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1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path></svg>GitHub Copilot</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Write better code with AI</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/ai/github-app" 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class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Direct agents from issue to merge</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/mcp" data-analytics-event="{&quot;action&quot;:&quot;mcp_registry&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;mcp_registry_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy 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0 0 0-2.94 2.08 2.08 0 0 0-2.94 0l-4.799 4.8A.75.75 0 0 1 .72 5.92Z"></path><path d="M7.52 3.12a.749.749 0 1 1 1.06 1.06L5.731 7.03A2.079 2.079 0 0 0 8.67 9.97l2.85-2.85a.749.749 0 1 1 1.06 1.06l-2.849 2.85A3.578 3.578 0 0 1 4.67 5.97Z"></path></svg>MCP Registry</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Integrate external tools</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9knd_">DEVELOPER WORKFLOWS</span><ul 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Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-codespaces NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M0 11.25c0-.966.784-1.75 1.75-1.75h12.5c.966 0 1.75.784 1.75 1.75v3A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm2-9.5C2 .784 2.784 0 3.75 0h8.5C13.216 0 14 .784 14 1.75v5a1.75 1.75 0 0 1-1.75 1.75h-8.5A1.75 1.75 0 0 1 2 6.75Zm1.75-.25a.25.25 0 0 0-.25.25v5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5a.25.25 0 0 0-.25-.25Zm-2 9.5a.25.25 0 0 0-.25.25v3c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-3a.25.25 0 0 0-.25-.25Z"></path><path d="M7 12.75a.75.75 0 0 1 .75-.75h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path></svg>Codespaces</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Instant dev environments</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/issues" 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NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path></svg>Code Review</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Manage code changes</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/features/code-quality" data-analytics-event="{&quot;action&quot;:&quot;code_quality&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_quality_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-codescan-checkmark NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M10.28 6.28a.75.75 0 1 0-1.06-1.06L6.25 8.19l-.97-.97a.75.75 0 0 0-1.06 1.06l1.5 1.5a.75.75 0 0 0 1.06 0l3.5-3.5Z"></path><path d="M7.5 15a7.5 7.5 0 1 1 5.807-2.754l2.473 2.474a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2.474-2.473A7.472 7.472 0 0 1 7.5 15Zm0-13.5a6 6 0 1 0 4.094 10.386.748.748 0 0 1 .293-.292 6.002 6.002 0 0 0 1.117-6.486A6.002 6.002 0 0 0 7.5 1.5Z"></path></svg>Code Quality</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Enforce quality at merge</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_dknd_">APPLICATION SECURITY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dknd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>GitHub Advanced Security</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Find and fix vulnerabilities</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security/code-security" data-analytics-event="{&quot;action&quot;:&quot;code_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_security_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS 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Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Secure your code as you build</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 NavLink-module__link__EG3d4" href="https://github.com/security/advanced-security/secret-protection" data-analytics-event="{&quot;action&quot;:&quot;secret_protection&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;secret_protection_link_platform_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-lock NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M4 4a4 4 0 0 1 8 0v2h.25c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 12.25 15h-8.5A1.75 1.75 0 0 1 2 13.25v-5.5C2 6.784 2.784 6 3.75 6H4Zm8.25 3.5h-8.5a.25.25 0 0 0-.25.25v5.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25ZM10.5 6V4a2.5 2.5 0 1 0-5 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NavGroup-module__title__Wzxz2" id="_R_5l7d_">BY COMPANY SIZE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprises&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Enterprises</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/team" data-analytics-event="{&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Small and medium teams</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/enterprise/startups" data-analytics-event="{&quot;action&quot;:&quot;startups&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Startups</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/nonprofits" data-analytics-event="{&quot;action&quot;:&quot;nonprofits&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Nonprofits</span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_9l7d_">BY USE CASE</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_9l7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/app-modernization" data-analytics-event="{&quot;action&quot;:&quot;app_modernization&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;app_modernization_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">App Modernization</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devsecops" data-analytics-event="{&quot;action&quot;:&quot;devsecops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevSecOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/use-case/ci-cd" data-analytics-event="{&quot;action&quot;:&quot;ci/cd&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ci/cd_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">CI/CD</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/use-case" data-analytics-event="{&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all use cases</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_dl7d_">BY INDUSTRY</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_dl7d_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/healthcare" data-analytics-event="{&quot;action&quot;:&quot;healthcare&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Healthcare</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/financial-services" data-analytics-event="{&quot;action&quot;:&quot;financial_services&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Financial services</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/manufacturing" data-analytics-event="{&quot;action&quot;:&quot;manufacturing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Manufacturing</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/solutions/industry/government" data-analytics-event="{&quot;action&quot;:&quot;government&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Government</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions/industry" data-analytics-event="{&quot;action&quot;:&quot;view_all_industries&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all industries</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" href="https://github.com/solutions" data-analytics-event="{&quot;action&quot;:&quot;view_all_solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_solutions_link_solutions_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">View all solutions</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___aaZs9 Primer_Brand__Link-module__Link-arrow___yd78i" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___0K8Hz" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_1nd_">Resources<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_1nd_" class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--monospace___QXHDQ Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--100___B2ueX Primer_Brand__Text-module__Text--weight-medium___qJKf_ NavGroup-module__title__Wzxz2" id="_R_5lnd_">EXPLORE BY TOPIC</span><ul class="NavGroup-module__list__UCOFy" aria-labelledby="_R_5lnd_"><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=ai" data-analytics-event="{&quot;action&quot;:&quot;ai&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">AI</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=software-development" data-analytics-event="{&quot;action&quot;:&quot;software_development&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Software Development</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">DevOps</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0" href="https://github.com/resources/articles?topic=security" data-analytics-event="{&quot;action&quot;:&quot;security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}"><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Security</span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 Primer_Brand__Link-module__Link--arrow-end___esdN8" 