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Write better code with AI
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<div class="color-fg-default h4">Security</div>
Find and fix vulnerabilities
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<div class="color-fg-default h4">Actions</div>
Automate any workflow
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<div>
<div class="color-fg-default h4">Codespaces</div>
Instant dev environments
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<div class="color-fg-default h4">Issues</div>
Plan and track work
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<div>
<div class="color-fg-default h4">Code Review</div>
Manage code changes
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<div>
<div class="color-fg-default h4">Discussions</div>
Collaborate outside of code
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<div>
<div class="color-fg-default h4">Code Search</div>
Find more, search less
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<span class="d-block h4 color-fg-default my-1" id="product-explore-heading">Explore</span>
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All features
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Documentation
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GitHub Skills
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<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
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<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">
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<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">
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<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
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<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
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<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
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<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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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="https://github.com/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;}" href="https://resources.github.com/learn/pathways">
Learning Pathways
<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>
<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;white_papers_ebooks_webinars&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;white_papers_ebooks_webinars_link_resources_navbar&quot;}" href="https://resources.github.com">
White papers, Ebooks, Webinars
<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>
<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;customer_stories&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;customer_stories_link_resources_navbar&quot;}" href="https://github.com/customer-stories">
Customer Stories
</a></li>
<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;partners&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;partners_link_resources_navbar&quot;}" href="https://partner.github.com">
Partners
<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">
Open Source
<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 px-lg-4">
<div class="HeaderMenu-column">
<div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3">
<ul class="list-style-none f5">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;github_sponsors&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;github_sponsors_link_open_source_navbar&quot;}" href="https://github.com/sponsors">
<div>
<div class="color-fg-default h4">GitHub Sponsors</div>
Fund open source developers
</div>
</a></li>
</ul>
</div>
<div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3">
<ul class="list-style-none f5">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;the_readme_project&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;the_readme_project_link_open_source_navbar&quot;}" href="https://github.com/readme">
<div>
<div class="color-fg-default h4">The ReadME Project</div>
GitHub community articles
</div>
</a></li>
</ul>
</div>
<div class="border-bottom pb-3 pb-lg-0 border-bottom-0">
<span class="d-block h4 color-fg-default my-1" id="open-source-repositories-heading">Repositories</span>
<ul class="list-style-none f5" aria-labelledby="open-source-repositories-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;topics&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;topics_link_open_source_navbar&quot;}" href="https://github.com/topics">
Topics
</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;trending&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;trending_link_open_source_navbar&quot;}" href="https://github.com/trending">
Trending
</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;collections&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;collections_link_open_source_navbar&quot;}" href="https://github.com/collections">
