil</p></td>
|
|||
|
|
<td><p>1</p></td>
|
|||
|
|
<td><p>104</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>mental_health</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>3512</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>telecom</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>4000</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>truthqa</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>817</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>0.98</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>weather</p></td>
|
|||
|
|
<td><p>0</p></td>
|
|||
|
|
<td><p>3121</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
<td><p>1.00</p></td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
</div>
|
|||
|
|
<div class="pst-scrollable-table-container"><table class="table">
|
|||
|
|
<colgroup>
|
|||
|
|
<col style="width: 42.9%" />
|
|||
|
|
<col style="width: 57.1%" />
|
|||
|
|
</colgroup>
|
|||
|
|
<thead>
|
|||
|
|
<tr class="row-odd"><th class="head"><p>Statistics</p></th>
|
|||
|
|
<th class="head"><p>Overall performance</p></th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="row-even"><td><p>Overall Accuracy</p></td>
|
|||
|
|
<td><p>0.93568 (Prompt-Guard), 0.95267 (Arch-Guard)</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>True positives rate (TPR)</p></td>
|
|||
|
|
<td><p>0.8468 (Prompt-Guard), 0.8887 (Arch-Guard)</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>True negative rate (TNR)</p></td>
|
|||
|
|
<td><p>0.9972 (Prompt-Guard), 0.9970 (Arch-Guard)</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>False positive rate (FPR)</p></td>
|
|||
|
|
<td><p>0.0028 (Prompt-Guard), 0.0030 (Arch-Guard)</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>False negative rate (FNR)</p></td>
|
|||
|
|
<td><p>0.1532 (Prompt-Guard), 0.1113 (Arch-Guard)</p></td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
</div>
|
|||
|
|
<div class="pst-scrollable-table-container"><table class="table">
|
|||
|
|
<colgroup>
|
|||
|
|
<col style="width: 42.9%" />
|
|||
|
|
<col style="width: 57.1%" />
|
|||
|
|
</colgroup>
|
|||
|
|
<thead>
|
|||
|
|
<tr class="row-odd"><th class="head"><p>Metrics</p></th>
|
|||
|
|
<th class="head"><p>Values</p></th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="row-even"><td><p>AUC</p></td>
|
|||
|
|
<td><p>0.857 (Prompt-Guard), 0.880 (Arch-Guard)</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-odd"><td><p>Precision</p></td>
|
|||
|
|
<td><p>0.715 (Prompt-Guard), 0.761 (Arch-Guard)</p></td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="row-even"><td><p>Recall</p></td>
|
|||
|
|
<td><p>0.999 (Prompt-Guard), 0.999 (Arch-Guard)</p></td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
</div>
|
|||
|
|
</section>
|
|||
|
|
<section id="arch-fc">
|
|||
|
|
<h2>Arch-FC<a class="headerlink" href="#arch-fc" title="Link to this heading">#</a></h2>
|
|||
|
|
<p>Arch-FC is a lean, powerful and cost-effective agentic model designed for function calling scenarios.
|
|||
|
|
You can run Arch-FC locally, or use the cloud-hosted version for as little as $0.05/M token (100x cheaper
|
|||
|
|
than GPT-4o), with a p50 latency of 200ms (5x faster than GPT-4o), while meeting frontier model performance.</p>
|
|||
|
|
<div class="admonition note">
|
|||
|
|
<p class="admonition-title">Note</p>
|
|||
|
|
<p>Function calling helps you personalize the GenAI experience by calling application-specific operations via
|
|||
|
|
prompts. This involves any predefined functions or APIs you want to expose to perform tasks, gather
|
|||
|
|
information, or manipulate data - via prompts.</p>
|
|||
|
|
<p>You can get started with function calling simply by configuring a prompt target with a name, description
|
|||
|
|
and set of parameters needed by a specific backend function or a hosted API. The name, and description helps
|
|||
|
|
Arch-FC match a user prompt to a function or API that can process it.</p>
|
|||
|
|
</div>
|
|||
|
|
<p>By using Arch-FC, Arch enables you to easily build agentic workflows tailored to domain-specific use cases -
|
|||
|
|
from updating insurance claims to creating ad campaigns. Arch-FC analyzes prompts, extracts critical information
|
|||
|
|
from prompts, engages in lightweight conversations with the user to gather any missing parameters need before
|
|||
|
|
handling control back to Arch to make the API call to your hosted backend. Arch-FC handles the muck of information
|
|||
|
|
extraction so that you can focus on the business logic of your application.</p>
|
|||
|
|
</section>
|
|||
|
|
</section>
|
|||
|
|
|
|||
|
|
|
|||
|
|
</article>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<footer class="prev-next-footer d-print-none">
|
|||
|
|
|
|||
|
|
<div class="prev-next-area">
|
|||
|
|
<a class="left-prev"
|
|||
|
|
href="../observability/access_logs.html"
|
|||
|
|
title="previous page">
|
|||
|
|
<i class="fa-solid fa-angle-left"></i>
|
|||
|
|
<div class="prev-next-info">
|
|||
|
|
<p class="prev-next-subtitle">previous</p>
|
|||
|
|
<p class="prev-next-title">Access Logging</p>
|
|||
|
|
</div>
|
|||
|
|
</a>
|
|||
|
|
<a class="right-next"
|
|||
|
|
href="../configuration_reference.html"
|
|||
|
|
title="next page">
|
|||
|
|
<div class="prev-next-info">
|
|||
|
|
<p class="prev-next-subtitle">next</p>
|
|||
|
|
<p class="prev-next-title">Configuration Reference</p>
|
|||
|
|
</div>
|
|||
|
|
<i class="fa-solid fa-angle-right"></i>
|
|||
|
|
</a>
|
|||
|
|
</div>
|
|||
|
|
</footer>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<div class="sidebar-secondary-item">
|
|||
|
|
<div class="page-toc tocsection onthispage">
|
|||
|
|
<i class="fa-solid fa-list"></i> Contents
|
|||
|
|
</div>
|
|||
|
|
<nav class="bd-toc-nav page-toc">
|
|||
|
|
<ul class="visible nav section-nav flex-column">
|
|||
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#arch-guard-v1">Arch-Guard-v1</a></li>
|
|||
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#arch-fc">Arch-FC</a></li>
|
|||
|
|
</ul>
|
|||
|
|
</nav></div>
|
|||
|
|
|
|||
|
|
</div></div>
|
|||
|
|
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
<footer class="bd-footer-content">
|
|||
|
|
|
|||
|
|
<div class="bd-footer-content__inner container">
|
|||
|
|
|
|||
|
|
<div class="footer-item">
|
|||
|
|
|
|||
|
|
<p class="component-author">
|
|||
|
|
By Katanemo Labs, Inc
|
|||
|
|
</p>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
<div class="footer-item">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p class="copyright">
|
|||
|
|
|
|||
|
|
© Copyright 2024, Katanemo Labs, Inc.
|
|||
|
|
<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>
|