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<li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;blog&quot;,&quot;context&quot;:&quot;product&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;blog_link_product_navbar&quot;}" href="https://github.blog"> Blog <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link-external HeaderMenu-external-icon color-fg-subtle"> <path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path> </svg> </a></li> </ul> </div> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Solutions <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 pb-lg-3 mb-3 mb-lg-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-company-size-heading">By company size</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-company-size-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;enterprises&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}" href="https://github.com/enterprise"> Enterprises </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}" href="https://github.com/team"> Small and medium teams </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;startups&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}" href="https://github.com/enterprise/startups"> Startups </a></li> </ul> </div> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-use-case-heading">By use case</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-use-case-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devsecops&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}" href="/solutions/use-case/devsecops"> DevSecOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devops&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}" href="/solutions/use-case/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ci_cd&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ci_cd_link_solutions_navbar&quot;}" href="/solutions/use-case/ci-cd"> CI/CD </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}" href="/solutions/use-case"> View all use cases </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="solutions-by-industry-heading">By industry</span> <ul class="list-style-none f5" aria-labelledby="solutions-by-industry-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;healthcare&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}" href="/solutions/industry/healthcare"> Healthcare </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;financial_services&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}" href="/solutions/industry/financial-services"> Financial services </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;manufacturing&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}" href="/solutions/industry/manufacturing"> Manufacturing </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;government&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}" href="/solutions/industry/government"> Government </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all_industries&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}" href="/solutions/industry"> View all industries </a></li> </ul> </div> </div> <div class="HeaderMenu-trailing-link rounded-bottom-2 flex-shrink-0 mt-lg-4 px-lg-4 py-4 py-lg-3 f5 text-semibold"> <a href="/solutions"> View all solutions <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-right HeaderMenu-trailing-link-icon"> <path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path> </svg> </a> </div> </div> </li> <li class="HeaderMenu-item position-relative flex-wrap flex-justify-between flex-items-center d-block d-lg-flex flex-lg-nowrap flex-lg-items-center js-details-container js-header-menu-item"> <button type="button" class="HeaderMenu-link border-0 width-full width-lg-auto px-0 px-lg-2 py-lg-2 no-wrap d-flex flex-items-center flex-justify-between js-details-target" aria-expanded="false"> Resources <svg opacity="0.5" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-chevron-down HeaderMenu-icon ml-1"> <path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path> </svg> </button> <div class="HeaderMenu-dropdown dropdown-menu rounded m-0 p-0 pt-2 pt-lg-4 position-relative position-lg-absolute left-0 left-lg-n3 pb-2 pb-lg-4 d-lg-flex flex-wrap dropdown-menu-wide"> <div class="HeaderMenu-column px-lg-4 border-lg-right mb-4 mb-lg-0 pr-lg-7"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-topics-heading">Topics</span> <ul class="list-style-none f5" aria-labelledby="resources-topics-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;ai&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}" href="/resources/articles/ai"> AI </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;devops&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}" href="/resources/articles/devops"> DevOps </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;security&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}" href="/resources/articles/security"> Security </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;software_development&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}" href="/resources/articles/software-development"> Software Development </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;view_all&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;view_all_link_resources_navbar&quot;}" href="/resources/articles"> View all </a></li> </ul> </div> </div> <div class="HeaderMenu-column px-lg-4"> <div class="border-bottom pb-3 pb-lg-0 border-lg-bottom-0 border-bottom-0"> <span class="d-block h4 color-fg-default my-1" id="resources-explore-heading">Explore</span> <ul class="list-style-none f5" aria-labelledby="resources-explore-heading"> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary Link--external" target="_blank" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;learning_pathways&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;learning_pathways_link_resources_navbar&quot;}" 