diff --git a/404.html b/404.html index 5f007ea5a0..aece9a7e96 100644 --- a/404.html +++ b/404.html @@ -25,8 +25,8 @@ - - + + diff --git a/assets/css/styles.01bf8255.css b/assets/css/styles.b43ca28b.css similarity index 83% rename from assets/css/styles.01bf8255.css rename to assets/css/styles.b43ca28b.css index c1cc21b456..a9bef0aeb5 100644 --- a/assets/css/styles.01bf8255.css +++ b/assets/css/styles.b43ca28b.css @@ -1 +1 @@ -.col,.container{padding:0 var(--ifm-spacing-horizontal);width:100%}.markdown>h2,.markdown>h3,.markdown>h4,.markdown>h5,.markdown>h6{margin-bottom:calc(var(--ifm-heading-vertical-rhythm-bottom)*var(--ifm-leading))}.markdown li,body{word-wrap:break-word}body,ol ol,ol ul,ul ol,ul ul{margin:0}pre,table{overflow:auto}blockquote,pre{margin:0 0 var(--ifm-spacing-vertical)}.breadcrumbs__link,.button{transition-timing-function:var(--ifm-transition-timing-default)}.button,code{vertical-align:middle}.button--outline.button--active,.button--outline:active,.button--outline:hover,:root{--ifm-button-color:var(--ifm-font-color-base-inverse)}.menu__link:hover,a{transition:color var(--ifm-transition-fast) var(--ifm-transition-timing-default)}.navbar--dark,:root{--ifm-navbar-link-hover-color:var(--ifm-color-primary)}.menu,.navbar-sidebar{overflow-x:hidden}:root,html[data-theme=dark]{--ifm-color-emphasis-500:var(--ifm-color-gray-500)}*,.DocSearch-Container,.DocSearch-Container *{box-sizing:border-box}.toggleButton_gllP,html{-webkit-tap-highlight-color:transparent}#__docusaurus,pre 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#0000001a;--ifm-z-index-dropdown:100;--ifm-z-index-fixed:200;--ifm-z-index-overlay:400;--ifm-container-width:1140px;--ifm-container-width-xl:1320px;--ifm-code-background:#f6f7f8;--ifm-code-border-radius:var(--ifm-global-radius);--ifm-code-font-size:90%;--ifm-code-padding-horizontal:0.1rem;--ifm-code-padding-vertical:0.1rem;--ifm-pre-background:var(--ifm-code-background);--ifm-pre-border-radius:var(--ifm-code-border-radius);--ifm-pre-color:inherit;--ifm-pre-line-height:1.45;--ifm-pre-padding:1rem;--ifm-heading-color:inherit;--ifm-heading-margin-top:0;--ifm-heading-margin-bottom:var(--ifm-spacing-vertical);--ifm-heading-font-family:var(--ifm-font-family-base);--ifm-heading-font-weight:var(--ifm-font-weight-bold);--ifm-heading-line-height:1.25;--ifm-h1-font-size:2rem;--ifm-h2-font-size:1.5rem;--ifm-h3-font-size:1.25rem;--ifm-h4-font-size:1rem;--ifm-h5-font-size:0.875rem;--ifm-h6-font-size:0.85rem;--ifm-image-alignment-padding:1.25rem;--ifm-leading-desktop:1.25;--ifm-leading:calc(var(--ifm-leading-desktop)*1rem);--ifm-list-left-padding:2rem;--ifm-list-margin:1rem;--ifm-list-item-margin:0.25rem;--ifm-list-paragraph-margin:1rem;--ifm-table-cell-padding:0.75rem;--ifm-table-background:#0000;--ifm-table-stripe-background:#00000008;--ifm-table-border-width:1px;--ifm-table-border-color:var(--ifm-color-emphasis-300);--ifm-table-head-background:inherit;--ifm-table-head-color:inherit;--ifm-table-head-font-weight:var(--ifm-font-weight-bold);--ifm-table-cell-color:inherit;--ifm-link-color:var(--ifm-color-primary);--ifm-link-decoration:none;--ifm-link-hover-color:var(--ifm-link-color);--ifm-link-hover-decoration:underline;--ifm-paragraph-margin-bottom:var(--ifm-leading);--ifm-blockquote-font-size:var(--ifm-font-size-base);--ifm-blockquote-border-left-width:2px;--ifm-blockquote-padding-horizontal:var(--ifm-spacing-horizontal);--ifm-blockquote-padding-vertical:0;--ifm-blockquote-shadow:none;--ifm-blockquote-color:var(--ifm-color-emphasis-800);--ifm-blockquote-border-color:var(--ifm-color-emphasis-300);--ifm-hr-background-color:var(--ifm-color-emphasis-500);--ifm-hr-height:1px;--ifm-hr-margin-vertical:1.5rem;--ifm-scrollbar-size:7px;--ifm-scrollbar-track-background-color:#f1f1f1;--ifm-scrollbar-thumb-background-color:silver;--ifm-scrollbar-thumb-hover-background-color:#a7a7a7;--ifm-alert-background-color:inherit;--ifm-alert-border-color:inherit;--ifm-alert-border-radius:var(--ifm-global-radius);--ifm-alert-border-width:0px;--ifm-alert-border-left-width:5px;--ifm-alert-color:var(--ifm-font-color-base);--ifm-alert-padding-horizontal:var(--ifm-spacing-horizontal);--ifm-alert-padding-vertical:var(--ifm-spacing-vertical);--ifm-alert-shadow:var(--ifm-global-shadow-lw);--ifm-avatar-intro-margin:1rem;--ifm-avatar-intro-alignment:inherit;--ifm-avatar-photo-size:3rem;--ifm-badge-background-color:inherit;--ifm-badge-border-color:inherit;--ifm-badge-border-radius:var(--ifm-global-radius);--ifm-badge-border-width:var(--ifm-global-border-width);--ifm-badge-color:var(--ifm-color-white);--ifm-badge-padding-horizontal:calc(var(--ifm-spacing-horizontal)*0.5);--ifm-badge-padding-vertical:calc(var(--ifm-spacing-vertical)*0.25);--ifm-breadcrumb-border-radius:1.5rem;--ifm-breadcrumb-spacing:0.5rem;--ifm-breadcrumb-color-active:var(--ifm-color-primary);--ifm-breadcrumb-item-background-active:var(--ifm-hover-overlay);--ifm-breadcrumb-padding-horizontal:0.8rem;--ifm-breadcrumb-padding-vertical:0.4rem;--ifm-breadcrumb-size-multiplier:1;--ifm-breadcrumb-separator:url('data:image/svg+xml;utf8,');--ifm-breadcrumb-separator-filter:none;--ifm-breadcrumb-separator-size:0.5rem;--ifm-breadcrumb-separator-size-multiplier:1.25;--ifm-button-background-color:inherit;--ifm-button-border-color:var(--ifm-button-background-color);--ifm-button-border-width:var(--ifm-global-border-width);--ifm-button-font-weight:var(--ifm-font-weight-bold);--ifm-button-padding-horizontal:1.5rem;--ifm-button-padding-vertical:0.375rem;--ifm-button-size-multiplier:1;--ifm-button-transition-duration:var(--ifm-transition-fast);--ifm-button-border-radius:calc(var(--ifm-global-radius)*var(--ifm-button-size-multiplier));--ifm-button-group-spacing:2px;--ifm-card-background-color:var(--ifm-background-surface-color);--ifm-card-border-radius:calc(var(--ifm-global-radius)*2);--ifm-card-horizontal-spacing:var(--ifm-global-spacing);--ifm-card-vertical-spacing:var(--ifm-global-spacing);--ifm-toc-border-color:var(--ifm-color-emphasis-300);--ifm-toc-link-color:var(--ifm-color-content-secondary);--ifm-toc-padding-vertical:0.5rem;--ifm-toc-padding-horizontal:0.5rem;--ifm-dropdown-background-color:var(--ifm-background-surface-color);--ifm-dropdown-font-weight:var(--ifm-font-weight-semibold);--ifm-dropdown-link-color:var(--ifm-font-color-base);--ifm-dropdown-hover-background-color:var(--ifm-hover-overlay);--ifm-footer-background-color:var(--ifm-color-emphasis-100);--ifm-footer-color:inherit;--ifm-footer-link-color:var(--ifm-color-emphasis-700);--ifm-footer-link-hover-color:var(--ifm-color-primary);--ifm-foot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button:hover{opacity:1!important}.theme-code-block:hover .buttonGroup__atx button{opacity:.4}:where(:root){--docusaurus-highlighted-code-line-bg:#484d5b}:where([data-theme=dark]){--docusaurus-highlighted-code-line-bg:#646464}.theme-code-block-highlighted-line{background-color:var(--docusaurus-highlighted-code-line-bg);display:block;margin:0 calc(var(--ifm-pre-padding)*-1);padding:0 var(--ifm-pre-padding)}.codeLine_lJS_{counter-increment:a;display:table-row}.codeLineNumber_Tfdd{background:var(--ifm-pre-background);display:table-cell;left:0;overflow-wrap:normal;padding:0 var(--ifm-pre-padding);position:sticky;text-align:right;width:1%}.codeLineNumber_Tfdd:before{content:counter(a);opacity:.4}.codeLineContent_feaV{padding-right:var(--ifm-pre-padding)}.theme-code-block:hover .copyButtonCopied_obH4{opacity:1!important}.copyButtonIcons_eSgA{height:1.125rem;position:relative;width:1.125rem}.copyButtonIcon_y97N,.copyButtonSuccessIcon_LjdS{left:0;position:absolute;top:0;fill:currentColor;height:inherit;opacity:inherit;transition:all var(--ifm-transition-fast) ease;width:inherit}.copyButtonSuccessIcon_LjdS{color:#00d600;left:50%;opacity:0;top:50%;transform:translate(-50%,-50%) scale(.33)}.copyButtonCopied_obH4 .copyButtonIcon_y97N{opacity:0;transform:scale(.33)}.copyButtonCopied_obH4 .copyButtonSuccessIcon_LjdS{opacity:1;transform:translate(-50%,-50%) scale(1);transition-delay:75ms}.wordWrapButtonIcon_Bwma{height:1.2rem;width:1.2rem}.iconEdit_Z9Sw{margin-right:.3em;vertical-align:sub}.details_lb9f{--docusaurus-details-summary-arrow-size:0.38rem;--docusaurus-details-transition:transform 200ms ease;--docusaurus-details-decoration-color:grey}.details_lb9f>summary{cursor:pointer;list-style:none;padding-left:1rem;position:relative}.details_lb9f>summary::-webkit-details-marker{display:none}.details_lb9f>summary:before{border-color:#0000 #0000 #0000 var(--docusaurus-details-decoration-color);border-style:solid;border-width:var(--docusaurus-details-summary-arrow-size);content:"";left:0;position:absolute;top:.45rem;transform:rotate(0);transform-origin:calc(var(--docusaurus-details-summary-arrow-size)/2) 50%;transition:var(--docusaurus-details-transition)}.collapsibleContent_i85q{border-top:1px solid var(--docusaurus-details-decoration-color);margin-top:1rem;padding-top:1rem}.lastUpdated_JAkA{font-size:smaller;font-style:italic;margin-top:.2rem}.tocCollapsibleButton_TO0P{align-items:center;display:flex;font-size:inherit;justify-content:space-between;padding:.4rem .8rem;width:100%}.tocCollapsibleButton_TO0P:after{background:var(--ifm-menu-link-sublist-icon) 50% 50%/2rem 2rem no-repeat;content:"";filter:var(--ifm-menu-link-sublist-icon-filter);height:1.25rem;transform:rotate(180deg);transition:transform var(--ifm-transition-fast);width:1.25rem}.tocCollapsibleButtonExpanded_MG3E:after,.tocCollapsibleExpanded_sAul{transform:none}.tocCollapsible_ETCw{background-color:var(--ifm-menu-color-background-active);border-radius:var(--ifm-global-radius);margin:1rem 0}.tocCollapsibleContent_vkbj>ul{border-left:none;border-top:1px solid var(--ifm-color-emphasis-300);font-size:15px;padding:.2rem 0}.tocCollapsibleContent_vkbj ul li{margin:.4rem .8rem}.details_b_Ee{--docusaurus-details-decoration-color:var(--ifm-alert-border-color);--docusaurus-details-transition:transform var(--ifm-transition-fast) ease;border:1px solid var(--ifm-alert-border-color);margin:0 0 var(--ifm-spacing-vertical)}.containsTaskList_mC6p{list-style:none}.img_ev3q{height:auto}.tableOfContents_bqdL{max-height:calc(100vh - var(--ifm-navbar-height) - 2rem);overflow-y:auto;position:sticky;top:calc(var(--ifm-navbar-height) + 1rem)}.admonition_xJq3{margin-bottom:1em}.admonitionHeading_Gvgb{font:var(--ifm-heading-font-weight) var(--ifm-h5-font-size)/var(--ifm-heading-line-height) var(--ifm-heading-font-family)}.admonitionHeading_Gvgb:not(:last-child){margin-bottom:.3rem}.admonitionHeading_Gvgb code{text-transform:none}.admonitionIcon_Rf37{display:inline-block;margin-right:.4em;vertical-align:middle}.admonitionIcon_Rf37 svg{display:inline-block;height:1.6em;width:1.6em;fill:var(--ifm-alert-foreground-color)}.breadcrumbsContainer_Z_bl{--ifm-breadcrumb-size-multiplier:0.8;margin-bottom:.8rem}.mdxPageWrapper_j9I6{justify-content:center}@media (min-width:997px){.collapseSidebarButton_PEFL,.expandButton_TmdG{background-color:var(--docusaurus-collapse-button-bg)}:root{--docusaurus-announcement-bar-height:30px}.announcementBarClose_gvF7,.announcementBarPlaceholder_vyr4{flex-basis:50px}.collapseSidebarButton_PEFL{border:1px solid var(--ifm-toc-border-color);border-radius:0;bottom:0;display:block!important;height:40px;position:sticky}.collapseSidebarButtonIcon_kv0_{margin-top:4px;transform:rotate(180deg)}.expandButtonIcon_i1dp,[dir=rtl] .collapseSidebarButtonIcon_kv0_{transform:rotate(0)}.collapseSidebarButton_PEFL:focus,.collapseSidebarButton_PEFL:hover,.expandButton_TmdG:focus,.expandButton_TmdG:hover{background-color:var(--docusaurus-collapse-button-bg-hover)}.menuHtmlItem_M9Kj{padding:var(--ifm-menu-link-padding-vertical) var(--ifm-menu-link-padding-horizontal)}.menu_SIkG{flex-grow:1;padding:.5rem}@supports (scrollbar-gutter:stable){.menu_SIkG{padding:.5rem 0 .5rem .5rem;scrollbar-gutter:stable}}.menuWithAnnouncementBar_GW3s{margin-bottom:var(--docusaurus-announcement-bar-height)}.sidebar_njMd{display:flex;flex-direction:column;height:100%;padding-top:var(--ifm-navbar-height);width:var(--doc-sidebar-width)}.sidebarWithHideableNavbar_wUlq{padding-top:0}.sidebarHidden_VK0M{opacity:0;visibility:hidden}.sidebarLogo_isFc{align-items:center;color:inherit!important;display:flex!important;margin:0 var(--ifm-navbar-padding-horizontal);max-height:var(--ifm-navbar-height);min-height:var(--ifm-navbar-height);text-decoration:none!important}.sidebarLogo_isFc img{height:2rem;margin-right:.5rem}.expandButton_TmdG{align-items:center;display:flex;height:100%;justify-content:center;position:absolute;right:0;top:0;transition:background-color var(--ifm-transition-fast) ease;width:100%}[dir=rtl] .expandButtonIcon_i1dp{transform:rotate(180deg)}.docSidebarContainer_YfHR{border-right:1px solid var(--ifm-toc-border-color);clip-path:inset(0);display:block;margin-top:calc(var(--ifm-navbar-height)*-1);transition:width var(--ifm-transition-fast) ease;width:var(--doc-sidebar-width);will-change:width}.docSidebarContainerHidden_DPk8{cursor:pointer;width:var(--doc-sidebar-hidden-width)}.sidebarViewport_aRkj{height:100%;max-height:100vh;position:sticky;top:0}.docMainContainer_TBSr{flex-grow:1;max-width:calc(100% - var(--doc-sidebar-width))}.docMainContainerEnhanced_lQrH{max-width:calc(100% - var(--doc-sidebar-hidden-width))}.docItemWrapperEnhanced_JWYK{max-width:calc(var(--ifm-container-width) + var(--doc-sidebar-width))!important}.navbarSearchContainer_Bca1{padding:var(--ifm-navbar-item-padding-vertical) var(--ifm-navbar-item-padding-horizontal)}.lastUpdated_JAkA{text-align:right}.tocMobile_ITEo{display:none}.docItemCol_VOVn{max-width:75%!important}}@media (min-width:1440px){.container{max-width:var(--ifm-container-width-xl)}}@media (max-width:996px){.col{--ifm-col-width:100%;flex-basis:var(--ifm-col-width);margin-left:0}.footer{--ifm-footer-padding-horizontal:0}.colorModeToggle_DEke,.footer__link-separator,.navbar__item,.tableOfContents_bqdL{display:none}.footer__col{margin-bottom:calc(var(--ifm-spacing-vertical)*3)}.footer__link-item{display:block}.hero{padding-left:0;padding-right:0}.navbar>.container,.navbar>.container-fluid{padding:0}.navbar__toggle{display:inherit}.navbar__search-input{width:9rem}.pills--block,.tabs--block{flex-direction:column}.navbarSearchContainer_Bca1{position:absolute;right:var(--ifm-navbar-padding-horizontal)}.docItemContainer_F8PC{padding:0 .3rem}}@media only screen and (max-width:996px){.searchQueryColumn_RTkw,.searchResultsColumn_JPFH{max-width:60%!important}.searchLogoColumn_rJIA,.searchVersionColumn_ypXd{max-width:40%!important}.searchLogoColumn_rJIA{padding-left:0!important}}@media screen and (max-width:996px){.heroBanner_qdFl{padding:2rem}}@media (max-width:768px){.DocSearch-Button-Keys,.DocSearch-Button-Placeholder,.DocSearch-Commands,.DocSearch-Hit-Tree{display:none}:root{--docsearch-spacing:10px;--docsearch-footer-height:40px}.DocSearch-Dropdown{height:100%;max-height:calc(var(--docsearch-vh,1vh)*100 - var(--docsearch-searchbox-height) - var(--docsearch-spacing) - var(--docsearch-footer-height))}.DocSearch-Container{height:100vh;height:-webkit-fill-available;height:calc(var(--docsearch-vh,1vh)*100);position:absolute}.DocSearch-Footer{border-radius:0;bottom:0;position:absolute}.DocSearch-Hit-content-wrapper{display:flex;position:relative;width:80%}.DocSearch-Modal{border-radius:0;box-shadow:none;height:100vh;height:-webkit-fill-available;height:calc(var(--docsearch-vh,1vh)*100);margin:0;max-width:100%;width:100%}.DocSearch-Cancel{appearance:none;background:none;border:0;color:var(--docsearch-highlight-color);cursor:pointer;display:inline-block;flex:none;font:inherit;font-size:1em;font-weight:500;margin-left:var(--docsearch-spacing);outline:0;overflow:hidden;padding:0;-webkit-user-select:none;user-select:none;white-space:nowrap}}@media (max-width:576px){.markdown h1:first-child{--ifm-h1-font-size:2rem}.markdown>h2{--ifm-h2-font-size:1.5rem}.markdown>h3{--ifm-h3-font-size:1.25rem}}@media screen and (max-width:576px){.searchQueryColumn_RTkw{max-width:100%!important}.searchVersionColumn_ypXd{max-width:100%!important;padding-left:var(--ifm-spacing-horizontal)!important}}@media (hover:hover){.backToTopButton_sjWU:hover{background-color:var(--ifm-color-emphasis-300)}}@media (pointer:fine){.thin-scrollbar{scrollbar-width:thin}.thin-scrollbar::-webkit-scrollbar{height:var(--ifm-scrollbar-size);width:var(--ifm-scrollbar-size)}.thin-scrollbar::-webkit-scrollbar-track{background:var(--ifm-scrollbar-track-background-color);border-radius:10px}.thin-scrollbar::-webkit-scrollbar-thumb{background:var(--ifm-scrollbar-thumb-background-color);border-radius:10px}.thin-scrollbar::-webkit-scrollbar-thumb:hover{background:var(--ifm-scrollbar-thumb-hover-background-color)}}@media (prefers-reduced-motion:reduce){:root{--ifm-transition-fast:0ms;--ifm-transition-slow:0ms}}@media screen and (prefers-reduced-motion:reduce){.DocSearch-Reset{animation:none;appearance:none;background:none;border:0;border-radius:50%;color:var(--docsearch-icon-color);cursor:pointer;right:0;stroke-width:var(--docsearch-icon-stroke-width)}.DocSearch-Hit--deleting,.DocSearch-Hit--favoriting{transition:none}.DocSearch-Hit-action-button:focus,.DocSearch-Hit-action-button:hover{background:#0003;transition:none}}@media print{.announcementBar_mb4j,.footer,.menu,.navbar,.pagination-nav,.table-of-contents,.tocMobile_ITEo{display:none}.tabs{page-break-inside:avoid}.codeBlockLines_e6Vv{white-space:pre-wrap}} \ No newline at end of file +.col,.container{padding:0 var(--ifm-spacing-horizontal);width:100%}.markdown>h2,.markdown>h3,.markdown>h4,.markdown>h5,.markdown>h6{margin-bottom:calc(var(--ifm-heading-vertical-rhythm-bottom)*var(--ifm-leading))}.markdown li,body{word-wrap:break-word}body,ol ol,ol ul,ul ol,ul ul{margin:0}pre,table{overflow:auto}blockquote,pre{margin:0 0 var(--ifm-spacing-vertical)}.breadcrumbs__link,.button{transition-timing-function:var(--ifm-transition-timing-default)}.button,code{vertical-align:middle}.button--outline.button--active,.button--outline:active,.button--outline:hover,:root{--ifm-button-color:var(--ifm-font-color-base-inverse)}.menu__link:hover,a{transition:color var(--ifm-transition-fast) var(--ifm-transition-timing-default)}.navbar--dark,:root{--ifm-navbar-link-hover-color:var(--ifm-color-primary)}.menu,.navbar-sidebar{overflow-x:hidden}:root,html[data-theme=dark]{--ifm-color-emphasis-500:var(--ifm-color-gray-500)}*,.DocSearch-Container,.DocSearch-Container *{box-sizing:border-box}.toggleButton_gllP,html{-webkit-tap-highlight-color:transparent}#__docusaurus,pre