ai-mirow-projects
/
swarms
mirror of https://github.com/kyegomez/swarms
1
0
Fork 0
Code Issues Packages Projects Releases Wiki Activity
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
Branches Tags
${ item.name }
Create tag ${ searchTerm }
Create branch ${ searchTerm }
from '5fcf083a6c'
${ noResults }
swarms/docs/site/swarms_memory/index.html

7446 lines
155 KiB
Raw Blame History Escape

This file contains ambiguous Unicode characters!

This file contains ambiguous Unicode characters that may be confused with others in your current locale. If your use case is intentional and legitimate, you can safely ignore this warning. Use the Escape button to highlight these characters.

<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="description" content="The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework">
<meta name="author" content="Swarms">
<link rel="canonical" href="https://docs.swarms.world/swarms_memory/">
<link rel="icon" href="../assets/images/favicon.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.6.15">
<title>Announcing the Release of Swarms-Memory Package: Your Gateway to Efficient RAG Systems - Swarms</title>
<link rel="stylesheet" href="../assets/stylesheets/main.342714a4.min.css">
<link rel="stylesheet" href="../assets/stylesheets/palette.06af60db.min.css">
<style>
/* Custom Footer Styling - Base */
.md-footer-custom {
padding: 2.4rem 0 1.2rem;
border-top: 0.05rem solid var(--md-default-fg-color--lightest);
}
.md-footer-custom__inner {
margin: 0 auto;
padding: 0 1.2rem;
}
.md-footer-links {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(240px, 1fr));
gap: 2rem;
max-width: 1220px;
margin: 0 auto;
}
.md-footer-links__section {
min-width: 0;
}
.md-footer-links__title {
font-size: 0.64rem;
font-weight: 700;
margin: 0 0 1rem;
text-transform: uppercase;
letter-spacing: 0.1em;
padding-bottom: 0.4rem;
}
.md-footer-links__list {
list-style: none;
margin: 0;
padding: 0;
}
.md-footer-links__item {
margin: 0;
line-height: 1.8;
}
.md-footer-links__link {
text-decoration: none;
font-size: 0.7rem;
display: block;
padding: 0.1rem 0;
transition: color 125ms;
border-radius: 0.1rem;
}
.md-footer-links__link:hover,
.md-footer-links__link:focus {
color: var(--md-accent-fg-color);
}
/* Light Mode (Default) */
[data-md-color-scheme="default"] .md-footer-custom {
background: #ffffff;
border-top-color: #e1e5e9;
}
[data-md-color-scheme="default"] .md-footer-links__title {
color: #2e3440;
border-bottom: 0.05rem solid #e1e5e9;
}
[data-md-color-scheme="default"] .md-footer-links__link {
color: #636c76;
}
[data-md-color-scheme="default"] .md-footer-links__link:hover,
[data-md-color-scheme="default"] .md-footer-links__link:focus {
color: #1976d2;
}
/* Dark Mode (Slate) */
[data-md-color-scheme="slate"] .md-footer-custom {
background: #1F2129;
border-top-color: #404040;
}
[data-md-color-scheme="slate"] .md-footer-links__title {
color: #ffffff;
border-bottom: 0.05rem solid #404040;
}
[data-md-color-scheme="slate"] .md-footer-links__link {
color: #9ca3af;
}
[data-md-color-scheme="slate"] .md-footer-links__link:hover,
[data-md-color-scheme="slate"] .md-footer-links__link:focus {
color: #42a5f5;
}
/* Company Information Section - Base */
.md-footer-company {
padding: 1.5rem 0;
border-top: 0.05rem solid var(--md-default-fg-color--lightest);
}
.md-footer-company__inner {
margin: 0 auto;
padding: 0 1.2rem;
max-width: 1220px;
}
.md-footer-company__content {
display: flex;
justify-content: space-between;
align-items: center;
flex-wrap: wrap;
gap: 1rem;
}
.md-footer-company__brand {
flex: 1;
min-width: 200px;
}
.md-footer-company__name {
margin: 0 0 0.5rem 0;
font-size: 1.2rem;
font-weight: 700;
letter-spacing: 0.05em;
}
.md-footer-company__description {
margin: 0;
font-size: 0.8rem;
line-height: 1.4;
font-style: italic;
}
.md-footer-company__copyright {
text-align: right;
}
.md-footer-company__copyright p {
margin: 0;
font-size: 0.7rem;
opacity: 0.8;
}
/* Company Section - Light Mode */
[data-md-color-scheme="default"] .md-footer-company {
background: #f8f9fa;
border-top-color: #e1e5e9;
}
[data-md-color-scheme="default"] .md-footer-company__name {
color: #DC143C;
}
[data-md-color-scheme="default"] .md-footer-company__description {
color: #495057;
}
[data-md-color-scheme="default"] .md-footer-company__copyright p {
color: #6c757d;
}
/* Company Section - Dark Mode */
[data-md-color-scheme="slate"] .md-footer-company {
background: #1F2129;
border-top-color: #404040;
}
[data-md-color-scheme="slate"] .md-footer-company__name {
color: #DC143C;
}
[data-md-color-scheme="slate"] .md-footer-company__description {
color: #d1d5db;
}
[data-md-color-scheme="slate"] .md-footer-company__copyright p {
color: #9ca3af;
}
/* Responsive Design */
@media screen and (max-width: 76.1875em) {
.md-footer-links {
grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
gap: 1.5rem;
}
.md-footer-custom {
padding: 2rem 0 1rem;
}
}
@media screen and (max-width: 59.9375em) {
.md-footer-links {
grid-template-columns: repeat(2, 1fr);
gap: 1.5rem;
}
}
@media screen and (max-width: 44.9375em) {
.md-footer-links {
grid-template-columns: 1fr;
gap: 1.5rem;
}
.md-footer-custom {
padding: 1.5rem 0 0.8rem;
}
.md-footer-custom__inner {
padding: 0 1rem;
}
/* Company section mobile styles */
.md-footer-company__content {
flex-direction: column;
text-align: center;
gap: 1rem;
}
.md-footer-company__brand {
min-width: auto;
}
.md-footer-company__copyright {
text-align: center;
}
.md-footer-company__inner {
padding: 0 1rem;
}
}
</style>
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Fira+Sans:300,300i,400,400i,700,700i%7CFira+Code:400,400i,700,700i&display=fallback">
<style>:root{--md-text-font:"Fira Sans";--md-code-font:"Fira Code"}</style>
<link rel="stylesheet" href="../assets/_mkdocstrings.css">
<link rel="stylesheet" href="../assets/css/extra.css">
<script>__md_scope=new URL("..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
<script id="__analytics">function __md_analytics(){function e(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],e("js",new Date),e("config","G-MPE9C65596"),document.addEventListener("DOMContentLoaded",(function(){document.forms.search&&document.forms.search.query.addEventListener("blur",(function(){this.value&&e("event","search",{search_term:this.value})}));document$.subscribe((function(){var t=document.forms.feedback;if(void 0!==t)for(var a of t.querySelectorAll("[type=submit]"))a.addEventListener("click",(function(a){a.preventDefault();var n=document.location.pathname,d=this.getAttribute("data-md-value");e("event","feedback",{page:n,data:d}),t.firstElementChild.disabled=!0;var r=t.querySelector(".md-feedback__note [data-md-value='"+d+"']");r&&(r.hidden=!1)})),t.hidden=!1})),location$.subscribe((function(t){e("config","G-MPE9C65596",{page_path:t.pathname})}))}));var t=document.createElement("script");t.async=!0,t.src="https://www.googletagmanager.com/gtag/js?id=G-MPE9C65596",document.getElementById("__analytics").insertAdjacentElement("afterEnd",t)}</script>
<script>"undefined"!=typeof __md_analytics&&__md_analytics()</script>
</head>
<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="white">
<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
<a href="#announcing-the-release-of-swarms-memory-package-your-gateway-to-efficient-rag-systems" class="md-skip">
Skip to content
</a>
</div>
<div data-md-component="announce">
<aside class="md-banner">
<div class="md-banner__inner md-grid md-typeset">
<button class="md-banner__button md-icon" aria-label="Don't show this again">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
<div style="text-align:center">
<a href="https://github.com/kyegomez/swarms">Star and contribute</a> to Swarms on GitHub!
