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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_5knd_">AI CODE CREATION</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5knd_"><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/copilot" data-analytics-event="{&quot;action&quot;:&quot;github_copilot&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_copilot_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_ 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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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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 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-shield-check 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="m8.533.133 5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 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 Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-code-square 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 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L10.69 8 9.22 6.53a.75.75 0 0 1 0-1.06ZM6.78 6.53 5.31 8l1.47 1.47a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>Code 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">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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1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--is-external___xsncV" href="https://github.blog" data-analytics-event="{&quot;action&quot;:&quot;blog&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;blog_link_platform_navbar&quot;}" target="_blank" rel="noreferrer"><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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0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/marketplace" data-analytics-event="{&quot;action&quot;:&quot;marketplace&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;marketplace_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 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class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_17d_">Solutions<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_17d_" 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_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 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style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li></ul></div></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_dm7d_">REPOSITORIES</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dm7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y 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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_" 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_5mnd_">ENTERPRISE SOLUTIONS</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5mnd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprise_platform&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprise_platform_link_enterprise_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-stack 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="M7.122.392a1.75 1.75 0 0 1 1.756 0l5.003 2.902c.83.481.83 1.68 0 2.162L8.878 8.358a1.75 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 NavLink-module__link__EG3d4" href="https://github.com/features/copilot/copilot-business" data-analytics-event="{&quot;action&quot;:&quot;copilot_for_business&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;copilot_for_business_link_enterprise_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-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":"Contributing | Firebase Admin Python SDK","anchor":"contributing--firebase-admin-python-sdk","htmlText":"Contributing | Firebase Admin Python SDK"},{"level":2,"text":"Have a usage question?","anchor":"have-a-usage-question","htmlText":"Have a usage question?"},{"level":2,"text":"Think you found a bug?","anchor":"think-you-found-a-bug","htmlText":"Think you found a bug?"},{"level":2,"text":"Have a feature request?","anchor":"have-a-feature-request","htmlText":"Have a feature request?"},{"level":2,"text":"Want to submit a pull request?","anchor":"want-to-submit-a-pull-request","htmlText":"Want to submit a pull request?"},{"level":3,"text":"Contributor License Agreement","anchor":"contributor-license-agreement","htmlText":"Contributor License Agreement"},{"level":3,"text":"Code reviews","anchor":"code-reviews","htmlText":"Code reviews"},{"level":2,"text":"Need to get set up locally?","anchor":"need-to-get-set-up-locally","htmlText":"Need to get set up locally?"},{"level":3,"text":"Initial Setup","anchor":"initial-setup","htmlText":"Initial Setup"},{"level":3,"text":"Running Linters","anchor":"running-linters","htmlText":"Running Linters"},{"level":3,"text":"Unit Testing","anchor":"unit-testing","htmlText":"Unit Testing"},{"level":3,"text":"Integration Testing","anchor":"integration-testing","htmlText":"Integration Testing"},{"level":3,"text":"Emulator-based Integration Testing","anchor":"emulator-based-integration-testing","htmlText":"Emulator-based Integration Testing"},{"level":3,"text":"Test Coverage","anchor":"test-coverage","htmlText":"Test Coverage"},{"level":3,"text":"Repo Organization","anchor":"repo-organization","htmlText":"Repo Organization"}]},"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\"\u003eContributing | Firebase Admin Python SDK\u003c/h1\u003e\u003ca id=\"user-content-contributing--firebase-admin-python-sdk\" class=\"anchor\" aria-label=\"Permalink: Contributing | Firebase Admin Python SDK\" href=\"#contributing--firebase-admin-python-sdk\"\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\"\u003eThank you for contributing to the Firebase community!\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#question\"\u003eHave a usage question?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#issue\"\u003eThink you found a bug?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#feature\"\u003eHave a feature request?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#submit\"\u003eWant to submit a pull request?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#local-setup\"\u003eNeed to get set up locally?\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\u003ca name=\"user-content-question\"\u003e\u003c/a\u003eHave a usage question?\u003c/h2\u003e\u003ca id=\"user-content-have-a-usage-question\" class=\"anchor\" aria-label=\"Permalink: Have a usage question?\" href=\"#have-a-usage-question\"\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\"\u003eWe get lots of those and we love helping you, but GitHub is not the best place for them. Issues\nwhich just ask about usage will be closed. Here are some resources to get help:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eGo through the \u003ca href=\"https://firebase.google.com/docs/admin/setup/\" rel=\"nofollow\"\u003eguides\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eRead the full \u003ca href=\"https://firebase.google.com/docs/reference/admin/python/\" rel=\"nofollow\"\u003eAPI reference\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eIf the official documentation doesn't help, try asking a question on the\n\u003ca href=\"https://groups.google.com/forum/#!forum/firebase-talk/\" rel=\"nofollow\"\u003eFirebase Google Group\u003c/a\u003e or one of our\nother \u003ca href=\"https://firebase.google.com/support/\" rel=\"nofollow\"\u003eofficial support channels\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003ePlease avoid double posting across multiple channels!\u003c/strong\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\u003ca name=\"user-content-issue\"\u003e\u003c/a\u003eThink you found a bug?\u003c/h2\u003e\u003ca id=\"user-content-think-you-found-a-bug\" class=\"anchor\" aria-label=\"Permalink: Think you found a bug?\" href=\"#think-you-found-a-bug\"\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\"\u003eYeah, we're definitely not perfect!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eSearch through \u003ca href=\"https://github.com/firebase/firebase-admin-python/issues\"\u003eold issues\u003c/a\u003e before\nsubmitting a new issue as your question may have already been answered.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf your issue appears to be a bug, and hasn't been reported,\n\u003ca href=\"https://github.com/firebase/firebase-admin-python/issues/new\"\u003eopen a new issue\u003c/a\u003e. Please use the\nprovided bug report template and include a minimal repro.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf you are up to the challenge, \u003ca href=\"#submit\"\u003esubmit a pull request\u003c/a\u003e with a fix!\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\u003ca name=\"user-content-feature\"\u003e\u003c/a\u003eHave a feature request?\u003c/h2\u003e\u003ca id=\"user-content-have-a-feature-request\" class=\"anchor\" aria-label=\"Permalink: Have a feature request?