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1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path></svg>GitHub Copilot</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Write better code with AI</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/ai/github-app" 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class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Direct agents from issue to merge</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/mcp" data-analytics-event="{&quot;action&quot;:&quot;mcp_registry&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;mcp_registry_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy 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0 0 0-2.94 2.08 2.08 0 0 0-2.94 0l-4.799 4.8A.75.75 0 0 1 .72 5.92Z"></path><path d="M7.52 3.12a.749.749 0 1 1 1.06 1.06L5.731 7.03A2.079 2.079 0 0 0 8.67 9.97l2.85-2.85a.749.749 0 1 1 1.06 1.06l-2.849 2.85A3.578 3.578 0 0 1 4.67 5.97Z"></path></svg>MCP Registry</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Integrate external tools</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9knd_">DEVELOPER WORKFLOWS</span><ul 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Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-codespaces NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M0 11.25c0-.966.784-1.75 1.75-1.75h12.5c.966 0 1.75.784 1.75 1.75v3A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm2-9.5C2 .784 2.784 0 3.75 0h8.5C13.216 0 14 .784 14 1.75v5a1.75 1.75 0 0 1-1.75 1.75h-8.5A1.75 1.75 0 0 1 2 6.75Zm1.75-.25a.25.25 0 0 0-.25.25v5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5a.25.25 0 0 0-.25-.25Zm-2 9.5a.25.25 0 0 0-.25.25v3c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-3a.25.25 0 0 0-.25-.25Z"></path><path d="M7 12.75a.75.75 0 0 1 .75-.75h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path></svg>Codespaces</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Instant dev environments</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/issues" 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NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path></svg>Code Review</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Manage code changes</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/code-quality" data-analytics-event="{&quot;action&quot;:&quot;code_quality&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_quality_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-codescan-checkmark NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M10.28 6.28a.75.75 0 1 0-1.06-1.06L6.25 8.19l-.97-.97a.75.75 0 0 0-1.06 1.06l1.5 1.5a.75.75 0 0 0 1.06 0l3.5-3.5Z"></path><path d="M7.5 15a7.5 7.5 0 1 1 5.807-2.754l2.473 2.474a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2.474-2.473A7.472 7.472 0 0 1 7.5 15Zm0-13.5a6 6 0 1 0 4.094 10.386.748.748 0 0 1 .293-.292 6.002 6.002 0 0 0 1.117-6.486A6.002 6.002 0 0 0 7.5 1.5Z"></path></svg>Code Quality</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Enforce quality at merge</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_dknd_">APPLICATION SECURITY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dknd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>GitHub Advanced Security</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Find and fix vulnerabilities</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security/code-security" data-analytics-event="{&quot;action&quot;:&quot;code_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_security_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS 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Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Secure your code as you build</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security/secret-protection" data-analytics-event="{&quot;action&quot;:&quot;secret_protection&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;secret_protection_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-lock NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M4 4a4 4 0 0 1 8 0v2h.25c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 12.25 15h-8.5A1.75 1.75 0 0 1 2 13.25v-5.5C2 6.784 2.784 6 3.75 6H4Zm8.25 3.5h-8.5a.25.25 0 0 0-.25.25v5.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25ZM10.5 6V4a2.5 2.5 0 1 0-5 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NavGroup-module__title__Wzxz2" id="_R_5l7d_">BY COMPANY SIZE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprises&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Enterprises</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/team" data-analytics-event="{&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Small and medium teams</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise/startups" data-analytics-event="{&quot;action&quot;:&quot;startups&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Startups</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/nonprofits" data-analytics-event="{&quot;action&quot;:&quot;nonprofits&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Nonprofits</span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9l7d_">BY USE CASE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_9l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/app-modernization" data-analytics-event="{&quot;action&quot;:&quot;app_modernization&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;app_modernization_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">App Modernization</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devsecops" data-analytics-event="{&quot;action&quot;:&quot;devsecops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevSecOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/ci-cd" data-analytics-event="{&quot;action&quot;:&quot;ci/cd&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ci/cd_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">CI/CD</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/use-case" data-analytics-event="{&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all