code{background-color:initial}:root{--ifm-color-scheme:light;--ifm-dark-value:10%;--ifm-darker-value:15%;--ifm-darkest-value:30%;--ifm-light-value:15%;--ifm-lighter-value:30%;--ifm-lightest-value:50%;--ifm-contrast-background-value:90%;--ifm-contrast-foreground-value:70%;--ifm-contrast-background-dark-value:70%;--ifm-contrast-foreground-dark-value:90%;--ifm-color-primary:#3578e5;--ifm-color-secondary:#ebedf0;--ifm-color-success:#00a400;--ifm-color-info:#54c7ec;--ifm-color-warning:#ffba00;--ifm-color-danger:#fa383e;--ifm-color-primary-dark:#306cce;--ifm-color-primary-darker:#2d66c3;--ifm-color-primary-darkest:#2554a0;--ifm-color-primary-light:#538ce9;--ifm-color-primary-lighter:#72a1ed;--ifm-color-primary-lightest:#9abcf2;--ifm-color-primary-contrast-background:#ebf2fc;--ifm-color-primary-contrast-foreground:#102445;--ifm-color-secondary-dark:#d4d5d8;--ifm-color-secondary-darker:#c8c9cc;--ifm-color-secondary-darkest:#a4a6a8;--ifm-color-secondary-light:#eef0f2;--ifm-color-secondary-lighter:#f1f2f5;--ifm-color-secondary-lightest:#f5f6f8;--ifm-color-secondary-contrast-background:#fdfdfe;--ifm-color-secondary-contrast-foreground:#474748;--ifm-color-success-dark:#009400;--ifm-color-success-darker:#008b00;--ifm-color-success-darkest:#007300;--ifm-color-success-light:#26b226;--ifm-color-success-lighter:#4dbf4d;--ifm-color-success-lightest:#80d280;--ifm-color-success-contrast-background:#e6f6e6;--ifm-color-success-contrast-foreground:#003100;--ifm-color-info-dark:#4cb3d4;--ifm-color-info-darker:#47a9c9;--ifm-color-info-darkest:#3b8ba5;--ifm-color-info-light:#6ecfef;--ifm-color-info-lighter:#87d8f2;--ifm-color-info-lightest:#aae3f6;--ifm-color-info-contrast-background:#eef9fd;--ifm-color-info-contrast-foreground:#193c47;--ifm-color-warning-dark:#e6a700;--ifm-color-warning-darker:#d99e00;--ifm-color-warning-darkest:#b38200;--ifm-color-warning-light:#ffc426;--ifm-color-warning-lighter:#ffcf4d;--ifm-color-warning-lightest:#ffdd80;--ifm-color-warning-contrast-background:#fff8e6;--ifm-color-warning-contrast-foreground:#4d3800;--ifm-color-danger-dark:#e13238;--ifm-color-danger-darker:#d53035;--ifm-color-danger-darkest:#af272b;--ifm-color-danger-light:#fb565b;--ifm-color-danger-lighter:#fb7478;--ifm-color-danger-lightest:#fd9c9f;--ifm-color-danger-contrast-background:#ffebec;--ifm-color-danger-contrast-foreground:#4b1113;--ifm-color-white:#fff;--ifm-color-black:#000;--ifm-color-gray-0:var(--ifm-color-white);--ifm-color-gray-100:#f5f6f7;--ifm-color-gray-200:#ebedf0;--ifm-color-gray-300:#dadde1;--ifm-color-gray-400:#ccd0d5;--ifm-color-gray-500:#bec3c9;--ifm-color-gray-600:#8d949e;--ifm-color-gray-700:#606770;--ifm-color-gray-800:#444950;--ifm-color-gray-900:#1c1e21;--ifm-color-gray-1000:var(--ifm-color-black);--ifm-color-emphasis-0:var(--ifm-color-gray-0);--ifm-color-emphasis-100:var(--ifm-color-gray-100);--ifm-color-emphasis-200:var(--ifm-color-gray-200);--ifm-color-emphasis-300:var(--ifm-color-gray-300);--ifm-color-emphasis-400:var(--ifm-color-gray-400);--ifm-color-emphasis-600:var(--ifm-color-gray-600);--ifm-color-emphasis-700:var(--ifm-color-gray-700);--ifm-color-emphasis-800:var(--ifm-color-gray-800);--ifm-color-emphasis-900:var(--ifm-color-gray-900);--ifm-color-emphasis-1000:var(--ifm-color-gray-1000);--ifm-color-content:var(--ifm-color-emphasis-900);--ifm-color-content-inverse:var(--ifm-color-emphasis-0);--ifm-color-content-secondary:#525860;--ifm-background-color:#0000;--ifm-background-surface-color:var(--ifm-color-content-inverse);--ifm-global-border-width:1px;--ifm-global-radius:0.4rem;--ifm-hover-overlay:#0000000d;--ifm-font-color-base:var(--ifm-color-content);--ifm-font-color-base-inverse:var(--ifm-color-content-inverse);--ifm-font-color-secondary:var(--ifm-color-content-secondary);--ifm-font-family-base:system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,BlinkMacSystemFont,"Segoe UI",Helvetica,Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol";--ifm-font-family-monospace:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;--ifm-font-size-base:100%;--ifm-font-weight-light:300;--ifm-font-weight-normal:400;--ifm-font-weight-semibold:500;--ifm-font-weight-bold:700;--ifm-font-weight-base:var(--ifm-font-weight-normal);--ifm-line-height-base:1.65;--ifm-global-spacing:1rem;--ifm-spacing-vertical:var(--ifm-global-spacing);--ifm-spacing-horizontal:var(--ifm-global-spacing);--ifm-transition-fast:200ms;--ifm-transition-slow:400ms;--ifm-transition-timing-default:cubic-bezier(0.08,0.52,0.52,1);--ifm-global-shadow-lw:0 1px 2px 0 #0000001a;--ifm-global-shadow-md:0 5px 40px #0003;--ifm-global-shadow-tl:0 12px 28px 0 #0003,0 2px 4px 0 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button:hover{opacity:1!important}.theme-code-block:hover .buttonGroup__atx button{opacity:.4}:where(:root){--docusaurus-highlighted-code-line-bg:#484d5b}:where([data-theme=dark]){--docusaurus-highlighted-code-line-bg:#646464}.theme-code-block-highlighted-line{background-color:var(--docusaurus-highlighted-code-line-bg);display:block;margin:0 calc(var(--ifm-pre-padding)*-1);padding:0 var(--ifm-pre-padding)}.codeLine_lJS_{counter-increment:a;display:table-row}.codeLineNumber_Tfdd{background:var(--ifm-pre-background);display:table-cell;left:0;overflow-wrap:normal;padding:0 var(--ifm-pre-padding);position:sticky;text-align:right;width:1%}.codeLineNumber_Tfdd:before{content:counter(a);opacity:.4}.codeLineContent_feaV{padding-right:var(--ifm-pre-padding)}.theme-code-block:hover .copyButtonCopied_obH4{opacity:1!important}.copyButtonIcons_eSgA{height:1.125rem;position:relative;width:1.125rem}.copyButtonIcon_y97N,.copyButtonSuccessIcon_LjdS{left:0;position:absolute;top:0;fill:currentColor;height:inherit;opacity:inherit;transition:all var(--ifm-transition-fast) ease;width:inherit}.copyButtonSuccessIcon_LjdS{color:#00d600;left:50%;opacity:0;top:50%;transform:translate(-50%,-50%) scale(.33)}.copyButtonCopied_obH4 .copyButtonIcon_y97N{opacity:0;transform:scale(.33)}.copyButtonCopied_obH4 .copyButtonSuccessIcon_LjdS{opacity:1;transform:translate(-50%,-50%) scale(1);transition-delay:75ms}.wordWrapButtonIcon_Bwma{height:1.2rem;width:1.2rem}.iconEdit_Z9Sw{margin-right:.3em;vertical-align:sub}.details_lb9f{--docusaurus-details-summary-arrow-size:0.38rem;--docusaurus-details-transition:transform 200ms ease;--docusaurus-details-decoration-color:grey}.details_lb9f>summary{cursor:pointer;list-style:none;padding-left:1rem;position:relative}.details_lb9f>summary::-webkit-details-marker{display:none}.details_lb9f>summary:before{border-color:#0000 #0000 #0000 var(--docusaurus-details-decoration-color);border-style:solid;border-width:var(--docusaurus-details-summary-arrow-size);content:"";left:0;position:absolute;top:.45rem;transform:rotate(0);transform-origin:calc(var(--docusaurus-details-summary-arrow-size)/2) 50%;transition:var(--docusaurus-details-transition)}.collapsibleContent_i85q{border-top:1px solid var(--docusaurus-details-decoration-color);margin-top:1rem;padding-top:1rem}.lastUpdated_JAkA{font-size:smaller;font-style:italic;margin-top:.2rem}.tocCollapsibleButton_TO0P{align-items:center;display:flex;font-size:inherit;justify-content:space-between;padding:.4rem .8rem;width:100%}.tocCollapsibleButton_TO0P:after{background:var(--ifm-menu-link-sublist-icon) 50% 50%/2rem 2rem no-repeat;content:"";filter:var(--ifm-menu-link-sublist-icon-filter);height:1.25rem;transform:rotate(180deg);transition:transform var(--ifm-transition-fast);width:1.25rem}.tocCollapsibleButtonExpanded_MG3E:after,.tocCollapsibleExpanded_sAul{transform:none}.tocCollapsible_ETCw{background-color:var(--ifm-menu-color-background-active);border-radius:var(--ifm-global-radius);margin:1rem 0}.tocCollapsibleContent_vkbj>ul{border-left:none;border-top:1px solid var(--ifm-color-emphasis-300);font-size:15px;padding:.2rem 0}.tocCollapsibleContent_vkbj ul li{margin:.4rem .8rem}.details_b_Ee{--docusaurus-details-decoration-color:var(--ifm-alert-border-color);--docusaurus-details-transition:transform var(--ifm-transition-fast) ease;border:1px solid var(--ifm-alert-border-color);margin:0 0 var(--ifm-spacing-vertical)}.containsTaskList_mC6p{list-style:none}.img_ev3q{height:auto}.tableOfContents_bqdL{max-height:calc(100vh - var(--ifm-navbar-height) - 2rem);overflow-y:auto;position:sticky;top:calc(var(--ifm-navbar-height) + 1rem)}.admonition_xJq3{margin-bottom:1em}.admonitionHeading_Gvgb{font:var(--ifm-heading-font-weight) var(--ifm-h5-font-size)/var(--ifm-heading-line-height) var(--ifm-heading-font-family)}.admonitionHeading_Gvgb:not(:last-child){margin-bottom:.3rem}.admonitionHeading_Gvgb code{text-transform:none}.admonitionIcon_Rf37{display:inline-block;margin-right:.4em;vertical-align:middle}.admonitionIcon_Rf37 svg{display:inline-block;height:1.6em;width:1.6em;fill:var(--ifm-alert-foreground-color)}.breadcrumbsContainer_Z_bl{--ifm-breadcrumb-size-multiplier:0.8;margin-bottom:.8rem}.mdxPageWrapper_j9I6{justify-content:center}@media (min-width:997px){.collapseSidebarButton_PEFL,.expandButton_TmdG{background-color:var(--docusaurus-collapse-button-bg)}:root{--docusaurus-announcement-bar-height:30px}.announcementBarClose_gvF7,.announcementBarPlaceholder_vyr4{flex-basis:50px}.collapseSidebarButton_PEFL{border:1px solid var(--ifm-toc-border-color);border-radius:0;bottom:0;display:block!important;height:40px;position:sticky}.collapseSidebarButtonIcon_kv0_{margin-top:4px;transform:rotate(180deg)}.expandButtonIcon_i1dp,[dir=rtl] .collapseSidebarButtonIcon_kv0_{transform:rotate(0)}.collapseSidebarButton_PEFL:focus,.collapseSidebarButton_PEFL:hover,.expandButton_TmdG:focus,.expandButton_TmdG:hover{background-color:var(--docusaurus-collapse-button-bg-hover)}.menuHtmlItem_M9Kj{padding:var(--ifm-menu-link-padding-vertical) var(--ifm-menu-link-padding-horizontal)}.menu_SIkG{flex-grow:1;padding:.5rem}@supports (scrollbar-gutter:stable){.menu_SIkG{padding:.5rem 0 .5rem .5rem;scrollbar-gutter:stable}}.menuWithAnnouncementBar_GW3s{margin-bottom:var(--docusaurus-announcement-bar-height)}.sidebar_njMd{display:flex;flex-direction:column;height:100%;padding-top:var(--ifm-navbar-height);width:var(--doc-sidebar-width)}.sidebarWithHideableNavbar_wUlq{padding-top:0}.sidebarHidden_VK0M{opacity:0;visibility:hidden}.sidebarLogo_isFc{align-items:center;color:inherit!important;display:flex!important;margin:0 var(--ifm-navbar-padding-horizontal);max-height:var(--ifm-navbar-height);min-height:var(--ifm-navbar-height);text-decoration:none!important}.sidebarLogo_isFc img{height:2rem;margin-right:.5rem}.expandButton_TmdG{align-items:center;display:flex;height:100%;justify-content:center;position:absolute;right:0;top:0;transition:background-color var(--ifm-transition-fast) ease;width:100%}[dir=rtl] .expandButtonIcon_i1dp{transform:rotate(180deg)}.docSidebarContainer_YfHR{border-right:1px solid var(--ifm-toc-border-color);clip-path:inset(0);display:block;margin-top:calc(var(--ifm-navbar-height)*-1);transition:width var(--ifm-transition-fast) ease;width:var(--doc-sidebar-width);will-change:width}.docSidebarContainerHidden_DPk8{cursor:pointer;width:var(--doc-sidebar-hidden-width)}.sidebarViewport_aRkj{height:100%;max-height:100vh;position:sticky;top:0}.docMainContainer_TBSr{flex-grow:1;max-width:calc(100% - var(--doc-sidebar-width))}.docMainContainerEnhanced_lQrH{max-width:calc(100% - var(--doc-sidebar-hidden-width))}.docItemWrapperEnhanced_JWYK{max-width:calc(var(--ifm-container-width) + var(--doc-sidebar-width))!important}.navbarSearchContainer_Bca1{padding:var(--ifm-navbar-item-padding-vertical) var(--ifm-navbar-item-padding-horizontal)}.lastUpdated_JAkA{text-align:right}.tocMobile_ITEo{display:none}.docItemCol_VOVn{max-width:75%!important}}@media (min-width:1440px){.container{max-width:var(--ifm-container-width-xl)}}@media (max-width:996px){.col{--ifm-col-width:100%;flex-basis:var(--ifm-col-width);margin-left:0}.footer{--ifm-footer-padding-horizontal:0}.colorModeToggle_DEke,.footer__link-separator,.navbar__item,.tableOfContents_bqdL{display:none}.footer__col{margin-bottom:calc(var(--ifm-spacing-vertical)*3)}.footer__link-item{display:block}.hero{padding-left:0;padding-right:0}.navbar>.container,.navbar>.container-fluid{padding:0}.navbar__toggle{display:inherit}.navbar__search-input{width:9rem}.pills--block,.tabs--block{flex-direction:column}.navbarSearchContainer_Bca1{position:absolute;right:var(--ifm-navbar-padding-horizontal)}.docItemContainer_F8PC{padding:0 .3rem}}@media only screen and (max-width:996px){.searchQueryColumn_RTkw,.searchResultsColumn_JPFH{max-width:60%!important}.searchLogoColumn_rJIA,.searchVersionColumn_ypXd{max-width:40%!important}.searchLogoColumn_rJIA{padding-left:0!important}}@media screen and (max-width:996px){.heroBanner_qdFl{padding:2rem}}@media (max-width:768px){.DocSearch-Button-Keys,.DocSearch-Button-Placeholder,.DocSearch-Commands,.DocSearch-Hit-Tree{display:none}:root{--docsearch-spacing:10px;--docsearch-footer-height:40px}.DocSearch-Dropdown{height:100%;max-height:calc(var(--docsearch-vh,1vh)*100 - var(--docsearch-searchbox-height) - var(--docsearch-spacing) - var(--docsearch-footer-height))}.DocSearch-Container{height:100vh;height:-webkit-fill-available;height:calc(var(--docsearch-vh,1vh)*100);position:absolute}.DocSearch-Footer{border-radius:0;bottom:0;position:absolute}.DocSearch-Hit-content-wrapper{display:flex;position:relative;width:80%}.DocSearch-Modal{border-radius:0;box-shadow:none;height:100vh;height:-webkit-fill-available;height:calc(var(--docsearch-vh,1vh)*100);margin:0;max-width:100%;width:100%}.DocSearch-Cancel{appearance:none;background:none;border:0;color:var(--docsearch-highlight-color);cursor:pointer;display:inline-block;flex:none;font:inherit;font-size:1em;font-weight:500;margin-left:var(--docsearch-spacing);outline:0;overflow:hidden;padding:0;-webkit-user-select:none;user-select:none;white-space:nowrap}}@media (max-width:576px){.markdown h1:first-child{--ifm-h1-font-size:2rem}.markdown>h2{--ifm-h2-font-size:1.5rem}.markdown>h3{--ifm-h3-font-size:1.25rem}}@media screen and (max-width:576px){.searchQueryColumn_RTkw{max-width:100%!important}.searchVersionColumn_ypXd{max-width:100%!important;padding-left:var(--ifm-spacing-horizontal)!important}}@media (hover:hover){.backToTopButton_sjWU:hover{background-color:var(--ifm-color-emphasis-300)}}@media (pointer:fine){.thin-scrollbar{scrollbar-width:thin}.thin-scrollbar::-webkit-scrollbar{height:var(--ifm-scrollbar-size);width:var(--ifm-scrollbar-size)}.thin-scrollbar::-webkit-scrollbar-track{background:var(--ifm-scrollbar-track-background-color);border-radius:10px}.thin-scrollbar::-webkit-scrollbar-thumb{background:var(--ifm-scrollbar-thumb-background-color);border-radius:10px}.thin-scrollbar::-webkit-scrollbar-thumb:hover{background:var(--ifm-scrollbar-thumb-hover-background-color)}}@media (prefers-reduced-motion:reduce){:root{--ifm-transition-fast:0ms;--ifm-transition-slow:0ms}}@media screen and (prefers-reduced-motion:reduce){.DocSearch-Reset{animation:none;appearance:none;background:none;border:0;border-radius:50%;color:var(--docsearch-icon-color);cursor:pointer;right:0;stroke-width:var(--docsearch-icon-stroke-width)}.DocSearch-Hit--deleting,.DocSearch-Hit--favoriting{transition:none}.DocSearch-Hit-action-button:focus,.DocSearch-Hit-action-button:hover{background:#0003;transition:none}}@media print{.announcementBar_mb4j,.footer,.menu,.navbar,.pagination-nav,.table-of-contents,.tocMobile_ITEo{display:none}.tabs{page-break-inside:avoid}.codeBlockLines_e6Vv{white-space:pre-wrap}} \ No newline at end of file +.col,.container{padding:0 var(--ifm-spacing-horizontal);width:100%}.markdown>h2,.markdown>h3,.markdown>h4,.markdown>h5,.markdown>h6{margin-bottom:calc(var(--ifm-heading-vertical-rhythm-bottom)*var(--ifm-leading))}.markdown li,body{word-wrap:break-word}body,ol ol,ol ul,ul ol,ul ul{margin:0}pre,table{overflow:auto}blockquote,pre{margin:0 0 var(--ifm-spacing-vertical)}.breadcrumbs__link,.button{transition-timing-function:var(--ifm-transition-timing-default)}.button,code{vertical-align:middle}.button--outline.button--active,.button--outline:active,.button--outline:hover,:root{--ifm-button-color:var(--ifm-font-color-base-inverse)}.menu__link:hover,a{transition:color var(--ifm-transition-fast) var(--ifm-transition-timing-default)}.navbar--dark,:root{--ifm-navbar-link-hover-color:var(--ifm-color-primary)}.menu,.navbar-sidebar{overflow-x:hidden}:root,html[data-theme=dark]{--ifm-color-emphasis-500:var(--ifm-color-gray-500)}*,.DocSearch-Container,.DocSearch-Container *{box-sizing:border-box}.toggleButton_gllP,html{-webkit-tap-highlight-color:transparent}#__docusaurus,pre code{background-color:initial}:root{--ifm-color-scheme:light;--ifm-dark-value:10%;--ifm-darker-value:15%;--ifm-darkest-value:30%;--ifm-light-value:15%;--ifm-lighter-value:30%;--ifm-lightest-value:50%;--ifm-contrast-background-value:90%;--ifm-contrast-foreground-value:70%;--ifm-contrast-background-dark-value:70%;--ifm-contrast-foreground-dark-value:90%;--ifm-color-primary:#3578e5;--ifm-color-secondary:#ebedf0;--ifm-color-success:#00a400;--ifm-color-info:#54c7ec;--ifm-color-warning:#ffba00;--ifm-color-danger:#fa383e;--ifm-color-primary-dark:#306cce;--ifm-color-primary-darker:#2d66c3;--ifm-color-primary-darkest:#2554a0;--ifm-color-primary-light:#538ce9;--ifm-color-primary-lighter:#72a1ed;--ifm-color-primary-lightest:#9abcf2;--ifm-color-primary-contrast-background:#ebf2fc;--ifm-color-primary-contrast-foreground:#102445;--ifm-color-secondary-dark:#d4d5d8;--ifm-color-secondary-darker:#c8c9cc;--ifm-color-secondary-darkest:#a4a6a8;--ifm-color-secondary-light:#eef0f2;--ifm-color-secondary-lighter:#f1f2f5;--ifm-color-secondary-lightest:#f5f6f8;--ifm-color-secondary-contrast-background:#fdfdfe;--ifm-color-secondary-contrast-foreground:#474748;--ifm-color-success-dark:#009400;--ifm-color-success-darker:#008b00;--ifm-color-success-darkest:#007300;--ifm-color-success-light:#26b226;--ifm-color-success-lighter:#4dbf4d;--ifm-color-success-lightest:#80d280;--ifm-color-success-contrast-background:#e6f6e6;--ifm-color-success-contrast-foreground:#003100;--ifm-color-info-dark:#4cb3d4;--ifm-color-info-darker:#47a9c9;--ifm-color-info-darkest:#3b8ba5;--ifm-color-info-light:#6ecfef;--ifm-color-info-lighter:#87d8f2;--ifm-color-info-lightest:#aae3f6;--ifm-color-info-contrast-background:#eef9fd;--ifm-color-info-contrast-foreground:#193c47;--ifm-color-warning-dark:#e6a700;--ifm-color-warning-darker:#d99e00;--ifm-color-warning-darkest:#b38200;--ifm-color-warning-light:#ffc426;--ifm-color-warning-lighter:#ffcf4d;--ifm-color-warning-lightest:#ffdd80;--ifm-color-warning-contrast-background:#fff8e6;--ifm-color-warning-contrast-foreground:#4d3800;--ifm-color-danger-dark:#e13238;--ifm-color-danger-darker:#d53035;--ifm-color-danger-darkest:#af272b;--ifm-color-danger-light:#fb565b;--ifm-color-danger-lighter:#fb7478;--ifm-color-danger-lightest:#fd9c9f;--ifm-color-danger-contrast-background:#ffebec;--ifm-color-danger-contrast-foreground:#4b1113;--ifm-color-white:#fff;--ifm-color-black:#000;--ifm-color-gray-0:var(--ifm-color-white);--ifm-color-gray-100:#f5f6f7;--ifm-color-gray-200:#ebedf0;--ifm-color-gray-300:#dadde1;--ifm-color-gray-400:#ccd0d5;--ifm-color-gray-500:#bec3c9;--ifm-color-gray-600:#8d949e;--ifm-color-gray-700:#606770;--ifm-color-gray-800:#444950;--ifm-color-gray-900:#1c1e21;--ifm-color-gray-1000:var(--ifm-color-black);--ifm-color-emphasis-0:var(--ifm-color-gray-0);--ifm-color-emphasis-100:var(--ifm-color-gray-100);--ifm-color-emphasis-200:var(--ifm-color-gray-200);--ifm-color-emphasis-300:var(--ifm-color-gray-300);--ifm-color-emphasis-400:var(--ifm-color-gray-400);--ifm-color-emphasis-600:var(--ifm-color-gray-600);--ifm-color-emphasis-700:var(--ifm-color-gray-700);--ifm-color-emphasis-800:var(--ifm-color-gray-800);--ifm-color-emphasis-900:var(--ifm-color-gray-900);--ifm-color-emphasis-1000:var(--ifm-color-gray-1000);--ifm-color-content:var(--ifm-color-emphasis-900);--ifm-color-content-inverse:var(--ifm-color-emphasis-0);--ifm-color-content-secondary:#525860;--ifm-background-color:#0000;--ifm-background-surface-color:var(--ifm-color-content-inverse);--ifm-global-border-width:1px;--ifm-global-radius:0.4rem;--ifm-hover-overlay:#0000000d;--ifm-font-color-base:var(--ifm-color-content);--ifm-font-color-base-inverse:var(--ifm-color-content-inverse);--ifm-font-color-secondary:var(--ifm-color-content-secondary);--ifm-font-family-base:system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,BlinkMacSystemFont,"Segoe UI",Helvetica,Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol";--ifm-font-family-monospace:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;--ifm-font-size-base:100%;--ifm-font-weight-light:300;--ifm-font-weight-normal:400;--ifm-font-weight-semibold:500;--ifm-font-weight-bold:700;--ifm-font-weight-base:var(--ifm-font-weight-normal);--ifm-line-height-base:1.65;--ifm-global-spacing:1rem;--ifm-spacing-vertical:var(--ifm-global-spacing);--ifm-spacing-horizontal:var(--ifm-global-spacing);--ifm-transition-fast:200ms;--ifm-transition-slow:400ms;--ifm-transition-timing-default:cubic-bezier(0.08,0.52,0.52,1);--ifm-global-shadow-lw:0 1px 2px 0 #0000001a;--ifm-global-shadow-md:0 5px 40px #0003;--ifm-global-shadow-tl:0 12px 28px 0 #0003,0 2px 4px 0 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Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en-US/en/4.2.0/olap&procedure/learn/sampling_api.html b/en-US/en/4.2.0/olap&procedure/learn/sampling_api.html index 89e5f7bd82..dac3b00d74 100644 --- a/en-US/en/4.2.0/olap&procedure/learn/sampling_api.html +++ b/en-US/en/4.2.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