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class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--default___GhPh_ Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS Primer_Brand__Link-module__Link--label___jM8Ty">Collections</span></a></li></ul></div></li></ul></div></div></li><li><div class="NavDropdown-module__container__l2YeI"><button type="button" class="NavDropdown-module__button__PEHWX" aria-expanded="false" aria-controls="_R_2nd_">Enterprise<svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-triangle-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m6.427 4.427 3.396 3.396a.25.25 0 0 1 0 .354l-3.396 3.396A.25.25 0 0 1 6 11.396V4.604a.25.25 0 0 1 .427-.177Z"></path></svg></button><div id="_R_2nd_" 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1.75 0 0 1-1.756 0L2.119 5.456a1.251 1.251 0 0 1 0-2.162ZM8.125 1.69a.248.248 0 0 0-.25 0l-4.63 2.685 4.63 2.685a.248.248 0 0 0 .25 0l4.63-2.685ZM1.601 7.789a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0L1.874 8.814A.75.75 0 0 1 1.6 7.789Zm0 3.5a.75.75 0 0 1 1.025-.273l5.249 3.044a.248.248 0 0 0 .25 0l5.249-3.044a.75.75 0 0 1 .752 1.298l-5.248 3.044a1.75 1.75 0 0 1-1.756 0l-5.248-3.044a.75.75 0 0 1-.273-1.025Z"></path></svg>Enterprise platform</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">AI-powered developer platform</span></span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="Primer_Brand__Text-module__Text___XeGJJ 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1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path></svg>GitHub Advanced Security</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy Primer_Brand__Text-module__Text--antialiased___TYoXS NavLink-module__subtitle__X4gkW">Enterprise-grade security features</span></span></a></li><li><a class="Primer_Brand__Link-module__Link___lF11y Primer_Brand__Link-module__Link--default___VRVW0 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NavLink-module__title__Q7t0p"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path></svg>Copilot for Business</span><span class="Primer_Brand__Text-module__Text___XeGJJ Primer_Brand__Text-module__Text-font--mona-sans___a8XJD Primer_Brand__Text-module__Text--muted___rE6mh Primer_Brand__Text-module__Text--200____P1wy 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Refer to the \u003ca href=\"https://github.com/arrayfire/arrayfire/blob/master/docs/pages/release_notes.md\"\u003erelease notes\u003c/a\u003e for more information regarding upstream library improvements in v3.6.\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eanisotropic_diffusion()\u003c/code\u003e: Anisotropic diffusion filter.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etopk()\u003c/code\u003e: Returns top-K elements given an array.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eBug fixes:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFixed \u003ccode\u003esift()\u003c/code\u003e and \u003ccode\u003egloh()\u003c/code\u003e, which were improperly calling the library.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEnhancements:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eAdded \u003ccode\u003elen()\u003c/code\u003e method, which returns \u003ccode\u003earray.elements()\u003c/code\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eDocumentation:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eDocumented statistics API.\u003c/li\u003e\n\u003cli\u003eCorrected \u003ccode\u003esign()\u003c/code\u003e documentation.\u003c/li\u003e\n\u003cli\u003eModified \u003ccode\u003ehelloworld\u003c/code\u003e example to match C++ lib.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.5.20170721\u003c/h3\u003e\u003ca id=\"user-content-v3520170721\" class=\"anchor\" aria-label=\"Permalink: v3.5.20170721\" href=\"#v3520170721\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003eBug fixes when using v3.5 of arrayfire libs + graphics\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.5.20170721\u003c/h3\u003e\u003ca id=\"user-content-v3520170721-1\" class=\"anchor\" aria-label=\"Permalink: v3.5.20170721\" href=\"#v3520170721-1\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003eBug fixes for canny edge detection\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.5.20170718\u003c/h3\u003e\u003ca id=\"user-content-v3520170718\" class=\"anchor\" aria-label=\"Permalink: v3.5.20170718\" href=\"#v3520170718\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eFeature parity with ArrayFire 3.5.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003ecanny\u003c/code\u003e: Canny Edge detector\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eArray.scalar\u003c/code\u003e: Return the first element of the array\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003edot\u003c/code\u003e: Now support option to return scalar\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eprint_mem_info\u003c/code\u003e: Prints memory being used / locked by arrayfire memory manager.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eArray.allocated\u003c/code\u003e: Returs the amount of memory allocated for the given buffer.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eset_fft_plan_cache_size\u003c/code\u003e: Sets the size of the fft plan cache.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBug Fixes:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003esort_by_key\u003c/code\u003e had key and value flipped in documentation.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eImprovements and bugfixes from upstream include:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eCUDA backend uses nvrtc instead of nvvm\u003c/li\u003e\n\u003cli\u003ePerformance improvements to arrayfire.reorder\u003c/li\u003e\n\u003cli\u003eFaster unified backend\u003c/li\u003e\n\u003cli\u003eYou can find more information at arrayfire's \u003ca href=\"https://github.com/arrayfire/arrayfire/blob/v3.5.0/docs/pages/release_notes.md\"\u003erelease notes\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.4.20170222\u003c/h3\u003e\u003ca id=\"user-content-v3420170222\" class=\"anchor\" aria-label=\"Permalink: v3.4.20170222\" href=\"#v3420170222\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003eBugfix: Fixes typo in \u003ccode\u003eapprox1\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003eBugfix: Fixes typo in \u003ccode\u003ehamming_matcher\u003c/code\u003e and \u003ccode\u003enearest_neighbour\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003eBugfix: Added necessary copy and lock mechanisms in interop.py.\u003c/li\u003e\n\u003cli\u003eExample / Benchmark: New conjugate gradient benchmark.\u003c/li\u003e\n\u003cli\u003eFeature: Added support to create arrayfire arrays from numba.\u003c/li\u003e\n\u003cli\u003eBehavior change: af.print() only prints full arrays for smaller sizes.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.4.20161126\u003c/h3\u003e\u003ca id=\"user-content-v3420161126\" class=\"anchor\" aria-label=\"Permalink: v3.4.20161126\" href=\"#v3420161126\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFixing memory leak in array creation.\u003c/li\u003e\n\u003cli\u003eSupporting 16 bit integer types in interop.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.4.20160925\u003c/h3\u003e\u003ca id=\"user-content-v3420160925\" class=\"anchor\" aria-label=\"Permalink: v3.4.20160925\" href=\"#v3420160925\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eFeature parity with ArrayFire 3.4 libs\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.sparse.html#module-arrayfire.sparse\" rel=\"nofollow\"\u003eSparse matrix support\u003c/a\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003ecreate_sparse\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecreate_sparse_from_dense\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecreate_sparse_from_host\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003econvert_sparse_to_dense\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003econvert_sparse\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003esparse_get_info\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003esparse_get_nnz\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003esparse_get_values\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003esparse_get_row_idx\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003esparse_get_col_idx\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003esparse_get_storage\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.random.html#module-arrayfire.random\" rel=\"nofollow\"\u003eRandom Engine support\u003c/a\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eThree new random engines, \u003ccode\u003eRANDOM_ENGINE.PHILOX\u003c/code\u003e, \u003ccode\u003eRANDOM_ENGINE.THREEFRY\u003c/code\u003e, and \u003ccode\u003eRANDOM_ENGINE.MERSENNE\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003erandu\u003c/code\u003e and \u003ccode\u003erandn\u003c/code\u003e now accept an additional engine parameter.