</div>
</div>
<script>var el=document.querySelector("[data-md-component=announce]");if(el){var content=el.querySelector(".md-typeset");__md_hash(content.innerHTML)===__md_get("__announce")&&(el.hidden=!0)}</script>
</aside>
</div>
<header class="md-header" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href=".." title="Swarms" class="md-header__button md-logo" aria-label="Swarms" data-md-component="logo">
<img src="../assets/img/swarms-logo.png" alt="logo">
</a>
<label class="md-header__button md-icon" for="__drawer">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
Swarms
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
Announcing the Release of Swarms-Memory Package: Your Gateway to Efficient RAG Systems
</span>
</div>
</div>
</div>
<form class="md-header__option" data-md-component="palette">
<input class="md-option" data-md-color-media="" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="white" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_0">
<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_1" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a4 4 0 0 0-4 4 4 4 0 0 0 4 4 4 4 0 0 0 4-4 4 4 0 0 0-4-4m0 10a6 6 0 0 1-6-6 6 6 0 0 1 6-6 6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg>
</label>
<input class="md-option" data-md-color-media="" data-md-color-scheme="slate" data-md-color-primary="black" data-md-color-accent="black" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_1">
<label class="md-header__button md-icon" title="Switch to light mode" for="__palette_0" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 18c-.89 0-1.74-.2-2.5-.55C11.56 16.5 13 14.42 13 12s-1.44-4.5-3.5-5.45C10.26 6.2 11.11 6 12 6a6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg>
</label>
</form>
<script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
<label class="md-header__button md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
<label class="md-search__icon md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
</label>
<nav class="md-search__options" aria-label="Search">
<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list" role="presentation"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a href="https://github.com/kyegomez/swarms" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
kyegomez/swarms
</div>
</a>
</div>
</nav>
</header>
<div class="md-container" data-md-component="container">
<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
<div class="md-grid">
<ul class="md-tabs__list">
<li class="md-tabs__item">
<a href=".." class="md-tabs__link">
Home
</a>
</li>
<li class="md-tabs__item">
<a href="../examples/" class="md-tabs__link">
Examples
</a>
</li>
<li class="md-tabs__item">
<a href="../swarms_cloud/swarms_api/" class="md-tabs__link">
Swarms Cloud API
</a>
</li>
<li class="md-tabs__item">
<a href="../swarms_platform/" class="md-tabs__link">
Swarms Marketplace
</a>
</li>
<li class="md-tabs__item">
<a href="../swarms_rs/overview/" class="md-tabs__link">
Swarms Rust
</a>
</li>
<li class="md-tabs__item">
<a href="../contributors/main/" class="md-tabs__link">
Contributors
</a>
</li>
<li class="md-tabs__item">
<a href="../swarms/concept/vision/" class="md-tabs__link">
About Swarms
</a>
</li>
</ul>
</div>
</nav>
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href=".." title="Swarms" class="md-nav__button md-logo" aria-label="Swarms" data-md-component="logo">
<img src="../assets/img/swarms-logo.png" alt="logo">
</a>
Swarms
</label>
<div class="md-nav__source">
<a href="https://github.com/kyegomez/swarms" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
kyegomez/swarms
</div>
</a>
</div>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1" >
<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="0">
<span class="md-ellipsis">
Home
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1">
<span class="md-nav__icon md-icon"></span>
Home
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href=".." class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_2" >
<label class="md-nav__link" for="__nav_1_2" id="__nav_1_2_label" tabindex="0">
<span class="md-ellipsis">
Onboarding
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_2">
<span class="md-nav__icon md-icon"></span>
Onboarding
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/install/install/" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/install/env/" class="md-nav__link">
<span class="md-ellipsis">
Environment Configuration
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../quickstart/" class="md-nav__link">
<span class="md-ellipsis">
Quickstart
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/" class="md-nav__link">
<span class="md-ellipsis">
Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/" class="md-nav__link">
<span class="md-ellipsis">
Multi-Agent Architectures
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/features/" class="md-nav__link">
<span class="md-ellipsis">
Feature Set
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_3" >
<label class="md-nav__link" for="__nav_1_3" id="__nav_1_3_label" tabindex="0">
<span class="md-ellipsis">
Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_3">
<span class="md-nav__icon md-icon"></span>
Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/framework/agents_explained/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/" class="md-nav__link">
<span class="md-ellipsis">
Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/agent/" class="md-nav__link">
<span class="md-ellipsis">
Reference
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/models/agent_and_models/" class="md-nav__link">
<span class="md-ellipsis">
LLM Providers
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/tools/tools_examples/" class="md-nav__link">
<span class="md-ellipsis">
Tools and MCP
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/agent_multi_agent_communication/" class="md-nav__link">
<span class="md-ellipsis">
Multi-Agent Helpers
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/create_agents_yaml/" class="md-nav__link">
<span class="md-ellipsis">
Running Agents with YAML
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_3_8" >
<label class="md-nav__link" for="__nav_1_3_8" id="__nav_1_3_8_label" tabindex="0">
<span class="md-ellipsis">
Additional Capabilities
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_3_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_3_8">
<span class="md-nav__icon md-icon"></span>
Additional Capabilities
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_3_8_1" >
<label class="md-nav__link" for="__nav_1_3_8_1" id="__nav_1_3_8_1_label" tabindex="0">
<span class="md-ellipsis">
Tools Reference
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_3_8_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_3_8_1">
<span class="md-nav__icon md-icon"></span>
Tools Reference
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/tools/main/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/tools/build_tool/" class="md-nav__link">
<span class="md-ellipsis">
What are tools?
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/structured_outputs/" class="md-nav__link">
<span class="md-ellipsis">
Structured Outputs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/agent_mcp/" class="md-nav__link">
<span class="md-ellipsis">
Agent MCP Integration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_3_8_2" >
<label class="md-nav__link" for="__nav_1_3_8_2" id="__nav_1_3_8_2_label" tabindex="0">
<span class="md-ellipsis">
Long Term Memory Reference
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_3_8_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_3_8_2">
<span class="md-nav__icon md-icon"></span>
Long Term Memory Reference
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/memory/diy_memory/" class="md-nav__link">
<span class="md-ellipsis">
Integrating RAG with Agents
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_4" >
<label class="md-nav__link" for="__nav_1_4" id="__nav_1_4_label" tabindex="0">
<span class="md-ellipsis">
Third-Party Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_4">
<span class="md-nav__icon md-icon"></span>
Third-Party Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/agents/new_agent/" class="md-nav__link">
<span class="md-ellipsis">
Creating Custom Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/openai_assistant/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI Assistant
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/external_party_agents/" class="md-nav__link">
<span class="md-ellipsis">
Integrating External Agents from Griptape, Langchain, etc
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_5" >
<label class="md-nav__link" for="__nav_1_5" id="__nav_1_5_label" tabindex="0">
<span class="md-ellipsis">
Reasoning Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_5">
<span class="md-nav__icon md-icon"></span>
Reasoning Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/agents/reasoning_agents_overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/consistency_agent/" class="md-nav__link">
<span class="md-ellipsis">
Self Consistency Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/iterative_agent/" class="md-nav__link">
<span class="md-ellipsis">
IRE Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/reasoning_duo/" class="md-nav__link">
<span class="md-ellipsis">
Reasoning Duo
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/reflexion_agent/" class="md-nav__link">
<span class="md-ellipsis">
Reflexion Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/gkp_agent/" class="md-nav__link">
<span class="md-ellipsis">
GKP Agent
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/agent_judge/" class="md-nav__link">
<span class="md-ellipsis">
Agent Judge
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/agents/reasoning_agent_router/" class="md-nav__link">
<span class="md-ellipsis">
Reasoning Agent Router
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6" >
<label class="md-nav__link" for="__nav_1_6" id="__nav_1_6_label" tabindex="0">
<span class="md-ellipsis">
Multi-Agent Architectures
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6">
<span class="md-nav__icon md-icon"></span>
Multi-Agent Architectures
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/concept/swarm_architectures/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/concept/why/" class="md-nav__link">