\" href=\"#have-a-feature-request\"\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\"\u003eGreat, we love hearing how we can improve our products! Share you idea through our\n\u003ca href=\"https://firebase.google.com/support/contact/bugs-features/\" rel=\"nofollow\"\u003efeature request support channel\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\u003ca name=\"user-content-submit\"\u003e\u003c/a\u003eWant to submit a pull request?\u003c/h2\u003e\u003ca id=\"user-content-want-to-submit-a-pull-request\" class=\"anchor\" aria-label=\"Permalink: Want to submit a pull request?\" href=\"#want-to-submit-a-pull-request\"\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\"\u003eSweet, we'd love to accept your contribution!\n\u003ca href=\"https://github.com/firebase/firebase-admin-python/pull/new\"\u003eOpen a new pull request\u003c/a\u003e and fill\nout the provided template.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eIf you want to implement a new feature, please open an issue with a proposal first so that we can\nfigure out if the feature makes sense and how it will work.\u003c/strong\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eMake sure your changes pass our linter and the tests all pass on your local machine.\nMost non-trivial changes should include some extra test coverage. If you aren't sure how to add\ntests, feel free to submit regardless and ask us for some advice.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFinally, you will need to sign our\n\u003ca href=\"https://cla.developers.google.com/about/google-individual\" rel=\"nofollow\"\u003eContributor License Agreement\u003c/a\u003e,\nand go through our code review process before we can accept your pull request.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContributor License Agreement\u003c/h3\u003e\u003ca id=\"user-content-contributor-license-agreement\" class=\"anchor\" aria-label=\"Permalink: Contributor License Agreement\" href=\"#contributor-license-agreement\"\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\"\u003eContributions to this project must be accompanied by a Contributor License\nAgreement. You (or your employer) retain the copyright to your contribution.\nThis simply gives us permission to use and redistribute your contributions as\npart of the project. Head over to \u003ca href=\"https://cla.developers.google.com/\" rel=\"nofollow\"\u003ehttps://cla.developers.google.com/\u003c/a\u003e to see\nyour current agreements on file or to sign a new one.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eYou generally only need to submit a CLA once, so if you've already submitted one\n(even if it was for a different project), you probably don't need to do it\nagain.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCode reviews\u003c/h3\u003e\u003ca id=\"user-content-code-reviews\" class=\"anchor\" aria-label=\"Permalink: Code reviews\" href=\"#code-reviews\"\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\"\u003eAll submissions, including submissions by project members, require review. We\nuse GitHub pull requests for this purpose. Consult\n\u003ca href=\"https://help.github.com/articles/about-pull-requests/\"\u003eGitHub Help\u003c/a\u003e for more\ninformation on using pull requests.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e\u003ca name=\"user-content-local-setup\"\u003e\u003c/a\u003eNeed to get set up locally?\u003c/h2\u003e\u003ca id=\"user-content-need-to-get-set-up-locally\" class=\"anchor\" aria-label=\"Permalink: Need to get set up locally?\" href=\"#need-to-get-set-up-locally\"\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\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInitial Setup\u003c/h3\u003e\u003ca id=\"user-content-initial-setup\" class=\"anchor\" aria-label=\"Permalink: Initial Setup\" href=\"#initial-setup\"\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 need Python 3.9+ to build and test the code in this repo.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWe recommend using \u003ca href=\"https://pypi.python.org/pypi/pip\" rel=\"nofollow\"\u003epip\u003c/a\u003e for installing the necessary tools and\nproject dependencies. Most recent versions of Python ship with pip. If your development environment\ndoes not already have pip, use the software package manager of your platform (e.g. apt-get, brew)\nto download and install it. Alternatively you may also follow the official\n\u003ca href=\"https://pip.pypa.io/en/stable/installing/\" rel=\"nofollow\"\u003epip installation guide\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOnce pip is installed, run the following commands from the command line to get your local\nenvironment set up:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"$ git clone https://github.com/firebase/firebase-admin-python.git\n$ cd firebase-admin-python         # go to the firebase-admin-python directory\n$ pip install -r requirements.txt  # Install additional tools and dependencies\"\u003e\u003cpre\u003e$ git clone https://github.com/firebase/firebase-admin-python.git\n$ \u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e firebase-admin-python         \u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e go to the firebase-admin-python directory\u003c/span\u003e\n$ pip install -r requirements.txt  \u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Install additional tools and dependencies\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning Linters\u003c/h3\u003e\u003ca id=\"user-content-running-linters\" class=\"anchor\" aria-label=\"Permalink: Running Linters\" href=\"#running-linters\"\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\"\u003eWe use \u003ca href=\"https://pylint.org/\" rel=\"nofollow\"\u003epylint\u003c/a\u003e for verifying source code format, and\nenforcing other Python programming best practices.\nThere is a pylint configuration file (\u003ca href=\"/firebase/firebase-admin-python/blob/main/.pylintrc\"\u003e\u003ccode\u003e.pylintrc\u003c/code\u003e\u003c/a\u003e) at the root of this Git\nrepository. This enables you to invoke pylint directly from the command line:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pylint firebase_admin\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epylint firebase_admin\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eHowever, it is recommended that you use the \u003ca href=\"/firebase/firebase-admin-python/blob/main/lint.sh\"\u003e\u003ccode\u003elint.sh\u003c/code\u003e\u003c/a\u003e bash script to invoke\npylint. This script will run the linter on both \u003ccode\u003efirebase_admin\u003c/code\u003e and the corresponding\n\u003ccode\u003etests\u003c/code\u003e module. It suppresses some of the noisy warnings that get generated\nwhen running pylint on test code. Note that by default \u003ccode\u003elint.sh\u003c/code\u003e will only\nvalidate the locally modified source files. To validate all source files,\npass \u003ccode\u003eall\u003c/code\u003e as an argument.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"./lint.sh      # Lint locally modified source files\n./lint.sh all  # Lint all source files\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e./lint.sh      # Lint locally modified source files\n./lint.sh all  # Lint all source files\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eIdeally you should not see any pylint errors or warnings when you run the\nlinter. This means source files are properly formatted, and the linter has\nnot found any issues. If you do observe any errors, fix them before\ncommitting or sending a pull request. Details on how to interpret pylint\nerrors are available\n\u003ca href=\"https://pylint.readthedocs.io/en/latest/user_guide/output.html\" rel=\"nofollow\"\u003ehere\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOur configuration files suppress the verbose reports usually generated\nby pylint, and only output the detected issues. If you wish to obtain the\ncomprehensive reports, run pylint from command-line with the \u003ccode\u003e-r\u003c/code\u003e flag.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pylint -r yes firebase_admin\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epylint -r yes firebase_admin\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUnit Testing\u003c/h3\u003e\u003ca id=\"user-content-unit-testing\" class=\"anchor\" aria-label=\"Permalink: Unit Testing\" href=\"#unit-testing\"\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\"\u003eWe use \u003ca href=\"http://doc.pytest.org/en/latest/\" rel=\"nofollow\"\u003epytest\u003c/a\u003e for writing and executing\nunit tests. All source files containing test code is located in the \u003ccode\u003etests/\u003c/code\u003e\ndirectory. Simply launch pytest from the root of the Git repository, or from\nwithin the \u003ccode\u003etests/\u003c/code\u003e directory to execute all test cases.