Collections
</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">
Enterprise
<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 px-lg-4">
<div class="HeaderMenu-column">
<div class="border-bottom pb-3 pb-lg-0 pb-lg-3 mb-3 mb-lg-0 mb-lg-3">
<ul class="list-style-none f5">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;enterprise_platform&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;enterprise_platform_link_enterprise_navbar&quot;}" href="https://github.com/enterprise">
<svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-stack color-fg-subtle mr-3">
<path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path>
</svg>
<div>
<div class="color-fg-default h4">Enterprise platform</div>
AI-powered developer platform
</div>
</a></li>
</ul>
</div>
<div class="border-bottom pb-3 pb-lg-0 border-bottom-0">
<span class="d-block h4 color-fg-default my-1" id="enterprise-available-add-ons-heading">Available add-ons</span>
<ul class="list-style-none f5" aria-labelledby="enterprise-available-add-ons-heading">
<li>
<a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;advanced_security&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;advanced_security_link_enterprise_navbar&quot;}" href="https://github.com/enterprise/advanced-security">
<svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon octicon-shield-check color-fg-subtle mr-3">
<path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path>
</svg>
<div>
<div class="color-fg-default h4">Advanced Security</div>
Enterprise-grade security features
</div>
</a></li>
<li>
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<span class="flex-1" data-target="qbsearch-input.inputButtonText">Search or jump to...</span>
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<label id="query-builder-test-label" for="query-builder-test" class="FormControl-label sr-only">
Search
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<div class="QueryBuilder-StyledInput width-fit " data-target="query-builder.styledInput">
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<svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search FormControl-input-leadingVisual">
<path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
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<div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer">
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<template id="search-icon"></template>
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<template id="rocket-icon"></template>
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<template id="heart-icon"></template>
<template id="server-icon"></template>
<template id="globe-icon"></template>
<template id="issue-opened-icon"></template>
<template id="device-mobile-icon"></template>
<template id="package-icon"></template>
<template id="credit-card-icon"></template>
<template id="play-icon"></template>
<template id="gift-icon"></template>
<template id="code-square-icon"></template>
<template id="device-desktop-icon"></template>
<div class="position-relative">
<ul role="listbox" class="ActionListWrap QueryBuilder-ListWrap" aria-label="Suggestions" data-action="
combobox-commit:query-builder#comboboxCommit
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<div class="FormControl-inlineValidation" id="validation-a0d783ea-8e41-4bee-8de1-aa03f9d46373" hidden="hidden">
<span class="FormControl-inlineValidation--visual">
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<div class="d-flex flex-row color-fg-muted px-3 text-small color-bg-default search-feedback-prompt">
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Search syntax tips
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Provide feedback
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<div class="Overlay-actionWrap">
<button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
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<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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<div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel
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<h1 class="Overlay-title " id="custom-scopes-dialog-title">
Saved searches
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<p class="text-small color-fg-muted">
To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>.
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<div data-target="custom-scopes.manageCustomScopesForm">
<div data-target="custom-scopes.list"></div>
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<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
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QkQOb js-snippet-clipboard-copy-unpositioned" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">frigate-proxmox-docker-openvino</h1><a id="user-content-frigate-proxmox-docker-openvino" class="anchor" aria-label="Permalink: frigate-proxmox-docker-openvino" href="#frigate-proxmox-docker-openvino"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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 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<p dir="auto">Complete setting for OpenVINO hardware acceleration in frigate, instead of CORAL</p>