use cases</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_dl7d_">BY INDUSTRY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dl7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/healthcare" data-analytics-event="{&quot;action&quot;:&quot;healthcare&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Healthcare</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/financial-services" data-analytics-event="{&quot;action&quot;:&quot;financial_services&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Financial services</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/manufacturing" data-analytics-event="{&quot;action&quot;:&quot;manufacturing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Manufacturing</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/government" data-analytics-event="{&quot;action&quot;:&quot;government&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Government</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/industry" data-analytics-event="{&quot;action&quot;:&quot;view_all_industries&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all industries</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions" data-analytics-event="{&quot;action&quot;:&quot;view_all_solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_solutions_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all solutions</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_1nd_">Resources<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_1nd_" class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_5lnd_">EXPLORE BY TOPIC</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5lnd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=ai" data-analytics-event="{&quot;action&quot;:&quot;ai&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">AI</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=software-development" data-analytics-event="{&quot;action&quot;:&quot;software_development&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Software Development</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=security" data-analytics-event="{&quot;action&quot;:&quot;security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Security</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" 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class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Collections</span></a></li></ul></div></li></ul></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_2nd_">Enterprise<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_2nd_" 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1.75 0 0 1-1.756 0L2.119 5.456a1.251 1.251 0 0 1 0-2.162ZM8.125 1.69a.248.248 0 0 0-.25 0l-4.63 2.685 4.63 2.685a.248.248 0 0 0 .25 0l4.63-2.685ZM1.601 7.789a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0L1.874 8.814A.75.75 0 0 1 1.6 7.789Zm0 3.5a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0l-5.248-3.044a.75.75 0 0 1-.273-1.025Z"></path></svg>Enterprise platform</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">AI-powered developer platform</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>GitHub Advanced Security</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Enterprise-grade security features</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 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NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path></svg>Copilot for Business</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy 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  <script type="application/json" data-target="react-app.embeddedData">{"payload":{"codeViewBlobRoute":{"csv":null,"csvError":null,"headerInfo":{"toc":[{"level":1,"text":"Setting up a Mac development environment with pyenv and pyenv-virtualenv","anchor":"setting-up-a-mac-development-environment-with-pyenv-and-pyenv-virtualenv","htmlText":"Setting up a Mac development environment with pyenv and pyenv-virtualenv"},{"level":2,"text":"Before you begin","anchor":"before-you-begin","htmlText":"Before you begin"},{"level":2,"text":"Installing pyenv and pyenv-virtualenv","anchor":"installing-pyenv-and-pyenv-virtualenv","htmlText":"Installing pyenv and pyenv-virtualenv"},{"level":2,"text":"Installing multiple Python versions","anchor":"installing-multiple-python-versions","htmlText":"Installing multiple Python versions"},{"level":2,"text":"Managing python versions using Pyenv global","anchor":"managing-python-versions-using-pyenv-global","htmlText":"Managing python versions using Pyenv global"},{"level":2,"text":"Python virtual environments","anchor":"python-virtual-environments","htmlText":"Python virtual environments"},{"level":3,"text":"Using Python 3+ venv","anchor":"using-python-3-venv","htmlText":"Using Python 3+ venv"},{"level":3,"text":"Using pyenv-virtualenv","anchor":"using-pyenv-virtualenv","htmlText":"Using pyenv-virtualenv"},{"level":2,"text":"More on authoring samples","anchor":"more-on-authoring-samples","htmlText":"More on authoring samples"}]},"issueTemplate":null,"discussionTemplate":null,"richText":"\u003carticle 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\"\u003eSetting up a Mac development environment with pyenv and pyenv-virtualenv\u003c/h1\u003e\u003ca id=\"user-content-setting-up-a-mac-development-environment-with-pyenv-and-pyenv-virtualenv\" class=\"anchor\" aria-label=\"Permalink: Setting up a Mac development environment with pyenv and pyenv-virtualenv\" href=\"#setting-up-a-mac-development-environment-with-pyenv-and-pyenv-virtualenv\"\u003e\u003csvg data-component=\"Octicon\" 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 this guide, you'll set up a local Python development environment with\nmultiple Python versions, managed by \u003ca href=\"https://github.com/pyenv/pyenv\"\u003epyenv\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThis guide differs from the \u003ca href=\"https://cloud.google.com/python/setup\" rel=\"nofollow\"\u003eGoogle Cloud Python development\ninstructions\u003c/a\u003e because developers of\nsamples and libraries need to be able to use multiple versions of Python to\ntest their code.