<span class="md-ellipsis">
Benefits
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/concept/how_to_choose_swarms/" class="md-nav__link">
<span class="md-ellipsis">
Choosing Multi Agent Architecture
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_4" >
<label class="md-nav__link" for="__nav_1_6_4" id="__nav_1_6_4_label" tabindex="0">
<span class="md-ellipsis">
Board of Directors
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_6_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_4">
<span class="md-nav__icon md-icon"></span>
Board of Directors
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/structs/board_of_directors/board_of_directors_swarm/" class="md-nav__link">
<span class="md-ellipsis">
BoardOfDirectorsSwarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/board_of_directors/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/board_of_directors/board_of_directors_workflow/" class="md-nav__link">
<span class="md-ellipsis">
Workflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/board_of_directors/board_of_directors_roles/" class="md-nav__link">
<span class="md-ellipsis">
Roles & Responsibilities
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/board_of_directors/board_of_directors_decision_making/" class="md-nav__link">
<span class="md-ellipsis">
Decision Making
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5" >
<label class="md-nav__link" for="__nav_1_6_5" id="__nav_1_6_5_label" tabindex="0">
<span class="md-ellipsis">
Documentation
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_6_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5">
<span class="md-nav__icon md-icon"></span>
Documentation
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/structs/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/custom_swarm/" class="md-nav__link">
<span class="md-ellipsis">
Custom Multi Agent Architectures
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/majorityvoting/" class="md-nav__link">
<span class="md-ellipsis">
MajorityVoting
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/round_robin_swarm/" class="md-nav__link">
<span class="md-ellipsis">
RoundRobin
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/moa/" class="md-nav__link">
<span class="md-ellipsis">
Mixture of Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/spreadsheet_swarm/" class="md-nav__link">
<span class="md-ellipsis">
SpreadSheetSwarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/forest_swarm/" class="md-nav__link">
<span class="md-ellipsis">
ForestSwarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/malt/" class="md-nav__link">
<span class="md-ellipsis">
MALT
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/various_execution_methods/" class="md-nav__link">
<span class="md-ellipsis">
Various Execution Methods
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/deep_research_swarm/" class="md-nav__link">
<span class="md-ellipsis">
Deep Research Swarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/council_of_judges/" class="md-nav__link">
<span class="md-ellipsis">
Council of Judges
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/heavy_swarm/" class="md-nav__link">
<span class="md-ellipsis">
Heavy Swarm
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_13" >
<label class="md-nav__link" for="__nav_1_6_5_13" id="__nav_1_6_5_13_label" tabindex="0">
<span class="md-ellipsis">
Hiearchical Architectures
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_13_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_13">
<span class="md-nav__icon md-icon"></span>
Hiearchical Architectures
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/structs/multi_swarm_orchestration/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/hierarchical_swarm/" class="md-nav__link">
<span class="md-ellipsis">
HierarchicalSwarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/auto_agent_builder/" class="md-nav__link">
<span class="md-ellipsis">
Auto Agent Builder
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/hhcs/" class="md-nav__link">
<span class="md-ellipsis">
Hybrid Hierarchical-Cluster Swarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/auto_swarm_builder/" class="md-nav__link">
<span class="md-ellipsis">
Auto Swarm Builder
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/swarm_matcher/" class="md-nav__link">
<span class="md-ellipsis">
Swarm Matcher
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_14" >
<label class="md-nav__link" for="__nav_1_6_5_14" id="__nav_1_6_5_14_label" tabindex="0">
<span class="md-ellipsis">
Routers
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_14_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_14">
<span class="md-nav__icon md-icon"></span>
Routers
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/structs/swarm_router/" class="md-nav__link">
<span class="md-ellipsis">
SwarmRouter
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/multi_agent_router/" class="md-nav__link">
<span class="md-ellipsis">
MultiAgentRouter
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/model_router/" class="md-nav__link">
<span class="md-ellipsis">
ModelRouter
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_15" >
<label class="md-nav__link" for="__nav_1_6_5_15" id="__nav_1_6_5_15_label" tabindex="0">
<span class="md-ellipsis">
Configuration
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_15_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_15">
<span class="md-nav__icon md-icon"></span>
Configuration
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/config/board_config/" class="md-nav__link">
<span class="md-ellipsis">
Board of Directors Configuration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_16" >
<label class="md-nav__link" for="__nav_1_6_5_16" id="__nav_1_6_5_16_label" tabindex="0">
<span class="md-ellipsis">
Rearrangers
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_16_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_16">
<span class="md-nav__icon md-icon"></span>
Rearrangers
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/structs/swarm_rearrange/" class="md-nav__link">
<span class="md-ellipsis">
SwarmRearrange
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/agent_rearrange/" class="md-nav__link">
<span class="md-ellipsis">
AgentRearrange
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_17" >
<label class="md-nav__link" for="__nav_1_6_5_17" id="__nav_1_6_5_17_label" tabindex="0">
<span class="md-ellipsis">
GroupChats
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_17_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_17">
<span class="md-nav__icon md-icon"></span>
GroupChats
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/structs/group_chat/" class="md-nav__link">
<span class="md-ellipsis">
GroupChat
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/interactive_groupchat/" class="md-nav__link">
<span class="md-ellipsis">
Interactive Group Chat
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_18" >
<label class="md-nav__link" for="__nav_1_6_5_18" id="__nav_1_6_5_18_label" tabindex="0">
<span class="md-ellipsis">
Workflows
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_18_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_18">
<span class="md-nav__icon md-icon"></span>
Workflows
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/structs/concurrentworkflow/" class="md-nav__link">
<span class="md-ellipsis">
ConcurrentWorkflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/sequential_workflow/" class="md-nav__link">
<span class="md-ellipsis">
SequentialWorkflow
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/graph_workflow/" class="md-nav__link">
<span class="md-ellipsis">
GraphWorkflow
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_6_5_19" >
<label class="md-nav__link" for="__nav_1_6_5_19" id="__nav_1_6_5_19_label" tabindex="0">
<span class="md-ellipsis">
Storage
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_6_5_19_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_6_5_19">
<span class="md-nav__icon md-icon"></span>
Storage
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/structs/agent_registry/" class="md-nav__link">
<span class="md-ellipsis">
AgentRegistry
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../swarms/structs/conversation/" class="md-nav__link">
<span class="md-ellipsis">
Communication Structure
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7" >
<label class="md-nav__link" for="__nav_1_7" id="__nav_1_7_label" tabindex="0">
<span class="md-ellipsis">
Tools
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_7">
<span class="md-nav__icon md-icon"></span>
Tools
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_tools/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/tools/base_tool/" class="md-nav__link">
<span class="md-ellipsis">
BaseTool Reference
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/tools/mcp_client_call/" class="md-nav__link">
<span class="md-ellipsis">
MCP Client Utils
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4" >
<label class="md-nav__link" for="__nav_1_7_4" id="__nav_1_7_4_label" tabindex="0">
<span class="md-ellipsis">
Vertical Tools
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_1_7_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_7_4">
<span class="md-nav__icon md-icon"></span>
Vertical Tools
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_tools/finance/" class="md-nav__link">
<span class="md-ellipsis">
Finance
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_tools/search/" class="md-nav__link">
<span class="md-ellipsis">
Search
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_7_4_3" >
<label class="md-nav__link" for="__nav_1_7_4_3" id="__nav_1_7_4_3_label" tabindex="0">
<span class="md-ellipsis">
Social Media
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_1_7_4_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_7_4_3">
<span class="md-nav__icon md-icon"></span>
Social Media
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_tools/twitter/" class="md-nav__link">
<span class="md-ellipsis">
Twitter
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_8" >
<label class="md-nav__link" for="__nav_1_8" id="__nav_1_8_label" tabindex="0">