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pytest\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epytest\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eRefer to the pytest \u003ca href=\"http://doc.pytest.org/en/latest/usage.html\" rel=\"nofollow\"\u003eusage and invocations guide\u003c/a\u003e\nto learn how to run a subset of all test cases.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eYou can also get a code coverage report by launching pytest as follows:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pytest --cov=firebase_admin --cov=tests\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epytest --cov=firebase_admin --cov=tests\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eIntegration Testing\u003c/h3\u003e\u003ca id=\"user-content-integration-testing\" class=\"anchor\" aria-label=\"Permalink: Integration Testing\" href=\"#integration-testing\"\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\"\u003eIntegration tests are executed against a real life Firebase project. If you do not already\nhave one suitable for running the tests against, you can create a new project in the\n\u003ca href=\"https://console.firebase.google.com\" rel=\"nofollow\"\u003eFirebase Console\u003c/a\u003e following the setup guide below.\nIf you already have a Firebase project, you'll need to obtain credentials to communicate and\nauthorize access to your Firebase project:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eService account certificate: This allows access to your Firebase project through a service account\nwhich is required for all integration tests. This can be downloaded as a JSON file from the\n\u003cstrong\u003eSettings \u0026gt; Service Accounts\u003c/strong\u003e tab of the Firebase console when you click the\n\u003cstrong\u003eGenerate new private key\u003c/strong\u003e button. Copy the file into the repo so it's available at \u003ccode\u003ecert.json\u003c/code\u003e.\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e Service accounts should be carefully managed and their keys should never be stored in publicly accessible source code or repositories.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eWeb API key: This allows for Auth sign-in needed for some Authentication and Tenant Management\nintegration tests. This is displayed in the \u003cstrong\u003eSettings \u0026gt; General\u003c/strong\u003e tab of the Firebase console\nafter enabling Authentication as described in the steps below. Copy it and save to a new text\nfile at \u003ccode\u003eapikey.txt\u003c/code\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eSet up your Firebase project as follows:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnable Authentication:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eGo to the Firebase Console, and select \u003cstrong\u003eAuthentication\u003c/strong\u003e from the \u003cstrong\u003eBuild\u003c/strong\u003e menu.\u003c/li\u003e\n\u003cli\u003eClick on \u003cstrong\u003eGet Started\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eSelect \u003cstrong\u003eSign-in method \u0026gt; Add new provider \u0026gt; Email/Password\u003c/strong\u003e then enable both the\n\u003cstrong\u003eEmail/Password\u003c/strong\u003e and \u003cstrong\u003eEmail link (passwordless sign-in)\u003c/strong\u003e options.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnable Firestore:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eGo to the Firebase Console, and select \u003cstrong\u003eFirestore Database\u003c/strong\u003e from the \u003cstrong\u003eBuild\u003c/strong\u003e menu.\u003c/li\u003e\n\u003cli\u003eClick on the \u003cstrong\u003eCreate database\u003c/strong\u003e button. You can choose to set up Firestore either in\nthe production mode or in the test mode.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnable Realtime Database:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eGo to the Firebase Console, and select \u003cstrong\u003eRealtime Database\u003c/strong\u003e from the \u003cstrong\u003eBuild\u003c/strong\u003e menu.\u003c/li\u003e\n\u003cli\u003eClick on the \u003cstrong\u003eCreate Database\u003c/strong\u003e button. You can choose to set up the Realtime Database\neither in the locked mode or in the test mode.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote:\u003c/strong\u003e Integration tests are not run against the default Realtime Database reference and are\ninstead run against a database created at \u003ccode\u003ehttps://{PROJECT_ID}.firebaseio.com\u003c/code\u003e.\nThis second Realtime Database reference is created in the following steps.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003col start=\"3\" dir=\"auto\"\u003e\n\u003cli\u003eIn the \u003cstrong\u003eData\u003c/strong\u003e tab click on the kebab menu (3 dots) and select \u003cstrong\u003eCreate Database\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eEnter your Project ID (Found in the \u003cstrong\u003eGeneral\u003c/strong\u003e tab in \u003cstrong\u003eAccount Settings\u003c/strong\u003e) as the\n\u003cstrong\u003eRealtime Database reference\u003c/strong\u003e. Again, you can choose to set up the Realtime Database\neither in the locked mode or in the test mode.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnable Storage:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eGo to the Firebase Console, and select \u003cstrong\u003eStorage\u003c/strong\u003e from the \u003cstrong\u003eBuild\u003c/strong\u003e menu.\u003c/li\u003e\n\u003cli\u003eClick on the \u003cstrong\u003eGet started\u003c/strong\u003e button. You can choose to set up Cloud Storage\neither in the production mode or in the test mode.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnable the Firebase ML API:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eGo to the\n\u003ca href=\"https://console.cloud.google.com/apis/api/firebaseml.googleapis.com/overview\" rel=\"nofollow\"\u003eGoogle Cloud console | Firebase ML API\u003c/a\u003e\nand make sure your project is selected.\u003c/li\u003e\n\u003cli\u003eIf the API is not already enabled, click \u003cstrong\u003eEnable\u003c/strong\u003e.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnable the IAM API:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eGo to the \u003ca href=\"https://console.cloud.google.com\" rel=\"nofollow\"\u003eGoogle Cloud console\u003c/a\u003e\nand make sure your Firebase project is selected.\u003c/li\u003e\n\u003cli\u003eSelect \u003cstrong\u003eAPIs \u0026amp; Services\u003c/strong\u003e from the main menu, and click the\n\u003cstrong\u003eENABLE APIS AND SERVICES\u003c/strong\u003e button.\u003c/li\u003e\n\u003cli\u003eSearch for and enable \u003cstrong\u003eIdentity and Access Management (IAM) API\u003c/strong\u003e by Google Enterprise API.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnable Tenant Management:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eGo to\n\u003ca href=\"https://console.cloud.google.com/customer-identity/\" rel=\"nofollow\"\u003eGoogle Cloud console | Identity Platform\u003c/a\u003e\nand if it is not already enabled, click \u003cstrong\u003eEnable\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eThen\n\u003ca href=\"https://cloud.google.com/identity-platform/docs/multi-tenancy-quickstart#enabling_multi-tenancy\" rel=\"nofollow\"\u003eenable multi-tenancy\u003c/a\u003e\nfor your project.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnsure your service account has the \u003cstrong\u003eFirebase Authentication Admin\u003c/strong\u003e role. This is required\nto ensure that exported user records contain the password hashes of the user accounts:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eGo to \u003ca href=\"https://console.cloud.google.com/iam-admin\" rel=\"nofollow\"\u003eGoogle Cloud console | IAM \u0026amp; admin\u003c/a\u003e.\u003c/li\u003e\n\u003cli\u003eFind your service account in the list. If not added click the pencil icon to edit its\npermissions.\u003c/li\u003e\n\u003cli\u003eClick \u003cstrong\u003eADD ANOTHER ROLE\u003c/strong\u003e and choose \u003cstrong\u003eFirebase Authentication Admin\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eClick \u003cstrong\u003eSAVE\u003c/strong\u003e.\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eEnable Cloud Tasks:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eSearch for and enable \u003cstrong\u003eCloud Run\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eSearch for and enable \u003cstrong\u003eCloud Tasks\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eGo to \u003ca href=\"https://console.cloud.google.com/iam-admin\" rel=\"nofollow\"\u003eGoogle Cloud console | IAM \u0026amp; admin\u003c/a\u003e\nand make sure your Firebase project is selected.