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBefore you begin\u003c/h2\u003e\u003ca id=\"user-content-before-you-begin\" class=\"anchor\" aria-label=\"Permalink: Before you begin\" href=\"#before-you-begin\"\u003e\u003csvg data-component=\"Octicon\" 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\u003e\n\u003cp dir=\"auto\"\u003eInstall \u003ca href=\"https://brew.sh/\" rel=\"nofollow\"\u003ehomebrew\u003c/a\u003e if you do not already have it.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e If you are running Catalina (MacOS 10.15.x), ensure that you have\na compatible version of Homebrew (2.1.13 or later). Running \u003ccode\u003ebrew update\u003c/code\u003e on\nCatalina does not always result in a compatible version, so uninstall and\nreinstall homebrew, if necessary\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstalling pyenv and pyenv-virtualenv\u003c/h2\u003e\u003ca id=\"user-content-installing-pyenv-and-pyenv-virtualenv\" class=\"anchor\" aria-label=\"Permalink: Installing pyenv and pyenv-virtualenv\" href=\"#installing-pyenv-and-pyenv-virtualenv\"\u003e\u003csvg data-component=\"Octicon\" 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\u003e\n\u003cp dir=\"auto\"\u003eInstall \u003ca href=\"https://github.com/pyenv/pyenv\"\u003epyenv\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"brew update\nbrew install pyenv\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003ebrew update\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003ebrew install pyenv\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eInstall the \u003ca href=\"https://github.com/pyenv/pyenv-virtualenv\"\u003epyenv-virtualenv\u003c/a\u003e\nplugin.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"brew install pyenv-virtualenv\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003ebrew install pyenv-virtualenv\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAppend the following to your \u003ccode\u003e~/.bashrc\u003c/code\u003e:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"eval \u0026quot;$(pyenv init -)\u0026quot;\neval \u0026quot;$(pyenv virtualenv-init -)\u0026quot;\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eeval \"$(pyenv init -)\"\neval \"$(pyenv virtualenv-init -)\"\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e This also works with ZSH.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eReload your shell.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"source ~/.bashrc\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003esource ~/.bashrc\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstalling multiple Python versions\u003c/h2\u003e\u003ca id=\"user-content-installing-multiple-python-versions\" class=\"anchor\" aria-label=\"Permalink: Installing multiple Python versions\" href=\"#installing-multiple-python-versions\"\u003e\u003csvg data-component=\"Octicon\" 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\u003e\n\u003cp dir=\"auto\"\u003eSee the available Python versions with \u003ca href=\"https://github.com/pyenv/pyenv\"\u003epyenv\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pyenv install --list\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003epyenv install --list\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e The Python versions are at the top of the long list. If the Python\nversion you want isn't listed, you may need to upgrade your pyenv with\nhomebrew.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"brew update\nbrew upgrade pyenv\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003ebrew update\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003ebrew upgrade pyenv\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eInstall the necessary Python versions with pyenv. Use the latest release\nof the versions you wish to test against.  A list of available versions\nis available on \u003ca href=\"https://www.python.org/doc/versions/\" rel=\"nofollow\"\u003epython.org\u003c/a\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAs of September 9, 2020, the latest Python versions are:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e2.7.18 (latest 2.7.x release)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"$ pyenv install 2.7.18\"\u003e\u003cpre\u003e$ \u003cspan class=\"pl-s1\"\u003epyenv install 2.7.18\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e3.5.9 (latest 3.5.x release)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"$ pyenv install 3.5.9\"\u003e\u003cpre\u003e$ \u003cspan class=\"pl-s1\"\u003epyenv install 3.5.9\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e3.6.11 (latest 3.6.x release)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"$ pyenv install 3.6.11\"\u003e\u003cpre\u003e$ \u003cspan class=\"pl-s1\"\u003epyenv install 3.6.11\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e3.7.8 (latest 3.7.x release)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"$ pyenv install 3.7.8\"\u003e\u003cpre\u003e$ \u003cspan class=\"pl-s1\"\u003epyenv install 3.7.8\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e3.8.5 (latest 3.8.x release)\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"$ pyenv install 3.8.5\"\u003e\u003cpre\u003e$ \u003cspan class=\"pl-s1\"\u003epyenv install 3.8.5\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eℹ️ \u003cem\u003eNote\u003c/em\u003e: If you are getting errors installing a python version,\ntry setting up the \u003ccode\u003eSDKROOT\u003c/code\u003e environment variable.