<span class="md-ellipsis">
Deployment Solutions
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_8">
<span class="md-nav__icon md-icon"></span>
Deployment Solutions
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_cloud/cloud_run/" class="md-nav__link">
<span class="md-ellipsis">
Deploy on Google Cloud Run
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/phala_deploy/" class="md-nav__link">
<span class="md-ellipsis">
Deploy on Phala
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_9" >
<label class="md-nav__link" for="__nav_1_9" id="__nav_1_9_label" tabindex="0">
<span class="md-ellipsis">
More About Us
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_9_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1_9">
<span class="md-nav__icon md-icon"></span>
More About Us
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/ecosystem/" class="md-nav__link">
<span class="md-ellipsis">
Swarms Ecosystem
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/support/" class="md-nav__link">
<span class="md-ellipsis">
Technical Support
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" >
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">
<span class="md-ellipsis">
Examples
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
Examples
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../examples/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../examples/cookbook_index/" class="md-nav__link">
<span class="md-ellipsis">
CookBook Index
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../examples/paper_implementations/" class="md-nav__link">
<span class="md-ellipsis">
Paper Implementations
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../examples/templates/" class="md-nav__link">
<span class="md-ellipsis">
Templates & Applications
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" >
<label class="md-nav__link" for="__nav_2_5" id="__nav_2_5_label" tabindex="0">
<span class="md-ellipsis">
Basic Examples
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5">
<span class="md-nav__icon md-icon"></span>
Basic Examples
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1" >
<label class="md-nav__link" for="__nav_2_5_1" id="__nav_2_5_1_label" tabindex="0">
<span class="md-ellipsis">
Individual Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_5_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1">
<span class="md-nav__icon md-icon"></span>
Individual Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/examples/basic_agent/" class="md-nav__link">
<span class="md-ellipsis">
Basic Agent
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_2" >
<label class="md-nav__link" for="__nav_2_5_1_2" id="__nav_2_5_1_2_label" tabindex="0">
<span class="md-ellipsis">
Tool Usage
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1_2">
<span class="md-nav__icon md-icon"></span>
Tool Usage
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/examples/vision_tools/" class="md-nav__link">
<span class="md-ellipsis">
Agents with Vision and Tool Usage
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/agent_with_tools/" class="md-nav__link">
<span class="md-ellipsis">
Agents with Callable Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/agent_structured_outputs/" class="md-nav__link">
<span class="md-ellipsis">
Agent with Structured Outputs
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/agent_with_mcp.md" class="md-nav__link">
<span class="md-ellipsis">
Agent With MCP Integration
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_3" >
<label class="md-nav__link" for="__nav_2_5_1_3" id="__nav_2_5_1_3_label" tabindex="0">
<span class="md-ellipsis">
Vision
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1_3">
<span class="md-nav__icon md-icon"></span>
Vision
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/examples/vision_processing/" class="md-nav__link">
<span class="md-ellipsis">
Agents with Vision
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/multiple_images/" class="md-nav__link">
<span class="md-ellipsis">
Agent with Multiple Images
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_4" >
<label class="md-nav__link" for="__nav_2_5_1_4" id="__nav_2_5_1_4_label" tabindex="0">
<span class="md-ellipsis">
Utils
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1_4">
<span class="md-nav__icon md-icon"></span>
Utils
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../examples/agent_stream/" class="md-nav__link">
<span class="md-ellipsis">
Agent with Streaming
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/agent_output_types/" class="md-nav__link">
<span class="md-ellipsis">
Agent Output Types
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/ui/main/" class="md-nav__link">
<span class="md-ellipsis">
Gradio Chat Interface
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5_1_5" >
<label class="md-nav__link" for="__nav_2_5_1_5" id="__nav_2_5_1_5_label" tabindex="0">
<span class="md-ellipsis">
LLM Providers
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_5_1_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_5_1_5">
<span class="md-nav__icon md-icon"></span>
LLM Providers
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/examples/model_providers/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/openai_example/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/claude/" class="md-nav__link">
<span class="md-ellipsis">
Anthropic
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/groq/" class="md-nav__link">
<span class="md-ellipsis">
Groq
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/cohere/" class="md-nav__link">
<span class="md-ellipsis">
Cohere
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/deepseek/" class="md-nav__link">
<span class="md-ellipsis">
DeepSeek
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/ollama/" class="md-nav__link">
<span class="md-ellipsis">
Ollama
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/openrouter/" class="md-nav__link">
<span class="md-ellipsis">
OpenRouter
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/xai/" class="md-nav__link">
<span class="md-ellipsis">
XAI
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/vllm_integration/" class="md-nav__link">
<span class="md-ellipsis">
VLLM
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/llama4/" class="md-nav__link">
<span class="md-ellipsis">
Llama4
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6" >
<label class="md-nav__link" for="__nav_2_6" id="__nav_2_6_label" tabindex="0">
<span class="md-ellipsis">
Advanced Examples
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_6">
<span class="md-nav__icon md-icon"></span>
Advanced Examples
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6_1" >
<label class="md-nav__link" for="__nav_2_6_1" id="__nav_2_6_1_label" tabindex="0">
<span class="md-ellipsis">
Multi-Agent Architectures
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_6_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_6_1">
<span class="md-nav__icon md-icon"></span>
Multi-Agent Architectures
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/examples/hierarchical_swarm_example/" class="md-nav__link">
<span class="md-ellipsis">
HierarchicalSwarm Examples
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/board_of_directors_example.md" class="md-nav__link">
<span class="md-ellipsis">
Board of Directors Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/hhcs_examples/" class="md-nav__link">
<span class="md-ellipsis">
Hybrid Hierarchical-Cluster Swarm Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/groupchat_example/" class="md-nav__link">
<span class="md-ellipsis">
Group Chat Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/sequential_example/" class="md-nav__link">
<span class="md-ellipsis">
Sequential Workflow Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/swarm_router/" class="md-nav__link">
<span class="md-ellipsis">
SwarmRouter Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/multi_agent_router_minimal/" class="md-nav__link">
<span class="md-ellipsis">
MultiAgentRouter Minimal Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/concurrent_workflow/" class="md-nav__link">
<span class="md-ellipsis">
ConcurrentWorkflow Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/moa_example/" class="md-nav__link">
<span class="md-ellipsis">
Mixture of Agents Example
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/unique_swarms/" class="md-nav__link">
<span class="md-ellipsis">
Unique Swarms
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/agents_as_tools/" class="md-nav__link">
<span class="md-ellipsis">
Agents as Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/aggregate/" class="md-nav__link">
<span class="md-ellipsis">
Aggregate Multi-Agent Responses
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/igc_example/" class="md-nav__link">
<span class="md-ellipsis">
Interactive GroupChat Example
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6_1_14" >
<label class="md-nav__link" for="__nav_2_6_1_14" id="__nav_2_6_1_14_label" tabindex="0">
<span class="md-ellipsis">
Applications
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_2_6_1_14_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2_6_1_14">
<span class="md-nav__icon md-icon"></span>
Applications
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/examples/swarms_dao/" class="md-nav__link">
<span class="md-ellipsis">
Swarms DAO
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/swarms_of_browser_agents/" class="md-nav__link">
<span class="md-ellipsis">
Swarms of Browser Agents
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/vllm/" class="md-nav__link">
<span class="md-ellipsis">
ConcurrentWorkflow with VLLM Agents
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" >
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
<span class="md-ellipsis">
Swarms Cloud API
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Swarms Cloud API
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_cloud/swarms_api/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/quickstart/" class="md-nav__link">
<span class="md-ellipsis">
Quickstart
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/mcp/" class="md-nav__link">
<span class="md-ellipsis">
MCP Server