\u003c/li\u003e\n\u003cli\u003eEnsure your service account has the following required roles:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eCloud Tasks Enqueuer\u003c/strong\u003e - \u003ccode\u003ecloudtasks.taskEnqueuer\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCloud Tasks Task Deleter\u003c/strong\u003e - \u003ccode\u003ecloudtasks.taskDeleter\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCloud Run Invoker\u003c/strong\u003e - \u003ccode\u003erun.invoker\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eService Account User\u003c/strong\u003e - \u003ccode\u003eiam.serviceAccountUser\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eNow you can invoke the integration test suite as follows:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pytest integration/ --cert cert.json --apikey apikey.txt\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epytest integration/ --cert cert.json --apikey apikey.txt\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eEmulator-based Integration Testing\u003c/h3\u003e\u003ca id=\"user-content-emulator-based-integration-testing\" class=\"anchor\" aria-label=\"Permalink: Emulator-based Integration Testing\" href=\"#emulator-based-integration-testing\"\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\"\u003eSome integration tests can run against emulators. This allows local testing\nwithout using real projects or credentials. For now, only the RTDB Emulator\nis supported.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFirst, install the Firebase CLI, then run:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"firebase emulators:exec --only database --project fake-project-id 'pytest integration/test_db.py'\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003efirebase emulators:exec --only database --project fake-project-id 'pytest integration/test_db.py'\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eTest Coverage\u003c/h3\u003e\u003ca id=\"user-content-test-coverage\" class=\"anchor\" aria-label=\"Permalink: Test Coverage\" href=\"#test-coverage\"\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\"\u003eTo review the test coverage, run \u003ccode\u003epytest\u003c/code\u003e with the \u003ccode\u003e--cov\u003c/code\u003e flag. To view a detailed line by line\ncoverage, use\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pytest --cov --cov-report html\"\u003e\u003cpre\u003epytest --cov --cov-report html\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eand point your browser to\n\u003ccode\u003efile:///\u0026lt;dir\u0026gt;/htmlcov/index.html\u003c/code\u003e (where \u003ccode\u003edir\u003c/code\u003e is the location from which the report was created).\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRepo Organization\u003c/h3\u003e\u003ca id=\"user-content-repo-organization\" class=\"anchor\" aria-label=\"Permalink: Repo Organization\" href=\"#repo-organization\"\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\"\u003eHere are some highlights of the directory structure and notable source files\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003efirebase_admin/\u003c/code\u003e - Source directory for the \u003ccode\u003efirebase_admin\u003c/code\u003e module.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eintegration/\u003c/code\u003e - Integration tests.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etests/\u003c/code\u003e - Unit tests.\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003edata/\u003c/code\u003e - Provides mocks for several variables as well as mock service account keys.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003escripts/\u003c/code\u003e - A collection of shell scripts used to create and verify releases.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003e.github/\u003c/code\u003e - Contribution instructions as well as issue and pull request templates.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003elint.sh\u003c/code\u003e - Runs pylint to check for code quality.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003e.pylintrc\u003c/code\u003e - Default configuration for pylint.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003erequirements.txt\u003c/code\u003e - Requirements specification for installing project dependencies via pip.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003esetup.py\u003c/code\u003e - Python setup script for building distribution artifacts.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etox.ini\u003c/code\u003e - Tox configuration for running tests on different environments.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/article\u003e","richTextTruncated":false,"renderedFileInfo":null,"symbols":{"timed_out":false,"not_analyzed":false,"symbols":[{"name":"Contributing | Firebase Admin Python SDK","fully_qualified_name":"Contributing | Firebase Admin Python SDK","kind":"section_1","ident_start":2,"ident_end":42,"extent_start":0,"extent_end":13081,"ident_utf16":{"start":{"line_number":0,"utf16_col":2},"end":{"line_number":0,"utf16_col":42}},"extent_utf16":{"start":{"line_number":0,"utf16_col":0},"end":{"line_number":309,"utf16_col":0}}},{"name":"\u003ca name=\"question\"\u003e\u003c/a\u003eHave a usage question?","fully_qualified_name":"\u003ca name=\"question\"\u003e\u003c/a\u003eHave a usage question?","kind":"section_2","ident_start":310,"ident_end":355,"extent_start":307,"extent_end":999,"ident_utf16":{"start":{"line_number":11,"utf16_col":3},"end":{"line_number":11,"utf16_col":48}},"extent_utf16":{"start":{"line_number":11,"utf16_col":0},"end":{"line_number":26,"utf16_col":0}}},{"name":"\u003ca name=\"issue\"\u003e\u003c/a\u003eThink you found a bug?","fully_qualified_name":"\u003ca name=\"issue\"\u003e\u003c/a\u003eThink you found a bug?","kind":"section_2","ident_start":1002,"ident_end":1044,"extent_start":999,"extent_end":1545,"ident_utf16":{"start":{"line_number":26,"utf16_col":3},"end":{"line_number":26,"utf16_col":45}},"extent_utf16":{"start":{"line_number":26,"utf16_col":0},"end":{"line_number":40,"utf16_col":0}}},{"name":"\u003ca name=\"feature\"\u003e\u003c/a\u003eHave a feature request?","fully_qualified_name":"\u003ca name=\"feature\"\u003e\u003c/a\u003eHave a feature request?","kind":"section_2","ident_start":1548,"ident_end":1593,"extent_start":1545,"extent_end":1775,"ident_utf16":{"start":{"line_number":40,"utf16_col":3},"end":{"line_number":40,"utf16_col":48}},"extent_utf16":{"start":{"line_number":40,"utf16_col":0},"end":{"line_number":46,"utf16_col":0}}},{"name":"\u003ca name=\"submit\"\u003e\u003c/a\u003eWant to submit a pull request?","fully_qualified_name":"\u003ca name=\"submit\"\u003e\u003c/a\u003eWant to submit a pull request?","kind":"section_2","ident_start":1778,"ident_end":1829,"extent_start":1775,"extent_end":3443,"ident_utf16":{"start":{"line_number":46,"utf16_col":3},"end":{"line_number":46,"utf16_col":54}},"extent_utf16":{"start":{"line_number":46,"utf16_col":0},"end":{"line_number":83,"utf16_col":0}}},{"name":"Contributor License Agreement","fully_qualified_name":"Contributor License Agreement","kind":"section_3","ident_start":2622,"ident_end":2651,"extent_start":2618,"extent_end":3180,"ident_utf16":{"start":{"line_number":63,"utf16_col":4},"end":{"line_number":63,"utf16_col":33}},"extent_utf16":{"start":{"line_number":63,"utf16_col":0},"end":{"line_number":75,"utf16_col":0}}},{"name":"Code reviews","fully_qualified_name":"Code reviews","kind":"section_3","ident_start":3184,"ident_end":3196,"extent_start":3180,"extent_end":3443,"ident_utf16":{"start":{"line_number":75,"utf16_col":4},"end":{"line_number":75,"utf16_col":16}},"extent_utf16":{"start":{"line_number":75,"utf16_col":0},"end":{"line_number":83,"utf16_col":0}}},{"name":"\u003ca name=\"local-setup\"\u003e\u003c/a\u003eNeed to get set up locally?","fully_qualified_name":"\u003ca name=\"local-setup\"\u003e\u003c/a\u003eNeed to get set up locally?","kind":"section_2","ident_start":3446,"ident_end":3499,"extent_start":3443,"extent_end":13081,"ident_utf16":{"start":{"line_number":83,"utf16_col":3},"end":{"line_number":83,"utf16_col":56}},"extent_utf16":{"start":{"line_number":83,"utf16_col":0},"end":{"line_number":309,"utf16_col":0}}},{"name":"Initial Setup","fully_qualified_name":"Initial Setup","kind":"section_3","ident_start":3505,"ident_end":3518,"extent_start":3501,"extent_end":4372,"ident_utf16":{"start":{"line_number":85,"utf16_col":4},"end":{"line_number":85,"utf16_col":17}},"extent_utf16":{"start":{"line_number":85,"utf16_col":0},"end":{"line_number":104,"utf16_col":0}}},{"name":"Running Linters","fully_qualified_name":"Running Linters","kind":"section_3","ident_start":4376,"ident_end":4391,"extent_start":4372,"extent_end":5884,"ident_utf16":{"start":{"line_number":104,"utf16_col":4},"end":{"line_number":104,"utf16_col":19}},"extent_utf16":{"start":{"line_number":104,"utf16_col":0},"end":{"line_number":142,"utf16_col":0}}},{"name":"Unit Testing","fully_qualified_name":"Unit Testing","kind":"section_3","ident_start":5888,"ident_end":5900,"extent_start":5884,"extent_end":6471,"ident_utf16":{"start":{"line_number":142,"utf16_col":4},"end":{"line_number":142,"utf16_col":16}},"extent_utf16":{"start":{"line_number":142,"utf16_col":0},"end":{"line_number":162,"utf16_col":0}}},{"name":"Integration Testing","fully_qualified_name":"Integration 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Contributing | Firebase Admin Python SDK","","Thank you for contributing to the Firebase community!",""," - [Have a usage question?](#question)"," - [Think you found a bug?](#issue)"," - [Have a feature request?](#feature)"," - [Want to submit a pull request?](#submit)"," - [Need to get set up locally?](#local-setup)","","","## \u003ca name=\"question\"\u003e\u003c/a\u003eHave a usage question?","","We get lots of those and we love helping you, but GitHub is not the best place for them. Issues","which just ask about usage will be closed. Here are some resources to get help:","","- Go through the [guides](https://firebase.google.com/docs/admin/setup/)","- Read the full [API reference](https://firebase.google.com/docs/reference/admin/python/)","","If the official documentation doesn't help, try asking a question on the","[Firebase Google Group](https://groups.google.com/forum/#!forum/firebase-talk/) or one of our","other [official support channels](https://firebase.google.com/support/).","","**Please avoid double posting across multiple channels!