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2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Enterprise-grade AI features </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" 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3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="feedback-dialog-title"> <div data-view-component="true" class="Overlay-body"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="UzujF95dCR5g/PwRKRs8+pBBoMcnpvg8+ORkJidHkYDEPZMXp25qUhVOndplhb/MwGztxS54TIXU9OM0Xw6VVg==" /> <p>We read every piece of feedback, and take your input very seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> 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data-target="custom-scopes.manageCustomScopesForm"> <div data-target="custom-scopes.list"></div> </div> </div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search </button> </div> </dialog></dialog-helper> </custom-scopes> </div> </qbsearch-input> <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2FShishirPatil%2Fgorilla%2Ftree%2Fmain%2Fopenfunctions" class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 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data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip> </div> </div> <div id="start-of-content" class="show-on-focus"></div> <div id="js-flash-container" class="flash-container" data-turbo-replace> <template class="js-flash-template"> <div class="flash flash-full {{ className }}"> <div > <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div aria-atomic="true" role="alert" class="js-flash-alert"> <div>{{ message }}</div> </div> </div> </div> </template> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled > <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class=""> <main id="js-repo-pjax-container" > <div id="repository-container-header" class="pt-3 hide-full-screen" style="background-color: var(--page-header-bgColor, var(--color-page-header-bg));" data-turbo-replace> <div class="d-flex flex-nowrap flex-justify-end mb-3 px-3 px-lg-5" style="gap: 1rem;"> <div class="flex-auto min-width-0 width-fit"> <div class=" d-flex flex-wrap flex-items-center wb-break-word f3 text-normal"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2"> <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> </svg> <span class="author flex-self-stretch" itemprop="author"> <a class="url fn" rel="author" data-hovercard-type="user" data-hovercard-url="/users/ShishirPatil/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="/ShishirPatil"> ShishirPatil </a> </span> <span class="mx-1 flex-self-stretch color-fg-muted">/</span> <strong itemprop="name" class="mr-2 flex-self-stretch"> <a data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/ShishirPatil/gorilla">gorilla</a> </strong> <span></span><span class="Label Label--secondary v-align-middle mr-1">Public</span> </div> </div> <div id="repository-details-container" class="flex-shrink-0" data-turbo-replace style="max-width: 70%;"> <ul class="pagehead-actions flex-shrink-0 d-none d-md-inline" style="padding: 2px 0;"> <li> <a href="/login?return_to=%2FShishirPatil%2Fgorilla" rel="nofollow" id="repository-details-watch-button" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;notification subscription menu watch&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/ShishirPatil/gorilla/tree/main/openfunctions&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="e75bd56c191c1ff0c58dcdae4f7b8bfdb3b9defe41e25bc8240e7f561368e0f1" aria-label="You must be signed in to change notification settings" data-view-component="true" class="btn-sm btn"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bell mr-2"> <path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 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class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGorilla OpenFunctions v2\u003c/h1\u003e\u003ca id=\"user-content-gorilla-openfunctions-v2\" class=\"anchor\" aria-label=\"Permalink: Gorilla OpenFunctions v2\" href=\"#gorilla-openfunctions-v2\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e🎉 Gorilla OpenFunctions v2 is here!\n💡 SoTA for open-source models (Apache 2.0). On-par with GPT-4.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e🚀 Try it out on the \u003ca href=\"https://gorilla.cs.berkeley.edu/leaderboard\" rel=\"nofollow\"\u003eleaderboard\u003c/a\u003e\u003cbr\u003e\n📣 Read more in our \u003ca href=\"https://gorilla.cs.berkeley.edu/blogs/7_open_functions_v2.html\" rel=\"nofollow\"\u003eOpenFunctions v2 release blog\u003c/a\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eIntroduction\u003c/h2\u003e\u003ca id=\"user-content-introduction\" class=\"anchor\" aria-label=\"Permalink: Introduction\" href=\"#introduction\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eGorilla OpenFunctions extends Large Language Model(LLM) Chat Completion feature to formulate\nexecutable APIs call given natural language instructions and API context. With OpenFunctions v2 7B parameter model,\nwe now support:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eMultiple functions - choose between functions\u003c/li\u003e\n\u003cli\u003eParallel functions - call the same function \u003ccode\u003eN\u003c/code\u003e time with different parameter values\u003c/li\u003e\n\u003cli\u003eMultiple \u0026amp; parallel - both of the above in a single chatcompletion call (one generation)\u003c/li\u003e\n\u003cli\u003eRelevance detection - when chatting, chat. When asked for function, returns a function\u003c/li\u003e\n\u003cli\u003ePython - supports \u003ccode\u003estring, number, boolean, list, tuple, dict\u003c/code\u003e parameter datatypes and \u003ccode\u003eAny\u003c/code\u003e for those not natively supported.\u003c/li\u003e\n\u003cli\u003eJAVA - support for \u003ccode\u003ebyte, short, int, float, double, long, boolean, char, Array, ArrayList, Set, HashMap, Hashtable, Queue, Stack, and Any\u003c/code\u003e datatypes.