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# You can add this to your .bashrc file.\nexport SDKROOT=/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX.sdk\"\u003e\u003cpre\u003e# \u003cspan class=\"pl-s1\"\u003eYou can add this to your .bashrc file.\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003eexport SDKROOT=/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX.sdk\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/blockquote\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAfter you have installed a python version through pyenv,\nverify that you are now using the pyenv Python shim.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"$ which python\n~/.pyenv/shims/python\"\u003e\u003cpre\u003e$ \u003cspan class=\"pl-s1\"\u003ewhich python\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003e~/.pyenv/shims/python\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eManaging python versions using Pyenv global\u003c/h2\u003e\u003ca id=\"user-content-managing-python-versions-using-pyenv-global\" class=\"anchor\" aria-label=\"Permalink: Managing python versions using Pyenv global\" href=\"#managing-python-versions-using-pyenv-global\"\u003e\u003csvg data-component=\"Octicon\" 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\"\u003ePyenv allows you to configure the priority order for your python installs.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pyenv global 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epyenv global 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis will make python and python3 point to Python 3.8.5. python2 will use\n2.7.18. You can also further specify versions, such as python3.6 to use that\nversion.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePython virtual environments\u003c/h2\u003e\u003ca id=\"user-content-python-virtual-environments\" class=\"anchor\" aria-label=\"Permalink: Python virtual environments\" href=\"#python-virtual-environments\"\u003e\u003csvg data-component=\"Octicon\" 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\"\u003eUsing \u003ca href=\"https://docs.python.org/3/library/venv.html\" rel=\"nofollow\"\u003eVirtual Environments\u003c/a\u003e\nprevents inadvertent modifications to your global python install. Once\ncreated and sourced, calls to \u003ccode\u003epython\u003c/code\u003e will use this virtual environment, not\na global python install. Each virtual environment can have its own set of\npackages that can be different from others.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing Python 3+ venv\u003c/h3\u003e\u003ca id=\"user-content-using-python-3-venv\" class=\"anchor\" aria-label=\"Permalink: Using Python 3+ venv\" href=\"#using-python-3-venv\"\u003e\u003csvg data-component=\"Octicon\" 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\"\u003ePython has builtin support for creating virtual environments, accessible by\nrunning the \u003ccode\u003evenv\u003c/code\u003e module.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"cd python-docs-samples\npython -m venv [venv-name]\nsource [venv-name]/bin/activate\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003ecd python-docs-samples\npython -m venv [venv-name]\nsource [venv-name]/bin/activate\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTypically you will name the venv \u003ccode\u003evenv\u003c/code\u003e, or \u003ccode\u003evenv38\u003c/code\u003e for a python 3.8 venv.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUsing pyenv-virtualenv\u003c/h3\u003e\u003ca id=\"user-content-using-pyenv-virtualenv\" class=\"anchor\" aria-label=\"Permalink: Using pyenv-virtualenv\" href=\"#using-pyenv-virtualenv\"\u003e\u003csvg data-component=\"Octicon\" 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\"\u003eYou can also use an extension for pyenv that will assist in managing virtual\nenvironments. This allows you to use \u003ccode\u003epyenv local\u003c/code\u003e to automatically use the\ncreated virtual environment. You can install this by running\n\u003ccode\u003e$ brew install pyenv-virtualenv\u003c/code\u003e\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eChange to the desired source directory.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cd ~/src/python-docs-samples\t\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003ecd ~/src/python-docs-samples\t\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eCreate a virtualenv for python 3.8.5 using \u003ccode\u003epyenv virtualenv\u003c/code\u003e.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pyenv virtualenv 3.8.5 python-docs-samples\t\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003epyenv virtualenv 3.8.5 python-docs-samples\t\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis creates a virtualenv folder within \u003ccode\u003e~/.pyenv/versions/\u003c/code\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eSet the local Python version(s) with \u003ccode\u003epyenv local\u003c/code\u003e\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-text-shell-session notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# pyenv local [name of virtualenv] [list of python versions to use]\t\npyenv local python-docs-samples 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18\t\"\u003e\u003cpre\u003e# \u003cspan class=\"pl-s1\"\u003epyenv \u003cspan class=\"pl-k\"\u003elocal\u003c/span\u003e [name of virtualenv] [list of python versions to use]\t\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003epyenv local python-docs-samples 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18\t\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eNow, when you \u003ccode\u003ecd\u003c/code\u003e into the source directory or a subdirectory within it,\npyenv will make your virtualenv the default Python. Since you specified\nmore than one version, it will also add binaries like \u003ccode\u003epython36\u003c/code\u003e and\n\u003ccode\u003epython27\u003c/code\u003e to your PATH, which\n\u003ca href=\"https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/AUTHORING_GUIDE.md#using-nox\"\u003enox\u003c/a\u003e\nuses when picking Python interpreters.