**","","","## \u003ca name=\"issue\"\u003e\u003c/a\u003eThink you found a bug?","","Yeah, we're definitely not perfect!","","Search through [old issues](https://github.com/firebase/firebase-admin-python/issues) before","submitting a new issue as your question may have already been answered.","","If your issue appears to be a bug, and hasn't been reported,","[open a new issue](https://github.com/firebase/firebase-admin-python/issues/new). Please use the","provided bug report template and include a minimal repro.","","If you are up to the challenge, [submit a pull request](#submit) with a fix!","","","## \u003ca name=\"feature\"\u003e\u003c/a\u003eHave a feature request?","","Great, we love hearing how we can improve our products! Share you idea through our","[feature request support channel](https://firebase.google.com/support/contact/bugs-features/).","","","## \u003ca name=\"submit\"\u003e\u003c/a\u003eWant to submit a pull request?","","Sweet, we'd love to accept your contribution!","[Open a new pull request](https://github.com/firebase/firebase-admin-python/pull/new) and fill","out the provided template.","","**If you want to implement a new feature, please open an issue with a proposal first so that we can","figure out if the feature makes sense and how it will work.**","","Make sure your changes pass our linter and the tests all pass on your local machine.","Most non-trivial changes should include some extra test coverage. If you aren't sure how to add","tests, feel free to submit regardless and ask us for some advice.","","Finally, you will need to sign our","[Contributor License Agreement](https://cla.developers.google.com/about/google-individual),","and go through our code review process before we can accept your pull request.","","### Contributor License Agreement","","Contributions to this project must be accompanied by a Contributor License","Agreement. You (or your employer) retain the copyright to your contribution.","This simply gives us permission to use and redistribute your contributions as","part of the project. Head over to \u003chttps://cla.developers.google.com/\u003e to see","your current agreements on file or to sign a new one.","","You generally only need to submit a CLA once, so if you've already submitted one","(even if it was for a different project), you probably don't need to do it","again.","","### Code reviews","","All submissions, including submissions by project members, require review. We","use GitHub pull requests for this purpose. Consult","[GitHub Help](https://help.github.com/articles/about-pull-requests/) for more","information on using pull requests.","","","## \u003ca name=\"local-setup\"\u003e\u003c/a\u003eNeed to get set up locally?","","### Initial Setup","","You need Python 3.9+ to build and test the code in this repo.","","We recommend using [pip](https://pypi.python.org/pypi/pip) for installing the necessary tools and","project dependencies. Most recent versions of Python ship with pip. If your development environment","does not already have pip, use the software package manager of your platform (e.g. apt-get, brew)","to download and install it. Alternatively you may also follow the official","[pip installation guide](https://pip.pypa.io/en/stable/installing/).","","Once pip is installed, run the following commands from the command line to get your local","environment set up:","","```bash","$ git clone https://github.com/firebase/firebase-admin-python.git","$ cd firebase-admin-python         # go to the firebase-admin-python directory","$ pip install -r requirements.txt  # Install additional tools and dependencies","```","","### Running Linters","","We use [pylint](https://pylint.org/) for verifying source code format, and","enforcing other Python programming best practices.","There is a pylint configuration file ([`.pylintrc`](.pylintrc)) at the root of this Git","repository. This enables you to invoke pylint directly from the command line:","","```","pylint firebase_admin","```","","However, it is recommended that you use the [`lint.sh`](lint.sh) bash script to invoke","pylint. This script will run the linter on both `firebase_admin` and the corresponding","`tests` module. It suppresses some of the noisy warnings that get generated","when running pylint on test code. Note that by default `lint.sh` will only","validate the locally modified source files. To validate all source files,","pass `all` as an argument.","","```","./lint.sh      # Lint locally modified source files","./lint.sh all  # Lint all source files","```","","Ideally you should not see any pylint errors or warnings when you run the","linter. This means source files are properly formatted, and the linter has","not found any issues. If you do observe any errors, fix them before","committing or sending a pull request. Details on how to interpret pylint","errors are available","[here](https://pylint.readthedocs.io/en/latest/user_guide/output.html).","","Our configuration files suppress the verbose reports usually generated","by pylint, and only output the detected issues. If you wish to obtain the","comprehensive reports, run pylint from command-line with the `-r` flag.","","```","pylint -r yes firebase_admin","```","","### Unit Testing","","We use [pytest](http://doc.pytest.org/en/latest/) for writing and executing","unit tests. All source files containing test code is located in the `tests/`","directory. Simply launch pytest from the root of the Git repository, or from","within the `tests/` directory to execute all test cases.","","```","pytest","```","","Refer to the pytest [usage and invocations guide](http://doc.pytest.org/en/latest/usage.html)","to learn how to run a subset of all test cases.","","You can also get a code coverage report by launching pytest as follows:","","```","pytest --cov=firebase_admin --cov=tests","```","","### Integration Testing","","","Integration tests are executed against a real life Firebase project. If you do not already","have one suitable for running the tests against, you can create a new project in the","[Firebase Console](https://console.firebase.google.com) following the setup guide below.","If you already have a Firebase project, you'll need to obtain credentials to communicate and","authorize access to your Firebase project:","","","1. Service account certificate: This allows access to your Firebase project through a service account","which is required for all integration tests. This can be downloaded as a JSON file from the ","**Settings \u003e Service Accounts** tab of the Firebase console when you click the","**Generate new private key** button. Copy the file into the repo so it's available at `cert.json`.","   \u003e **Note:** Service accounts should be carefully managed and their keys should never be stored in publicly accessible source code or repositories.","","","2. Web API key: This allows for Auth sign-in needed for some Authentication and Tenant Management","integration tests. This is displayed in the **Settings \u003e General** tab of the Firebase console","after enabling Authentication as described in the steps below. Copy it and save to a new text","file at `apikey.txt`.","","","Set up your Firebase project as follows:","","","1. Enable Authentication:","   1. Go to the Firebase Console, and select **Authentication** from the **Build** menu.","   2. Click on **Get Started**.","   3. Select **Sign-in method \u003e Add new provider \u003e Email/Password** then enable both the","   **Email/Password** and **Email link (passwordless sign-in)** options.","","","2. Enable Firestore:","   1. Go to the Firebase Console, and select **Firestore Database** from the **Build** menu.","   2. Click on the **Create database** button. You can choose to set up Firestore either in","   the production mode or in the test mode.","","","3. Enable Realtime Database:","   1. Go to the Firebase Console, and select **Realtime Database** from