\u003c/li\u003e\n\u003cli\u003eJavaScript - support for \u003ccode\u003eString, Number, Bigint, Boolean, dict (object), Array, Date, and Any\u003c/code\u003e datatypes.\u003c/li\u003e\n\u003cli\u003eREST - native REST support\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eModels Available\u003c/h2\u003e\u003ca id=\"user-content-models-available\" class=\"anchor\" aria-label=\"Permalink: Models Available\" href=\"#models-available\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eModel\u003c/th\u003e\n\u003cth\u003eFunctionality\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003egorilla-openfunctions-v2\u003c/td\u003e\n\u003ctd\u003eMultiple, parallel, multiple \u0026amp; parallel, relevance detection, Python + JAVA + JS + REST\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003egorilla-openfunctions-v1\u003c/td\u003e\n\u003ctd\u003eParallel functions, and can choose between functions\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003egorilla-openfunctions-v0\u003c/td\u003e\n\u003ctd\u003eGiven a function, and user intent, returns properly formatted json with the right arguments\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003eAll of our models are hosted on our Huggingface UC Berkeley gorilla-llm org: \u003ca href=\"https://huggingface.co/gorilla-llm/gorilla-openfunctions-v2\" rel=\"nofollow\"\u003egorilla-openfunctions-v2\u003c/a\u003e, \u003ca href=\"https://huggingface.co/gorilla-llm/gorilla-openfunctions-v1\" rel=\"nofollow\"\u003egorilla-openfunctions-v1\u003c/a\u003e, and \u003ca href=\"https://huggingface.co/gorilla-llm/gorilla-openfunctions-v0\" rel=\"nofollow\"\u003egorilla-openfunctions-v0\u003c/a\u003e .\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eExample Usage (Hosted)\u003c/h2\u003e\u003ca id=\"user-content-example-usage-hosted\" class=\"anchor\" aria-label=\"Permalink: Example Usage (Hosted)\" href=\"#example-usage-hosted\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eOpenFunctions is compatible with OpenAI Functions\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"!pip install openai==0.28.1\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003e!\u003c/span\u003epip install openai==0.28.1\u003c/pre\u003e\u003c/div\u003e\n\u003col start=\"2\" dir=\"auto\"\u003e\n\u003cli\u003ePoint to Gorilla hosted servers\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"import openai\n\ndef get_gorilla_response(prompt=\u0026quot;Call me an Uber ride type \\\u0026quot;Plus\\\u0026quot; in Berkeley at zipcode 94704 in 10 minutes\u0026quot;, model=\u0026quot;gorilla-openfunctions-v0\u0026quot;, functions=[]):\n openai.api_key = \u0026quot;EMPTY\u0026quot;\n openai.api_base = \u0026quot;http://luigi.millennium.berkeley.edu:8000/v1\u0026quot;\n try:\n completion = openai.ChatCompletion.create(\n model=\u0026quot;gorilla-openfunctions-v2\u0026quot;,\n temperature=0.0,\n messages=[{\u0026quot;role\u0026quot;: \u0026quot;user\u0026quot;, \u0026quot;content\u0026quot;: prompt}],\n functions=functions,\n )\n return completion.choices[0]\n except Exception as e:\n print(e, model, prompt)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eopenai\u003c/span\u003e\n\n\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eget_gorilla_response\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eprompt\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"Call me an Uber ride type \u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003ePlus\u003cspan class=\"pl-cce\"\u003e\\\"\u003c/span\u003e in Berkeley at zipcode 94704 in 10 minutes\"\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003emodel\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"gorilla-openfunctions-v0\"\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e[]):\n \u003cspan class=\"pl-s1\"\u003eopenai\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eapi_key\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"EMPTY\"\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003eopenai\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003eapi_base\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"http://luigi.millennium.berkeley.edu:8000/v1\"\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003etry\u003c/span\u003e:\n \u003cspan class=\"pl-s1\"\u003ecompletion\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eopenai\u003c/span\u003e.\u003cspan class=\"pl-v\"\u003eChatCompletion\u003c/span\u003e.\u003cspan class=\"pl-en\"\u003ecreate\u003c/span\u003e(\n \u003cspan class=\"pl-s1\"\u003emodel\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s\"\u003e\"gorilla-openfunctions-v2\"\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003etemperature\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e0.0\u003c/span\u003e,\n \u003cspan class=\"pl-s1\"\u003emessages\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e[{\u003cspan class=\"pl-s\"\u003e\"role\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"user\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"content\"\u003c/span\u003e: \u003cspan class=\"pl-s1\"\u003eprompt\u003c/span\u003e}],\n \u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e,\n )\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ecompletion\u003c/span\u003e.\u003cspan class=\"pl-s1\"\u003echoices\u003c/span\u003e[\u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e]\n \u003cspan class=\"pl-k\"\u003eexcept\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eException\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ee\u003c/span\u003e:\n \u003cspan class=\"pl-en\"\u003eprint\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003ee\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003emodel\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eprompt\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003col start=\"3\" dir=\"auto\"\u003e\n\u003cli\u003ePass the user argument and set of functions, Gorilla OpenFunctions returns a fully formatted json\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"query = \u0026quot;What's the weather like in the two cities of Boston and San Francisco?