diff --git a/en-US/en/4.2.0/olap&procedure/learn/training.html b/en-US/en/4.2.0/olap&procedure/learn/training.html index ef3a574221..e8b2233e5e 100644 --- a/en-US/en/4.2.0/olap&procedure/learn/training.html +++ b/en-US/en/4.2.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en-US/en/4.2.0/olap&procedure/learn/tutorial.html b/en-US/en/4.2.0/olap&procedure/learn/tutorial.html index f6d8240539..3d3377bad9 100644 --- a/en-US/en/4.2.0/olap&procedure/learn/tutorial.html +++ b/en-US/en/4.2.0/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

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- + + diff --git a/en-US/en/4.3.0/introduction/architecture.html b/en-US/en/4.3.0/introduction/architecture.html index f326d2cf5d..4c6f98769c 100644 --- a/en-US/en/4.3.0/introduction/architecture.html +++ b/en-US/en/4.3.0/introduction/architecture.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/characteristics/htap.html b/en-US/en/4.3.0/introduction/characteristics/htap.html index c1610a23f0..6c181afbd6 100644 --- a/en-US/en/4.3.0/introduction/characteristics/htap.html +++ b/en-US/en/4.3.0/introduction/characteristics/htap.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/characteristics/multi-level-Interfaces.html b/en-US/en/4.3.0/introduction/characteristics/multi-level-Interfaces.html index b7f8a61ab5..de04eaf43e 100644 --- a/en-US/en/4.3.0/introduction/characteristics/multi-level-Interfaces.html +++ b/en-US/en/4.3.0/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/characteristics/performance-oriented.html b/en-US/en/4.3.0/introduction/characteristics/performance-oriented.html index 6db2bf902a..88b46a26c7 100644 --- a/en-US/en/4.3.0/introduction/characteristics/performance-oriented.html +++ b/en-US/en/4.3.0/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/functionality.html b/en-US/en/4.3.0/introduction/functionality.html index 1b3c652bc0..e28dd336f5 100644 --- a/en-US/en/4.3.0/introduction/functionality.html +++ b/en-US/en/4.3.0/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/glossary.html b/en-US/en/4.3.0/introduction/glossary.html index 68f3effde6..35447bfce4 100644 --- a/en-US/en/4.3.0/introduction/glossary.html +++ b/en-US/en/4.3.0/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/scenarios.html b/en-US/en/4.3.0/introduction/scenarios.html index 4b30cb8414..38746cdf78 100644 --- a/en-US/en/4.3.0/introduction/scenarios.html +++ b/en-US/en/4.3.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/schema.html b/en-US/en/4.3.0/introduction/schema.html index e5186057c7..13bf3a6626 100644 --- a/en-US/en/4.3.0/introduction/schema.html +++ b/en-US/en/4.3.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/what-is-gdbms.html b/en-US/en/4.3.0/introduction/what-is-gdbms.html index f67563b59d..952ee5452e 100644 --- a/en-US/en/4.3.0/introduction/what-is-gdbms.html +++ b/en-US/en/4.3.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/what-is-graph.html b/en-US/en/4.3.0/introduction/what-is-graph.html index c127c0cca0..8acd90d8e7 100644 --- a/en-US/en/4.3.0/introduction/what-is-graph.html +++ b/en-US/en/4.3.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/introduction/what-is-tugraph.html b/en-US/en/4.3.0/introduction/what-is-tugraph.html index 3755fdc8c9..6e77f336e1 100644 --- a/en-US/en/4.3.0/introduction/what-is-tugraph.html +++ b/en-US/en/4.3.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/olap&procedure/learn/heterogeneous_graph.html b/en-US/en/4.3.0/olap&procedure/learn/heterogeneous_graph.html index b2a0a80722..eb8dcabbbf 100644 --- a/en-US/en/4.3.0/olap&procedure/learn/heterogeneous_graph.html +++ b/en-US/en/4.3.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en-US/en/4.3.0/olap&procedure/learn/sampling_api.html b/en-US/en/4.3.0/olap&procedure/learn/sampling_api.html index 4e1c1ce1ae..f6420b6019 100644 --- a/en-US/en/4.3.0/olap&procedure/learn/sampling_api.html +++ b/en-US/en/4.3.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