the **Build** menu.","   2. Click on the **Create Database** button. You can choose to set up the Realtime Database","   either in the locked mode or in the test mode.","","   \u003e **Note:** Integration tests are not run against the default Realtime Database reference and are","   instead run against a database created at `https://{PROJECT_ID}.firebaseio.com`.","   This second Realtime Database reference is created in the following steps.","","   3. In the **Data** tab click on the kebab menu (3 dots) and select **Create Database**.","   4. Enter your Project ID (Found in the **General** tab in **Account Settings**) as the","   **Realtime Database reference**. Again, you can choose to set up the Realtime Database","   either in the locked mode or in the test mode.","","","4. Enable Storage:","   1. Go to the Firebase Console, and select **Storage** from the **Build** menu.","   2. Click on the **Get started** button. You can choose to set up Cloud Storage","   either in the production mode or in the test mode.","","","5. Enable the Firebase ML API:","   1. Go to the","   [Google Cloud console | Firebase ML API](https://console.cloud.google.com/apis/api/firebaseml.googleapis.com/overview)","   and make sure your project is selected.","   2. If the API is not already enabled, click **Enable**.","","","6. Enable the IAM API:","   1. Go to the [Google Cloud console](https://console.cloud.google.com)","   and make sure your Firebase project is selected.","   2. Select **APIs \u0026 Services** from the main menu, and click the","   **ENABLE APIS AND SERVICES** button.","   3. Search for and enable **Identity and Access Management (IAM) API** by Google Enterprise API.","","","7. Enable Tenant Management:","   1. Go to","   [Google Cloud console | Identity Platform](https://console.cloud.google.com/customer-identity/)","   and if it is not already enabled, click **Enable**.","   2. Then","   [enable multi-tenancy](https://cloud.google.com/identity-platform/docs/multi-tenancy-quickstart#enabling_multi-tenancy)","   for your project.","","","8. Ensure your service account has the **Firebase Authentication Admin** role. This is required","to ensure that exported user records contain the password hashes of the user accounts:","   1. Go to [Google Cloud console | IAM \u0026 admin](https://console.cloud.google.com/iam-admin).","   2. Find your service account in the list. If not added click the pencil icon to edit its","   permissions.","   3. Click **ADD ANOTHER ROLE** and choose **Firebase Authentication Admin**.","   4. Click **SAVE**.","","9. Enable Cloud Tasks:","   1. Search for and enable **Cloud Run**.","   2. Search for and enable **Cloud Tasks**.","   3. Go to [Google Cloud console | IAM \u0026 admin](https://console.cloud.google.com/iam-admin)","   and make sure your Firebase project is selected.","   4. Ensure your service account has the following required roles:","      * **Cloud Tasks Enqueuer** - `cloudtasks.taskEnqueuer`","      * **Cloud Tasks Task Deleter** - `cloudtasks.taskDeleter`","      * **Cloud Run Invoker** - `run.invoker`","      * **Service Account User** - `iam.serviceAccountUser`","","","Now you can invoke the integration test suite as follows:","","```","pytest integration/ --cert cert.json --apikey apikey.txt","```","","### Emulator-based Integration Testing","","Some integration tests can run against emulators. This allows local testing","without using real projects or credentials. For now, only the RTDB Emulator","is supported.","","First, install the Firebase CLI, then run:","","```","firebase emulators:exec --only database --project fake-project-id 'pytest integration/test_db.py'","```","","### Test Coverage","","To review the test coverage, run `pytest` with the `--cov` flag. To view a detailed line by line","coverage, use","```bash","pytest --cov --cov-report html","```","and point your browser to","`file:///\u003cdir\u003e/htmlcov/index.html` (where `dir` is the location from which the report was created).","","### Repo Organization","","Here are some highlights of the directory structure and notable source files","","* `firebase_admin/` - Source directory for the `firebase_admin` module.","* `integration/` - Integration tests.","* `tests/` - Unit tests.","  * `data/` - Provides mocks for several variables as well as mock service account keys.","* `scripts/` - A collection of shell scripts used to create and verify releases.","* `.github/` - Contribution instructions as well as issue and pull request templates.","* `lint.sh` - Runs pylint to check for code quality.","* `.pylintrc` - Default configuration for pylint.","* `requirements.txt` - Requirements specification for installing project dependencies via pip.","* `setup.py` - Python setup script for building distribution artifacts.","* `tox.ini` - Tox configuration for running tests on different 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class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Contributing | Firebase Admin Python SDK</h1><a id="user-content-contributing--firebase-admin-python-sdk" class="anchor" aria-label="Permalink: Contributing | Firebase Admin Python SDK" href="#contributing--firebase-admin-python-sdk"><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">Thank you for contributing to the Firebase community!</p>
<ul dir="auto">
<li><a href="#question">Have a usage question?</a></li>
<li><a href="#issue">Think you found a bug?</a></li>
<li><a href="#feature">Have a feature request?</a></li>
<li><a href="#submit">Want to submit a pull request?</a></li>
<li><a href="#local-setup">Need to get set up locally?</a></li>
</ul>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto"><a name="user-content-question"></a>Have a usage question?</h2><a id="user-content-have-a-usage-question" class="anchor" aria-label="Permalink: Have a usage question?" href="#have-a-usage-question"><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">We get lots of those and we love helping you, but GitHub is not the best place for them. Issues
which just ask about usage will be closed. Here are some resources to get help:</p>
<ul dir="auto">
<li>Go through the <a href="https://firebase.google.com/docs/admin/setup/" rel="nofollow">guides</a></li>
<li>Read the full <a href="https://firebase.google.com/docs/reference/admin/python/" rel="nofollow">API reference</a></li>
</ul>
<p dir="auto">If the official documentation doesn't help, try asking a question on the
<a href="https://groups.google.com/forum/#!forum/firebase-talk/" rel="nofollow">Firebase Google Group</a> or one of our
other <a href="https://firebase.google.com/support/" rel="nofollow">official support channels</a>.</p>
<p dir="auto"><strong>Please avoid double posting across multiple channels!</strong></p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto"><a name="user-content-issue"></a>Think you found a bug?</h2><a id="user-content-think-you-found-a-bug" class="anchor" aria-label="Permalink: Think you found a bug?" href="#think-you-found-a-bug"><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">Yeah, we're definitely not perfect!</p>
<p dir="auto">Search through <a href="https://github.com/firebase/firebase-admin-python/issues">old issues</a> before
submitting a new issue as your question may have already been answered.</p>
<p dir="auto">If your issue appears to be a bug, and hasn't been reported,
<a href="https://github.com/firebase/firebase-admin-python/issues/new">open a new issue</a>. Please use the
provided bug report template and include a minimal repro.</p>
<p dir="auto">If you are up to the challenge, <a href="#submit">submit a pull request</a> with a fix!</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto"><a name="user-content-feature"></a>Have a feature request?</h2><a id="user-content-have-a-feature-request" class="anchor" aria-label="Permalink: Have a feature request?" href="#have-a-feature-request"><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">Great, we love hearing how we can improve our products! Share you idea through our
<a href="https://firebase.google.com/support/contact/bugs-features/" rel="nofollow">feature request support channel</a>.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto"><a name="user-content-submit"></a>Want to submit a pull request?</h2><a id="user-content-want-to-submit-a-pull-request" class="anchor" aria-label="Permalink: Want to submit a pull request?" href="#want-to-submit-a-pull-request"><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">Sweet, we'd love to accept your contribution!
<a href="https://github.com/firebase/firebase-admin-python/pull/new">Open a new pull request</a> and fill
out the provided template.</p>
<p dir="auto"><strong>If you want to implement a new feature, please open an issue with a proposal first so that we can
figure out if the feature makes sense and how it will work.</strong></p>
<p dir="auto">Make sure your changes pass our linter and the tests all pass on your local machine.