\u0026quot;\nfunctions = [\n {\n \u0026quot;name\u0026quot;: \u0026quot;get_current_weather\u0026quot;,\n \u0026quot;description\u0026quot;: \u0026quot;Get the current weather in a given location\u0026quot;,\n \u0026quot;parameters\u0026quot;: {\n \u0026quot;type\u0026quot;: \u0026quot;object\u0026quot;,\n \u0026quot;properties\u0026quot;: {\n \u0026quot;location\u0026quot;: {\n \u0026quot;type\u0026quot;: \u0026quot;string\u0026quot;,\n \u0026quot;description\u0026quot;: \u0026quot;The city and state, e.g. San Francisco, CA\u0026quot;,\n },\n \u0026quot;unit\u0026quot;: {\u0026quot;type\u0026quot;: \u0026quot;string\u0026quot;, \u0026quot;enum\u0026quot;: [\u0026quot;celsius\u0026quot;, \u0026quot;fahrenheit\u0026quot;]},\n },\n \u0026quot;required\u0026quot;: [\u0026quot;location\u0026quot;],\n },\n }\n]\nget_gorilla_response(query, functions=functions)\"\u003e\u003cpre\u003e\u003cspan class=\"pl-s1\"\u003equery\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"What's the weather like in the two cities of Boston and San Francisco?\"\u003c/span\u003e\n\u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e [\n {\n \u003cspan class=\"pl-s\"\u003e\"name\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"get_current_weather\"\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"description\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"Get the current weather in a given location\"\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"parameters\"\u003c/span\u003e: {\n \u003cspan class=\"pl-s\"\u003e\"type\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"object\"\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"properties\"\u003c/span\u003e: {\n \u003cspan class=\"pl-s\"\u003e\"location\"\u003c/span\u003e: {\n \u003cspan class=\"pl-s\"\u003e\"type\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"string\"\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"description\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"The city and state, e.g. San Francisco, CA\"\u003c/span\u003e,\n },\n \u003cspan class=\"pl-s\"\u003e\"unit\"\u003c/span\u003e: {\u003cspan class=\"pl-s\"\u003e\"type\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"string\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"enum\"\u003c/span\u003e: [\u003cspan class=\"pl-s\"\u003e\"celsius\"\u003c/span\u003e, \u003cspan class=\"pl-s\"\u003e\"fahrenheit\"\u003c/span\u003e]},\n },\n \u003cspan class=\"pl-s\"\u003e\"required\"\u003c/span\u003e: [\u003cspan class=\"pl-s\"\u003e\"location\"\u003c/span\u003e],\n },\n }\n]\n\u003cspan class=\"pl-en\"\u003eget_gorilla_response\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003equery\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e\u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e)\u003c/pre\u003e\u003c/div\u003e\n\u003col start=\"4\" dir=\"auto\"\u003e\n\u003cli\u003eExpected output \u003cstrong\u003eNEW\u003c/strong\u003e\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eGorilla returns a readily accessible string \u003cstrong\u003eAND\u003c/strong\u003e Open-AI compatible JSON.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"{\n \u0026quot;index\u0026quot;: 0,\n \u0026quot;message\u0026quot;: {\n \u0026quot;role\u0026quot;: \u0026quot;assistant\u0026quot;,\n \u0026quot;content\u0026quot;: \u0026quot;get_current_weather(location='Boston, MA'), get_current_weather(location='San Francisco, CA')\u0026quot;,\n \u0026quot;function_call\u0026quot;: [\n {\n \u0026quot;name\u0026quot;: \u0026quot;get_current_weather\u0026quot;,\n \u0026quot;arguments\u0026quot;: {\n \u0026quot;location\u0026quot;: \u0026quot;Boston, MA\u0026quot;\n }\n },\n {\n \u0026quot;name\u0026quot;: \u0026quot;get_current_weather\u0026quot;,\n \u0026quot;arguments\u0026quot;: {\n \u0026quot;location\u0026quot;: \u0026quot;San Francisco, CA\u0026quot;\n }\n }\n ]\n },\n \u0026quot;finish_reason\u0026quot;: \u0026quot;stop\u0026quot;\n}\n\"\u003e\u003cpre\u003e{\n \u003cspan class=\"pl-s\"\u003e\"index\"\u003c/span\u003e: \u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"message\"\u003c/span\u003e: {\n \u003cspan class=\"pl-s\"\u003e\"role\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"assistant\"\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"content\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"get_current_weather(location='Boston, MA'), get_current_weather(location='San Francisco, CA')\"\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"function_call\"\u003c/span\u003e: [\n {\n \u003cspan class=\"pl-s\"\u003e\"name\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"get_current_weather\"\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"arguments\"\u003c/span\u003e: {\n \u003cspan class=\"pl-s\"\u003e\"location\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"Boston, MA\"\u003c/span\u003e\n }\n },\n {\n \u003cspan class=\"pl-s\"\u003e\"name\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"get_current_weather\"\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\"arguments\"\u003c/span\u003e: {\n \u003cspan class=\"pl-s\"\u003e\"location\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"San Francisco, CA\"\u003c/span\u003e\n }\n }\n ]\n },\n \u003cspan class=\"pl-s\"\u003e\"finish_reason\"\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\"stop\"\u003c/span\u003e\n}\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWe have retained the string functionality that our community loved from OpenFunctions v1 \u003ccode\u003eget_current_weather(location='Boston, MA'), get_current_weather(location='San Francisco, CA')\u003c/code\u003e above. And Notice the \u003ccode\u003efunction_call\u003c/code\u003e key in the JSON to be OpenAI compatible.