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eset_default_random_engine_type\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eget_default_random_engine\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eNew functions\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.algorithm.html?arrayfire.algorithm.scan#arrayfire.algorithm.scan\" rel=\"nofollow\"\u003e\u003ccode\u003escan\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.algorithm.html?arrayfire.algorithm.scan#arrayfire.algorithm.scan_by_key\" rel=\"nofollow\"\u003e\u003ccode\u003escan_by_key\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.arith.html?arrayfire.arith.clamp#arrayfire.arith.clamp\" rel=\"nofollow\"\u003e\u003ccode\u003eclamp\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.signal.html#arrayfire.signal.medfilt1\" rel=\"nofollow\"\u003e\u003ccode\u003emedfilt1\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.signal.html#arrayfire.signal.medfilt2\" rel=\"nofollow\"\u003e\u003ccode\u003emedfilt2\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.image.html#arrayfire.image.moments\" rel=\"nofollow\"\u003e\u003ccode\u003emoments\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.library.html#arrayfire.library.get_size_of\" rel=\"nofollow\"\u003e\u003ccode\u003eget_size_of\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.get_manual_eval_flag\" rel=\"nofollow\"\u003e\u003ccode\u003eget_manual_eval_flag\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.set_manual_eval_flag\" rel=\"nofollow\"\u003e\u003ccode\u003eset_manual_eval_flag\u003c/code\u003e\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBehavior changes\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.eval\" rel=\"nofollow\"\u003e\u003ccode\u003eeval\u003c/code\u003e\u003c/a\u003e now supports fusing kernels.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eGraphics updates\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.plot\" rel=\"nofollow\"\u003e\u003ccode\u003eplot\u003c/code\u003e\u003c/a\u003e updated to take new parameters.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.plot2\" rel=\"nofollow\"\u003e\u003ccode\u003eplot2\u003c/code\u003e\u003c/a\u003e added.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.scatter\" rel=\"nofollow\"\u003e\u003ccode\u003escatter\u003c/code\u003e\u003c/a\u003e updated to take new parameters.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.scatter2\" rel=\"nofollow\"\u003e\u003ccode\u003escatter2\u003c/code\u003e\u003c/a\u003e added.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.vector_field\" rel=\"nofollow\"\u003e\u003ccode\u003evector_field\u003c/code\u003e\u003c/a\u003e added.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.set_axes_limits\" rel=\"nofollow\"\u003e\u003ccode\u003eset_axes_limits\u003c/code\u003e\u003c/a\u003e added.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBug fixes\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eArrayFire now has higher priority when numpy for mixed operations. \u003csup\u003e\u003ca href=\"https://github.com/arrayfire/arrayfire-python/issues/69\" data-hovercard-type=\"issue\" data-hovercard-url=\"/arrayfire/arrayfire-python/issues/69/hovercard\"\u003e1\u003c/a\u003e \u003ca href=\"https://github.com/arrayfire/arrayfire-python/pull/71\" data-hovercard-type=\"pull_request\" data-hovercard-url=\"/arrayfire/arrayfire-python/pull/71/hovercard\"\u003e2\u003c/a\u003e \u003c/sup\u003e\u003c/li\u003e\n\u003cli\u003eNumpy interoperability issues on Widnows. \u003csup\u003e\u003ca href=\"https://github.com/arrayfire/arrayfire-python/issues/92\" data-hovercard-type=\"issue\" data-hovercard-url=\"/arrayfire/arrayfire-python/issues/92/hovercard\"\u003e1\u003c/a\u003e\u003c/sup\u003e\u003c/li\u003e\n\u003cli\u003eSwitch to a working backend by default. \u003csup\u003e\u003ca href=\"https://github.com/arrayfire/arrayfire-python/issues/90\" data-hovercard-type=\"issue\" data-hovercard-url=\"/arrayfire/arrayfire-python/issues/90/hovercard\"\u003e1\u003c/a\u003e\u003c/sup\u003e\u003c/li\u003e\n\u003cli\u003eFixed incorrect behavior for Hermitian transpose and QR. \u003csup\u003e\u003ca href=\"https://github.com/arrayfire/arrayfire-python/issues/91\" data-hovercard-type=\"issue\" data-hovercard-url=\"/arrayfire/arrayfire-python/issues/91/hovercard\"\u003e1\u003c/a\u003e\u003c/sup\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003earray[0:0]\u003c/code\u003e now returns empty arrays. \u003csup\u003e\u003ca href=\"https://github.com/arrayfire/arrayfire-python/issues/26\" data-hovercard-type=\"issue\" data-hovercard-url=\"/arrayfire/arrayfire-python/issues/26/hovercard\"\u003e1\u003c/a\u003e\u003c/sup\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eFurther Improvements from upstream can be read in the \u003ca href=\"https://github.com/arrayfire/arrayfire/blob/master/docs/pages/release_notes.md\"\u003earrayfire release notes\u003c/a\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.3.20160624\u003c/h3\u003e\u003ca id=\"user-content-v3320160624\" class=\"anchor\" aria-label=\"Permalink: v3.3.20160624\" href=\"#v3320160624\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003eAdding 16 bit integer support\u003c/li\u003e\n\u003cli\u003eAdding support for sphinx documentation\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.3.20160516\u003c/h3\u003e\u003ca id=\"user-content-v3320160516\" class=\"anchor\" aria-label=\"Permalink: v3.3.20160516\" href=\"#v3320160516\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBugfix: Increase arrayfire's priority over numpy for mixed operations\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAdded new library functions\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eget_backend\u003c/code\u003e returns backend name\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.3.20160510\u003c/h3\u003e\u003ca id=\"user-content-v3320160510\" class=\"anchor\" aria-label=\"Permalink: v3.3.20160510\" href=\"#v3320160510\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBugfix to \u003ccode\u003eaf.histogram\u003c/code\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAdded missing functions / methods\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003egaussian_kernel\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAdded new array properties\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eArray.T\u003c/code\u003e now returns transpose\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eArray.H\u003c/code\u003e now returns hermitian transpose\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eArray.shape\u003c/code\u003e now allows easier access individual dimensions\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.3.20160427\u003c/h3\u003e\u003ca id=\"user-content-v3320160427\" class=\"anchor\" aria-label=\"Permalink: v3.3.20160427\" href=\"#v3320160427\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFixes to numpy interop on Windows\u003c/li\u003e\n\u003cli\u003eFixes issues with occasional double free\u003c/li\u003e\n\u003cli\u003eFixes to graphics examples\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.3.20160328\u003c/h3\u003e\u003ca id=\"user-content-v3320160328\" class=\"anchor\" aria-label=\"Permalink: v3.3.20160328\" href=\"#v3320160328\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFixes to make arrayfire-python to work on 32 bit systems\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.3.20160320\u003c/h3\u003e\u003ca id=\"user-content-v3320160320\" class=\"anchor\" aria-label=\"Permalink: v3.3.20160320\" href=\"#v3320160320\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eFeature parity with Arrayfire 3.3 libs\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFunctions to interact with arryafire's internal data structures.\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eArray.offset\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eArray.strides\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eArray.is_owner\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eArray.is_linear\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eArray.raw_ptr\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eArray constructor now takes \u003ccode\u003eoffset\u003c/code\u003e and \u003ccode\u003estrides\u003c/code\u003e as optional parameters.