diff --git a/en-US/en/4.3.0/olap&procedure/learn/training.html b/en-US/en/4.3.0/olap&procedure/learn/training.html index f3a54adb51..78c1267362 100644 --- a/en-US/en/4.3.0/olap&procedure/learn/training.html +++ b/en-US/en/4.3.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en-US/en/4.3.0/olap&procedure/learn/tutorial.html b/en-US/en/4.3.0/olap&procedure/learn/tutorial.html index b16d11c7e1..99511c5e88 100644 --- a/en-US/en/4.3.0/olap&procedure/learn/tutorial.html +++ b/en-US/en/4.3.0/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

diff --git a/en-US/en/4.3.0/olap&procedure/olap/algorithms.html b/en-US/en/4.3.0/olap&procedure/olap/algorithms.html index 145df7bfd6..64fda76336 100644 --- a/en-US/en/4.3.0/olap&procedure/olap/algorithms.html +++ b/en-US/en/4.3.0/olap&procedure/olap/algorithms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/olap&procedure/olap/olap-base-api.html b/en-US/en/4.3.0/olap&procedure/olap/olap-base-api.html index e753eeea72..bf122abc30 100644 --- a/en-US/en/4.3.0/olap&procedure/olap/olap-base-api.html +++ b/en-US/en/4.3.0/olap&procedure/olap/olap-base-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/olap&procedure/olap/olap-on-db-api.html b/en-US/en/4.3.0/olap&procedure/olap/olap-on-db-api.html index 60e381639b..ec56933308 100644 --- a/en-US/en/4.3.0/olap&procedure/olap/olap-on-db-api.html +++ b/en-US/en/4.3.0/olap&procedure/olap/olap-on-db-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.0/olap&procedure/olap/olap-on-disk-api.html b/en-US/en/4.3.0/olap&procedure/olap/olap-on-disk-api.html index a24e1a5a83..273585d60a 100644 --- a/en-US/en/4.3.0/olap&procedure/olap/olap-on-disk-api.html +++ b/en-US/en/4.3.0/olap&procedure/olap/olap-on-disk-api.html @@ -25,8 +25,8 @@ - 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- + + -

Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en-US/en/4.3.1/olap&procedure/learn/sampling_api.html b/en-US/en/4.3.1/olap&procedure/learn/sampling_api.html index eb17b648f0..0b4d73801f 100644 --- a/en-US/en/4.3.1/olap&procedure/learn/sampling_api.html +++ b/en-US/en/4.3.1/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

diff --git a/en-US/en/4.3.1/olap&procedure/learn/training.html b/en-US/en/4.3.1/olap&procedure/learn/training.html index 9d3910fb66..ef54459015 100644 --- a/en-US/en/4.3.1/olap&procedure/learn/training.html +++ b/en-US/en/4.3.1/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en-US/en/4.3.1/olap&procedure/learn/tutorial.html b/en-US/en/4.3.1/olap&procedure/learn/tutorial.html index bbff90bcad..08f8dba14e 100644 --- a/en-US/en/4.3.1/olap&procedure/learn/tutorial.html +++ b/en-US/en/4.3.1/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