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/rate_limits/" class="md-nav__link">
<span class="md-ellipsis">
Rate Limits
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/best_practices/" class="md-nav__link">
<span class="md-ellipsis">
Best Practices
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6" >
<label class="md-nav__link" for="__nav_3_6" id="__nav_3_6_label" tabindex="0">
<span class="md-ellipsis">
Capabilities
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_6">
<span class="md-nav__icon md-icon"></span>
Capabilities
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_1" >
<label class="md-nav__link" for="__nav_3_6_1" id="__nav_3_6_1_label" tabindex="0">
<span class="md-ellipsis">
Agents
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_6_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_6_1">
<span class="md-nav__icon md-icon"></span>
Agents
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_cloud/agent_api/" class="md-nav__link">
<span class="md-ellipsis">
Individual Agent Completions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/swarms_api_tools/" class="md-nav__link">
<span class="md-ellipsis">
Tools
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_2" >
<label class="md-nav__link" for="__nav_3_6_2" id="__nav_3_6_2_label" tabindex="0">
<span class="md-ellipsis">
Multi-Agent
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_3_6_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_6_2">
<span class="md-nav__icon md-icon"></span>
Multi-Agent
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_cloud/swarm_types/" class="md-nav__link">
<span class="md-ellipsis">
Multi Agent Architectures Available
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_6_2_2" >
<label class="md-nav__link" for="__nav_3_6_2_2" id="__nav_3_6_2_2_label" tabindex="0">
<span class="md-ellipsis">
Examples
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="4" aria-labelledby="__nav_3_6_2_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_6_2_2">
<span class="md-nav__icon md-icon"></span>
Examples
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/examples/swarms_api_medical/" class="md-nav__link">
<span class="md-ellipsis">
Medical Swarm
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/examples/swarms_api_finance/" class="md-nav__link">
<span class="md-ellipsis">
Finance Swarm
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_7" >
<label class="md-nav__link" for="__nav_3_7" id="__nav_3_7_label" tabindex="0">
<span class="md-ellipsis">
Clients
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_7">
<span class="md-nav__icon md-icon"></span>
Clients
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_cloud/api_clients/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/python_client/" class="md-nav__link">
<span class="md-ellipsis">
Python Client
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/rust_client/" class="md-nav__link">
<span class="md-ellipsis">
Rust Client
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3_8" >
<label class="md-nav__link" for="__nav_3_8" id="__nav_3_8_label" tabindex="0">
<span class="md-ellipsis">
Pricing
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_8_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3_8">
<span class="md-nav__icon md-icon"></span>
Pricing
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_cloud/api_pricing/" class="md-nav__link">
<span class="md-ellipsis">
Pricing
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_cloud/subscription_tiers/" class="md-nav__link">
<span class="md-ellipsis">
Subscription Tiers
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" >
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
<span class="md-ellipsis">
Swarms Marketplace
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4">
<span class="md-nav__icon md-icon"></span>
Swarms Marketplace
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_platform/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2" >
<label class="md-nav__link" for="__nav_4_2" id="__nav_4_2_label" tabindex="0">
<span class="md-ellipsis">
Marketplace
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_2">
<span class="md-nav__icon md-icon"></span>
Marketplace
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_platform/share_and_discover/" class="md-nav__link">
<span class="md-ellipsis">
Share and Discover Agents, Prompts, and Tools
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_platform/monetize/" class="md-nav__link">
<span class="md-ellipsis">
Monetize Your Prompts, Agents, and Tools
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3" >
<label class="md-nav__link" for="__nav_4_3" id="__nav_4_3_label" tabindex="0">
<span class="md-ellipsis">
Platform
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4_3">
<span class="md-nav__icon md-icon"></span>
Platform
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_platform/apps_page/" class="md-nav__link">
<span class="md-ellipsis">
Customize Your Sidebar
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_platform/playground_page/" class="md-nav__link">
<span class="md-ellipsis">
Playground
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_platform/apikeys/" class="md-nav__link">
<span class="md-ellipsis">
API Key Management
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_platform/account_management/" class="md-nav__link">
<span class="md-ellipsis">
Account Management
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" >
<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
<span class="md-ellipsis">
Swarms Rust
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
Swarms Rust
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms_rs/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms_rs/agents/" class="md-nav__link">
<span class="md-ellipsis">
Agents
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" >
<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
<span class="md-ellipsis">
Contributors
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6">
<span class="md-nav__icon md-icon"></span>
Contributors
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../contributors/main/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../contributors/environment_setup/" class="md-nav__link">
<span class="md-ellipsis">
Environment Setup
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../corporate/bounty_program/" class="md-nav__link">
<span class="md-ellipsis">
Bounty Program
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_4" >
<label class="md-nav__link" for="__nav_6_4" id="__nav_6_4_label" tabindex="0">
<span class="md-ellipsis">
Development Guides
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6_4">
<span class="md-nav__icon md-icon"></span>
Development Guides
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/framework/code_cleanliness/" class="md-nav__link">
<span class="md-ellipsis">
Code Style Guide & Best Practices
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/framework/test/" class="md-nav__link">
<span class="md-ellipsis">
Adding Tests
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../contributors/docs/" class="md-nav__link">
<span class="md-ellipsis">
Adding Documentation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../contributors/tools/" class="md-nav__link">
<span class="md-ellipsis">
New Tools & Plugins
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_5" >
<label class="md-nav__link" for="__nav_6_5" id="__nav_6_5_label" tabindex="0">
<span class="md-ellipsis">
Architecture & Design
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6_5">
<span class="md-nav__icon md-icon"></span>
Architecture & Design
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/concept/framework_architecture/" class="md-nav__link">
<span class="md-ellipsis">
Understanding Swarms Architecture
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/concept/philosophy/" class="md-nav__link">
<span class="md-ellipsis">
Development Philosophy & Principles
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" >
<label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0">
<span class="md-ellipsis">
About Swarms
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_7">
<span class="md-nav__icon md-icon"></span>
About Swarms
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../swarms/concept/vision/" class="md-nav__link">
<span class="md-ellipsis">
Vision & Mission
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/concept/swarm_ecosystem/" class="md-nav__link">
<span class="md-ellipsis">
Swarm Ecosystem
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../swarms/products/" class="md-nav__link">
<span class="md-ellipsis">
Products
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#what-is-swarms-memory" class="md-nav__link">
<span class="md-ellipsis">
What is Swarms-Memory?
</span>
</a>
<nav class="md-nav" aria-label="What is Swarms-Memory?">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#key-features" class="md-nav__link">
<span class="md-ellipsis">
Key Features
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#supported-rag-systems" class="md-nav__link">
<span class="md-ellipsis">
Supported RAG Systems
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#getting-started" class="md-nav__link">
<span class="md-ellipsis">
Getting Started
</span>
</a>
<nav class="md-nav" aria-label="Getting Started">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#requirements" class="md-nav__link">
<span class="md-ellipsis">
Requirements
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#installation" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#usage-examples" class="md-nav__link">
<span class="md-ellipsis">
Usage Examples
</span>
</a>
<nav class="md-nav" aria-label="Usage Examples">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#pinecone" class="md-nav__link">
<span class="md-ellipsis">
Pinecone
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#chromadb" class="md-nav__link">
<span class="md-ellipsis">
ChromaDB
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#join-the-community" class="md-nav__link">
<span class="md-ellipsis">
Join the Community
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#conclusion" class="md-nav__link">
<span class="md-ellipsis">
Conclusion
</span>