\u003c/li\u003e\n\u003cli\u003eNew visualization functions: \u003ccode\u003escatter\u003c/code\u003e and \u003ccode\u003escatter3\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eOpenCL backend specific functions:\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eget_device_type\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eget_platform\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eadd_device_context\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003edelete_device_context\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eset_device_context\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eFunctions to allocate and free memory on host and device\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003ealloc_host\u003c/code\u003e and \u003ccode\u003efree_host\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ealloc_pinned\u003c/code\u003e and \u003ccode\u003efree_pinned\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ealloc_device\u003c/code\u003e and \u003ccode\u003efree_device\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eFunction to query which device and backend an array was created on\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eget_device_id\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eget_backend_id\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eMiscellaneous functions\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eis_lapack_available\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eis_image_io_available\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eInteropability\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eTransfer PyCUDA GPUArrays using \u003ccode\u003eaf.pycuda_to_af_array\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eTransfer PyOpenCL Arrays using \u003ccode\u003eaf.pyopencl_to_af_array\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eNew helper function \u003ccode\u003eaf.to_array\u003c/code\u003e added to convert a different \u003ccode\u003earray\u003c/code\u003e to arrayfire Array.\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eThis function can be used in place of \u003ccode\u003eaf.xyz_to_af_array\u003c/code\u003e functions mentioned above.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eDeprecated functions list\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003elock_device_ptr\u003c/code\u003e is deprecated. Use \u003ccode\u003elock_array\u003c/code\u003e instead.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eunlock_device_ptr\u003c/code\u003e is deprecated. Use \u003ccode\u003eunlock_array\u003c/code\u003e instead.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBug Fixes:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/arrayfire/arrayfire-python/issues/68\" data-hovercard-type=\"issue\" data-hovercard-url=\"/arrayfire/arrayfire-python/issues/68/hovercard\"\u003eBoolean indexing giving faulty results\u003c/a\u003e for multi dimensional arrays.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/arrayfire/arrayfire-python/issues/65\" data-hovercard-type=\"issue\" data-hovercard-url=\"/arrayfire/arrayfire-python/issues/65/hovercard\"\u003eEnum types comparision failures\u003c/a\u003e in Python 2.x\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/arrayfire/arrayfire-python/issues/64\" data-hovercard-type=\"issue\" data-hovercard-url=\"/arrayfire/arrayfire-python/issues/64/hovercard\"\u003eSupport loading SO versioned libraries\u003c/a\u003e in Linux and OSX.\u003c/li\u003e\n\u003cli\u003eFixed typo that prevented changing backend\u003c/li\u003e\n\u003cli\u003eFixed image processing functions that accepted floating point scalar paramters.\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eAffected functions include: \u003ccode\u003etranslate\u003c/code\u003e, \u003ccode\u003escale\u003c/code\u003e, \u003ccode\u003eskew\u003c/code\u003e, \u003ccode\u003ehistogram\u003c/code\u003e, \u003ccode\u003ebilateral\u003c/code\u003e, \u003ccode\u003emean_shift\u003c/code\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.2.20151224\u003c/h3\u003e\u003ca id=\"user-content-v3220151224\" class=\"anchor\" aria-label=\"Permalink: v3.2.20151224\" href=\"#v3220151224\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBug fixes:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eA default \u003ccode\u003eAF_PATH\u003c/code\u003e is set if none is found as an environment variable.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eExamples:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eHeston model example uses a smaller data set to help run on low end GPUs.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.2.20151214\u003c/h3\u003e\u003ca id=\"user-content-v3220151214\" class=\"anchor\" aria-label=\"Permalink: v3.2.20151214\" href=\"#v3220151214\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBug fixes:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eget_version()\u003c/code\u003e now returns ints instead of \u003ccode\u003ec_int\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eFixed bug in \u003ccode\u003etests/simple/device.py\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eThe module now looks at additional paths when loading ArrayFire libraries.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eLink to the wiki is provided when \u003ccode\u003ectypes.cdll.LoadLibrary\u003c/code\u003e fails.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eNew function:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003einfo_str()\u003c/code\u003e returns information similar to \u003ccode\u003einfo()\u003c/code\u003e as a string.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eUpdated README.md with latest instructions\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.2.20151211\u003c/h3\u003e\u003ca id=\"user-content-v3220151211\" class=\"anchor\" aria-label=\"Permalink: v3.2.20151211\" href=\"#v3220151211\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eFeature parity with ArrayFire 3.2 libs\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eNew computer vision functions: \u003ccode\u003esift\u003c/code\u003e, \u003ccode\u003egloh\u003c/code\u003e, \u003ccode\u003ehomography\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eNew graphics functions: \u003ccode\u003eplot3\u003c/code\u003e, \u003ccode\u003esurface\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eFunctions to load and save native images: \u003ccode\u003eload_image_native\u003c/code\u003e, \u003ccode\u003esave_image_native\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eUse \u003ccode\u003eunified\u003c/code\u003e backend when possible\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAdded missing functions\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eeval\u003c/code\u003e, \u003ccode\u003einit\u003c/code\u003e, \u003ccode\u003econvolve2_separable\u003c/code\u003e, \u003ccode\u003eas_type\u003c/code\u003e method\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecuda\u003c/code\u003e backend specific functions\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eopencl\u003c/code\u003e backend specific functions\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003etimeit\u003c/code\u003e function to benchmark arrayfire functions\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eAdded new examples\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003egetting_started: \u003ccode\u003eintro\u003c/code\u003e, \u003ccode\u003econvolve\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003ebenchmarks: \u003ccode\u003ebench_blas\u003c/code\u003e, \u003ccode\u003ebench_fft\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003efinancial: \u003ccode\u003emonte_carlo_options\u003c/code\u003e, \u003ccode\u003eblack_scholes\u003c/code\u003e, \u003ccode\u003eheston_model\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003egraphics: \u003ccode\u003efractal\u003c/code\u003e, \u003ccode\u003ehistogram\u003c/code\u003e, \u003ccode\u003eplot3d\u003c/code\u003e, \u003ccode\u003econway\u003c/code\u003e, \u003ccode\u003esurface\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eBug fixes\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFixed bug when array types were being reported incorrectly\u003c/li\u003e\n\u003cli\u003eFixed various bugs in graphics functions\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.1.20151111\u003c/h3\u003e\u003ca id=\"user-content-v3120151111\" class=\"anchor\" aria-label=\"Permalink: v3.1.20151111\" href=\"#v3120151111\"\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\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFeature parity with ArrayFire 3.1 libs\u003c/li\u003e\n\u003cli\u003eAbility to interop with other python libs\u003c/li\u003e\n\u003cli\u003eAbility to extract raw device pointers\u003c/li\u003e\n\u003cli\u003eLoad and Save arrays from disk\u003c/li\u003e\n\u003cli\u003eImproved \u003ccode\u003e__repr__\u003c/code\u003e support\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ev3.0.20150914\u003c/h3\u003e\u003ca id=\"user-content-v3020150914\" class=\"anchor\" aria-label=\"Permalink: v3.0.20150914\" href=\"#v3020150914\"\u003e\u003csvg data-component=\"Octicon\" 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v3.6.20181017","- Feature parity with ArrayFire v3.6. Refer to the [release notes](https://github.com/arrayfire/arrayfire/blob/master/docs/pages/release_notes.md) for more information regarding upstream library improvements in v3.6.","    - `anisotropic_diffusion()`: Anisotropic diffusion filter.","    - `topk()`: Returns top-K elements given an array.","- Bug fixes:","    - Fixed `sift()` and `gloh()`, which were improperly calling the library.","- Enhancements:","    - Added `len()` method, which returns `array.elements()`.","- Documentation:","    - Documented statistics API.","    - Corrected `sign()` documentation.","    - Modified `helloworld` example to match C++ lib.","","### v3.5.20170721","- Bug fixes when using v3.5 of arrayfire libs + graphics","","### v3.5.20170721","- Bug fixes for canny edge