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- + + diff --git a/en-US/en/4.3.2/introduction/characteristics/performance-oriented.html b/en-US/en/4.3.2/introduction/characteristics/performance-oriented.html index 4a6d4cb01e..a252d8aee8 100644 --- a/en-US/en/4.3.2/introduction/characteristics/performance-oriented.html +++ b/en-US/en/4.3.2/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/introduction/functionality.html b/en-US/en/4.3.2/introduction/functionality.html index 9f2996f9a9..bcf1a026bc 100644 --- a/en-US/en/4.3.2/introduction/functionality.html +++ b/en-US/en/4.3.2/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/introduction/glossary.html b/en-US/en/4.3.2/introduction/glossary.html index 84a6e779e7..4d8a17fc4d 100644 --- a/en-US/en/4.3.2/introduction/glossary.html +++ b/en-US/en/4.3.2/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/introduction/scenarios.html b/en-US/en/4.3.2/introduction/scenarios.html index 005fe2d611..0392592a1f 100644 --- a/en-US/en/4.3.2/introduction/scenarios.html +++ b/en-US/en/4.3.2/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/introduction/schema.html b/en-US/en/4.3.2/introduction/schema.html index a4ff5266be..323dedb5e6 100644 --- a/en-US/en/4.3.2/introduction/schema.html +++ b/en-US/en/4.3.2/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/introduction/what-is-gdbms.html b/en-US/en/4.3.2/introduction/what-is-gdbms.html index d1103287cb..0895a5c37e 100644 --- a/en-US/en/4.3.2/introduction/what-is-gdbms.html +++ b/en-US/en/4.3.2/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/introduction/what-is-graph.html b/en-US/en/4.3.2/introduction/what-is-graph.html index 5d5c1817b6..3dc0f82f3d 100644 --- a/en-US/en/4.3.2/introduction/what-is-graph.html +++ b/en-US/en/4.3.2/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/introduction/what-is-tugraph.html b/en-US/en/4.3.2/introduction/what-is-tugraph.html index aedd1a0d6e..96a4010de8 100644 --- a/en-US/en/4.3.2/introduction/what-is-tugraph.html +++ b/en-US/en/4.3.2/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/learn/heterogeneous_graph.html b/en-US/en/4.3.2/olap&procedure/learn/heterogeneous_graph.html index 8086218274..0ce971cab9 100644 --- a/en-US/en/4.3.2/olap&procedure/learn/heterogeneous_graph.html +++ b/en-US/en/4.3.2/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en-US/en/4.3.2/olap&procedure/learn/sampling_api.html b/en-US/en/4.3.2/olap&procedure/learn/sampling_api.html index 6c57059c54..8988e89773 100644 --- a/en-US/en/4.3.2/olap&procedure/learn/sampling_api.html +++ b/en-US/en/4.3.2/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

diff --git a/en-US/en/4.3.2/olap&procedure/learn/training.html b/en-US/en/4.3.2/olap&procedure/learn/training.html index aa45fb3a0f..6e941319ad 100644 --- a/en-US/en/4.3.2/olap&procedure/learn/training.html +++ b/en-US/en/4.3.2/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en-US/en/4.3.2/olap&procedure/learn/tutorial.html b/en-US/en/4.3.2/olap&procedure/learn/tutorial.html index 419a050d08..230f732960 100644 --- a/en-US/en/4.3.2/olap&procedure/learn/tutorial.html +++ b/en-US/en/4.3.2/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

diff --git a/en-US/en/4.3.2/olap&procedure/olap/algorithms.html b/en-US/en/4.3.2/olap&procedure/olap/algorithms.html index 442d0b19e9..33ea3ca80a 100644 --- a/en-US/en/4.3.2/olap&procedure/olap/algorithms.html +++ b/en-US/en/4.3.2/olap&procedure/olap/algorithms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/olap/olap-base-api.html b/en-US/en/4.3.2/olap&procedure/olap/olap-base-api.html index e9a5be08b2..9641bb38e1 100644 --- a/en-US/en/4.3.2/olap&procedure/olap/olap-base-api.html +++ b/en-US/en/4.3.2/olap&procedure/olap/olap-base-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/olap/olap-on-db-api.html b/en-US/en/4.3.2/olap&procedure/olap/olap-on-db-api.html index 4ae1c788d5..08429230ca 100644 --- a/en-US/en/4.3.2/olap&procedure/olap/olap-on-db-api.html +++ b/en-US/en/4.3.2/olap&procedure/olap/olap-on-db-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/olap/olap-on-disk-api.html b/en-US/en/4.3.2/olap&procedure/olap/olap-on-disk-api.html index b5275b02e0..3efa9a4281 100644 --- a/en-US/en/4.3.2/olap&procedure/olap/olap-on-disk-api.html +++ b/en-US/en/4.3.2/olap&procedure/olap/olap-on-disk-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/olap/python-api.html b/en-US/en/4.3.2/olap&procedure/olap/python-api.html index ca57b10d4b..cef1c2ab04 100644 --- a/en-US/en/4.3.2/olap&procedure/olap/python-api.html +++ b/en-US/en/4.3.2/olap&procedure/olap/python-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/olap/tutorial.html b/en-US/en/4.3.2/olap&procedure/olap/tutorial.html index 7376649da7..952dfbb718 100644 --- a/en-US/en/4.3.2/olap&procedure/olap/tutorial.html +++ b/en-US/en/4.3.2/olap&procedure/olap/tutorial.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/procedure.html b/en-US/en/4.3.2/olap&procedure/procedure.html index b4402c3ec6..e6420d41fe 100644 --- a/en-US/en/4.3.2/olap&procedure/procedure.html +++ b/en-US/en/4.3.2/olap&procedure/procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/procedure/C++-procedure.html b/en-US/en/4.3.2/olap&procedure/procedure/C++-procedure.html index c8122ad180..fffb6d93e5 100644 --- a/en-US/en/4.3.2/olap&procedure/procedure/C++-procedure.html +++ b/en-US/en/4.3.2/olap&procedure/procedure/C++-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/procedure/Python-procedure.html b/en-US/en/4.3.2/olap&procedure/procedure/Python-procedure.html index 55e0b92b29..73cd076a11 100644 --- a/en-US/en/4.3.2/olap&procedure/procedure/Python-procedure.html +++ b/en-US/en/4.3.2/olap&procedure/procedure/Python-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/procedure/Rust-procedure.html b/en-US/en/4.3.2/olap&procedure/procedure/Rust-procedure.html index 35287d5ff6..21be7e1309 100644 --- a/en-US/en/4.3.2/olap&procedure/procedure/Rust-procedure.html +++ b/en-US/en/4.3.2/olap&procedure/procedure/Rust-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/olap&procedure/procedure/traversal.html b/en-US/en/4.3.2/olap&procedure/procedure/traversal.html index a102168791..7ff0790630 100644 --- a/en-US/en/4.3.2/olap&procedure/procedure/traversal.html +++ b/en-US/en/4.3.2/olap&procedure/procedure/traversal.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/en/4.3.2/permission/log.html b/en-US/en/4.3.2/permission/log.html index fe66e14728..42b1d388a5 100644 --- a/en-US/en/4.3.2/permission/log.html +++ b/en-US/en/4.3.2/permission/log.html @@ -25,8 +25,8 @@ - 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- + + diff --git a/en-US/en/4.5.0/olap&procedure/learn/heterogeneous_graph.html b/en-US/en/4.5.0/olap&procedure/learn/heterogeneous_graph.html index cc7de3e8b1..1e2309b820 100644 --- a/en-US/en/4.5.0/olap&procedure/learn/heterogeneous_graph.html +++ b/en-US/en/4.5.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en-US/en/4.5.0/olap&procedure/learn/sampling_api.html b/en-US/en/4.5.0/olap&procedure/learn/sampling_api.html index 916aafc9c8..0cb454e939 100644 --- a/en-US/en/4.5.0/olap&procedure/learn/sampling_api.html +++ b/en-US/en/4.5.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

diff --git a/en-US/en/4.5.0/olap&procedure/learn/training.html b/en-US/en/4.5.0/olap&procedure/learn/training.html index f8d5f21ed0..124a4ffa58 100644 --- a/en-US/en/4.5.0/olap&procedure/learn/training.html +++ b/en-US/en/4.5.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en-US/en/4.5.0/olap&procedure/learn/tutorial.html b/en-US/en/4.5.0/olap&procedure/learn/tutorial.html index 5ae8762c61..98e614e5d5 100644 --- a/en-US/en/4.5.0/olap&procedure/learn/tutorial.html +++ b/en-US/en/4.5.0/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

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- + + diff --git a/en-US/zh/4.2.0/client-tools/rpc-api.html b/en-US/zh/4.2.0/client-tools/rpc-api.html index 7411cded6f..9480ef3ba9 100644 --- a/en-US/zh/4.2.0/client-tools/rpc-api.html +++ b/en-US/zh/4.2.0/client-tools/rpc-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/client-tools/tugraph-ogm.html b/en-US/zh/4.2.0/client-tools/tugraph-ogm.html index 93e7467dca..b934014ffa 100644 --- a/en-US/zh/4.2.0/client-tools/tugraph-ogm.html +++ b/en-US/zh/4.2.0/client-tools/tugraph-ogm.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/contacts.html b/en-US/zh/4.2.0/contacts.html index 017d92a13b..8b807f61b4 100644 --- a/en-US/zh/4.2.0/contacts.html +++ b/en-US/zh/4.2.0/contacts.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/contributor-manual/community-roles.html b/en-US/zh/4.2.0/contributor-manual/community-roles.html index 65726747bf..9a88ed213f 100644 --- a/en-US/zh/4.2.0/contributor-manual/community-roles.html +++ b/en-US/zh/4.2.0/contributor-manual/community-roles.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/contributor-manual/contributing.html b/en-US/zh/4.2.0/contributor-manual/contributing.html index c454f067b2..23de86d408 100644 --- a/en-US/zh/4.2.0/contributor-manual/contributing.html +++ b/en-US/zh/4.2.0/contributor-manual/contributing.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/contributor-manual/corporate-cla.html b/en-US/zh/4.2.0/contributor-manual/corporate-cla.html index afbd0463df..d42d47a02e 100644 --- a/en-US/zh/4.2.0/contributor-manual/corporate-cla.html +++ b/en-US/zh/4.2.0/contributor-manual/corporate-cla.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/contributor-manual/individual-cla.html b/en-US/zh/4.2.0/contributor-manual/individual-cla.html index fde4355d3a..5bc09e2143 100644 --- a/en-US/zh/4.2.0/contributor-manual/individual-cla.html +++ b/en-US/zh/4.2.0/contributor-manual/individual-cla.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/contributor-manual/roadmap.html b/en-US/zh/4.2.0/contributor-manual/roadmap.html index 9500af479e..eaea00d6ee 100644 --- a/en-US/zh/4.2.0/contributor-manual/roadmap.html +++ b/en-US/zh/4.2.0/contributor-manual/roadmap.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/faq.html b/en-US/zh/4.2.0/faq.html index 33b3686254..49245db076 100644 --- a/en-US/zh/4.2.0/faq.html +++ b/en-US/zh/4.2.0/faq.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/guide.html b/en-US/zh/4.2.0/guide.html index 6028abe8e1..725f864714 100644 --- a/en-US/zh/4.2.0/guide.html +++ b/en-US/zh/4.2.0/guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/installation&running/cloud-deployment.html b/en-US/zh/4.2.0/installation&running/cloud-deployment.html index 7014361439..96a97ad37a 100644 --- a/en-US/zh/4.2.0/installation&running/cloud-deployment.html +++ b/en-US/zh/4.2.0/installation&running/cloud-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/installation&running/compile.html b/en-US/zh/4.2.0/installation&running/compile.html index f8f6967c51..9e0d25e0ca 100644 --- a/en-US/zh/4.2.0/installation&running/compile.html +++ b/en-US/zh/4.2.0/installation&running/compile.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/installation&running/docker-deployment.html b/en-US/zh/4.2.0/installation&running/docker-deployment.html index f41c69e22f..21c636372b 100644 --- a/en-US/zh/4.2.0/installation&running/docker-deployment.html +++ b/en-US/zh/4.2.0/installation&running/docker-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/installation&running/environment-mode.html b/en-US/zh/4.2.0/installation&running/environment-mode.html index 436d4a0a8a..fd2e04aeea 100644 --- a/en-US/zh/4.2.0/installation&running/environment-mode.html +++ b/en-US/zh/4.2.0/installation&running/environment-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/installation&running/environment.html b/en-US/zh/4.2.0/installation&running/environment.html index a2fc6dc23a..d1c514cb5d 100644 --- a/en-US/zh/4.2.0/installation&running/environment.html +++ b/en-US/zh/4.2.0/installation&running/environment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/installation&running/high-availability-mode.html b/en-US/zh/4.2.0/installation&running/high-availability-mode.html index 6a64ed5779..62ed812bc4 100644 --- a/en-US/zh/4.2.0/installation&running/high-availability-mode.html +++ b/en-US/zh/4.2.0/installation&running/high-availability-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/installation&running/local-package-deployment.html b/en-US/zh/4.2.0/installation&running/local-package-deployment.html index 95395a3d7f..9a8eadf6cd 100644 --- a/en-US/zh/4.2.0/installation&running/local-package-deployment.html +++ b/en-US/zh/4.2.0/installation&running/local-package-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/installation&running/tugraph-running.html b/en-US/zh/4.2.0/installation&running/tugraph-running.html index 439b5e53d2..3ff02b2d55 100644 --- a/en-US/zh/4.2.0/installation&running/tugraph-running.html +++ b/en-US/zh/4.2.0/installation&running/tugraph-running.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/architecture.html b/en-US/zh/4.2.0/introduction/architecture.html index 55a0970b2b..096df01a87 100644 --- a/en-US/zh/4.2.0/introduction/architecture.html +++ b/en-US/zh/4.2.0/introduction/architecture.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/characteristics/htap.html b/en-US/zh/4.2.0/introduction/characteristics/htap.html index 21757c99dc..35839c45bb 100644 --- a/en-US/zh/4.2.0/introduction/characteristics/htap.html +++ b/en-US/zh/4.2.0/introduction/characteristics/htap.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/characteristics/multi-level-Interfaces.html b/en-US/zh/4.2.0/introduction/characteristics/multi-level-Interfaces.html index 6afb649be3..b52221ba56 100644 --- a/en-US/zh/4.2.0/introduction/characteristics/multi-level-Interfaces.html +++ b/en-US/zh/4.2.0/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/characteristics/performance-oriented.html b/en-US/zh/4.2.0/introduction/characteristics/performance-oriented.html index 4bcfba223b..d372050f40 100644 --- a/en-US/zh/4.2.0/introduction/characteristics/performance-oriented.html +++ b/en-US/zh/4.2.0/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/functionality.html b/en-US/zh/4.2.0/introduction/functionality.html index c33d8f3e02..7f01b9a878 100644 --- a/en-US/zh/4.2.0/introduction/functionality.html +++ b/en-US/zh/4.2.0/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/glossary.html b/en-US/zh/4.2.0/introduction/glossary.html index 4109d6095b..cf45d0fd0f 100644 --- a/en-US/zh/4.2.0/introduction/glossary.html +++ b/en-US/zh/4.2.0/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/scenarios.html b/en-US/zh/4.2.0/introduction/scenarios.html index 3eda20351b..8465aae6a1 100644 --- a/en-US/zh/4.2.0/introduction/scenarios.html +++ b/en-US/zh/4.2.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/schema.html b/en-US/zh/4.2.0/introduction/schema.html index 82aa57a2dc..366db12d98 100644 --- a/en-US/zh/4.2.0/introduction/schema.html +++ b/en-US/zh/4.2.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/what-is-gdbms.html b/en-US/zh/4.2.0/introduction/what-is-gdbms.html index d0ecb8fce1..9ca2f28b1b 100644 --- a/en-US/zh/4.2.0/introduction/what-is-gdbms.html +++ b/en-US/zh/4.2.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/what-is-graph.html b/en-US/zh/4.2.0/introduction/what-is-graph.html index bc8e836dc6..dc3f515271 100644 --- a/en-US/zh/4.2.0/introduction/what-is-graph.html +++ b/en-US/zh/4.2.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/introduction/what-is-tugraph.html b/en-US/zh/4.2.0/introduction/what-is-tugraph.html index a4fb0f4b61..b1a1b1675b 100644 --- a/en-US/zh/4.2.0/introduction/what-is-tugraph.html +++ b/en-US/zh/4.2.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.2.0/olap&procedure/learn/heterogeneous_graph.html b/en-US/zh/4.2.0/olap&procedure/learn/heterogeneous_graph.html index 8d2a4c76e0..6d0af228c7 100644 --- a/en-US/zh/4.2.0/olap&procedure/learn/heterogeneous_graph.html +++ b/en-US/zh/4.2.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,19 +25,19 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