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAdd \u003ccode\u003e.python-version\u003c/code\u003e to your\n\u003ca href=\"https://help.github.com/articles/ignoring-files/#create-a-global-gitignore\"\u003eglobal gitignore file\u003c/a\u003e,\nso it won't be committed into the repository.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eMore on authoring samples\u003c/h2\u003e\u003ca id=\"user-content-more-on-authoring-samples\" class=\"anchor\" aria-label=\"Permalink: More on authoring samples\" href=\"#more-on-authoring-samples\"\u003e\u003csvg data-component=\"Octicon\" 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 are looking for more information on how to author samples, please view\nthe \u003ca href=\"https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/AUTHORING_GUIDE.md\"\u003eAuthoring Guide\u003c/a\u003e\u003c/p\u003e\n\u003c/article\u003e","richTextTruncated":false,"renderedFileInfo":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"Setting up a Mac development environment with pyenv and pyenv-virtualenv","fully_qualified_name":"Setting up a Mac development environment with pyenv and pyenv-virtualenv","kind":"section_1","ident_start":2,"ident_end":74,"extent_start":0,"extent_end":5679,"ident_utf16":{"start":{"line_number":0,"utf16_col":2},"end":{"line_number":0,"utf16_col":74}},"extent_utf16":{"start":{"line_number":0,"utf16_col":0},"end":{"line_number":184,"utf16_col":0}}},{"name":"Before you begin","fully_qualified_name":"Before you begin","kind":"section_2","ident_start":461,"ident_end":477,"extent_start":458,"extent_end":824,"ident_utf16":{"start":{"line_number":10,"utf16_col":3},"end":{"line_number":10,"utf16_col":19}},"extent_utf16":{"start":{"line_number":10,"utf16_col":0},"end":{"line_number":19,"utf16_col":0}}},{"name":"Installing pyenv and pyenv-virtualenv","fully_qualified_name":"Installing pyenv and pyenv-virtualenv","kind":"section_2","ident_start":827,"ident_end":864,"extent_start":824,"extent_end":1371,"ident_utf16":{"start":{"line_number":19,"utf16_col":3},"end":{"line_number":19,"utf16_col":40}},"extent_utf16":{"start":{"line_number":19,"utf16_col":0},"end":{"line_number":50,"utf16_col":0}}},{"name":"Installing multiple Python versions","fully_qualified_name":"Installing multiple Python 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Setting up a Mac development environment with pyenv and pyenv-virtualenv","","In this guide, you'll set up a local Python development environment with","multiple Python versions, managed by [pyenv](https://github.com/pyenv/pyenv).","","This guide differs from the [Google Cloud Python development","instructions](https://cloud.google.com/python/setup) because developers of","samples and libraries need to be able to use multiple versions of Python to","test their code.","","## Before you begin","","1. Install [homebrew](https://brew.sh/) if you do not already have it.","","   **Note:** If you are running Catalina (MacOS 10.15.x), ensure that you have","   a compatible version of Homebrew (2.1.13 or later). Running `brew update` on","   Catalina does not always result in a compatible version, so uninstall and","   reinstall homebrew, if necessary","","## Installing pyenv and pyenv-virtualenv","","1.  Install [pyenv](https://github.com/pyenv/pyenv).","","    ```console","    brew update","    brew install pyenv","    ```","","1.  Install the [pyenv-virtualenv](https://github.com/pyenv/pyenv-virtualenv)","    plugin.","","    ```console","    brew install pyenv-virtualenv","    ```","","1.  Append the following to your `~/.bashrc`:","","    ```","    eval \"$(pyenv init -)\"","    eval \"$(pyenv virtualenv-init -)\"","    ```","","    **Note:** This also works with ZSH.","","1.  Reload your shell.","","    ```console","    source ~/.bashrc","    ```","","## Installing multiple Python versions","","","1.  See the available Python versions with [pyenv](https://github.com/pyenv/pyenv).","","    ```console","    pyenv install --list","    ```","","    **Note:** The Python versions are at the top of the long list. If the Python","    version you want isn't listed, you may need to upgrade your pyenv with","    homebrew.","","    ```console","    brew update","    brew upgrade pyenv","    ```","    ","1.  Install the necessary Python versions with pyenv. Use the latest release","    of the versions you wish to test against.  A list of available versions","    is available on [python.org](https://www.python.org/doc/versions/)","","    As of September 9, 2020, the latest Python versions are:","","    *  2.7.18 (latest 2.7.x release)","    ```console","    $ pyenv install 2.7.18","    ```","    *  3.5.9 (latest 3.5.x release)","    ```console","    $ pyenv install 3.5.9","    ```","    *  3.6.11 (latest 3.6.x release)","    ```console","    $ pyenv install 3.6.11","    ```","    *  3.7.8 (latest 3.7.x release)","    ```console","    $ pyenv install 3.7.8","    ```","    *  3.8.5 (latest 3.8.x release)","    ```console","    $ pyenv install 3.8.5","    ```","","    \u003e ℹ️ *Note*: If you are getting errors installing a python version,","    \u003e try setting up the `SDKROOT` environment variable.","    \u003e","    \u003e ```console","    \u003e # You can add this to your .bashrc file.","    \u003e export SDKROOT=/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX.sdk","    \u003e ```","","1.  