detection","","### v3.5.20170718","- Feature parity with ArrayFire 3.5.","    - `canny`: Canny Edge detector","    - `Array.scalar`: Return the first element of the array","    - `dot`: Now support option to return scalar","    - `print_mem_info`: Prints memory being used / locked by arrayfire memory manager.","    - `Array.allocated`: Returs the amount of memory allocated for the given buffer.","    - `set_fft_plan_cache_size`: Sets the size of the fft plan cache.","","- Bug Fixes:","    - `sort_by_key` had key and value flipped in documentation.","","- Improvements and bugfixes from upstream include:","    - CUDA backend uses nvrtc instead of nvvm","    - Performance improvements to arrayfire.reorder","    - Faster unified backend","    - You can find more information at arrayfire's [release notes](https://github.com/arrayfire/arrayfire/blob/v3.5.0/docs/pages/release_notes.md)","","### v3.4.20170222","- Bugfix: Fixes typo in `approx1`.","- Bugfix: Fixes typo in `hamming_matcher` and `nearest_neighbour`.","- Bugfix: Added necessary copy and lock mechanisms in interop.py.","- Example / Benchmark: New conjugate gradient benchmark.","- Feature: Added support to create arrayfire arrays from numba.","- Behavior change: af.print() only prints full arrays for smaller sizes.","","### v3.4.20161126","- Fixing memory leak in array creation.","- Supporting 16 bit integer types in interop.","","### v3.4.20160925","- Feature parity with ArrayFire 3.4 libs","","    - [Sparse matrix support](http://arrayfire.org/arrayfire-python/arrayfire.sparse.html#module-arrayfire.sparse)","        - `create_sparse`","        - `create_sparse_from_dense`","        - `create_sparse_from_host`","        - `convert_sparse_to_dense`","        - `convert_sparse`","        - `sparse_get_info`","        - `sparse_get_nnz`","        - `sparse_get_values`","        - `sparse_get_row_idx`","        - `sparse_get_col_idx`","        - `sparse_get_storage`","","    - [Random Engine support](http://arrayfire.org/arrayfire-python/arrayfire.random.html#module-arrayfire.random)","        - Three new random engines, `RANDOM_ENGINE.PHILOX`, `RANDOM_ENGINE.THREEFRY`, and `RANDOM_ENGINE.MERSENNE`.","        - `randu` and `randn` now accept an additional engine parameter.","        - `set_default_random_engine_type`","        - `get_default_random_engine`","","    - New functions","        - [`scan`](http://arrayfire.org/arrayfire-python/arrayfire.algorithm.html?arrayfire.algorithm.scan#arrayfire.algorithm.scan)","        - [`scan_by_key`](http://arrayfire.org/arrayfire-python/arrayfire.algorithm.html?arrayfire.algorithm.scan#arrayfire.algorithm.scan_by_key)","        - [`clamp`](http://arrayfire.org/arrayfire-python/arrayfire.arith.html?arrayfire.arith.clamp#arrayfire.arith.clamp)","        - [`medfilt1`](http://arrayfire.org/arrayfire-python/arrayfire.signal.html#arrayfire.signal.medfilt1)","        - [`medfilt2`](http://arrayfire.org/arrayfire-python/arrayfire.signal.html#arrayfire.signal.medfilt2)","        - [`moments`](http://arrayfire.org/arrayfire-python/arrayfire.image.html#arrayfire.image.moments)","        - [`get_size_of`](http://arrayfire.org/arrayfire-python/arrayfire.library.html#arrayfire.library.get_size_of)","        - [`get_manual_eval_flag`](http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.get_manual_eval_flag)","        - [`set_manual_eval_flag`](http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.set_manual_eval_flag)","","    - Behavior changes","        - [`eval`](http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.eval) now supports fusing kernels.","","    - Graphics updates","       - [`plot`](http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.plot) updated to take new parameters.","       - [`plot2`](http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.plot2) added.","       - [`scatter`](http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.scatter) updated to take new parameters.","       - [`scatter2`](http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.scatter2) added.","       - [`vector_field`](http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.vector_field) added.","       - [`set_axes_limits`](http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.set_axes_limits) added.","","- Bug fixes","","  - ArrayFire now has higher priority when numpy for mixed operations. \u003csup\u003e[1](https://github.com/arrayfire/arrayfire-python/issues/69) [2](https://github.com/arrayfire/arrayfire-python/pull/71) \u003c/sup\u003e","  - Numpy interoperability issues on Widnows. \u003csup\u003e[1](https://github.com/arrayfire/arrayfire-python/issues/92)\u003c/sup\u003e","  - Switch to a working backend by default. \u003csup\u003e[1](https://github.com/arrayfire/arrayfire-python/issues/90)\u003c/sup\u003e","  - Fixed incorrect behavior for Hermitian transpose and QR. \u003csup\u003e[1](https://github.com/arrayfire/arrayfire-python/issues/91)\u003c/sup\u003e","  - `array[0:0]` now returns empty arrays. \u003csup\u003e[1](https://github.com/arrayfire/arrayfire-python/issues/26)\u003c/sup\u003e","","- Further Improvements from upstream can be read in the [arrayfire release notes](https://github.com/arrayfire/arrayfire/blob/master/docs/pages/release_notes.md).","","### v3.3.20160624","- Adding 16 bit integer support","- Adding support for sphinx documentation","","### v3.3.20160516","- Bugfix: Increase arrayfire's priority over numpy for mixed operations","","- Added new library functions","   - `get_backend` returns backend name","","### v3.3.20160510","- Bugfix to `af.histogram`","","- Added missing functions / methods","   - `gaussian_kernel`","","- Added new array properties","   - `Array.T` now returns transpose","   - `Array.H` now returns hermitian transpose","   - `Array.shape` now allows easier access individual dimensions","","### v3.3.20160427","- Fixes to numpy interop on Windows","- Fixes issues with occasional double free","- Fixes to graphics examples","","### v3.3.20160328","- Fixes to make arrayfire-python to work on 32 bit systems","","### v3.3.20160320","- Feature parity with Arrayfire 3.3 libs","    - Functions to interact with arryafire's internal data structures.","        - `Array.offset`","        - `Array.strides`","        - `Array.is_owner`","        - `Array.is_linear`","        - `Array.raw_ptr`","    - Array constructor now takes `offset` and `strides` as optional parameters.","    - New visualization functions: `scatter` and `scatter3`","    - OpenCL backend specific functions:","        - `get_device_type`","        - `get_platform`","        - `add_device_context`","        - `delete_device_context`","        - `set_device_context`","    - Functions to allocate and free memory on host and device","        - `alloc_host` and `free_host`","        - `alloc_pinned` and `free_pinned`","        - `alloc_device` and `free_device`","    - Function to query which device and backend an array was created on","        - `get_device_id`","        - `get_backend_id`","    - Miscellaneous functions","        - `is_lapack_available`","        - `is_image_io_available`","","- Interopability","    - Transfer PyCUDA GPUArrays using `af.pycuda_to_af_array`","    - Transfer PyOpenCL Arrays using `af.pyopencl_to_af_array`","    - New helper function `af.to_array` added to convert a different `array` to arrayfire Array.","        - This function can be used in place of `af.xyz_to_af_array` functions mentioned above.","","- Deprecated functions list","    - `lock_device_ptr` is deprecated. Use `lock_array` instead.","    - `unlock_device_ptr` is deprecated. Use `unlock_array` instead.","","- Bug Fixes:","    - [Boolean indexing giving faulty results](https://github.com/arrayfire/arrayfire-python/issues/68) for multi dimensional arrays.","    - [Enum types comparision failures](https://github.com/arrayfire/arrayfire-python/issues/65) in Python 2.x","    - [Support loading SO versioned libraries](https://github.com/arrayfire/arrayfire-python/issues/64) in Linux and OSX.","    - Fixed typo that prevented changing backend","    - Fixed image processing functions that accepted floating point scalar paramters.","        - Affected functions include: `translate`, `scale`, `skew`, `histogram`, `bilateral`, `mean_shift`.","### v3.2.20151224","- Bug fixes:","    - A default `AF_PATH` is set if none is found as an environment variable.","","- Examples:","    - Heston model example uses a smaller data set to help run on low end GPUs.","","### v3.2.20151214","- Bug fixes:","    - `get_version()` now returns ints instead of `c_int`","    - Fixed bug in 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class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.6.20181017</h3><a id="user-content-v3620181017" class="anchor" aria-label="Permalink: v3.6.20181017" href="#v3620181017"><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>
<ul dir="auto">
<li>Feature parity with ArrayFire v3.6. Refer to the <a href="https://github.com/arrayfire/arrayfire/blob/master/docs/pages/release_notes.md">release notes</a> for more information regarding upstream library improvements in v3.6.