1. 异质图简介

异质图(Heterogeneous Graph)是指由不同类型的节点和边构成的图结构。在异质图中,节点和边可以具有多样化的属性和关系,代表了不同实体以及它们之间的复杂关联。

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

-

异质图提供了一种强大的图模型,能够更好地表达和分析具有多种类型实体和复杂关系的现实世界系统。在不同领域的数据分析和应用中,异质图具有广泛的应用前景和研究价值。

+

异质图提供了一种强大的图模型,能够更好地表达和分析具有多种类型实体和复杂关系的现实世界系统。在不同领域的数据分析和应用中,异质图具有广泛的应用前景和研究价值。

2. 异质图创建

在TuGraph中,一个异构图由一系列边关系构成。每个关系由一个字符串三元组定义 (源节点类型, 边类型, 目标节点类型) 。异质图的创建方式与同质图类似,只是在创建图时需要指定字符串三元组定义。如下所示。

    olapondb = PyOlapOnDB('Empty', db, txn, [("node", "edge", "node")])
diff --git a/en-US/zh/4.2.0/olap&procedure/learn/sampling_api.html b/en-US/zh/4.2.0/olap&procedure/learn/sampling_api.html index b5d1b7787d..65a61fb9c8 100644 --- a/en-US/zh/4.2.0/olap&procedure/learn/sampling_api.html +++ b/en-US/zh/4.2.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

@@ -90,7 +90,7 @@

3.4.Edg

3.5.GetDB算子:

从数据库中获取图数据并转换成所需数据结构。

Process(db_: lgraph_db_python.PyGraphDB, olapondb:lgraph_db_python.PyOlapOnDB, feature_num: size_t, NodeInfo: list, EdgeInfo: list)
-

参数列表: +

参数列表: db_: 图数据库实例。 olapondb: 图分析类。 feature_num: size_t类型,feature特征向量的长度。 diff --git a/en-US/zh/4.2.0/olap&procedure/learn/training.html b/en-US/zh/4.2.0/olap&procedure/learn/training.html index 2e5311c74e..2ec63d79a7 100644 --- a/en-US/zh/4.2.0/olap&procedure/learn/training.html +++ b/en-US/zh/4.2.0/olap&procedure/learn/training.html @@ -25,24 +25,24 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

1. 训练

使用TuGraph 图学习模块进行训练时,可以分为全图训练和mini-batch训练。 全图训练即把全图从TuGraph db加载到内存中,再进行GNN的训练。而mini-batch训练则使用上面提到的TuGraph 图学习模块的采样算子,将全图数据进行采样后,再送入训练框架中进行训练。

-

2. Mini-Batch训练

+

2. Mini-Batch训练

Mini-Batch训练需要使用TuGraph 图学习模块的采样算子,目前支持Neighbor Sampling、Edge Sampling、Random Walk Sampling和Negative Sampling。 TuGraph 图学习模块的采样算子进行采样后的结果以List的形式返回。 下面以Neighbor Sampling为例,介绍如何将采样后的结果,进行格式转换,送入到训练框架中进行训练。 用户需要提供一个Sample类:

-
class TuGraphSample(object):
def __init__(self, args=None):
super(TuGraphSample, self).__init__()
self.args = args

def sample(self, g, seed_nodes):
args = self.args
# 1. 加载图数据
galaxy = PyGalaxy(args.db_path)
galaxy.SetCurrentUser(args.username, args.password)
db = galaxy.OpenGraph(args.graph_name, False)

sample_node = seed_nodes.tolist()
length = args.randomwalk_length
NodeInfo = []
EdgeInfo = []

# 2. 采样方法,结果存储在NodeInfo和EdgeInfo中
if args.sample_method == 'randomwalk':
randomwalk.Process(db, 100, sample_node, length, NodeInfo, EdgeInfo)
elif args.sample_method == 'negative':
negativesample.Process(db, 100)
else:
neighborsample(db, 100, sample_node, args.nbor_sample_num, NodeInfo, EdgeInfo)
del db
del galaxy

# 3. 对结果进行格式转换,使之符合训练格式
remap(EdgeInfo[0], EdgeInfo[1], NodeInfo[0])
g = dgl.graph((EdgeInfo[0], EdgeInfo[1]))
g.ndata['feat'] = torch.tensor(NodeInfo[1])
g.ndata['label'] = torch.tensor(NodeInfo[2])
return g
+
class TuGraphSample(object):
def __init__(self, args=None):
super(TuGraphSample, self).__init__()
self.args = args

def sample(self, g, seed_nodes):
args = self.args
# 1. 加载图数据
galaxy = PyGalaxy(args.db_path)
galaxy.SetCurrentUser(args.username, args.password)
db = galaxy.OpenGraph(args.graph_name, False)

sample_node = seed_nodes.tolist()
length = args.randomwalk_length
NodeInfo = []
EdgeInfo = []

# 2. 采样方法,结果存储在NodeInfo和EdgeInfo中
if args.sample_method == 'randomwalk':
randomwalk.Process(db, 100, sample_node, length, NodeInfo, EdgeInfo)
elif args.sample_method == 'negative':
negativesample.Process(db, 100)
else:
neighborsample(db, 100, sample_node, args.nbor_sample_num, NodeInfo, EdgeInfo)
del db
del galaxy

# 3. 对结果进行格式转换,使之符合训练格式
remap(EdgeInfo[0], EdgeInfo[1], NodeInfo[0])
g = dgl.graph((EdgeInfo[0], EdgeInfo[1]))
g.ndata['feat'] = torch.tensor(NodeInfo[1])
g.ndata['label'] = torch.tensor(NodeInfo[2])
return g

如代码所示,首先将图数据加载到内存中。然后使用采样算子对图数据进行采样,结果存储在NodeInfo和EdgeInfo中。NodeInfo和EdgeInfo是python list结果,其存储的信息结果如下:

diff --git a/en-US/zh/4.2.0/olap&procedure/learn/tutorial.html b/en-US/zh/4.2.0/olap&procedure/learn/tutorial.html index 5d5199bcf1..1a5e360598 100644 --- a/en-US/zh/4.2.0/olap&procedure/learn/tutorial.html +++ b/en-US/zh/4.2.0/olap&procedure/learn/tutorial.html @@ -25,24 +25,24 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

TuGraph 图学习模块将TuGraph中的图数据采样,采样后的顶点和边作为图学习的特征,进行学习训练。运行流程如下图所示: Alt text

3.TuGraph编译及数据准备

-

TuGraph编译请参考:编译 +

TuGraph编译请参考:编译 在build/output目录下执行:

cp -r ../../test/integration/data/ ./ && cp -r ../../learn/examples/* ./

该指令将数据集相关文件拷贝到build/output目录下。

@@ -62,7 +62,7 @@

5. fea 即可进行转换。

6. 采样算子及编译

TuGraph在cython层实现了一种获取全图数据的算子及4种采样算子,具体如下:

-

6.1.采样算子介绍

+

6.1.采样算子介绍

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- + + diff --git a/en-US/zh/4.3.0/contributor-manual/corporate-cla.html b/en-US/zh/4.3.0/contributor-manual/corporate-cla.html index c4f0f527f9..2fe44691c1 100644 --- a/en-US/zh/4.3.0/contributor-manual/corporate-cla.html +++ b/en-US/zh/4.3.0/contributor-manual/corporate-cla.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/contributor-manual/individual-cla.html b/en-US/zh/4.3.0/contributor-manual/individual-cla.html index 163e31ae8b..bea94640e2 100644 --- a/en-US/zh/4.3.0/contributor-manual/individual-cla.html +++ b/en-US/zh/4.3.0/contributor-manual/individual-cla.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/contributor-manual/roadmap.html b/en-US/zh/4.3.0/contributor-manual/roadmap.html index dd67f05ede..61a7203ca8 100644 --- a/en-US/zh/4.3.0/contributor-manual/roadmap.html +++ b/en-US/zh/4.3.0/contributor-manual/roadmap.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/development_guide.html b/en-US/zh/4.3.0/development_guide.html index 631c6cdc59..d3d301f7ba 100644 --- a/en-US/zh/4.3.0/development_guide.html +++ b/en-US/zh/4.3.0/development_guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/faq.html b/en-US/zh/4.3.0/faq.html index bfc0f1983b..315a403391 100644 --- a/en-US/zh/4.3.0/faq.html +++ b/en-US/zh/4.3.0/faq.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/guide.html b/en-US/zh/4.3.0/guide.html index 8349e2a344..4a37dae028 100644 --- a/en-US/zh/4.3.0/guide.html +++ b/en-US/zh/4.3.0/guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/installation&running/cloud-deployment.html b/en-US/zh/4.3.0/installation&running/cloud-deployment.html index c8d0e401b0..81190b123a 100644 --- a/en-US/zh/4.3.0/installation&running/cloud-deployment.html +++ b/en-US/zh/4.3.0/installation&running/cloud-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/installation&running/compile.html b/en-US/zh/4.3.0/installation&running/compile.html index f8f4cd6485..2363562466 100644 --- a/en-US/zh/4.3.0/installation&running/compile.html +++ b/en-US/zh/4.3.0/installation&running/compile.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/installation&running/docker-deployment.html b/en-US/zh/4.3.0/installation&running/docker-deployment.html index 1c7a6258a2..8e688f6d2d 100644 --- a/en-US/zh/4.3.0/installation&running/docker-deployment.html +++ b/en-US/zh/4.3.0/installation&running/docker-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/installation&running/environment-mode.html b/en-US/zh/4.3.0/installation&running/environment-mode.html index b0fefb66c4..f7ea2ed946 100644 --- a/en-US/zh/4.3.0/installation&running/environment-mode.html +++ b/en-US/zh/4.3.0/installation&running/environment-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/installation&running/environment.html b/en-US/zh/4.3.0/installation&running/environment.html index 4dc5486d3a..68b83ed690 100644 --- a/en-US/zh/4.3.0/installation&running/environment.html +++ b/en-US/zh/4.3.0/installation&running/environment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/installation&running/high-availability-mode.html b/en-US/zh/4.3.0/installation&running/high-availability-mode.html index 24be8d4403..5b2b204958 100644 --- a/en-US/zh/4.3.0/installation&running/high-availability-mode.html +++ b/en-US/zh/4.3.0/installation&running/high-availability-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/installation&running/local-package-deployment.html b/en-US/zh/4.3.0/installation&running/local-package-deployment.html index 5b2a489ab2..4690723718 100644 --- a/en-US/zh/4.3.0/installation&running/local-package-deployment.html +++ b/en-US/zh/4.3.0/installation&running/local-package-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/installation&running/tugraph-running.html b/en-US/zh/4.3.0/installation&running/tugraph-running.html index d98e4d7dd2..12aa8cee8e 100644 --- a/en-US/zh/4.3.0/installation&running/tugraph-running.html +++ b/en-US/zh/4.3.0/installation&running/tugraph-running.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/architecture.html b/en-US/zh/4.3.0/introduction/architecture.html index a3ffe01a19..73aa2cf089 100644 --- a/en-US/zh/4.3.0/introduction/architecture.html +++ b/en-US/zh/4.3.0/introduction/architecture.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/characteristics/htap.html b/en-US/zh/4.3.0/introduction/characteristics/htap.html index f739ff76d4..bc8b5a354a 100644 --- a/en-US/zh/4.3.0/introduction/characteristics/htap.html +++ b/en-US/zh/4.3.0/introduction/characteristics/htap.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/characteristics/multi-level-Interfaces.html b/en-US/zh/4.3.0/introduction/characteristics/multi-level-Interfaces.html index 5b562d747b..eed5594056 100644 --- a/en-US/zh/4.3.0/introduction/characteristics/multi-level-Interfaces.html +++ b/en-US/zh/4.3.0/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/characteristics/performance-oriented.html b/en-US/zh/4.3.0/introduction/characteristics/performance-oriented.html index 4177832461..5205fb1284 100644 --- a/en-US/zh/4.3.0/introduction/characteristics/performance-oriented.html +++ b/en-US/zh/4.3.0/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/functionality.html b/en-US/zh/4.3.0/introduction/functionality.html index 81ca29a866..f5d6c9ceec 100644 --- a/en-US/zh/4.3.0/introduction/functionality.html +++ b/en-US/zh/4.3.0/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/glossary.html b/en-US/zh/4.3.0/introduction/glossary.html index 1c3c9d94df..4452027cb5 100644 --- a/en-US/zh/4.3.0/introduction/glossary.html +++ b/en-US/zh/4.3.0/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/scenarios.html b/en-US/zh/4.3.0/introduction/scenarios.html index 65e6c2dfa1..63ad9a3cc2 100644 --- a/en-US/zh/4.3.0/introduction/scenarios.html +++ b/en-US/zh/4.3.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/schema.html b/en-US/zh/4.3.0/introduction/schema.html index dd3efb8d09..3ab6a3a22e 100644 --- a/en-US/zh/4.3.0/introduction/schema.html +++ b/en-US/zh/4.3.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/what-is-gdbms.html b/en-US/zh/4.3.0/introduction/what-is-gdbms.html index 3b54ec91af..c20ddae691 100644 --- a/en-US/zh/4.3.0/introduction/what-is-gdbms.html +++ b/en-US/zh/4.3.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/what-is-graph.html b/en-US/zh/4.3.0/introduction/what-is-graph.html index 26487d71dd..36022694ae 100644 --- a/en-US/zh/4.3.0/introduction/what-is-graph.html +++ b/en-US/zh/4.3.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/introduction/what-is-tugraph.html b/en-US/zh/4.3.0/introduction/what-is-tugraph.html index 71ce27d52f..d30b960520 100644 --- a/en-US/zh/4.3.0/introduction/what-is-tugraph.html +++ b/en-US/zh/4.3.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.0/olap&procedure/learn/heterogeneous_graph.html b/en-US/zh/4.3.0/olap&procedure/learn/heterogeneous_graph.html index 22bec8725c..c20ba58043 100644 --- a/en-US/zh/4.3.0/olap&procedure/learn/heterogeneous_graph.html +++ b/en-US/zh/4.3.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,18 +25,18 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