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThis is possible in OpenFunctions v2, because we ensure that the output includes the name of the argument and not just the value. This enables us to parse the output into a JSON. In those scenarios where the output is not parsable into JSON, we will always return the function call string.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEnd to End Example\u003c/h3\u003e\u003ca id=\"user-content-end-to-end-example\" class=\"anchor\" aria-label=\"Permalink: End to End Example\" href=\"#end-to-end-example\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIn the current directory, run the example code in \u003ccode\u003einference_hosted.py\u003c/code\u003e to see how the model works.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python inference_hosted.py\"\u003e\u003cpre\u003epython inference_hosted.py\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eExpected Output:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"(.py3) shishir@dhcp-132-64:~/Work/Gorilla/openfunctions/$ python inference_hosted.py\n--------------------\nFunction call strings(s): get_current_weather(location='Boston, MA'), get_current_weather(location='San Francisco, CA')\n--------------------\nOpenAI compatible `function_call`: [\u0026lt;OpenAIObject at 0x1139ba890\u0026gt; JSON: \n{\n \u0026quot;name\u0026quot;: \u0026quot;get_current_weather\u0026quot;,\n \u0026quot;arguments\u0026quot;: \n {\n \u0026quot;location\u0026quot;: \u0026quot;Boston, MA\u0026quot;\n }\n}, \u0026lt;OpenAIObject at 0x1139ba930\u0026gt; JSON: {\n \u0026quot;name\u0026quot;: \u0026quot;get_current_weather\u0026quot;,\n \u0026quot;arguments\u0026quot;: \n {\n \u0026quot;location\u0026quot;: \u0026quot;San Francisco, CA\u0026quot;\n }\n}]\"\u003e\u003cpre\u003e(.py3) shishir@dhcp-132-64:\u003cspan class=\"pl-k\"\u003e~\u003c/span\u003e/Work/Gorilla/openfunctions/$ python inference_hosted.py\n--------------------\nFunction call strings(s): get_current_weather(location=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003eBoston, MA\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e), get_current_weather(location=\u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003eSan Francisco, CA\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e)\n--------------------\nOpenAI compatible \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003efunction_call\u003cspan class=\"pl-pds\"\u003e`\u003c/span\u003e\u003c/span\u003e: [\u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003eOpenAIObject at 0x1139ba\u003cspan class=\"pl-k\"\u003e890\u0026gt;\u003c/span\u003e JSON: \n{\n \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003ename\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eget_current_weather\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003earguments\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e: \n {\n \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003elocation\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eBoston, MA\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\n }\n}, \u003cspan class=\"pl-k\"\u003e\u0026lt;\u003c/span\u003eOpenAIObject at 0x1139ba\u003cspan class=\"pl-k\"\u003e930\u0026gt;\u003c/span\u003e JSON: {\n \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003ename\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eget_current_weather\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e,\n \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003earguments\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e: \n {\n \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003elocation\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e: \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003eSan Francisco, CA\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\n }\n}]\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning OpenFunctions Locally\u003c/h2\u003e\u003ca id=\"user-content-running-openfunctions-locally\" class=\"anchor\" aria-label=\"Permalink: Running OpenFunctions Locally\" href=\"#running-openfunctions-locally\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIf you want to Run OpenFunctions locally, here is the prompt format that we used:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"def get_prompt(user_query: str, functions: list = []) -\u0026gt; str:\n \u0026quot;\u0026quot;\u0026quot;\n Generates a conversation prompt based on the user's query and a list of functions.\n\n Parameters:\n - user_query (str): The user's query.\n - functions (list): A list of functions to include in the prompt.\n\n Returns:\n - str: The formatted conversation prompt.\n \u0026quot;\u0026quot;\u0026quot;\n system = \u0026quot;You are an AI programming assistant, utilizing the Gorilla LLM model, developed by Gorilla LLM, and you only answer questions related to computer science. For politically sensitive questions, security and privacy issues, and other non-computer science questions, you will refuse to answer.\u0026quot;\n if len(functions) == 0:\n return f\u0026quot;{system}\\n### Instruction: \u0026lt;\u0026lt;question\u0026gt;\u0026gt; {user_query}\\n### Response: \u0026quot;\n functions_string = json.dumps(functions)\n return f\u0026quot;{system}\\n### Instruction: \u0026lt;\u0026lt;function\u0026gt;\u0026gt;{functions_string}\\n\u0026lt;\u0026lt;question\u0026gt;\u0026gt;{user_query}\\n### Response: \u0026quot;\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eget_prompt\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003euser_query\u003c/span\u003e: \u003cspan class=\"pl-s1\"\u003estr\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e: \u003cspan class=\"pl-s1\"\u003elist\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e []) \u003cspan class=\"pl-c1\"\u003e-\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003estr\u003c/span\u003e:\n \u003cspan class=\"pl-s\"\u003e\"\"\"\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Generates a conversation prompt based on the user's query and a list of functions.