<ul dir="auto">
<li><code>anisotropic_diffusion()</code>: Anisotropic diffusion filter.</li>
<li><code>topk()</code>: Returns top-K elements given an array.</li>
</ul>
</li>
<li>Bug fixes:
<ul dir="auto">
<li>Fixed <code>sift()</code> and <code>gloh()</code>, which were improperly calling the library.</li>
</ul>
</li>
<li>Enhancements:
<ul dir="auto">
<li>Added <code>len()</code> method, which returns <code>array.elements()</code>.</li>
</ul>
</li>
<li>Documentation:
<ul dir="auto">
<li>Documented statistics API.</li>
<li>Corrected <code>sign()</code> documentation.</li>
<li>Modified <code>helloworld</code> example to match C++ lib.</li>
</ul>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.5.20170721</h3><a id="user-content-v3520170721" class="anchor" aria-label="Permalink: v3.5.20170721" href="#v3520170721"><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>
<ul dir="auto">
<li>Bug fixes when using v3.5 of arrayfire libs + graphics</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.5.20170721</h3><a id="user-content-v3520170721-1" class="anchor" aria-label="Permalink: v3.5.20170721" href="#v3520170721-1"><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>
<ul dir="auto">
<li>Bug fixes for canny edge detection</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.5.20170718</h3><a id="user-content-v3520170718" class="anchor" aria-label="Permalink: v3.5.20170718" href="#v3520170718"><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>
<ul dir="auto">
<li>
<p dir="auto">Feature parity with ArrayFire 3.5.</p>
<ul dir="auto">
<li><code>canny</code>: Canny Edge detector</li>
<li><code>Array.scalar</code>: Return the first element of the array</li>
<li><code>dot</code>: Now support option to return scalar</li>
<li><code>print_mem_info</code>: Prints memory being used / locked by arrayfire memory manager.</li>
<li><code>Array.allocated</code>: Returs the amount of memory allocated for the given buffer.</li>
<li><code>set_fft_plan_cache_size</code>: Sets the size of the fft plan cache.</li>
</ul>
</li>
<li>
<p dir="auto">Bug Fixes:</p>
<ul dir="auto">
<li><code>sort_by_key</code> had key and value flipped in documentation.</li>
</ul>
</li>
<li>
<p dir="auto">Improvements and bugfixes from upstream include:</p>
<ul dir="auto">
<li>CUDA backend uses nvrtc instead of nvvm</li>
<li>Performance improvements to arrayfire.reorder</li>
<li>Faster unified backend</li>
<li>You can find more information at arrayfire's <a href="https://github.com/arrayfire/arrayfire/blob/v3.5.0/docs/pages/release_notes.md">release notes</a></li>
</ul>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.4.20170222</h3><a id="user-content-v3420170222" class="anchor" aria-label="Permalink: v3.4.20170222" href="#v3420170222"><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>
<ul dir="auto">
<li>Bugfix: Fixes typo in <code>approx1</code>.</li>
<li>Bugfix: Fixes typo in <code>hamming_matcher</code> and <code>nearest_neighbour</code>.</li>
<li>Bugfix: Added necessary copy and lock mechanisms in interop.py.</li>
<li>Example / Benchmark: New conjugate gradient benchmark.</li>
<li>Feature: Added support to create arrayfire arrays from numba.</li>
<li>Behavior change: af.print() only prints full arrays for smaller sizes.</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.4.20161126</h3><a id="user-content-v3420161126" class="anchor" aria-label="Permalink: v3.4.20161126" href="#v3420161126"><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>
<ul dir="auto">
<li>Fixing memory leak in array creation.</li>
<li>Supporting 16 bit integer types in interop.</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.4.20160925</h3><a id="user-content-v3420160925" class="anchor" aria-label="Permalink: v3.4.20160925" href="#v3420160925"><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>
<ul dir="auto">
<li>
<p dir="auto">Feature parity with ArrayFire 3.4 libs</p>
<ul dir="auto">
<li>
<p dir="auto"><a href="http://arrayfire.org/arrayfire-python/arrayfire.sparse.html#module-arrayfire.sparse" rel="nofollow">Sparse matrix support</a></p>
<ul dir="auto">
<li><code>create_sparse</code></li>
<li><code>create_sparse_from_dense</code></li>
<li><code>create_sparse_from_host</code></li>
<li><code>convert_sparse_to_dense</code></li>
<li><code>convert_sparse</code></li>
<li><code>sparse_get_info</code></li>
<li><code>sparse_get_nnz</code></li>
<li><code>sparse_get_values</code></li>
<li><code>sparse_get_row_idx</code></li>
<li><code>sparse_get_col_idx</code></li>
<li><code>sparse_get_storage</code></li>
</ul>
</li>
<li>
<p dir="auto"><a href="http://arrayfire.org/arrayfire-python/arrayfire.random.html#module-arrayfire.random" rel="nofollow">Random Engine support</a></p>
<ul dir="auto">
<li>Three new random engines, <code>RANDOM_ENGINE.PHILOX</code>, <code>RANDOM_ENGINE.THREEFRY</code>, and <code>RANDOM_ENGINE.MERSENNE</code>.</li>
<li><code>randu</code> and <code>randn</code> now accept an additional engine parameter.</li>
<li><code>set_default_random_engine_type</code></li>
<li><code>get_default_random_engine</code></li>
</ul>
</li>
<li>
<p dir="auto">New functions</p>
<ul dir="auto">
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.algorithm.html?arrayfire.algorithm.scan#arrayfire.algorithm.scan" rel="nofollow"><code>scan</code></a></li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.algorithm.html?arrayfire.algorithm.scan#arrayfire.algorithm.scan_by_key" rel="nofollow"><code>scan_by_key</code></a></li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.arith.html?arrayfire.arith.clamp#arrayfire.arith.clamp" rel="nofollow"><code>clamp</code></a></li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.signal.html#arrayfire.signal.medfilt1" rel="nofollow"><code>medfilt1</code></a></li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.signal.html#arrayfire.signal.medfilt2" rel="nofollow"><code>medfilt2</code></a></li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.image.html#arrayfire.image.moments" rel="nofollow"><code>moments</code></a></li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.library.html#arrayfire.library.get_size_of" rel="nofollow"><code>get_size_of</code></a></li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.get_manual_eval_flag" rel="nofollow"><code>get_manual_eval_flag</code></a></li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.set_manual_eval_flag" rel="nofollow"><code>set_manual_eval_flag</code></a></li>
</ul>
</li>
<li>
<p dir="auto">Behavior changes</p>
<ul dir="auto">
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.device.html#arrayfire.device.eval" rel="nofollow"><code>eval</code></a> now supports fusing kernels.</li>
</ul>