After you have installed a python version through pyenv,","    verify that you are now using the pyenv Python shim.","","    ```console","    $ which python","    ~/.pyenv/shims/python","    ```","","## Managing python versions using Pyenv global","Pyenv allows you to configure the priority order for your python installs.","","```","pyenv global 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18","```","","This will make python and python3 point to Python 3.8.5. python2 will use","2.7.18. You can also further specify versions, such as python3.6 to use that","version.","","## Python virtual environments","Using [Virtual Environments](https://docs.python.org/3/library/venv.html)","prevents inadvertent modifications to your global python install. Once","created and sourced, calls to `python` will use this virtual environment, not","a global python install. Each virtual environment can have its own set of","packages that can be different from others.","","","### Using Python 3+ venv","Python has builtin support for creating virtual environments, accessible by","running the `venv` module.","","```","cd python-docs-samples","python -m venv [venv-name]","source [venv-name]/bin/activate","```","","Typically you will name the venv `venv`, or `venv38` for a python 3.8 venv.","","","### Using pyenv-virtualenv","You can also use an extension for pyenv that will assist in managing virtual","environments. This allows you to use `pyenv local` to automatically use the","created virtual environment. You can install this by running","`$ brew install pyenv-virtualenv`","","1.  Change to the desired source directory.\t","","    ```console\t","    cd ~/src/python-docs-samples\t","    ```\t","","1.  Create a virtualenv for python 3.8.5 using `pyenv virtualenv`.\t","","    ```console\t","    pyenv virtualenv 3.8.5 python-docs-samples\t","    ```\t","","    This creates a virtualenv folder within `~/.pyenv/versions/`.\t","","1.  Set the local Python version(s) with `pyenv local`\t","","    ```console\t","    # pyenv local [name of virtualenv] [list of python versions to use]\t","    pyenv local python-docs-samples 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18\t","    ```\t","","1.  Now, when you `cd` into the source directory or a subdirectory within it,\t","    pyenv will make your virtualenv the default Python. Since you specified\t","    more than one version, it will also add binaries like `python36` and\t","    `python27` to your PATH, which","    [nox](https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/AUTHORING_GUIDE.md#using-nox)","    uses when picking Python interpreters.\t","","1.  Add `.python-version` to your","    [global gitignore file](https://help.github.com/articles/ignoring-files/#create-a-global-gitignore),\t","    so it won't be committed into the repository.","","## More on authoring samples","If you are looking for more information on how to author samples, please view","the [Authoring Guide](https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/AUTHORING_GUIDE.md)"],"stylingDirectives":[[[0,74,"pl-mh"],[2,74,"pl-en"]],[],[],[[37,38,"pl-s"],[43,44,"pl-s"],[44,45,"pl-s"],[45,75,"pl-corl"],[75,76,"pl-s"]],[],[[28,29,"pl-s"]],[[12,13,"pl-s"],[13,14,"pl-s"],[14,51,"pl-corl"],[51,52,"pl-s"]],[],[],[],[[0,19,"pl-mh"],[3,19,"pl-en"]],[],[[0,1,"pl-s"],[1,2,"pl-v"],[11,12,"pl-s"],[20,21,"pl-s"],[21,22,"pl-s"],[22,38,"pl-corl"],[38,39,"pl-s"]],[],[[3,5,"pl-s"],[10,12,"pl-s"]],[[63,64,"pl-s"],[64,75,"pl-c1"],[75,76,"pl-s"]],[],[],[],[[0,40,"pl-mh"],[3,40,"pl-en"]],[],[[0,1,"pl-s"],[1,2,"pl-v"],[12,13,"pl-s"],[18,19,"pl-s"],[19,20,"pl-s"],[20,50,"pl-corl"],[50,51,"pl-s"]],[],[[4,7,"pl-s"],[7,14,"pl-en"]],[[0,15,"pl-c1"]],[[0,22,"pl-c1"]],[],[],[[0,77,"pl-c1"]],[[0,11,"pl-c1"]],[],[[0,14,"pl-c1"]],[[0,33,"pl-c1"]],[],[],[[0,45,"pl-c1"]],[],[],[[0,26,"pl-c1"]],[[0,37,"pl-c1"]],[],[],[[0,39,"pl-c1"]],[],[[0,22,"pl-c1"]],[],[[0,14,"pl-c1"]],[[0,20,"pl-c1"]],[],[],[[0,38,"pl-c1"]],[],[],[[0,83,"pl-c1"]],[],[[0,14,"pl-c1"]],[[0,24,"pl-c1"]],[],[],[[0,80,"pl-c1"]],[[0,74,"pl-c1"]],[[0,13,"pl-c1"]],[],[[0,14,"pl-c1"]],[[0,15,"pl-c1"]],[[0,22,"pl-c1"]],[],[[0,4,"pl-c1"]],[[0,76,"pl-c1"]],[[0,75,"pl-c1"]],[[0,70,"pl-c1"]],[],[[0,60,"pl-c1"]],[],[[0,36,"pl-c1"]],[[0,14,"pl-c1"]],[[0,26,"pl-c1"]],[],[[0,35,"pl-c1"]],[[0,14,"pl-c1"]],[[0,25,"pl-c1"]],[],[[0,36,"pl-c1"]],[[0,14,"pl-c1"]],[[0,26,"pl-c1"]],[],[[0,35,"pl-c1"]],[[0,14,"pl-c1"]],[[0,25,"pl-c1"]],[],[[0,35,"pl-c1"]],[[0,14,"pl-c1"]],[[0,25,"pl-c1"]],[],[],[[0,71,"pl-c1"]],[[0,56,"pl-c1"]],[[0,5,"pl-c1"]],[[0,16,"pl-c1"]],[[0,46,"pl-c1"]],[[0,115,"pl-c1"]],[[0,9,"pl-c1"]],[],[[0,60,"pl-c1"]],[[0,56,"pl-c1"]],[],[[0,14,"pl-c1"]],[[0,18,"pl-c1"]],[[0,25,"pl-c1"]],[],[],[[0,46,"pl-c1"]],[[0,74,"pl-c1"]],[],[[0,3,"pl-s"]],[],[[0,3,"pl-s"],[3,3,"pl-c1"]],[[0,0,"pl-c1"]],[[0,73,"pl-c1"]],[[0,76,"pl-c1"]],[[0,8,"pl-c1"]],[[0,0,"pl-c1"]],[[0,30,"pl-c1"]],[[0,73,"pl-c1"]],[[0,70,"pl-c1"]],[[0,77,"pl-c1"]],[[0,73,"pl-c1"]],[[0,43,"pl-c1"]],[[0,0,"pl-c1"]],[[0,0,"pl-c1"]],[[0,24,"pl-c1"]],[[0,75,"pl-c1"]],[[0,26,"pl-c1"]],[[0,0,"pl-c1"]],[[0,0,"pl-c1"],[0,3,"pl-s"]],[],[[15,16,"pl-s"],[25,26,"pl-s"]],[[7,8,"pl-s"],[17,18,"pl-s"]],[[0,3,"pl-s"],[3,3,"pl-c1"]],[[0,0,"pl-c1"]],[[0,75,"pl-c1"]],[[0,0,"pl-c1"]],[[0,0,"pl-c1"]],[[0,26,"pl-c1"]],[[0,76,"pl-c1"]],[[0,75,"pl-c1"]],[[0,60,"pl-c1"]],[[0,33,"pl-c1"]],[[0,0,"pl-c1"]],[[0,44,"pl-c1"]],[[0,0,"pl-c1"]],[[0,15,"pl-c1"]],[[0,33,"pl-c1"]],[[0,8,"pl-c1"]],[[0,0,"pl-c1"]],[[0,67,"pl-c1"]],[[0,0,"pl-c1"]],[[0,15,"pl-c1"]],[[0,47,"pl-c1"]],[[0,8,"pl-c1"]],[[0,0,"pl-c1"]],[[0,66,"pl-c1"]],[[0,0,"pl-c1"]],[[0,55,"pl-c1"]],[[0,0,"pl-c1"]],[[0,15,"pl-c1"]],[[0,72,"pl-c1"]],[[0,68,"pl-c1"]],[[0,8,"pl-c1"]],[[0,0,"pl-c1"]],[[0,78,"pl-c1"]],[[0,76,"pl-c1"]],[[0,73,"pl-c1"]],[[0,34,"pl-c1"]],[[0,110,"pl-c1"]],[[0,43,"pl-c1"]],[[0,0,"pl-c1"]],[[0,33,"pl-c1"]],[[0,105,"pl-c1"]],[[0,49,"pl-c1"]],[[0,0,"pl-c1"]],[[0,28,"pl-c1"]],[[0,77,"pl-c1"]],[[0,112,"pl-c1"]]],"colorizedLines":null}},"title":"python-docs-samples/MAC_SETUP.md at master · tmatsuo/python-docs-samples","appPayload":{},"meta":{"title":"python-docs-samples/MAC_SETUP.md at master · tmatsuo/python-docs-samples"}}</script>