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Parameters:\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e - user_query (str): The user's query.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e - functions (list): A list of functions to include in the prompt.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Returns:\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e - str: The formatted conversation prompt.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e \"\"\"\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003esystem\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\"You are an AI programming assistant, utilizing the Gorilla LLM model, developed by Gorilla LLM, and you only answer questions related to computer science. For politically sensitive questions, security and privacy issues, and other non-computer science questions, you will refuse to answer.\"\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003eif\u003c/span\u003e \u003cspan class=\"pl-en\"\u003elen\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e==\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e:\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s\"\u003ef\"\u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003esystem\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e\u003cspan class=\"pl-cce\"\u003e\\n\u003c/span\u003e### Instruction: \u0026lt;\u0026lt;question\u0026gt;\u0026gt; \u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003euser_query\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e\u003cspan class=\"pl-cce\"\u003e\\n\u003c/span\u003e### Response: \"\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003efunctions_string\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ejson\u003c/span\u003e.\u003cspan class=\"pl-en\"\u003edumps\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003efunctions\u003c/span\u003e)\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s\"\u003ef\"\u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003esystem\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e\u003cspan class=\"pl-cce\"\u003e\\n\u003c/span\u003e### Instruction: \u0026lt;\u0026lt;function\u0026gt;\u0026gt;\u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003efunctions_string\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e\u003cspan class=\"pl-cce\"\u003e\\n\u003c/span\u003e\u0026lt;\u0026lt;question\u0026gt;\u0026gt;\u003cspan class=\"pl-s1\"\u003e\u003cspan class=\"pl-kos\"\u003e{\u003c/span\u003e\u003cspan class=\"pl-s1\"\u003euser_query\u003c/span\u003e\u003cspan class=\"pl-kos\"\u003e}\u003c/span\u003e\u003c/span\u003e\u003cspan class=\"pl-cce\"\u003e\\n\u003c/span\u003e### Response: \"\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFurther, here is how we format the response:\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eInstall the dependencies with:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip3 install tree_sitter\ngit clone https://github.com/tree-sitter/tree-sitter-java.git\ngit clone https://github.com/tree-sitter/tree-sitter-javascript.git\"\u003e\u003cpre\u003epip3 install tree_sitter\ngit clone https://github.com/tree-sitter/tree-sitter-java.git\ngit clone https://github.com/tree-sitter/tree-sitter-javascript.git\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003ePlease \u003ccode\u003egit clone\u003c/code\u003e and run example code under current \u003ccode\u003eopenfunctions\u003c/code\u003e directory!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAnd you can use the following code to format the response:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-python notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"\nfrom openfunctions_utils import strip_function_calls, parse_function_call\n\ndef format_response(response: str):\n \u0026quot;\u0026quot;\u0026quot;\n Formats the response from the OpenFunctions model.\n\n Parameters:\n - response (str): The response generated by the LLM.\n\n Returns:\n - str: The formatted response.\n - dict: The function call(s) extracted from the response.\n\n \u0026quot;\u0026quot;\u0026quot;\n function_call_dicts = None\n try:\n response = strip_function_calls(response)\n # Parallel function calls returned as a str, list[dict]\n if len(response) \u0026gt; 1: \n function_call_dicts = []\n for function_call in response:\n function_call_dicts.append(parse_function_call(function_call))\n response = \u0026quot;, \u0026quot;.join(response)\n # Single function call returned as a str, dict\n else:\n function_call_dicts = parse_function_call(response[0])\n response = response[0]\n except Exception as e:\n # Just faithfully return the generated response str to the user\n pass\n return response, function_call_dicts\n \"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003efrom\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eopenfunctions_utils\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eimport\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003estrip_function_calls\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003eparse_function_call\u003c/span\u003e\n\n\u003cspan class=\"pl-k\"\u003edef\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eformat_response\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e: \u003cspan class=\"pl-s1\"\u003estr\u003c/span\u003e):\n \u003cspan class=\"pl-s\"\u003e\"\"\"\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Formats the response from the OpenFunctions model.