</li>
<li>
<p dir="auto">Graphics updates</p>
<ul dir="auto">
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.plot" rel="nofollow"><code>plot</code></a> updated to take new parameters.</li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.plot2" rel="nofollow"><code>plot2</code></a> added.</li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.scatter" rel="nofollow"><code>scatter</code></a> updated to take new parameters.</li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.scatter2" rel="nofollow"><code>scatter2</code></a> added.</li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.vector_field" rel="nofollow"><code>vector_field</code></a> added.</li>
<li><a href="http://arrayfire.org/arrayfire-python/arrayfire.graphics.html#arrayfire.graphics.Window.set_axes_limits" rel="nofollow"><code>set_axes_limits</code></a> added.</li>
</ul>
</li>
</ul>
</li>
<li>
<p dir="auto">Bug fixes</p>
<ul dir="auto">
<li>ArrayFire now has higher priority when numpy for mixed operations. <sup><a href="https://github.com/arrayfire/arrayfire-python/issues/69" data-hovercard-type="issue" data-hovercard-url="/arrayfire/arrayfire-python/issues/69/hovercard">1</a> <a href="https://github.com/arrayfire/arrayfire-python/pull/71" data-hovercard-type="pull_request" data-hovercard-url="/arrayfire/arrayfire-python/pull/71/hovercard">2</a> </sup></li>
<li>Numpy interoperability issues on Widnows. <sup><a href="https://github.com/arrayfire/arrayfire-python/issues/92" data-hovercard-type="issue" data-hovercard-url="/arrayfire/arrayfire-python/issues/92/hovercard">1</a></sup></li>
<li>Switch to a working backend by default. <sup><a href="https://github.com/arrayfire/arrayfire-python/issues/90" data-hovercard-type="issue" data-hovercard-url="/arrayfire/arrayfire-python/issues/90/hovercard">1</a></sup></li>
<li>Fixed incorrect behavior for Hermitian transpose and QR. <sup><a href="https://github.com/arrayfire/arrayfire-python/issues/91" data-hovercard-type="issue" data-hovercard-url="/arrayfire/arrayfire-python/issues/91/hovercard">1</a></sup></li>
<li><code>array[0:0]</code> now returns empty arrays. <sup><a href="https://github.com/arrayfire/arrayfire-python/issues/26" data-hovercard-type="issue" data-hovercard-url="/arrayfire/arrayfire-python/issues/26/hovercard">1</a></sup></li>
</ul>
</li>
<li>
<p dir="auto">Further Improvements from upstream can be read in the <a href="https://github.com/arrayfire/arrayfire/blob/master/docs/pages/release_notes.md">arrayfire release notes</a>.</p>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.3.20160624</h3><a id="user-content-v3320160624" class="anchor" aria-label="Permalink: v3.3.20160624" href="#v3320160624"><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>
<ul dir="auto">
<li>Adding 16 bit integer support</li>
<li>Adding support for sphinx documentation</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.3.20160516</h3><a id="user-content-v3320160516" class="anchor" aria-label="Permalink: v3.3.20160516" href="#v3320160516"><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>
<ul dir="auto">
<li>
<p dir="auto">Bugfix: Increase arrayfire's priority over numpy for mixed operations</p>
</li>
<li>
<p dir="auto">Added new library functions</p>
<ul dir="auto">
<li><code>get_backend</code> returns backend name</li>
</ul>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.3.20160510</h3><a id="user-content-v3320160510" class="anchor" aria-label="Permalink: v3.3.20160510" href="#v3320160510"><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>
<ul dir="auto">
<li>
<p dir="auto">Bugfix to <code>af.histogram</code></p>
</li>
<li>
<p dir="auto">Added missing functions / methods</p>
<ul dir="auto">
<li><code>gaussian_kernel</code></li>
</ul>
</li>
<li>
<p dir="auto">Added new array properties</p>
<ul dir="auto">
<li><code>Array.T</code> now returns transpose</li>
<li><code>Array.H</code> now returns hermitian transpose</li>
<li><code>Array.shape</code> now allows easier access individual dimensions</li>
</ul>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.3.20160427</h3><a id="user-content-v3320160427" class="anchor" aria-label="Permalink: v3.3.20160427" href="#v3320160427"><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>
<ul dir="auto">
<li>Fixes to numpy interop on Windows</li>
<li>Fixes issues with occasional double free</li>
<li>Fixes to graphics examples</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.3.20160328</h3><a id="user-content-v3320160328" class="anchor" aria-label="Permalink: v3.3.20160328" href="#v3320160328"><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>
<ul dir="auto">
<li>Fixes to make arrayfire-python to work on 32 bit systems</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.3.20160320</h3><a id="user-content-v3320160320" class="anchor" aria-label="Permalink: v3.3.20160320" href="#v3320160320"><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>
<ul dir="auto">
<li>
<p dir="auto">Feature parity with Arrayfire 3.3 libs</p>
<ul dir="auto">
<li>Functions to interact with arryafire's internal data structures.
<ul dir="auto">
<li><code>Array.offset</code></li>
<li><code>Array.strides</code></li>
<li><code>Array.is_owner</code></li>
<li><code>Array.is_linear</code></li>
<li><code>Array.raw_ptr</code></li>
</ul>
</li>
<li>Array constructor now takes <code>offset</code> and <code>strides</code> as optional parameters.</li>
<li>New visualization functions: <code>scatter</code> and <code>scatter3</code></li>
<li>OpenCL backend specific functions:
<ul dir="auto">
<li><code>get_device_type</code></li>
<li><code>get_platform</code></li>
<li><code>add_device_context</code></li>
<li><code>delete_device_context</code></li>
<li><code>set_device_context</code></li>
</ul>
</li>
<li>Functions to allocate and free memory on host and device
<ul dir="auto">
<li><code>alloc_host</code> and <code>free_host</code></li>
<li><code>alloc_pinned</code> and <code>free_pinned</code></li>
<li><code>alloc_device</code> and <code>free_device</code></li>
</ul>
</li>
<li>Function to query which device and backend an array was created on
<ul dir="auto">
<li><code>get_device_id</code></li>
<li><code>get_backend_id</code></li>
</ul>
</li>
<li>Miscellaneous functions
<ul dir="auto">
<li><code>is_lapack_available</code></li>
<li><code>is_image_io_available</code></li>
</ul>
</li>
</ul>
</li>
<li>
<p dir="auto">Interopability</p>
<ul dir="auto">
<li>Transfer PyCUDA GPUArrays using <code>af.pycuda_to_af_array</code></li>
<li>Transfer PyOpenCL Arrays using <code>af.pyopencl_to_af_array</code></li>
<li>New helper function <code>af.to_array</code> added to convert a different <code>array</code> to arrayfire Array.