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="announcing-the-release-of-swarms-memory-package-your-gateway-to-efficient-rag-systems">Announcing the Release of Swarms-Memory Package: Your Gateway to Efficient RAG Systems<a class="headerlink" href="#announcing-the-release-of-swarms-memory-package-your-gateway-to-efficient-rag-systems" title="Permanent link">&para;</a></h1>
<p>We are thrilled to announce the release of the Swarms-Memory package, a powerful and easy-to-use toolkit designed to facilitate the implementation of Retrieval-Augmented Generation (RAG) systems. Whether you're a seasoned AI practitioner or just starting out, Swarms-Memory provides the tools you need to integrate high-performance, reliable RAG systems into your applications seamlessly.</p>
<p>In this blog post, we'll walk you through getting started with the Swarms-Memory package, covering installation, usage examples, and a detailed overview of supported RAG systems like Pinecone and ChromaDB. Let's dive in!</p>
<h2 id="what-is-swarms-memory">What is Swarms-Memory?<a class="headerlink" href="#what-is-swarms-memory" title="Permanent link">&para;</a></h2>
<p>Swarms-Memory is a Python package that simplifies the integration of advanced RAG systems into your projects. It supports multiple databases optimized for AI tasks, providing you with the flexibility to choose the best system for your needs. With Swarms-Memory, you can effortlessly handle large-scale AI tasks, vector searches, and more.</p>
<h3 id="key-features">Key Features<a class="headerlink" href="#key-features" title="Permanent link">&para;</a></h3>
<ul>
<li><strong>Easy Integration</strong>: Quickly set up and start using powerful RAG systems.</li>
<li><strong>Customizable</strong>: Define custom embedding, preprocessing, and postprocessing functions.</li>
<li><strong>Flexible</strong>: Supports multiple RAG systems like ChromaDB and Pinecone, with more coming soon.</li>
<li><strong>Scalable</strong>: Designed to handle large-scale AI tasks efficiently.</li>
</ul>
<h2 id="supported-rag-systems">Supported RAG Systems<a class="headerlink" href="#supported-rag-systems" title="Permanent link">&para;</a></h2>
<p>Here's an overview of the RAG systems currently supported by Swarms-Memory:</p>
<table>
<thead>
<tr>
<th>RAG System</th>
<th>Status</th>
<th>Description</th>
<th>Documentation</th>
<th>Website</th>
</tr>
</thead>
<tbody>
<tr>
<td>ChromaDB</td>
<td>Available</td>
<td>A high-performance, distributed database optimized for handling large-scale AI tasks.</td>
<td><a href="https://chromadb.com/docs">ChromaDB Documentation</a></td>
<td><a href="https://chromadb.com">ChromaDB</a></td>
</tr>
<tr>
<td>Pinecone</td>
<td>Available</td>
<td>A fully managed vector database for adding vector search to your applications.</td>
<td><a href="https://pinecone.io/docs">Pinecone Documentation</a></td>
<td><a href="https://pinecone.io">Pinecone</a></td>
</tr>
<tr>
<td>Redis</td>
<td>Coming Soon</td>
<td>An open-source, in-memory data structure store, used as a database, cache, and broker.</td>
<td><a href="https://redis.io/documentation">Redis Documentation</a></td>
<td><a href="https://redis.io">Redis</a></td>
</tr>
<tr>
<td>Faiss</td>
<td>Coming Soon</td>
<td>A library for efficient similarity search and clustering of dense vectors by Facebook AI.</td>
<td><a href="https://faiss.ai">Faiss Documentation</a></td>
<td><a href="https://faiss.ai">Faiss</a></td>
</tr>
<tr>
<td>HNSW</td>
<td>Coming Soon</td>
<td>A graph-based algorithm for approximate nearest neighbor search, known for speed.</td>
<td><a href="https://hnswlib.github.io/hnswlib">HNSW Documentation</a></td>
<td><a href="https://hnswlib.github.io/hnswlib">HNSW</a></td>
</tr>
</tbody>
</table>
<h2 id="getting-started">Getting Started<a class="headerlink" href="#getting-started" title="Permanent link">&para;</a></h2>
<h3 id="requirements">Requirements<a class="headerlink" href="#requirements" title="Permanent link">&para;</a></h3>
<p>Before you begin, ensure you have the following:</p>
<ul>
<li>Python 3.10</li>
<li><code>.env</code> file with your respective API keys (e.g., <code>PINECONE_API_KEY</code>)</li>
</ul>
<h3 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link">&para;</a></h3>
<p>You can install the Swarms-Memory package using pip:</p>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>$<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>swarms-memory
</span></code></pre></div>
<h3 id="usage-examples">Usage Examples<a class="headerlink" href="#usage-examples" title="Permanent link">&para;</a></h3>
<h4 id="pinecone">Pinecone<a class="headerlink" href="#pinecone" title="Permanent link">&para;</a></h4>
<p>Here's a step-by-step guide on how to use Pinecone with Swarms-Memory:</p>
<ol>
<li><strong>Import Required Libraries</strong>:</li>
</ol>
<div class="language-python highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><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">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Any</span>
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms_memory</span><span class="w"> </span><span class="kn">import</span> <span class="n">PineconeMemory</span>
</span></code></pre></div>
<ol>
<li><strong>Define Custom Functions</strong>:</li>
</ol>
<div class="language-python highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><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">AutoTokenizer</span><span class="p">,</span> <span class="n">AutoModel</span>
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="kn">import</span><span class="w"> </span><span class="nn">torch</span>
</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a>
</span><span id="__span-2-4"><a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="c1"># Custom embedding function using a HuggingFace model</span>
</span><span id="__span-2-5"><a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="k">def</span><span class="w"> </span><span class="nf">custom_embedding_function</span><span class="p">(</span><span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]:</span>
</span><span id="__span-2-6"><a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a> <span class="n">tokenizer</span> <span class="o">=</span> <span class="n">AutoTokenizer</span><span class="o">.</span><span class="n">from_pretrained</span><span class="p">(</span><span class="s2">&quot;bert-base-uncased&quot;</span><span class="p">)</span>
</span><span id="__span-2-7"><a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a> <span class="n">model</span> <span class="o">=</span> <span class="n">AutoModel</span><span class="o">.</span><span class="n">from_pretrained</span><span class="p">(</span><span class="s2">&quot;bert-base-uncased&quot;</span><span class="p">)</span>
</span><span id="__span-2-8"><a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a> <span class="n">inputs</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">return_tensors</span><span class="o">=</span><span class="s2">&quot;pt&quot;</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">truncation</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">max_length</span><span class="o">=</span><span class="mi">512</span><span class="p">)</span>
</span><span id="__span-2-9"><a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a> <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span>
</span><span id="__span-2-10"><a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a> <span class="n">outputs</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="o">**</span><span class="n">inputs</span><span class="p">)</span>
</span><span id="__span-2-11"><a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a> <span class="n">embeddings</span> <span class="o">=</span> <span class="n">outputs</span><span class="o">.</span><span class="n">last_hidden_state</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">squeeze</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
</span><span id="__span-2-12"><a id="__codelineno-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a> <span class="k">return</span> <span class="n">embeddings</span>
</span><span id="__span-2-13"><a id="__codelineno-2-13" name="__codelineno-2-13" href="#__codelineno-2-13"></a>
</span><span id="__span-2-14"><a id="__codelineno-2-14" name="__codelineno-2-14" href="#__codelineno-2-14"></a><span class="c1"># Custom preprocessing function</span>
</span><span id="__span-2-15"><a id="__codelineno-2-15" name="__codelineno-2-15" href="#__codelineno-2-15"></a><span class="k">def</span><span class="w"> </span><span class="nf">custom_preprocess</span><span class="p">(</span><span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="__span-2-16"><a id="__codelineno-2-16" name="__codelineno-2-16" href="#__codelineno-2-16"></a> <span class="k">return</span> <span class="n">text</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
</span><span id="__span-2-17"><a id="__codelineno-2-17" name="__codelineno-2-17" href="#__codelineno-2-17"></a>
</span><span id="__span-2-18"><a id="__codelineno-2-18" name="__codelineno-2-18" href="#__codelineno-2-18"></a><span class="c1"># Custom postprocessing function</span>
</span><span id="__span-2-19"><a id="__codelineno-2-19" name="__codelineno-2-19" href="#__codelineno-2-19"></a><span class="k">def</span><span class="w"> </span><span class="nf">custom_postprocess</span><span class="p">(</span><span class="n">results</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]])</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]:</span>
</span><span id="__span-2-20"><a id="__codelineno-2-20" name="__codelineno-2-20" href="#__codelineno-2-20"></a> <span class="k">for</span> <span class="n">result</span> <span class="ow">in</span> <span class="n">results</span><span class="p">:</span>
</span><span id="__span-2-21"><a id="__codelineno-2-21" name="__codelineno-2-21" href="#__codelineno-2-21"></a> <span class="n">result</span><span class="p">[</span><span class="s2">&quot;custom_score&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="s2">&quot;score&quot;</span><span class="p">]</span> <span class="o">*</span> <span class="mi">2</span> <span class="c1"># Example modification</span>
</span><span id="__span-2-22"><a id="__codelineno-2-22" name="__codelineno-2-22" href="#__codelineno-2-22"></a> <span class="k">return</span> <span class="n">results</span>