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class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Setting up a Mac development environment with pyenv and pyenv-virtualenv</h1><a id="user-content-setting-up-a-mac-development-environment-with-pyenv-and-pyenv-virtualenv" class="anchor" aria-label="Permalink: Setting up a Mac development environment with pyenv and pyenv-virtualenv" href="#setting-up-a-mac-development-environment-with-pyenv-and-pyenv-virtualenv"><svg data-component="Octicon" 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">In this guide, you'll set up a local Python development environment with
multiple Python versions, managed by <a href="https://github.com/pyenv/pyenv">pyenv</a>.</p>
<p dir="auto">This guide differs from the <a href="https://cloud.google.com/python/setup" rel="nofollow">Google Cloud Python development
instructions</a> because developers of
samples and libraries need to be able to use multiple versions of Python to
test their code.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Before you begin</h2><a id="user-content-before-you-begin" class="anchor" aria-label="Permalink: Before you begin" href="#before-you-begin"><svg data-component="Octicon" 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>
<ol dir="auto">
<li>
<p dir="auto">Install <a href="https://brew.sh/" rel="nofollow">homebrew</a> if you do not already have it.</p>
<p dir="auto"><strong>Note:</strong> If you are running Catalina (MacOS 10.15.x), ensure that you have
a compatible version of Homebrew (2.1.13 or later). Running <code>brew update</code> on
Catalina does not always result in a compatible version, so uninstall and
reinstall homebrew, if necessary</p>
</li>
</ol>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Installing pyenv and pyenv-virtualenv</h2><a id="user-content-installing-pyenv-and-pyenv-virtualenv" class="anchor" aria-label="Permalink: Installing pyenv and pyenv-virtualenv" href="#installing-pyenv-and-pyenv-virtualenv"><svg data-component="Octicon" 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>
<ol dir="auto">
<li>
<p dir="auto">Install <a href="https://github.com/pyenv/pyenv">pyenv</a>.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="brew update
brew install pyenv"><pre><span class="pl-c1">brew update</span>
<span class="pl-c1">brew install pyenv</span></pre></div>
</li>
<li>
<p dir="auto">Install the <a href="https://github.com/pyenv/pyenv-virtualenv">pyenv-virtualenv</a>
plugin.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="brew install pyenv-virtualenv"><pre><span class="pl-c1">brew install pyenv-virtualenv</span></pre></div>
</li>
<li>
<p dir="auto">Append the following to your <code>~/.bashrc</code>:</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="eval &quot;$(pyenv init -)&quot;
eval &quot;$(pyenv virtualenv-init -)&quot;"><pre class="notranslate"><code>eval "$(pyenv init -)"
eval "$(pyenv virtualenv-init -)"
</code></pre></div>
<p dir="auto"><strong>Note:</strong> This also works with ZSH.</p>
</li>
<li>
<p dir="auto">Reload your shell.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="source ~/.bashrc"><pre><span class="pl-c1">source ~/.bashrc</span></pre></div>
</li>
</ol>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Installing multiple Python versions</h2><a id="user-content-installing-multiple-python-versions" class="anchor" aria-label="Permalink: Installing multiple Python versions" href="#installing-multiple-python-versions"><svg data-component="Octicon" 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>
<ol dir="auto">
<li>
<p dir="auto">See the available Python versions with <a href="https://github.com/pyenv/pyenv">pyenv</a>.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pyenv install --list"><pre><span class="pl-c1">pyenv install --list</span></pre></div>
<p dir="auto"><strong>Note:</strong> The Python versions are at the top of the long list. If the Python
version you want isn't listed, you may need to upgrade your pyenv with
homebrew.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="brew update
brew upgrade pyenv"><pre><span class="pl-c1">brew update</span>
<span class="pl-c1">brew upgrade pyenv</span></pre></div>
</li>
<li>
<p dir="auto">Install the necessary Python versions with pyenv. Use the latest release
of the versions you wish to test against.  A list of available versions
is available on <a href="https://www.python.org/doc/versions/" rel="nofollow">python.org</a></p>
<p dir="auto">As of September 9, 2020, the latest Python versions are:</p>
<ul dir="auto">
<li>2.7.18 (latest 2.7.x release)</li>
</ul>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="$ pyenv install 2.7.18"><pre>$ <span class="pl-s1">pyenv install 2.7.18</span></pre></div>
<ul dir="auto">
<li>3.5.9 (latest 3.5.x release)</li>
</ul>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="$ pyenv install 3.5.9"><pre>$ <span class="pl-s1">pyenv install 3.5.9</span></pre></div>
<ul dir="auto">
<li>3.6.11 (latest 3.6.x release)</li>
</ul>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="$ pyenv install 3.6.11"><pre>$ <span class="pl-s1">pyenv install 3.6.11</span></pre></div>
<ul dir="auto">
<li>3.7.8 (latest 3.7.x release)</li>
</ul>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="$ pyenv install 3.7.8"><pre>$ <span class="pl-s1">pyenv install 3.7.8</span></pre></div>
<ul dir="auto">
<li>3.8.5 (latest 3.8.x release)</li>
</ul>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="$ pyenv install 3.8.5"><pre>$ <span class="pl-s1">pyenv install 3.8.5</span></pre></div>
<blockquote>
<p dir="auto">ℹ️ <em>Note</em>: If you are getting errors installing a python version,
try setting up the <code>SDKROOT</code> environment variable.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# You can add this to your .bashrc file.