<p dir="auto">tutorial is adapted for Docker version of frigate installed in a proxmox LXC and deals mainly with GPU passthroughs</p>
<div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Prerequisites</h1><a id="user-content-prerequisites" class="anchor" aria-label="Permalink: Prerequisites" href="#prerequisites"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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"></path></svg></a></div>
<ul dir="auto">
<li>Intel iX &gt; GEN6 architecture (i.e. compatible with openvino acceleration)</li>
<li>A proxmox working installation</li>
</ul>
<p dir="auto">check in your PVE Shell that <code>/dev/dri/renderD128</code> is available :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>ce /dev/dri
ls
</code></pre><div class="zeroclipboard-container">
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ls" tabindex="0" role="button">
<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>
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<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>
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<p dir="auto">optionnally install intel GPU tools :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>apt install intel-gpu-tools
</code></pre><div class="zeroclipboard-container">
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<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>
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<p dir="auto">now you can check GPU access / usage :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>intel_gpu_top
</code></pre><div class="zeroclipboard-container">
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<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>
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<p dir="auto">should lead to something like this :</p>
<p dir="auto"><a target="_blank" rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/66303110/376966918-0474d76c-e4c7-45df-8023-5dc10809c01c.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.kKOXLi0uPcvKeF45FB7fNkIPKSWfKrIdx5_1wOhJyX8"><img src="https://private-user-images.githubusercontent.com/66303110/376966918-0474d76c-e4c7-45df-8023-5dc10809c01c.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.kKOXLi0uPcvKeF45FB7fNkIPKSWfKrIdx5_1wOhJyX8" alt="image" style="max-width: 100%;"></a></p>
<div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">create Docker LXC :</h1><a id="user-content-create-docker-lxc-" class="anchor" aria-label="Permalink: create Docker LXC :" href="#create-docker-lxc-"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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"></path></svg></a></div>
<p dir="auto">The easiest way is to use <a href="https://tteck.github.io/Proxmox/" rel="nofollow">Tteck's scripts</a></p>
<p dir="auto">first in the PVE console launch the tteck's script to install a new docker LXC :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>bash -c "$(wget -qLO - https://github.com/tteck/Proxmox/raw/main/ct/docker.sh)"
</code></pre><div class="zeroclipboard-container">
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<p dir="auto">during installation :</p>
<ul dir="auto">
<li>switch to "advanced mode"</li>
<li>select debian 12</li>
<li>make the LXC <strong>PRIVILEGED</strong></li>
<li>you'd better choose 8Go ram and 2 or 4 cores</li>
<li>add portainer if needed</li>
<li>add docker compose</li>
</ul>
<p dir="auto">Once the LXC is created you have to can also install intel-gpu-tools <strong>inside</strong> the LXC</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>apt install intel-gpu-tools
</code></pre><div class="zeroclipboard-container">
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<p dir="auto">Next you have to add GPU passthrough to the LXC to allow frigate access the OpenVINO acceleratons. On your LXC "Ressources" add "Device Passtrough" :</p>
<p dir="auto"><a target="_blank" rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/66303110/376968903-071007bb-ad90-43c9-92ac-0c79313b83eb.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.LawTJt6sOVYmCSCzzInuKq_Cjx9afIbRv7YAN4tTzF0"><img src="https://private-user-images.githubusercontent.com/66303110/376968903-071007bb-ad90-43c9-92ac-0c79313b83eb.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.LawTJt6sOVYmCSCzzInuKq_Cjx9afIbRv7YAN4tTzF0" alt="image" style="max-width: 100%;"></a></p>
<p dir="auto">and specify the path you want to add : <code>/dev/dri/renderD128</code></p>
<p dir="auto"><strong>Reboot</strong></p>
<p dir="auto">now your LXC has access to the GPU.</p>