</span></code></pre></div>
<ol>
<li><strong>Initialize the Wrapper with Custom Functions</strong>:</li>
</ol>
<div class="language-python highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="n">wrapper</span> <span class="o">=</span> <span class="n">PineconeMemory</span><span class="p">(</span>
</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a> <span class="n">api_key</span><span class="o">=</span><span class="s2">&quot;your-api-key&quot;</span><span class="p">,</span>
</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a> <span class="n">environment</span><span class="o">=</span><span class="s2">&quot;your-environment&quot;</span><span class="p">,</span>
</span><span id="__span-3-4"><a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a> <span class="n">index_name</span><span class="o">=</span><span class="s2">&quot;your-index-name&quot;</span><span class="p">,</span>
</span><span id="__span-3-5"><a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a> <span class="n">embedding_function</span><span class="o">=</span><span class="n">custom_embedding_function</span><span class="p">,</span>
</span><span id="__span-3-6"><a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a> <span class="n">preprocess_function</span><span class="o">=</span><span class="n">custom_preprocess</span><span class="p">,</span>
</span><span id="__span-3-7"><a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a> <span class="n">postprocess_function</span><span class="o">=</span><span class="n">custom_postprocess</span><span class="p">,</span>
</span><span id="__span-3-8"><a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a> <span class="n">logger_config</span><span class="o">=</span><span class="p">{</span>
</span><span id="__span-3-9"><a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a> <span class="s2">&quot;handlers&quot;</span><span class="p">:</span> <span class="p">[</span>
</span><span id="__span-3-10"><a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a> <span class="p">{</span><span class="s2">&quot;sink&quot;</span><span class="p">:</span> <span class="s2">&quot;custom_rag_wrapper.log&quot;</span><span class="p">,</span> <span class="s2">&quot;rotation&quot;</span><span class="p">:</span> <span class="s2">&quot;1 GB&quot;</span><span class="p">},</span>
</span><span id="__span-3-11"><a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a> <span class="p">{</span><span class="s2">&quot;sink&quot;</span><span class="p">:</span> <span class="k">lambda</span> <span class="n">msg</span><span class="p">:</span> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Custom log: </span><span class="si">{</span><span class="n">msg</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">end</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">)},</span>
</span><span id="__span-3-12"><a id="__codelineno-3-12" name="__codelineno-3-12" href="#__codelineno-3-12"></a> <span class="p">],</span>
</span><span id="__span-3-13"><a id="__codelineno-3-13" name="__codelineno-3-13" href="#__codelineno-3-13"></a> <span class="p">},</span>
</span><span id="__span-3-14"><a id="__codelineno-3-14" name="__codelineno-3-14" href="#__codelineno-3-14"></a><span class="p">)</span>
</span></code></pre></div>
<ol>
<li><strong>Add Documents and Query</strong>:</li>
</ol>
<div class="language-python highlight"><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="c1"># Adding documents</span>
</span><span id="__span-4-2"><a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="n">wrapper</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s2">&quot;This is a sample document about artificial intelligence.&quot;</span><span class="p">,</span> <span class="p">{</span><span class="s2">&quot;category&quot;</span><span class="p">:</span> <span class="s2">&quot;AI&quot;</span><span class="p">})</span>
</span><span id="__span-4-3"><a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="n">wrapper</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s2">&quot;Python is a popular programming language for data science.&quot;</span><span class="p">,</span> <span class="p">{</span><span class="s2">&quot;category&quot;</span><span class="p">:</span> <span class="s2">&quot;Programming&quot;</span><span class="p">})</span>
</span><span id="__span-4-4"><a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a>
</span><span id="__span-4-5"><a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="c1"># Querying</span>
</span><span id="__span-4-6"><a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a><span class="n">results</span> <span class="o">=</span> <span class="n">wrapper</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;What is AI?&quot;</span><span class="p">,</span> <span class="nb">filter</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;category&quot;</span><span class="p">:</span> <span class="s2">&quot;AI&quot;</span><span class="p">})</span>
</span><span id="__span-4-7"><a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a><span class="k">for</span> <span class="n">result</span> <span class="ow">in</span> <span class="n">results</span><span class="p">:</span>
</span><span id="__span-4-8"><a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Score: </span><span class="si">{</span><span class="n">result</span><span class="p">[</span><span class="s1">&#39;score&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">, Custom Score: </span><span class="si">{</span><span class="n">result</span><span class="p">[</span><span class="s1">&#39;custom_score&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">, Text: </span><span class="si">{</span><span class="n">result</span><span class="p">[</span><span class="s1">&#39;metadata&#39;</span><span class="p">][</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div>
<h4 id="chromadb">ChromaDB<a class="headerlink" href="#chromadb" title="Permanent link">&para;</a></h4>
<p>Using ChromaDB with Swarms-Memory is straightforward. Here’s how:</p>
<ol>
<li><strong>Import ChromaDB</strong>:</li>
</ol>
<div class="language-python highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">swarms_memory</span><span class="w"> </span><span class="kn">import</span> <span class="n">ChromaDB</span>
</span></code></pre></div>
<ol>
<li><strong>Initialize ChromaDB</strong>:</li>
</ol>
<div class="language-python highlight"><pre><span></span><code><span id="__span-6-1"><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="n">chromadb</span> <span class="o">=</span> <span class="n">ChromaDB</span><span class="p">(</span>
</span><span id="__span-6-2"><a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a> <span class="n">metric</span><span class="o">=</span><span class="s2">&quot;cosine&quot;</span><span class="p">,</span>
</span><span id="__span-6-3"><a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a> <span class="n">output_dir</span><span class="o">=</span><span class="s2">&quot;results&quot;</span><span class="p">,</span>
</span><span id="__span-6-4"><a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a> <span class="n">limit_tokens</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span>
</span><span id="__span-6-5"><a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a> <span class="n">n_results</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
</span><span id="__span-6-6"><a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a> <span class="n">docs_folder</span><span class="o">=</span><span class="s2">&quot;path/to/docs&quot;</span><span class="p">,</span>
</span><span id="__span-6-7"><a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a> <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="__span-6-8"><a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a><span class="p">)</span>
</span></code></pre></div>
<ol>
<li><strong>Add and Query Documents</strong>:</li>
</ol>
<div class="language-python highlight"><pre><span></span><code><span id="__span-7-1"><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="c1"># Add a document</span>
</span><span id="__span-7-2"><a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="n">doc_id</span> <span class="o">=</span> <span class="n">chromadb</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s2">&quot;This is a test document.&quot;</span><span class="p">)</span>
</span><span id="__span-7-3"><a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a>
</span><span id="__span-7-4"><a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="c1"># Query the document</span>
</span><span id="__span-7-5"><a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="n">result</span> <span class="o">=</span> <span class="n">chromadb</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;This is a test query.&quot;</span><span class="p">)</span>
</span><span id="__span-7-6"><a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a>
</span><span id="__span-7-7"><a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a><span class="c1"># Traverse a directory</span>
</span><span id="__span-7-8"><a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a><span class="n">chromadb</span><span class="o">.</span><span class="n">traverse_directory</span><span class="p">()</span>
</span><span id="__span-7-9"><a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a>
</span><span id="__span-7-10"><a id="__codelineno-7-10" name="__codelineno-7-10" href="#__codelineno-7-10"></a><span class="c1"># Display the result</span>
</span><span id="__span-7-11"><a id="__codelineno-7-11" name="__codelineno-7-11" href="#__codelineno-7-11"></a><span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
</span></code></pre></div>
<h2 id="join-the-community">Join the Community<a class="headerlink" href="#join-the-community" title="Permanent link">&para;</a></h2>
<p>We're excited to see how you leverage Swarms-Memory in your projects! Join our community on Discord to share your experiences, ask questions, and stay updated on the latest developments.</p>
<ul>
<li><strong>🐦 Twitter</strong>: <a href="https://twitter.com/swarms_platform">Follow us on Twitter</a></li>
<li><strong>📢 Discord</strong>: <a href="https://discord.gg/jM3Z6M9uMq">Join the Agora Discord</a></li>
<li><strong>Swarms Platform</strong>: <a href="https://swarms.ai">Visit our website</a></li>