export SDKROOT=/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX.sdk"><pre># <span class="pl-s1">You can add this to your .bashrc file.</span>
<span class="pl-c1">export SDKROOT=/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX.sdk</span></pre></div>
</blockquote>
</li>
<li>
<p dir="auto">After you have installed a python version through pyenv,
verify that you are now using the pyenv Python shim.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="$ which python
~/.pyenv/shims/python"><pre>$ <span class="pl-s1">which python</span>
<span class="pl-c1">~/.pyenv/shims/python</span></pre></div>
</li>
</ol>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Managing python versions using Pyenv global</h2><a id="user-content-managing-python-versions-using-pyenv-global" class="anchor" aria-label="Permalink: Managing python versions using Pyenv global" href="#managing-python-versions-using-pyenv-global"><svg data-component="Octicon" 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">Pyenv allows you to configure the priority order for your python installs.</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pyenv global 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18"><pre class="notranslate"><code>pyenv global 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18
</code></pre></div>
<p dir="auto">This will make python and python3 point to Python 3.8.5. python2 will use
2.7.18. You can also further specify versions, such as python3.6 to use that
version.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Python virtual environments</h2><a id="user-content-python-virtual-environments" class="anchor" aria-label="Permalink: Python virtual environments" href="#python-virtual-environments"><svg data-component="Octicon" 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">Using <a href="https://docs.python.org/3/library/venv.html" rel="nofollow">Virtual Environments</a>
prevents inadvertent modifications to your global python install. Once
created and sourced, calls to <code>python</code> will use this virtual environment, not
a global python install. Each virtual environment can have its own set of
packages that can be different from others.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Using Python 3+ venv</h3><a id="user-content-using-python-3-venv" class="anchor" aria-label="Permalink: Using Python 3+ venv" href="#using-python-3-venv"><svg data-component="Octicon" 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">Python has builtin support for creating virtual environments, accessible by
running the <code>venv</code> module.</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="cd python-docs-samples
python -m venv [venv-name]
source [venv-name]/bin/activate"><pre class="notranslate"><code>cd python-docs-samples
python -m venv [venv-name]
source [venv-name]/bin/activate
</code></pre></div>
<p dir="auto">Typically you will name the venv <code>venv</code>, or <code>venv38</code> for a python 3.8 venv.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Using pyenv-virtualenv</h3><a id="user-content-using-pyenv-virtualenv" class="anchor" aria-label="Permalink: Using pyenv-virtualenv" href="#using-pyenv-virtualenv"><svg data-component="Octicon" 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">You can also use an extension for pyenv that will assist in managing virtual
environments. This allows you to use <code>pyenv local</code> to automatically use the
created virtual environment. You can install this by running
<code>$ brew install pyenv-virtualenv</code></p>
<ol dir="auto">
<li>
<p dir="auto">Change to the desired source directory.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cd ~/src/python-docs-samples	"><pre><span class="pl-c1">cd ~/src/python-docs-samples	</span></pre></div>
</li>
<li>
<p dir="auto">Create a virtualenv for python 3.8.5 using <code>pyenv virtualenv</code>.</p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pyenv virtualenv 3.8.5 python-docs-samples	"><pre><span class="pl-c1">pyenv virtualenv 3.8.5 python-docs-samples	</span></pre></div>
<p dir="auto">This creates a virtualenv folder within <code>~/.pyenv/versions/</code>.</p>
</li>
<li>
<p dir="auto">Set the local Python version(s) with <code>pyenv local</code></p>
<div class="highlight highlight-text-shell-session notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# pyenv local [name of virtualenv] [list of python versions to use]	
pyenv local python-docs-samples 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18	"><pre># <span class="pl-s1">pyenv <span class="pl-k">local</span> [name of virtualenv] [list of python versions to use]	</span>
<span class="pl-c1">pyenv local python-docs-samples 3.8.5 3.7.8 3.6.11 3.5.9 2.7.18	</span></pre></div>
</li>
<li>
<p dir="auto">Now, when you <code>cd</code> into the source directory or a subdirectory within it,
pyenv will make your virtualenv the default Python. Since you specified
more than one version, it will also add binaries like <code>python36</code> and
<code>python27</code> to your PATH, which
<a href="https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/AUTHORING_GUIDE.md#using-nox">nox</a>
uses when picking Python interpreters.</p>
</li>
<li>
<p dir="auto">Add <code>.python-version</code> to your
<a href="https://help.github.com/articles/ignoring-files/#create-a-global-gitignore">global gitignore file</a>,
so it won't be committed into the repository.</p>
</li>
</ol>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">More on authoring samples</h2><a id="user-content-more-on-authoring-samples" class="anchor" aria-label="Permalink: More on authoring samples" href="#more-on-authoring-samples"><svg data-component="Octicon" 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">If you are looking for more information on how to author samples, please view
the <a href="https://github.com/GoogleCloudPlatform/python-docs-samples/blob/master/AUTHORING_GUIDE.md">Authoring Guide</a></p>
</article></div><div class="d-none"></div></section></div></div></div> </div> <!-- --> </div></div></div></div></div></div><div class="ScrollMarksContainer-module__scrollMarksContainer__Eu7uU" id="find-result-marks-container"></div><div class="d-none"></div><div class="d-none"></div></div> <!-- --> <!-- --> </div>
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</svg>
    </clipboard-copy>
  </div>
</template>
<template id="snippet-clipboard-copy-button-unpositioned">
  <div class="zeroclipboard-container">
    <clipboard-copy aria-label="Copy code to clipboard" 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" data-component="Octicon" 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" data-component="Octicon" 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>