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Parameters:\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e - response (str): The response generated by the LLM.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e Returns:\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e - str: The formatted response.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e - dict: The function call(s) extracted from the response.\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e\u003c/span\u003e\n\u003cspan class=\"pl-s\"\u003e \"\"\"\u003c/span\u003e\n \u003cspan class=\"pl-s1\"\u003efunction_call_dicts\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003eNone\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003etry\u003c/span\u003e:\n \u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003estrip_function_calls\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e)\n \u003cspan class=\"pl-c\"\u003e# Parallel function calls returned as a str, list[dict]\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003eif\u003c/span\u003e \u003cspan class=\"pl-en\"\u003elen\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e) \u003cspan class=\"pl-c1\"\u003e\u0026gt;\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e1\u003c/span\u003e: \n \u003cspan class=\"pl-s1\"\u003efunction_call_dicts\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e []\n \u003cspan class=\"pl-k\"\u003efor\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003efunction_call\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003ein\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e:\n \u003cspan class=\"pl-s1\"\u003efunction_call_dicts\u003c/span\u003e.\u003cspan class=\"pl-en\"\u003eappend\u003c/span\u003e(\u003cspan class=\"pl-en\"\u003eparse_function_call\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003efunction_call\u003c/span\u003e))\n \u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s\"\u003e\", \"\u003c/span\u003e.\u003cspan class=\"pl-en\"\u003ejoin\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e)\n \u003cspan class=\"pl-c\"\u003e# Single function call returned as a str, dict\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003eelse\u003c/span\u003e:\n \u003cspan class=\"pl-s1\"\u003efunction_call_dicts\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-en\"\u003eparse_function_call\u003c/span\u003e(\u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e[\u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e])\n \u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e \u003cspan class=\"pl-c1\"\u003e=\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e[\u003cspan class=\"pl-c1\"\u003e0\u003c/span\u003e]\n \u003cspan class=\"pl-k\"\u003eexcept\u003c/span\u003e \u003cspan class=\"pl-v\"\u003eException\u003c/span\u003e \u003cspan class=\"pl-k\"\u003eas\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003ee\u003c/span\u003e:\n \u003cspan class=\"pl-c\"\u003e# Just faithfully return the generated response str to the user\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003epass\u003c/span\u003e\n \u003cspan class=\"pl-k\"\u003ereturn\u003c/span\u003e \u003cspan class=\"pl-s1\"\u003eresponse\u003c/span\u003e, \u003cspan class=\"pl-s1\"\u003efunction_call_dicts\u003c/span\u003e\n \u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEnd to End Example\u003c/h3\u003e\u003ca id=\"user-content-end-to-end-example-1\" class=\"anchor\" aria-label=\"Permalink: End to End Example\" href=\"#end-to-end-example-1\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIn the current directory, run the example code in \u003ccode\u003einference_local.py\u003c/code\u003e to see how the model works.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python inference_local.py\"\u003e\u003cpre\u003epython inference_local.py\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eExpected Output (if you are using \u003ccode\u003equery_1\u003c/code\u003e and \u003ccode\u003efunctions_1\u003c/code\u003e):\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"Loading checkpoint shards: 100%|███████████████████████████████████████████████████████████████████████| 2/2 [00:06\u0026lt;00:00, 3.15s/it]\n...\n...\n--------------------\nFunction call strings 1(s): get_current_weather(location='Boston, MA'), get_current_weather(location='San Francisco, CA')\n--------------------\nOpenAI compatible `function_call`: [{'name': 'get_current_weather', 'arguments': {'location': 'Boston, MA'}}, {'name': 'get_current_weather', 'arguments': {'location': 'San Francisco, CA'}}]\n--------------------\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eLoading checkpoint shards: 100%|███████████████████████████████████████████████████████████████████████| 2/2 [00:06\u0026lt;00:00, 3.15s/it]\n...\n...\n--------------------\nFunction call strings 1(s): get_current_weather(location='Boston, MA'), get_current_weather(location='San Francisco, CA')\n--------------------\nOpenAI compatible `function_call`: [{'name': 'get_current_weather', 'arguments': {'location': 'Boston, MA'}}, {'name': 'get_current_weather', 'arguments': {'location': 'San Francisco, CA'}}]\n--------------------\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e Use the \u003ccode\u003eget_prompt\u003c/code\u003e and \u003ccode\u003eformat_response\u003c/code\u003e only if you are hosting it locally. If you are using the Berkeley hosted models through the Chat-completion API, we do this in the backend, so you don't have to do this. The model is supported in Hugging Face 🤗 Transformers and can be run up locally:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEvaluation\u003c/h2\u003e\u003ca id=\"user-content-evaluation\" class=\"anchor\" aria-label=\"Permalink: Evaluation\" href=\"#evaluation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe Berkeley Open Functions Leaderboard is a platform for evaluating the performance of models on function calling. The leaderboard is a collection of user-submitted prompts and the corresponding model responses. The leaderboard will be updated in real-time as new prompts are submitted. The leaderboard is available at \u003ca href=\"https://gorilla.cs.berkeley.edu/leaderboard\" rel=\"nofollow\"\u003ehttps://gorilla.cs.berkeley.edu/leaderboard\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eGorilla OpenFunctions v2 is distributed under the Apache 2.0 license. This software incorporates elements from the Deepseek model. Consequently, the licensing of Gorilla OpenFunctions v2 adheres to the Apache 2.0 license, with additional terms as outlined in \u003ca href=\"https://github.com/deepseek-ai/DeepSeek-LLM/blob/6712a86bfb7dd25c73383c5ad2eb7a8db540258b/LICENSE-MODEL\"\u003eAppendix A\u003c/a\u003e of the Deepseek license.