<li><strong>📙 Documentation</strong>: <a href="https://docs.swarms.ai">Read the Docs</a></li>
</ul>
<h2 id="conclusion">Conclusion<a class="headerlink" href="#conclusion" title="Permanent link">&para;</a></h2>
<p>The Swarms-Memory package brings a new level of ease and efficiency to building and managing RAG systems. With support for leading databases like ChromaDB and Pinecone, it's never been easier to integrate powerful, scalable AI solutions into your projects. We can't wait to see what you'll create with Swarms-Memory!</p>
<p>For more detailed usage examples and documentation, visit our <a href="https://github.com/swarms-ai/swarms-memory">GitHub repository</a> and start exploring today!</p>
<aside class="md-source-file">
<span class="md-source-file__fact">
<span class="md-icon" title="Last update">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2z"/></svg>
</span>
<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="July 26, 2025 08:54:38 UTC">July 26, 2025</span>
</span>
<span class="md-source-file__fact">
<span class="md-icon" title="Created">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14.47 15.08 11 13V7h1.5v5.25l3.08 1.83c-.41.28-.79.62-1.11 1m-1.39 4.84c-.36.05-.71.08-1.08.08-4.42 0-8-3.58-8-8s3.58-8 8-8 8 3.58 8 8c0 .37-.03.72-.08 1.08.69.1 1.33.32 1.92.64.1-.56.16-1.13.16-1.72 0-5.5-4.5-10-10-10S2 6.5 2 12s4.47 10 10 10c.59 0 1.16-.06 1.72-.16-.32-.59-.54-1.23-.64-1.92M18 15v3h-3v2h3v3h2v-3h3v-2h-3v-3z"/></svg>
</span>
<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="July 26, 2025 08:54:38 UTC">July 26, 2025</span>
</span>
<span class="md-source-file__fact">
<span class="md-icon" title="Contributors">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 5.5A3.5 3.5 0 0 1 15.5 9a3.5 3.5 0 0 1-3.5 3.5A3.5 3.5 0 0 1 8.5 9 3.5 3.5 0 0 1 12 5.5M5 8c.56 0 1.08.15 1.53.42-.15 1.43.27 2.85 1.13 3.96C7.16 13.34 6.16 14 5 14a3 3 0 0 1-3-3 3 3 0 0 1 3-3m14 0a3 3 0 0 1 3 3 3 3 0 0 1-3 3c-1.16 0-2.16-.66-2.66-1.62a5.54 5.54 0 0 0 1.13-3.96c.45-.27.97-.42 1.53-.42M5.5 18.25c0-2.07 2.91-3.75 6.5-3.75s6.5 1.68 6.5 3.75V20h-13zM0 20v-1.5c0-1.39 1.89-2.56 4.45-2.9-.59.68-.95 1.62-.95 2.65V20zm24 0h-3.5v-1.75c0-1.03-.36-1.97-.95-2.65 2.56.34 4.45 1.51 4.45 2.9z"/></svg>
</span>
<nav>
</nav>
</span>
</aside>
</article>
</div>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
<button type="button" class="md-top md-icon" data-md-component="top" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg>
Back to top
</button>
</main>
<footer class="md-footer">
<!-- Custom Footer Links Section -->
<div class="md-footer-custom">
<div class="md-footer-custom__inner md-grid">
<div class="md-footer-links">
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Getting Started</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/install/install/" class="md-footer-links__link">
Installation
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/quickstart/" class="md-footer-links__link">
Quickstart
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/install/env/" class="md-footer-links__link">
Environment Setup
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/examples/basic_agent/" class="md-footer-links__link">
Basic Agent Example
</a>
</li>
</ul>
</div>
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Core Capabilities</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/agent/" class="md-footer-links__link">
Agents
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/tools/tools_examples/" class="md-footer-links__link">
Tools and MCP
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/concept/swarm_architectures/" class="md-footer-links__link">
Multi-Agent Architectures
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/sequential_workflow/" class="md-footer-links__link">
Sequential Workflow
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/concurrentworkflow/" class="md-footer-links__link">
Concurrent Workflow
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/hierarchical_swarm/" class="md-footer-links__link">
Hierarchical Swarm
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/structs/swarm_router/" class="md-footer-links__link">
Swarm Router
</a>
</li>
</ul>
</div>
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Templates & Applications</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/examples/index/" class="md-footer-links__link">
Examples Overview
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/examples/cookbook_index/" class="md-footer-links__link">
Cookbook
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/examples/templates/" class="md-footer-links__link">
Templates
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/examples/paper_implementations/" class="md-footer-links__link">
Paper Implementations
</a>
</li>
</ul>
</div>
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Contributors</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/contributors/main/" class="md-footer-links__link">
Contributing
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/framework/code_cleanliness/" class="md-footer-links__link">
Code Style Guide
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/contributors/docs/" class="md-footer-links__link">
Adding Documentation
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/corporate/bounty_program/" class="md-footer-links__link">
Bounty Program
</a>
</li>
<li class="md-footer-links__item">
<a href="https://docs.swarms.world/en/latest/swarms/support/" class="md-footer-links__link">
Support
</a>
</li>
</ul>
</div>
<div class="md-footer-links__section">
<h4 class="md-footer-links__title">Community</h4>
<ul class="md-footer-links__list">
<li class="md-footer-links__item">
<a href="https://twitter.com/swarms_corp" class="md-footer-links__link">
Twitter
</a>
</li>
<li class="md-footer-links__item">
<a href="https://discord.gg/jM3Z6M9uMq" class="md-footer-links__link">
Discord
</a>
</li>
<li class="md-footer-links__item">
<a href="https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ" class="md-footer-links__link">
YouTube
</a>
</li>
<li class="md-footer-links__item">
<a href="https://www.linkedin.com/company/the-swarm-corporation" class="md-footer-links__link">
LinkedIn
</a>
</li>
<li class="md-footer-links__item">
<a href="https://medium.com/@kyeg" class="md-footer-links__link">
Blog
</a>
</li>
<li class="md-footer-links__item">
<a href="https://lu.ma/5p2jnc2v" class="md-footer-links__link">
Events
</a>
</li>
<li class="md-footer-links__item">
<a href="https://cal.com/swarms/swarms-onboarding-session" class="md-footer-links__link">
Onboarding Session
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
<!-- Company Information Section -->
<div class="md-footer-company">
<div class="md-footer-company__inner md-grid">
<div class="md-footer-company__content">
<div class="md-footer-company__brand">
<h3 class="md-footer-company__name">Swarms</h3>
<p class="md-footer-company__description">
Automating the world economy with multi-agent collaboration
</p>
</div>
<div class="md-footer-company__copyright">
<p>&copy; 2024 Swarms. All rights reserved.</p>
</div>
</div>
</div>
</div>
<!-- Original Material Footer -->
<footer class="md-footer">
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-copyright">
<div class="md-copyright__highlight">
TGSC Corp 2024. All rights reserved.
</div>
Made with
<a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">
Material for MkDocs
</a>
</div>
<div class="md-social">
<a href="https://x.com/swarms_corp" target="_blank" rel="noopener" title="x.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253"/></svg>
</a>
<a href="https://github.com/kyegomez/swarms" target="_blank" rel="noopener" title="github.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
</a>
<a href="https://discord.gg/jM3Z6M9uMq" target="_blank" rel="noopener" title="discord.gg" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M524.531 69.836a1.5 1.5 0 0 0-.764-.7A485 485 0 0 0 404.081 32.03a1.82 1.82 0 0 0-1.923.91 338 338 0 0 0-14.9 30.6 447.9 447.9 0 0 0-134.426 0 310 310 0 0 0-15.135-30.6 1.89 1.89 0 0 0-1.924-.91 483.7 483.7 0 0 0-119.688 37.107 1.7 1.7 0 0 0-.788.676C39.068 183.651 18.186 294.69 28.43 404.354a2.02 2.02 0 0 0 .765 1.375 487.7 487.7 0 0 0 146.825 74.189 1.9 1.9 0 0 0 2.063-.676A348 348 0 0 0 208.12 430.4a1.86 1.86 0 0 0-1.019-2.588 321 321 0 0 1-45.868-21.853 1.885 1.885 0 0 1-.185-3.126 251 251 0 0 0 9.109-7.137 1.82 1.82 0 0 1 1.9-.256c96.229 43.917 200.41 43.917 295.5 0a1.81 1.81 0 0 1 1.924.233 235 235 0 0 0 9.132 7.16 1.884 1.884 0 0 1-.162 3.126 301.4 301.4 0 0 1-45.89 21.83 1.875 1.875 0 0 0-1 2.611 391 391 0 0 0 30.014 48.815 1.86 1.86 0 0 0 2.063.7A486 486 0 0 0 610.7 405.729a1.88 1.88 0 0 0 .765-1.352c12.264-126.783-20.532-236.912-86.934-334.541M222.491 337.58c-28.972 0-52.844-26.587-52.844-59.239s23.409-59.241 52.844-59.241c29.665 0 53.306 26.82 52.843 59.239 0 32.654-23.41 59.241-52.843 59.241m195.38 0c-28.971 0-52.843-26.587-52.843-59.239s23.409-59.241 52.843-59.241c29.667 0 53.307 26.82 52.844 59.239 0 32.654-23.177 59.241-52.844 59.241"/></svg>
</a>
<a href="https://www.youtube.com/@kyegomez3242" target="_blank" rel="noopener" title="www.youtube.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M549.655 124.083c-6.281-23.65-24.787-42.276-48.284-48.597C458.781 64 288 64 288 64S117.22 64 74.629 75.486c-23.497 6.322-42.003 24.947-48.284 48.597-11.412 42.867-11.412 132.305-11.412 132.305s0 89.438 11.412 132.305c6.281 23.65 24.787 41.5 48.284 47.821C117.22 448 288 448 288 448s170.78 0 213.371-11.486c23.497-6.321 42.003-24.171 48.284-47.821 11.412-42.867 11.412-132.305 11.412-132.305s0-89.438-11.412-132.305m-317.51 213.508V175.185l142.739 81.205z"/></svg>
</a>
<a href="https://www.linkedin.com/company/swarms-corp/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.7.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg>
</a>
</div>
</div>
</div>
</footer>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "..", "features": ["content.code.copy", "content.code.annotate", "navigation.tabs", "navigation.sections", "navigation.top", "navigation.footer", "announce.dismiss"], "search": "../assets/javascripts/workers/search.d50fe291.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
<script src="../assets/javascripts/bundle.56ea9cef.min.js"></script>
</body>
</html>
Reference in new issue View Git Blame Copy Permalink