<div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Frigate Docker</h1><a id="user-content-frigate-docker" class="anchor" aria-label="Permalink: Frigate Docker" href="#frigate-docker"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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"></path></svg></a></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">create folders</h2><a id="user-content-create-folders" class="anchor" aria-label="Permalink: create folders" href="#create-folders"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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"></path></svg></a></div>
<p dir="auto">On the LXC shell, create folders to organize your frigate storage for videos / captures / models and configs.</p>
<p dir="auto">Here are my usually settings :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>mkdir /opt/frigate
mkdir /opt/frigate/media
mkdir /opt/frigate/config
</code></pre><div class="zeroclipboard-container">
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mkdir /opt/frigate/media
mkdir /opt/frigate/config" tabindex="0" role="button">
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<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>
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<p dir="auto">create the forlders according to your needs</p>
<p dir="auto">next we will build the docker container.</p>
<p dir="auto">create a docker-compose.yml at the root folder</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>cd /opt/frigate
nano docker-compose.yml
</code></pre><div class="zeroclipboard-container">
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nano docker-compose.yml" tabindex="0" role="button">
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<p dir="auto">or create a stack in portainer :</p>
<p dir="auto"><a target="_blank" rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/66303110/376981141-3a4add3d-38ec-4313-a9b1-d6761057726c.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.lYe2bjjV-sHsmd85yI2YzuxNF2rSZ5UNIKe0EvOPTJU"><img src="https://private-user-images.githubusercontent.com/66303110/376981141-3a4add3d-38ec-4313-a9b1-d6761057726c.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.lYe2bjjV-sHsmd85yI2YzuxNF2rSZ5UNIKe0EvOPTJU" alt="image" style="max-width: 100%;"></a></p>
<p dir="auto">and add :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>version: "3.9"
services:
frigate:
container_name: frigate
privileged: true
restart: unless-stopped
image: ghcr.io/blakeblackshear/frigate:0.14.1
cap_add:
- CAP_PERFMON
shm_size: "256mb"
devices:
- /dev/dri/renderD128:/dev/dri/renderD128
- /dev/dri/card0:/dev/dri/card0
volumes:
- /etc/localtime:/etc/localtime:ro
- /opt/frigate/config:/config
- /opt/media:/media/frigate
- type: tmpfs
target: /tmp/cache
tmpfs:
size: 1G
ports:
- "5000:5000"
- "8971:8971"
- "1984:1984"
- "8554:8554" # RTSP feeds
- "8555:8555/tcp" # WebRTC over tcp
- "8555:8555/udp" # WebRTC over udp
environment:
FRIGATE_RTSP_PASSWORD: ****
PLUS_API_KEY: ****
</code></pre><div class="zeroclipboard-container">
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services:
frigate:
container_name: frigate
privileged: true
restart: unless-stopped
image: ghcr.io/blakeblackshear/frigate:0.14.1
cap_add:
- CAP_PERFMON
shm_size: &quot;256mb&quot;
devices:
- /dev/dri/renderD128:/dev/dri/renderD128
- /dev/dri/card0:/dev/dri/card0
volumes:
- /etc/localtime:/etc/localtime:ro
- /opt/frigate/config:/config
- /opt/media:/media/frigate
- type: tmpfs
target: /tmp/cache
tmpfs:
size: 1G
ports:
- &quot;5000:5000&quot;
- &quot;8971:8971&quot;
- &quot;1984:1984&quot;
- &quot;8554:8554&quot; # RTSP feeds
- &quot;8555:8555/tcp&quot; # WebRTC over tcp
- &quot;8555:8555/udp&quot; # WebRTC over udp
environment:
FRIGATE_RTSP_PASSWORD: ****
PLUS_API_KEY: ****" tabindex="0" role="button">
<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">
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</svg>
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<p dir="auto">as you can see :</p>
<ul dir="auto">
<li>container is <strong>privileged</strong></li>
<li>/dev/dri/renderD128 is passtrhough from the LXC to the container</li>
<li>created folders are bind to frigate usual folders</li>
<li>shm_size has to be set according to <a href="https://docs.frigate.video/frigate/installation/#calculating-required-shm-size" rel="nofollow">documentation</a></li>
<li>tmpfs has to be adjusted to your configuration, see <a href="https://docs.frigate.video/frigate/installation/#storage" rel="nofollow">documentation</a></li>
<li>ports for UI, RTSP and webRTC are forwarded</li>
<li>define some FRIGATE_RTSP_PASSWORD and PLUS_API_KEY if needed</li>
</ul>
<p dir="auto">From now the docker container is ready, and have access to the GPU.</p>
<p dir="auto"><strong>Do not start it right now as you have to provide frigate configuraton !</strong></p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Setup Frigate for OpenVINO acceleration</h2><a id="user-content-setup-frigate-for-openvino-acceleration" class="anchor" aria-label="Permalink: Setup Frigate for OpenVINO acceleration" href="#setup-frigate-for-openvino-acceleration"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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"></path></svg></a></div>