1. 异质图简介

异质图(Heterogeneous Graph)是指由不同类型的节点和边构成的图结构。在异质图中,节点和边可以具有多样化的属性和关系,代表了不同实体以及它们之间的复杂关联。

-

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

+

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

异质图提供了一种强大的图模型,能够更好地表达和分析具有多种类型实体和复杂关系的现实世界系统。在不同领域的数据分析和应用中,异质图具有广泛的应用前景和研究价值。

2. 异质图创建

在TuGraph中,一个异构图由一系列边关系构成。每个关系由一个字符串三元组定义 (源节点类型, 边类型, 目标节点类型) 。异质图的创建方式与同质图类似,只是在创建图时需要指定字符串三元组定义。如下所示。

@@ -44,7 +44,7 @@

2. 异质

其中,第四个参数为异质图的边关系定义,可以通过该参数,指定筛选的异质图点边类型。如果不指定该参数,则默认将全部点边类型的数据进行构图训练。

3. 异质图查询接口

为了方便用户使用,当用户给定第四个参数时,TuGraph提供了查询异质图点边类型的接口。示例如下所示:

-

3.1 点类型查询接口

+

3.1 点类型查询接口

olapondb.ntypes()

返回值为点类型列表,如['node1', 'node2', 'node3']。

3.2 边类型查询接口

diff --git a/en-US/zh/4.3.0/olap&procedure/learn/sampling_api.html b/en-US/zh/4.3.0/olap&procedure/learn/sampling_api.html index 13a88696f3..9fd17e12d7 100644 --- a/en-US/zh/4.3.0/olap&procedure/learn/sampling_api.html +++ b/en-US/zh/4.3.0/olap&procedure/learn/sampling_api.html @@ -25,19 +25,19 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

1. 概述

本手册介绍使用TuGraph的Sampling API接口。

2. 图数据预处理

-

在采样操作之前,根据图数据路径加载图数据,并映射成olapondb图分析类,代码如下:

+

在采样操作之前,根据图数据路径加载图数据,并映射成olapondb图分析类,代码如下:

galaxy = PyGalaxy(args.db_path) # 根据路径创建一个galaxy实例
galaxy.SetCurrentUser(args.username, args.password) # 设置当前用户
db = galaxy.OpenGraph('default', False) # 打开图数据库指定db
txn = db.CreateReadTxn() # 创建一个事务实例
olapondb = PyOlapOnDB('Empty', db, txn) # 根据图加载方式、图数据库实例、事务实例实例化OlapOnDB
del txn
del db
del galaxy

3. 图采样算子介绍

图采样算子在cython层实现,用于对输入的图进行采样处理,生成的NodeInfo用于保存feature属性、label属性等点信息,EdgeInfo用于保存边信息,这些元数据信息可以被用于特征抽取、网络嵌入等任务中。目前TuGraph图学习模块支持GetDB、NeighborSampling、EdgeSampling、RandomWalkSampling、NegativeSampling五种采样算子。

@@ -74,7 +74,7 @@

3.3.Nagetiv feature_num: size_t类型,feature特征向量的长度。 num_samples: size_t类型,生成不存在边的数量。 NodeInfo: list类型,点属性字典的列表,表示点的元数据信息。 -EdgeInfo: list类型,边属性字典的列表,表示边的元数据信息。 +EdgeInfo: list类型,边属性字典的列表,表示边的元数据信息。 返回值: 无。

3.4.EdgeSampling算子:

根据边采样率,生成采样边的子图。

diff --git a/en-US/zh/4.3.0/olap&procedure/learn/training.html b/en-US/zh/4.3.0/olap&procedure/learn/training.html index 62bdf9848a..2fbbf2ea6a 100644 --- a/en-US/zh/4.3.0/olap&procedure/learn/training.html +++ b/en-US/zh/4.3.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

diff --git a/en-US/zh/4.3.0/olap&procedure/learn/tutorial.html b/en-US/zh/4.3.0/olap&procedure/learn/tutorial.html index 2cae8816fd..ebf1f2d082 100644 --- a/en-US/zh/4.3.0/olap&procedure/learn/tutorial.html +++ b/en-US/zh/4.3.0/olap&procedure/learn/tutorial.html @@ -25,17 +25,17 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

@@ -106,11 +106,11 @@

7. 在build/output文件夹下执行 python3 train_full_cora.py --model_save_path ./cora_model 即可进行训练。 -最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

+最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

8. 模型加载

model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 -使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

+使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

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- + + diff --git a/en-US/zh/4.3.1/faq.html b/en-US/zh/4.3.1/faq.html index 997554694a..39205188c3 100644 --- a/en-US/zh/4.3.1/faq.html +++ b/en-US/zh/4.3.1/faq.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/guide.html b/en-US/zh/4.3.1/guide.html index 169e7961d4..69231252f8 100644 --- a/en-US/zh/4.3.1/guide.html +++ b/en-US/zh/4.3.1/guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/installation&running/cloud-deployment.html b/en-US/zh/4.3.1/installation&running/cloud-deployment.html index d3590f39a9..aa44dffe9b 100644 --- a/en-US/zh/4.3.1/installation&running/cloud-deployment.html +++ b/en-US/zh/4.3.1/installation&running/cloud-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/installation&running/compile.html b/en-US/zh/4.3.1/installation&running/compile.html index 6423daf886..95554daa99 100644 --- a/en-US/zh/4.3.1/installation&running/compile.html +++ b/en-US/zh/4.3.1/installation&running/compile.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/installation&running/docker-deployment.html b/en-US/zh/4.3.1/installation&running/docker-deployment.html index f8d8199258..6043881ff6 100644 --- a/en-US/zh/4.3.1/installation&running/docker-deployment.html +++ b/en-US/zh/4.3.1/installation&running/docker-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/installation&running/environment-mode.html b/en-US/zh/4.3.1/installation&running/environment-mode.html index 184ac3c4a5..74b2f5be42 100644 --- a/en-US/zh/4.3.1/installation&running/environment-mode.html +++ b/en-US/zh/4.3.1/installation&running/environment-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/installation&running/environment.html b/en-US/zh/4.3.1/installation&running/environment.html index fbc53f9db3..3c61e01e23 100644 --- a/en-US/zh/4.3.1/installation&running/environment.html +++ b/en-US/zh/4.3.1/installation&running/environment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/installation&running/high-availability-mode.html b/en-US/zh/4.3.1/installation&running/high-availability-mode.html index da386fe728..1e4d45f32b 100644 --- a/en-US/zh/4.3.1/installation&running/high-availability-mode.html +++ b/en-US/zh/4.3.1/installation&running/high-availability-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/installation&running/local-package-deployment.html b/en-US/zh/4.3.1/installation&running/local-package-deployment.html index 2c608538e2..5ad214c79d 100644 --- a/en-US/zh/4.3.1/installation&running/local-package-deployment.html +++ b/en-US/zh/4.3.1/installation&running/local-package-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/installation&running/tugraph-running.html b/en-US/zh/4.3.1/installation&running/tugraph-running.html index c6076a4783..06e378e21e 100644 --- a/en-US/zh/4.3.1/installation&running/tugraph-running.html +++ b/en-US/zh/4.3.1/installation&running/tugraph-running.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/architecture.html b/en-US/zh/4.3.1/introduction/architecture.html index f2ef5b34ff..0e5ff854a3 100644 --- a/en-US/zh/4.3.1/introduction/architecture.html +++ b/en-US/zh/4.3.1/introduction/architecture.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/characteristics/htap.html b/en-US/zh/4.3.1/introduction/characteristics/htap.html index 8b4dcc1ddb..d65a1ffffd 100644 --- a/en-US/zh/4.3.1/introduction/characteristics/htap.html +++ b/en-US/zh/4.3.1/introduction/characteristics/htap.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/characteristics/multi-level-Interfaces.html b/en-US/zh/4.3.1/introduction/characteristics/multi-level-Interfaces.html index 88335ed3ae..f615b26006 100644 --- a/en-US/zh/4.3.1/introduction/characteristics/multi-level-Interfaces.html +++ b/en-US/zh/4.3.1/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/characteristics/performance-oriented.html b/en-US/zh/4.3.1/introduction/characteristics/performance-oriented.html index c95d072f58..c256f39830 100644 --- a/en-US/zh/4.3.1/introduction/characteristics/performance-oriented.html +++ b/en-US/zh/4.3.1/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/functionality.html b/en-US/zh/4.3.1/introduction/functionality.html index 39d95ae1aa..761fbd9260 100644 --- a/en-US/zh/4.3.1/introduction/functionality.html +++ b/en-US/zh/4.3.1/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/glossary.html b/en-US/zh/4.3.1/introduction/glossary.html index 83bdc9fd96..8691a1bc2a 100644 --- a/en-US/zh/4.3.1/introduction/glossary.html +++ b/en-US/zh/4.3.1/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/scenarios.html b/en-US/zh/4.3.1/introduction/scenarios.html index 170e659bc3..678b9cc523 100644 --- a/en-US/zh/4.3.1/introduction/scenarios.html +++ b/en-US/zh/4.3.1/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/schema.html b/en-US/zh/4.3.1/introduction/schema.html index 04886e10d1..85f91da5f5 100644 --- a/en-US/zh/4.3.1/introduction/schema.html +++ b/en-US/zh/4.3.1/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/what-is-gdbms.html b/en-US/zh/4.3.1/introduction/what-is-gdbms.html index 09fad6515d..901f0ea953 100644 --- a/en-US/zh/4.3.1/introduction/what-is-gdbms.html +++ b/en-US/zh/4.3.1/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/what-is-graph.html b/en-US/zh/4.3.1/introduction/what-is-graph.html index 3d0774bffc..c10c752bc3 100644 --- a/en-US/zh/4.3.1/introduction/what-is-graph.html +++ b/en-US/zh/4.3.1/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/introduction/what-is-tugraph.html b/en-US/zh/4.3.1/introduction/what-is-tugraph.html index 23482e7906..fcc27914e1 100644 --- a/en-US/zh/4.3.1/introduction/what-is-tugraph.html +++ b/en-US/zh/4.3.1/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.1/olap&procedure/learn/heterogeneous_graph.html b/en-US/zh/4.3.1/olap&procedure/learn/heterogeneous_graph.html index f6bb541d89..53dd63c5bb 100644 --- a/en-US/zh/4.3.1/olap&procedure/learn/heterogeneous_graph.html +++ b/en-US/zh/4.3.1/olap&procedure/learn/heterogeneous_graph.html @@ -25,18 +25,18 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

1. 异质图简介

异质图(Heterogeneous Graph)是指由不同类型的节点和边构成的图结构。在异质图中,节点和边可以具有多样化的属性和关系,代表了不同实体以及它们之间的复杂关联。