Most non-trivial changes should include some extra test coverage. If you aren't sure how to add
tests, feel free to submit regardless and ask us for some advice.</p>
<p dir="auto">Finally, you will need to sign our
<a href="https://cla.developers.google.com/about/google-individual" rel="nofollow">Contributor License Agreement</a>,
and go through our code review process before we can accept your pull request.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Contributor License Agreement</h3><a id="user-content-contributor-license-agreement" class="anchor" aria-label="Permalink: Contributor License Agreement" href="#contributor-license-agreement"><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">Contributions to this project must be accompanied by a Contributor License
Agreement. You (or your employer) retain the copyright to your contribution.
This simply gives us permission to use and redistribute your contributions as
part of the project. Head over to <a href="https://cla.developers.google.com/" rel="nofollow">https://cla.developers.google.com/</a> to see
your current agreements on file or to sign a new one.</p>
<p dir="auto">You generally only need to submit a CLA once, so if you've already submitted one
(even if it was for a different project), you probably don't need to do it
again.</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Code reviews</h3><a id="user-content-code-reviews" class="anchor" aria-label="Permalink: Code reviews" href="#code-reviews"><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">All submissions, including submissions by project members, require review. We
use GitHub pull requests for this purpose. Consult
<a href="https://help.github.com/articles/about-pull-requests/">GitHub Help</a> for more
information on using pull requests.</p>
<div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto"><a name="user-content-local-setup"></a>Need to get set up locally?</h2><a id="user-content-need-to-get-set-up-locally" class="anchor" aria-label="Permalink: Need to get set up locally?" href="#need-to-get-set-up-locally"><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>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Initial Setup</h3><a id="user-content-initial-setup" class="anchor" aria-label="Permalink: Initial Setup" href="#initial-setup"><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 need Python 3.9+ to build and test the code in this repo.</p>
<p dir="auto">We recommend using <a href="https://pypi.python.org/pypi/pip" rel="nofollow">pip</a> for installing the necessary tools and
project dependencies. Most recent versions of Python ship with pip. If your development environment
does not already have pip, use the software package manager of your platform (e.g. apt-get, brew)
to download and install it. Alternatively you may also follow the official
<a href="https://pip.pypa.io/en/stable/installing/" rel="nofollow">pip installation guide</a>.</p>
<p dir="auto">Once pip is installed, run the following commands from the command line to get your local
environment set up:</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="$ git clone https://github.com/firebase/firebase-admin-python.git
$ cd firebase-admin-python         # go to the firebase-admin-python directory
$ pip install -r requirements.txt  # Install additional tools and dependencies"><pre>$ git clone https://github.com/firebase/firebase-admin-python.git
$ <span class="pl-c1">cd</span> firebase-admin-python         <span class="pl-c"><span class="pl-c">#</span> go to the firebase-admin-python directory</span>
$ pip install -r requirements.txt  <span class="pl-c"><span class="pl-c">#</span> Install additional tools and dependencies</span></pre></div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Running Linters</h3><a id="user-content-running-linters" class="anchor" aria-label="Permalink: Running Linters" href="#running-linters"><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">We use <a href="https://pylint.org/" rel="nofollow">pylint</a> for verifying source code format, and
enforcing other Python programming best practices.
There is a pylint configuration file (<a href="/firebase/firebase-admin-python/blob/main/.pylintrc"><code>.pylintrc</code></a>) at the root of this Git
repository. This enables you to invoke pylint directly from the command line:</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pylint firebase_admin"><pre class="notranslate"><code>pylint firebase_admin
</code></pre></div>
<p dir="auto">However, it is recommended that you use the <a href="/firebase/firebase-admin-python/blob/main/lint.sh"><code>lint.sh</code></a> bash script to invoke
pylint. This script will run the linter on both <code>firebase_admin</code> and the corresponding
<code>tests</code> module. It suppresses some of the noisy warnings that get generated
when running pylint on test code. Note that by default <code>lint.sh</code> will only
validate the locally modified source files. To validate all source files,
pass <code>all</code> as an argument.</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="./lint.sh      # Lint locally modified source files
./lint.sh all  # Lint all source files"><pre class="notranslate"><code>./lint.sh      # Lint locally modified source files
./lint.sh all  # Lint all source files
</code></pre></div>
<p dir="auto">Ideally you should not see any pylint errors or warnings when you run the
linter. This means source files are properly formatted, and the linter has
not found any issues. If you do observe any errors, fix them before
committing or sending a pull request. Details on how to interpret pylint
errors are available
<a href="https://pylint.readthedocs.io/en/latest/user_guide/output.html" rel="nofollow">here</a>.</p>
<p dir="auto">Our configuration files suppress the verbose reports usually generated
by pylint, and only output the detected issues. If you wish to obtain the
comprehensive reports, run pylint from command-line with the <code>-r</code> flag.</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pylint -r yes firebase_admin"><pre class="notranslate"><code>pylint -r yes firebase_admin
</code></pre></div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Unit Testing</h3><a id="user-content-unit-testing" class="anchor" aria-label="Permalink: Unit Testing" href="#unit-testing"><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">We use <a href="http://doc.pytest.org/en/latest/" rel="nofollow">pytest</a> for writing and executing
unit tests. All source files containing test code is located in the <code>tests/</code>
directory. Simply launch pytest from the root of the Git repository, or from
within the <code>tests/</code> directory to execute all test cases.</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pytest"><pre class="notranslate"><code>pytest
</code></pre></div>
<p dir="auto">Refer to the pytest <a href="http://doc.pytest.org/en/latest/usage.html" rel="nofollow">usage and invocations guide</a>
to learn how to run a subset of all test cases.</p>
<p dir="auto">You can also get a code coverage report by launching pytest as follows:</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pytest --cov=firebase_admin --cov=tests"><pre class="notranslate"><code>pytest --cov=firebase_admin --cov=tests
</code></pre></div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Integration Testing</h3><a id="user-content-integration-testing" class="anchor" aria-label="Permalink: Integration Testing" href="#integration-testing"><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">Integration tests are executed against a real life Firebase project. If you do not already
have one suitable for running the tests against, you can create a new project in the
<a href="https://console.firebase.google.com" rel="nofollow">Firebase Console</a> following the setup guide below.
If you already have a Firebase project, you'll need to obtain credentials to communicate and
authorize access to your Firebase project:</p>
<ol dir="auto">
<li>
<p dir="auto">Service account certificate: This allows access to your Firebase project through a service account
which is required for all integration tests. This can be downloaded as a JSON file from the
<strong>Settings &gt; Service Accounts</strong> tab of the Firebase console when you click the
<strong>Generate new private key</strong> button. Copy the file into the repo so it's available at <code>cert.json</code>.</p>
<blockquote>
<p dir="auto"><strong>Note:</strong> Service accounts should be carefully managed and their keys should never be stored in publicly accessible source code or repositories.</p>
</blockquote>
</li>
<li>
<p dir="auto">Web API key: This allows for Auth sign-in needed for some Authentication and Tenant Management
integration tests. This is displayed in the <strong>Settings &gt; General</strong> tab of the Firebase console
after enabling Authentication as described in the steps below. Copy it and save to a new text
file at <code>apikey.txt</code>.</p>
</li>
</ol>
<p dir="auto">Set up your Firebase project as follows:</p>
<ol dir="auto">
<li>
<p dir="auto">Enable Authentication:</p>
<ol dir="auto">
<li>Go to the Firebase Console, and select <strong>Authentication</strong> from the <strong>Build</strong> menu.</li>
<li>Click on <strong>Get Started</strong>.</li>
<li>Select <strong>Sign-in method &gt; Add new provider &gt; Email/Password</strong> then enable both the
<strong>Email/Password</strong> and <strong>Email link (passwordless sign-in)</strong> options.</li>
</ol>
</li>
<li>
<p dir="auto">Enable Firestore:</p>
<ol dir="auto">
<li>Go to the Firebase Console, and select <strong>Firestore Database</strong> from the <strong>Build</strong> menu.</li>
<li>Click on the <strong>Create database</strong> button. You can choose to set up Firestore either in
the production mode or in the test mode.</li>
</ol>
</li>
<li>
<p dir="auto">Enable Realtime Database:</p>
<ol dir="auto">
<li>Go to the Firebase Console, and select <strong>Realtime Database</strong> from the <strong>Build</strong> menu.</li>
<li>Click on the <strong>Create Database</strong> button. You can choose to set up the Realtime Database
either in the locked mode or in the test mode.</li>
</ol>
<blockquote>
<p dir="auto"><strong>Note:</strong> Integration tests are not run against the default Realtime Database reference and are
instead run against a database created at <code>https://{PROJECT_ID}.firebaseio.com</code>.