<p dir="auto">add your frigate configutration :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>cd /opt/frigate/config
nano config.yml
</code></pre><div class="zeroclipboard-container">
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</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>
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<p dir="auto">edit it accroding to your setup and now you must add the <a href="https://docs.frigate.video/configuration/object_detectors/#openvino-detector" rel="nofollow">following lines</a> to your frigate config :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>detectors:
ov:
type: openvino
device: GPU
model:
width: 300
height: 300
input_tensor: nhwc
input_pixel_format: bgr
path: /openvino-model/ssdlite_mobilenet_v2.xml
labelmap_path: /openvino-model/coco_91cl_bkgr.txt
</code></pre><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" value="detectors:
ov:
type: openvino
device: GPU
model:
width: 300
height: 300
input_tensor: nhwc
input_pixel_format: bgr
path: /openvino-model/ssdlite_mobilenet_v2.xml
labelmap_path: /openvino-model/coco_91cl_bkgr.txt" tabindex="0" role="button">
<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>
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<p dir="auto">Once your <code>config.yml</code> is ready build your container by either <code>docker compose up</code> or "deploy Stack" if you're using portainer</p>
<p dir="auto">reboot all, and go to frigate UI to check everything is working :</p>
<p dir="auto"><a target="_blank" rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/66303110/376977552-abad95f0-f0c9-4b59-853f-56a252e6bb65.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.nYDjnYIhXNfEUvjmD81eUPqvEQr4FEpd7Vyu0w3PJN8"><img src="https://private-user-images.githubusercontent.com/66303110/376977552-abad95f0-f0c9-4b59-853f-56a252e6bb65.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzMxMzMxMzYsIm5iZiI6MTczMzEzMjgzNiwicGF0aCI6Ii82NjMwMzExMC8zNzY5Nzc1NTItYWJhZDk1ZjAtZjBjOS00YjU5LTg1M2YtNTZhMjUyZTZiYjY1LnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNDEyMDIlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjQxMjAyVDA5NDcxNlomWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPTU0ZDE1MjcxYWYwZmNmNzIwNjgxYWNlNDUzNDM5YzIwY2EyZGVmYzY0MmM5NDBjZjMxODg5ZDYwOWRiOWZiY2ImWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0In0.nYDjnYIhXNfEUvjmD81eUPqvEQr4FEpd7Vyu0w3PJN8" alt="image" style="max-width: 100%;"></a></p>
<p dir="auto">you should see :</p>
<ul dir="auto">
<li>low inference time : ~20 ms</li>
<li>low CPU usage</li>
<li>GPU usage</li>
</ul>
<p dir="auto">you can also check with <code>intel_gpu_top</code> inside the LXC console and see that Render/3D has some loads according to frigate detections</p>
<p dir="auto"><a target="_blank" rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/66303110/376978506-ce307fb5-e856-4846-b1ee-94a6bda9758a.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzMxMzMxMzYsIm5iZiI6MTczMzEzMjgzNiwicGF0aCI6Ii82NjMwMzExMC8zNzY5Nzg1MDYtY2UzMDdmYjUtZTg1Ni00ODQ2LWIxZWUtOTRhNmJkYTk3NThhLnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNDEyMDIlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjQxMjAyVDA5NDcxNlomWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPWM5YzdiNmY3NTM0MWUwODcyYjNhNTcyYzEzZWI4MTlhZGJhNjY1Y2Q5ZTk0NTVlNjY3NmMxYWNiZWUzMzMxNGQmWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0In0.pT9n3UOaRosqrY0W4J2MKe00umeoxEk6bESbfXZSies"><img src="https://private-user-images.githubusercontent.com/66303110/376978506-ce307fb5-e856-4846-b1ee-94a6bda9758a.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.pT9n3UOaRosqrY0W4J2MKe00umeoxEk6bESbfXZSies" alt="image" style="max-width: 100%;"></a></p>
<p dir="auto">and on your PROXMOX, you can see that CPU load of the LXC is drastically lowered :</p>
<p dir="auto"><a target="_blank" rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/66303110/376982742-365406eb-f0bc-4367-ba31-42609c587d87.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.W319zexNah8XEiMVjKnP2l4lp3ynGZjL5wuStIB97no"><img src="https://private-user-images.githubusercontent.com/66303110/376982742-365406eb-f0bc-4367-ba31-42609c587d87.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.W319zexNah8XEiMVjKnP2l4lp3ynGZjL5wuStIB97no" alt="image" style="max-width: 100%;"></a></p>
<div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Extra settings</h1><a id="user-content-extra-settings" class="anchor" aria-label="Permalink: Extra settings" href="#extra-settings"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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"></path></svg></a></div>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">CPU load</h2><a id="user-content-cpu-load" class="anchor" aria-label="Permalink: CPU load" href="#cpu-load"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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"></path></svg></a></div>