<ul dir="auto">
<li>This function can be used in place of <code>af.xyz_to_af_array</code> functions mentioned above.</li>
</ul>
</li>
</ul>
</li>
<li>
<p dir="auto">Deprecated functions list</p>
<ul dir="auto">
<li><code>lock_device_ptr</code> is deprecated. Use <code>lock_array</code> instead.</li>
<li><code>unlock_device_ptr</code> is deprecated. Use <code>unlock_array</code> instead.</li>
</ul>
</li>
<li>
<p dir="auto">Bug Fixes:</p>
<ul dir="auto">
<li><a href="https://github.com/arrayfire/arrayfire-python/issues/68" data-hovercard-type="issue" data-hovercard-url="/arrayfire/arrayfire-python/issues/68/hovercard">Boolean indexing giving faulty results</a> for multi dimensional arrays.</li>
<li><a href="https://github.com/arrayfire/arrayfire-python/issues/65" data-hovercard-type="issue" data-hovercard-url="/arrayfire/arrayfire-python/issues/65/hovercard">Enum types comparision failures</a> in Python 2.x</li>
<li><a href="https://github.com/arrayfire/arrayfire-python/issues/64" data-hovercard-type="issue" data-hovercard-url="/arrayfire/arrayfire-python/issues/64/hovercard">Support loading SO versioned libraries</a> in Linux and OSX.</li>
<li>Fixed typo that prevented changing backend</li>
<li>Fixed image processing functions that accepted floating point scalar paramters.
<ul dir="auto">
<li>Affected functions include: <code>translate</code>, <code>scale</code>, <code>skew</code>, <code>histogram</code>, <code>bilateral</code>, <code>mean_shift</code>.</li>
</ul>
</li>
</ul>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.2.20151224</h3><a id="user-content-v3220151224" class="anchor" aria-label="Permalink: v3.2.20151224" href="#v3220151224"><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>
<ul dir="auto">
<li>
<p dir="auto">Bug fixes:</p>
<ul dir="auto">
<li>A default <code>AF_PATH</code> is set if none is found as an environment variable.</li>
</ul>
</li>
<li>
<p dir="auto">Examples:</p>
<ul dir="auto">
<li>Heston model example uses a smaller data set to help run on low end GPUs.</li>
</ul>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.2.20151214</h3><a id="user-content-v3220151214" class="anchor" aria-label="Permalink: v3.2.20151214" href="#v3220151214"><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>
<ul dir="auto">
<li>
<p dir="auto">Bug fixes:</p>
<ul dir="auto">
<li><code>get_version()</code> now returns ints instead of <code>c_int</code></li>
<li>Fixed bug in <code>tests/simple/device.py</code></li>
</ul>
</li>
<li>
<p dir="auto">The module now looks at additional paths when loading ArrayFire libraries.</p>
<ul dir="auto">
<li>Link to the wiki is provided when <code>ctypes.cdll.LoadLibrary</code> fails.</li>
</ul>
</li>
<li>
<p dir="auto">New function:</p>
<ul dir="auto">
<li><code>info_str()</code> returns information similar to <code>info()</code> as a string.</li>
</ul>
</li>
<li>
<p dir="auto">Updated README.md with latest instructions</p>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.2.20151211</h3><a id="user-content-v3220151211" class="anchor" aria-label="Permalink: v3.2.20151211" href="#v3220151211"><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>
<ul dir="auto">
<li>
<p dir="auto">Feature parity with ArrayFire 3.2 libs</p>
<ul dir="auto">
<li>New computer vision functions: <code>sift</code>, <code>gloh</code>, <code>homography</code></li>
<li>New graphics functions: <code>plot3</code>, <code>surface</code></li>
<li>Functions to load and save native images: <code>load_image_native</code>, <code>save_image_native</code></li>
<li>Use <code>unified</code> backend when possible</li>
</ul>
</li>
<li>
<p dir="auto">Added missing functions</p>
<ul dir="auto">
<li><code>eval</code>, <code>init</code>, <code>convolve2_separable</code>, <code>as_type</code> method</li>
<li><code>cuda</code> backend specific functions</li>
<li><code>opencl</code> backend specific functions</li>
<li><code>timeit</code> function to benchmark arrayfire functions</li>
</ul>
</li>
<li>
<p dir="auto">Added new examples</p>
<ul dir="auto">
<li>getting_started: <code>intro</code>, <code>convolve</code></li>
<li>benchmarks: <code>bench_blas</code>, <code>bench_fft</code></li>
<li>financial: <code>monte_carlo_options</code>, <code>black_scholes</code>, <code>heston_model</code></li>
<li>graphics: <code>fractal</code>, <code>histogram</code>, <code>plot3d</code>, <code>conway</code>, <code>surface</code></li>
</ul>
</li>
<li>
<p dir="auto">Bug fixes</p>
<ul dir="auto">
<li>Fixed bug when array types were being reported incorrectly</li>
<li>Fixed various bugs in graphics functions</li>
</ul>
</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.1.20151111</h3><a id="user-content-v3120151111" class="anchor" aria-label="Permalink: v3.1.20151111" href="#v3120151111"><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>
<ul dir="auto">
<li>Feature parity with ArrayFire 3.1 libs</li>
<li>Ability to interop with other python libs</li>
<li>Ability to extract raw device pointers</li>
<li>Load and Save arrays from disk</li>
<li>Improved <code>__repr__</code> support</li>
</ul>
<div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">v3.0.20150914</h3><a id="user-content-v3020150914" class="anchor" aria-label="Permalink: v3.0.20150914" href="#v3020150914"><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>
<ul dir="auto">
<li>Feature parity with ArrayFire 3.0 libs</li>
<li>Ability to switch all backends</li>
<li>Supports both python2 and python3</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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    <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal">
      <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog>
        <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
</svg>
      </button>
      <div class="octocat-spinner tmp-my-6 js-details-dialog-spinner"></div>
    </details-dialog>
  </details>
</template>

    <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;">
  <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;">
  </div>
</div>

    <template id="snippet-clipboard-copy-button">
  <div class="zeroclipboard-container position-absolute right-0 top-0">
    <clipboard-copy aria-label="Copy code to clipboard" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w">
      <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2 tmp-m-2">
    <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path>
</svg>
      <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2 tmp-m-2">
    <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
</svg>
    </clipboard-copy>
  </div>
</template>
<template id="snippet-clipboard-copy-button-unpositioned">
  <div class="zeroclipboard-container">
    <clipboard-copy aria-label="Copy code to clipboard" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w">
      <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon">
    <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path>
</svg>
      <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none">
    <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
</svg>
    </clipboard-copy>
  </div>
</template>




    </div>
    <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div>
    <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div>
  </body>
</html>