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContributing\u003c/h2\u003e\u003ca id=\"user-content-contributing\" class=\"anchor\" aria-label=\"Permalink: Contributing\" href=\"#contributing\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eGorilla is an open source effort from UC Berkeley and we welcome contributors.\nPlease email us your comments, criticism, and questions. More information about the project can be found at \u003ca href=\"https://gorilla.cs.berkeley.edu/\" rel=\"nofollow\"\u003ehttps://gorilla.cs.berkeley.edu/\u003c/a\u003e\u003c/p\u003e\n\u003c/article\u003e","errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"Gorilla OpenFunctions v2","anchor":"gorilla-openfunctions-v2","htmlText":"Gorilla OpenFunctions v2"},{"level":2,"text":"Introduction","anchor":"introduction","htmlText":"Introduction"},{"level":2,"text":"Models Available","anchor":"models-available","htmlText":"Models Available"},{"level":2,"text":"Example Usage (Hosted)","anchor":"example-usage-hosted","htmlText":"Example Usage (Hosted)"},{"level":3,"text":"End to End Example","anchor":"end-to-end-example","htmlText":"End to End Example"},{"level":2,"text":"Running OpenFunctions Locally","anchor":"running-openfunctions-locally","htmlText":"Running OpenFunctions Locally"},{"level":3,"text":"End to End Example","anchor":"end-to-end-example-1","htmlText":"End to End Example"},{"level":2,"text":"Evaluation","anchor":"evaluation","htmlText":"Evaluation"},{"level":2,"text":"License","anchor":"license","htmlText":"License"},{"level":2,"text":"Contributing","anchor":"contributing","htmlText":"Contributing"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2FShishirPatil%2Fgorilla%2Ftree%2Fmain%2Fopenfunctions"}},"totalCount":6,"showBranchInfobar":false},"fileTree":{"":{"items":[{"name":".devcontainer","path":".devcontainer","contentType":"directory"},{"name":".github","path":".github","contentType":"directory"},{"name":"agent-arena","path":"agent-arena","contentType":"directory"},{"name":"berkeley-function-call-leaderboard","path":"berkeley-function-call-leaderboard","contentType":"directory"},{"name":"data","path":"data","contentType":"directory"},{"name":"eval","path":"eval","contentType":"directory"},{"name":"goex","path":"goex","contentType":"directory"},{"name":"inference","path":"inference","contentType":"directory"},{"name":"openfunctions","path":"openfunctions","contentType":"directory"},{"name":"raft","path":"raft","contentType":"directory"},{"name":".gitignore","path":".gitignore","contentType":"file"},{"name":"LICENSE","path":"LICENSE","contentType":"file"},{"name":"README.md","path":"README.md","contentType":"file"},{"name":"requirements.txt","path":"requirements.txt","contentType":"file"}],"totalCount":14}},"fileTreeProcessingTime":4.089697,"foldersToFetch":[],"treeExpanded":true,"symbolsExpanded":false,"csrf_tokens":{"/ShishirPatil/gorilla/branches":{"post":"cGnJgjwlyDbFbjbCYblSsWVsu0vnMvuBkpQei-dt0kvOD3dix2uJoJq6ewhSq71-SI1s3XKePVVowvHnVwtKjA"},"/ShishirPatil/gorilla/branches/fetch_and_merge/main":{"post":"QFkeqVFTPX_vNDx-biUHjedWqpVkJjLf8t1sJZ2XcCViCDh0NoOBDgQBzZdqAlE1-JWbLY6qG0UB5XkPZqipwQ"},"/ShishirPatil/gorilla/branches/fetch_and_merge/main?discard_changes=true":{"post":"4MlcAOZQVvnY5KXHGGiKLJJ2R1fjvmC2Ok9D8ZKw_1HCmHrdgYDqiDPRVC4cT9yUjbV27wkySSzJd1bbaY8mtQ"}}},"title":"gorilla/openfunctions 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personal information </button> </cookie-consent-link> </li> </ul> </nav> </div> </footer> <ghcc-consent id="ghcc" class="position-fixed bottom-0 left-0" style="z-index: 999999" data-initial-cookie-consent-allowed="" data-cookie-consent-required="false"></ghcc-consent> <div id="ajax-error-message" class="ajax-error-message flash flash-error" hidden> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> </svg> <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> You can’t perform that action at this time. </div> <template id="site-details-dialog"> <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open> <summary role="button" aria-label="Close dialog"></summary> <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal"> <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg> </button> <div class="octocat-spinner my-6 js-details-dialog-spinner"></div> </details-dialog> </details> </template> <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;"> <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;"> </div> </div> <template id="snippet-clipboard-copy-button"> <div class="zeroclipboard-container position-absolute right-0 top-0"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> <template id="snippet-clipboard-copy-button-unpositioned"> <div class="zeroclipboard-container"> <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> </svg> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> </svg> </clipboard-copy> </div> </template> </div> <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> </body> </html>

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