<p dir="auto">i experimentally found that running those 2 Tteck's scripts int the PVE console greatly reduces the CPU consumption in "idle mode" (i.e. when frigate only "observes" and has no detection running) :</p>
<ul dir="auto">
<li><a href="https://tteck.github.io/Proxmox/#proxmox-ve-lxc-filesystem-trim" rel="nofollow">Filesystem Trim</a></li>
<li><a href="https://tteck.github.io/Proxmox/#proxmox-ve-cpu-scaling-governor" rel="nofollow">CPU Scaling Governor</a> : set governor to <strong>powersave</strong></li>
</ul>
<p dir="auto">experiment on your own !</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">YOLO NAS models</h2><a id="user-content-yolo-nas-models" class="anchor" aria-label="Permalink: YOLO NAS models" href="#yolo-nas-models"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path 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"></path></svg></a></div>
<p dir="auto">Except default SSDLite model, <a href="https://github.com/Deci-AI/super-gradients">YOLO NAS</a> model is also <a href="https://docs.frigate.video/configuration/object_detectors/#yolo-nas" rel="nofollow">available for OpenVINO acceleration</a>.</p>
<p dir="auto">To use it you have to build the model to make it compatible with frigate. this can be easily done with the dedicated <a href="https://colab.research.google.com/github/blakeblackshear/frigate/blob/dev/notebooks/YOLO_NAS_Pretrained_Export.ipynb" rel="nofollow">google collab</a></p>
<p dir="auto">the only thing to do is to define the dimensions of the input image shape. 320x320 leads to higher inference time, i'd use 256x256.</p>
<p dir="auto"><code> input_image_shape=(256,256),</code></p>
<p dir="auto">and select the base precision of the model. <strong>S</strong> version is good enough, <strong>M</strong> induces much higer inference time :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>model = models.get(Models.YOLO_NAS_S, pretrained_weights="coco")
</code></pre><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" value="model = models.get(Models.YOLO_NAS_S, pretrained_weights=&quot;coco&quot;)" tabindex="0" role="button">
<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>
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<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>
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</div></div>
<p dir="auto"><em>NOTE: you can make some tests and find the good combination for your hardware. try to limit inference time around 20 ms</em></p>
<p dir="auto">and specify the name of the model file you will generate :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>files.download('yolo_nas_s.onnx')
</code></pre><div class="zeroclipboard-container">
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<p dir="auto">now simply launch all the steps of the collab, 1 by 1, and it will download the model file :</p>
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<p dir="auto">Copy the model file you generated to your frigate config folder <code>/opt/frigate/config</code></p>
<p dir="auto">and now change your detector and adapt it accordingly to your settings :</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto"><pre class="notranslate"><code>detectors:
ov:
type: openvino
device: GPU
model:
model_type: yolonas
width: 256 # &lt;--- should match whatever was set in notebook
height: 256 # &lt;--- should match whatever was set in notebook
input_tensor: nchw # &lt;--- take care, it changes from the setting fot the SSDLite model !
input_pixel_format: bgr
path: /config/yolo_nas_s_256.onnx # &lt;--- should match the path and the name of your model file
labelmap_path: /labelmap/coco-80.txt # &lt;--- should match the name and the location of the COCO80 labelmap file
</code></pre><div class="zeroclipboard-container">
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ov:
type: openvino
device: GPU
model:
model_type: yolonas
width: 256 # <--- should match whatever was set in notebook
height: 256 # <--- should match whatever was set in notebook
input_tensor: nchw # <--- take care, it changes from the setting fot the SSDLite model !
input_pixel_format: bgr
path: /config/yolo_nas_s_256.onnx # <--- should match the path and the name of your model file
labelmap_path: /labelmap/coco-80.txt # <--- should match the name and the location of the COCO80 labelmap file" tabindex="0" role="button">
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<p dir="auto"><em>NOTE : YOLO NAS uses the COCO80 labelmap instead of COCO91</em></p>
<p dir="auto">restart ... and VOILA !</p>
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<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 cant perform that action at this time.
</div>
<template id="site-details-dialog"></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"></template>
<template id="snippet-clipboard-copy-button-unpositioned"></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>