This second Realtime Database reference is created in the following steps.</p>
</blockquote>
<ol start="3" dir="auto">
<li>In the <strong>Data</strong> tab click on the kebab menu (3 dots) and select <strong>Create Database</strong>.</li>
<li>Enter your Project ID (Found in the <strong>General</strong> tab in <strong>Account Settings</strong>) as the
<strong>Realtime Database reference</strong>. Again, you can choose to set up the Realtime Database
either in the locked mode or in the test mode.</li>
</ol>
</li>
<li>
<p dir="auto">Enable Storage:</p>
<ol dir="auto">
<li>Go to the Firebase Console, and select <strong>Storage</strong> from the <strong>Build</strong> menu.</li>
<li>Click on the <strong>Get started</strong> button. You can choose to set up Cloud Storage
either in the production mode or in the test mode.</li>
</ol>
</li>
<li>
<p dir="auto">Enable the Firebase ML API:</p>
<ol dir="auto">
<li>Go to the
<a href="https://console.cloud.google.com/apis/api/firebaseml.googleapis.com/overview" rel="nofollow">Google Cloud console | Firebase ML API</a>
and make sure your project is selected.</li>
<li>If the API is not already enabled, click <strong>Enable</strong>.</li>
</ol>
</li>
<li>
<p dir="auto">Enable the IAM API:</p>
<ol dir="auto">
<li>Go to the <a href="https://console.cloud.google.com" rel="nofollow">Google Cloud console</a>
and make sure your Firebase project is selected.</li>
<li>Select <strong>APIs &amp; Services</strong> from the main menu, and click the
<strong>ENABLE APIS AND SERVICES</strong> button.</li>
<li>Search for and enable <strong>Identity and Access Management (IAM) API</strong> by Google Enterprise API.</li>
</ol>
</li>
<li>
<p dir="auto">Enable Tenant Management:</p>
<ol dir="auto">
<li>Go to
<a href="https://console.cloud.google.com/customer-identity/" rel="nofollow">Google Cloud console | Identity Platform</a>
and if it is not already enabled, click <strong>Enable</strong>.</li>
<li>Then
<a href="https://cloud.google.com/identity-platform/docs/multi-tenancy-quickstart#enabling_multi-tenancy" rel="nofollow">enable multi-tenancy</a>
for your project.</li>
</ol>
</li>
<li>
<p dir="auto">Ensure your service account has the <strong>Firebase Authentication Admin</strong> role. This is required
to ensure that exported user records contain the password hashes of the user accounts:</p>
<ol dir="auto">
<li>Go to <a href="https://console.cloud.google.com/iam-admin" rel="nofollow">Google Cloud console | IAM &amp; admin</a>.</li>
<li>Find your service account in the list. If not added click the pencil icon to edit its
permissions.</li>
<li>Click <strong>ADD ANOTHER ROLE</strong> and choose <strong>Firebase Authentication Admin</strong>.</li>
<li>Click <strong>SAVE</strong>.</li>
</ol>
</li>
<li>
<p dir="auto">Enable Cloud Tasks:</p>
<ol dir="auto">
<li>Search for and enable <strong>Cloud Run</strong>.</li>
<li>Search for and enable <strong>Cloud Tasks</strong>.</li>
<li>Go to <a href="https://console.cloud.google.com/iam-admin" rel="nofollow">Google Cloud console | IAM &amp; admin</a>
and make sure your Firebase project is selected.</li>
<li>Ensure your service account has the following required roles:
<ul dir="auto">
<li><strong>Cloud Tasks Enqueuer</strong> - <code>cloudtasks.taskEnqueuer</code></li>
<li><strong>Cloud Tasks Task Deleter</strong> - <code>cloudtasks.taskDeleter</code></li>
<li><strong>Cloud Run Invoker</strong> - <code>run.invoker</code></li>
<li><strong>Service Account User</strong> - <code>iam.serviceAccountUser</code></li>
</ul>
</li>
</ol>
</li>
</ol>
<p dir="auto">Now you can invoke the integration test suite as follows:</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pytest integration/ --cert cert.json --apikey apikey.txt"><pre class="notranslate"><code>pytest integration/ --cert cert.json --apikey apikey.txt
</code></pre></div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Emulator-based Integration Testing</h3><a id="user-content-emulator-based-integration-testing" class="anchor" aria-label="Permalink: Emulator-based Integration Testing" href="#emulator-based-integration-testing"><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">Some integration tests can run against emulators. This allows local testing
without using real projects or credentials. For now, only the RTDB Emulator
is supported.</p>
<p dir="auto">First, install the Firebase CLI, then run:</p>
<div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="firebase emulators:exec --only database --project fake-project-id 'pytest integration/test_db.py'"><pre class="notranslate"><code>firebase emulators:exec --only database --project fake-project-id 'pytest integration/test_db.py'
</code></pre></div>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Test Coverage</h3><a id="user-content-test-coverage" class="anchor" aria-label="Permalink: Test Coverage" href="#test-coverage"><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">To review the test coverage, run <code>pytest</code> with the <code>--cov</code> flag. To view a detailed line by line
coverage, use</p>
<div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pytest --cov --cov-report html"><pre>pytest --cov --cov-report html</pre></div>
<p dir="auto">and point your browser to
<code>file:///&lt;dir&gt;/htmlcov/index.html</code> (where <code>dir</code> is the location from which the report was created).</p>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Repo Organization</h3><a id="user-content-repo-organization" class="anchor" aria-label="Permalink: Repo Organization" href="#repo-organization"><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">Here are some highlights of the directory structure and notable source files</p>
<ul dir="auto">
<li><code>firebase_admin/</code> - Source directory for the <code>firebase_admin</code> module.</li>
<li><code>integration/</code> - Integration tests.</li>
<li><code>tests/</code> - Unit tests.
<ul dir="auto">
<li><code>data/</code> - Provides mocks for several variables as well as mock service account keys.</li>
</ul>
</li>
<li><code>scripts/</code> - A collection of shell scripts used to create and verify releases.</li>
<li><code>.github/</code> - Contribution instructions as well as issue and pull request templates.</li>
<li><code>lint.sh</code> - Runs pylint to check for code quality.</li>
<li><code>.pylintrc</code> - Default configuration for pylint.</li>
<li><code>requirements.txt</code> - Requirements specification for installing project dependencies via pip.</li>
<li><code>setup.py</code> - Python setup script for building distribution artifacts.</li>
<li><code>tox.ini</code> - Tox configuration for running tests on different environments.</li>
</ul>
</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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