-

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

+

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

异质图提供了一种强大的图模型,能够更好地表达和分析具有多种类型实体和复杂关系的现实世界系统。在不同领域的数据分析和应用中,异质图具有广泛的应用前景和研究价值。

2. 异质图创建

在TuGraph中,一个异构图由一系列边关系构成。每个关系由一个字符串三元组定义 (源节点类型, 边类型, 目标节点类型) 。异质图的创建方式与同质图类似,只是在创建图时需要指定字符串三元组定义。如下所示。

@@ -44,7 +44,7 @@

2. 异质

其中,第四个参数为异质图的边关系定义,可以通过该参数,指定筛选的异质图点边类型。如果不指定该参数,则默认将全部点边类型的数据进行构图训练。

3. 异质图查询接口

为了方便用户使用,当用户给定第四个参数时,TuGraph提供了查询异质图点边类型的接口。示例如下所示:

-

3.1 点类型查询接口

+

3.1 点类型查询接口

olapondb.ntypes()

返回值为点类型列表,如['node1', 'node2', 'node3']。

3.2 边类型查询接口

diff --git a/en-US/zh/4.3.1/olap&procedure/learn/sampling_api.html b/en-US/zh/4.3.1/olap&procedure/learn/sampling_api.html index 0bb3109903..3a54d27034 100644 --- a/en-US/zh/4.3.1/olap&procedure/learn/sampling_api.html +++ b/en-US/zh/4.3.1/olap&procedure/learn/sampling_api.html @@ -25,19 +25,19 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

1. 概述

本手册介绍使用TuGraph的Sampling API接口。

2. 图数据预处理

-

在采样操作之前,根据图数据路径加载图数据,并映射成olapondb图分析类,代码如下:

+

在采样操作之前,根据图数据路径加载图数据,并映射成olapondb图分析类,代码如下:

galaxy = PyGalaxy(args.db_path) # 根据路径创建一个galaxy实例
galaxy.SetCurrentUser(args.username, args.password) # 设置当前用户
db = galaxy.OpenGraph('default', False) # 打开图数据库指定db
txn = db.CreateReadTxn() # 创建一个事务实例
olapondb = PyOlapOnDB('Empty', db, txn) # 根据图加载方式、图数据库实例、事务实例实例化OlapOnDB
del txn
del db
del galaxy

3. 图采样算子介绍

图采样算子在cython层实现,用于对输入的图进行采样处理,生成的NodeInfo用于保存feature属性、label属性等点信息,EdgeInfo用于保存边信息,这些元数据信息可以被用于特征抽取、网络嵌入等任务中。目前TuGraph图学习模块支持GetDB、NeighborSampling、EdgeSampling、RandomWalkSampling、NegativeSampling五种采样算子。

@@ -74,7 +74,7 @@

3.3.Nagetiv feature_num: size_t类型,feature特征向量的长度。 num_samples: size_t类型,生成不存在边的数量。 NodeInfo: list类型,点属性字典的列表,表示点的元数据信息。 -EdgeInfo: list类型,边属性字典的列表,表示边的元数据信息。 +EdgeInfo: list类型,边属性字典的列表,表示边的元数据信息。 返回值: 无。

3.4.EdgeSampling算子:

根据边采样率,生成采样边的子图。

diff --git a/en-US/zh/4.3.1/olap&procedure/learn/training.html b/en-US/zh/4.3.1/olap&procedure/learn/training.html index 4070dae7ca..b1fcf84f08 100644 --- a/en-US/zh/4.3.1/olap&procedure/learn/training.html +++ b/en-US/zh/4.3.1/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

diff --git a/en-US/zh/4.3.1/olap&procedure/learn/tutorial.html b/en-US/zh/4.3.1/olap&procedure/learn/tutorial.html index 8067721d8d..fe26f94b54 100644 --- a/en-US/zh/4.3.1/olap&procedure/learn/tutorial.html +++ b/en-US/zh/4.3.1/olap&procedure/learn/tutorial.html @@ -25,17 +25,17 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

@@ -106,11 +106,11 @@

7. 在build/output文件夹下执行 python3 train_full_cora.py --model_save_path ./cora_model 即可进行训练。 -最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

+最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

8. 模型加载

model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 -使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

+使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

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- + + diff --git a/en-US/zh/4.3.2/guide.html b/en-US/zh/4.3.2/guide.html index a434a990fc..b33c8d003c 100644 --- a/en-US/zh/4.3.2/guide.html +++ b/en-US/zh/4.3.2/guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/installation&running/cloud-deployment.html b/en-US/zh/4.3.2/installation&running/cloud-deployment.html index 0340107b34..af060b69aa 100644 --- a/en-US/zh/4.3.2/installation&running/cloud-deployment.html +++ b/en-US/zh/4.3.2/installation&running/cloud-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/installation&running/compile.html b/en-US/zh/4.3.2/installation&running/compile.html index c5dacbd014..3e826872f0 100644 --- a/en-US/zh/4.3.2/installation&running/compile.html +++ b/en-US/zh/4.3.2/installation&running/compile.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/installation&running/docker-deployment.html b/en-US/zh/4.3.2/installation&running/docker-deployment.html index 3f6e806399..10c89e4520 100644 --- a/en-US/zh/4.3.2/installation&running/docker-deployment.html +++ b/en-US/zh/4.3.2/installation&running/docker-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/installation&running/environment-mode.html b/en-US/zh/4.3.2/installation&running/environment-mode.html index 00ab876e20..d2ec166b4c 100644 --- a/en-US/zh/4.3.2/installation&running/environment-mode.html +++ b/en-US/zh/4.3.2/installation&running/environment-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/installation&running/environment.html b/en-US/zh/4.3.2/installation&running/environment.html index 1758023cda..cda67079ac 100644 --- a/en-US/zh/4.3.2/installation&running/environment.html +++ b/en-US/zh/4.3.2/installation&running/environment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/installation&running/high-availability-mode.html b/en-US/zh/4.3.2/installation&running/high-availability-mode.html index ffbb1125e4..808209e11b 100644 --- a/en-US/zh/4.3.2/installation&running/high-availability-mode.html +++ b/en-US/zh/4.3.2/installation&running/high-availability-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/installation&running/local-package-deployment.html b/en-US/zh/4.3.2/installation&running/local-package-deployment.html index 955ac2e4b4..313690cd3d 100644 --- a/en-US/zh/4.3.2/installation&running/local-package-deployment.html +++ b/en-US/zh/4.3.2/installation&running/local-package-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/installation&running/tugraph-running.html b/en-US/zh/4.3.2/installation&running/tugraph-running.html index 9d0904fa4d..d56ea295e2 100644 --- a/en-US/zh/4.3.2/installation&running/tugraph-running.html +++ b/en-US/zh/4.3.2/installation&running/tugraph-running.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/architecture.html b/en-US/zh/4.3.2/introduction/architecture.html index 65fde60f25..dc3e973141 100644 --- a/en-US/zh/4.3.2/introduction/architecture.html +++ b/en-US/zh/4.3.2/introduction/architecture.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/characteristics/htap.html b/en-US/zh/4.3.2/introduction/characteristics/htap.html index b47ed1914f..0864aa7b25 100644 --- a/en-US/zh/4.3.2/introduction/characteristics/htap.html +++ b/en-US/zh/4.3.2/introduction/characteristics/htap.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/characteristics/multi-level-Interfaces.html b/en-US/zh/4.3.2/introduction/characteristics/multi-level-Interfaces.html index 7450fc376a..926a5af14f 100644 --- a/en-US/zh/4.3.2/introduction/characteristics/multi-level-Interfaces.html +++ b/en-US/zh/4.3.2/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/characteristics/performance-oriented.html b/en-US/zh/4.3.2/introduction/characteristics/performance-oriented.html index 409123da45..2f0c73a0ce 100644 --- a/en-US/zh/4.3.2/introduction/characteristics/performance-oriented.html +++ b/en-US/zh/4.3.2/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/functionality.html b/en-US/zh/4.3.2/introduction/functionality.html index ff92d5ba13..09f32a18a3 100644 --- a/en-US/zh/4.3.2/introduction/functionality.html +++ b/en-US/zh/4.3.2/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/glossary.html b/en-US/zh/4.3.2/introduction/glossary.html index b9eecfe662..7c7ebc8a90 100644 --- a/en-US/zh/4.3.2/introduction/glossary.html +++ b/en-US/zh/4.3.2/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/scenarios.html b/en-US/zh/4.3.2/introduction/scenarios.html index de9a6d4cee..557cfab6a8 100644 --- a/en-US/zh/4.3.2/introduction/scenarios.html +++ b/en-US/zh/4.3.2/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/schema.html b/en-US/zh/4.3.2/introduction/schema.html index fc76d24b0a..4245cfb606 100644 --- a/en-US/zh/4.3.2/introduction/schema.html +++ b/en-US/zh/4.3.2/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/what-is-gdbms.html b/en-US/zh/4.3.2/introduction/what-is-gdbms.html index 7203ada0ed..457a9a9bbb 100644 --- a/en-US/zh/4.3.2/introduction/what-is-gdbms.html +++ b/en-US/zh/4.3.2/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/what-is-graph.html b/en-US/zh/4.3.2/introduction/what-is-graph.html index d4263d0b38..795a8726ed 100644 --- a/en-US/zh/4.3.2/introduction/what-is-graph.html +++ b/en-US/zh/4.3.2/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/introduction/what-is-tugraph.html b/en-US/zh/4.3.2/introduction/what-is-tugraph.html index f2a84aa3d1..a9eba4b08a 100644 --- a/en-US/zh/4.3.2/introduction/what-is-tugraph.html +++ b/en-US/zh/4.3.2/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.3.2/olap&procedure/learn/heterogeneous_graph.html b/en-US/zh/4.3.2/olap&procedure/learn/heterogeneous_graph.html index e485e194b8..1d2c13926b 100644 --- a/en-US/zh/4.3.2/olap&procedure/learn/heterogeneous_graph.html +++ b/en-US/zh/4.3.2/olap&procedure/learn/heterogeneous_graph.html @@ -25,18 +25,18 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

1. 异质图简介

异质图(Heterogeneous Graph)是指由不同类型的节点和边构成的图结构。在异质图中,节点和边可以具有多样化的属性和关系,代表了不同实体以及它们之间的复杂关联。

-

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

+

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

异质图提供了一种强大的图模型,能够更好地表达和分析具有多种类型实体和复杂关系的现实世界系统。在不同领域的数据分析和应用中,异质图具有广泛的应用前景和研究价值。

2. 异质图创建

在TuGraph中,一个异构图由一系列边关系构成。每个关系由一个字符串三元组定义 (源节点类型, 边类型, 目标节点类型) 。异质图的创建方式与同质图类似,只是在创建图时需要指定字符串三元组定义。如下所示。

@@ -44,7 +44,7 @@

2. 异质

其中,第四个参数为异质图的边关系定义,可以通过该参数,指定筛选的异质图点边类型。如果不指定该参数,则默认将全部点边类型的数据进行构图训练。

3. 异质图查询接口

为了方便用户使用,当用户给定第四个参数时,TuGraph提供了查询异质图点边类型的接口。示例如下所示:

-

3.1 点类型查询接口

+

3.1 点类型查询接口

olapondb.ntypes()

返回值为点类型列表,如['node1', 'node2', 'node3']。

3.2 边类型查询接口

diff --git a/en-US/zh/4.3.2/olap&procedure/learn/sampling_api.html b/en-US/zh/4.3.2/olap&procedure/learn/sampling_api.html index c3e9662846..ff29a41fc0 100644 --- a/en-US/zh/4.3.2/olap&procedure/learn/sampling_api.html +++ b/en-US/zh/4.3.2/olap&procedure/learn/sampling_api.html @@ -25,19 +25,19 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

1. 概述

本手册介绍使用TuGraph的Sampling API接口。

2. 图数据预处理

-

在采样操作之前,根据图数据路径加载图数据,并映射成olapondb图分析类,代码如下:

+

在采样操作之前,根据图数据路径加载图数据,并映射成olapondb图分析类,代码如下:

galaxy = PyGalaxy(args.db_path) # 根据路径创建一个galaxy实例
galaxy.SetCurrentUser(args.username, args.password) # 设置当前用户
db = galaxy.OpenGraph('default', False) # 打开图数据库指定db
txn = db.CreateReadTxn() # 创建一个事务实例
olapondb = PyOlapOnDB('Empty', db, txn) # 根据图加载方式、图数据库实例、事务实例实例化OlapOnDB
del txn
del db
del galaxy

3. 图采样算子介绍

图采样算子在cython层实现,用于对输入的图进行采样处理,生成的NodeInfo用于保存feature属性、label属性等点信息,EdgeInfo用于保存边信息,这些元数据信息可以被用于特征抽取、网络嵌入等任务中。目前TuGraph图学习模块支持GetDB、NeighborSampling、EdgeSampling、RandomWalkSampling、NegativeSampling五种采样算子。

@@ -74,7 +74,7 @@

3.3.Nagetiv feature_num: size_t类型,feature特征向量的长度。 num_samples: size_t类型,生成不存在边的数量。 NodeInfo: list类型,点属性字典的列表,表示点的元数据信息。 -EdgeInfo: list类型,边属性字典的列表,表示边的元数据信息。 +EdgeInfo: list类型,边属性字典的列表,表示边的元数据信息。 返回值: 无。

3.4.EdgeSampling算子:

根据边采样率,生成采样边的子图。

diff --git a/en-US/zh/4.3.2/olap&procedure/learn/training.html b/en-US/zh/4.3.2/olap&procedure/learn/training.html index d9fa2194d1..0e71be954d 100644 --- a/en-US/zh/4.3.2/olap&procedure/learn/training.html +++ b/en-US/zh/4.3.2/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

diff --git a/en-US/zh/4.3.2/olap&procedure/learn/tutorial.html b/en-US/zh/4.3.2/olap&procedure/learn/tutorial.html index b471e784cc..ba167286ce 100644 --- a/en-US/zh/4.3.2/olap&procedure/learn/tutorial.html +++ b/en-US/zh/4.3.2/olap&procedure/learn/tutorial.html @@ -25,17 +25,17 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

@@ -106,11 +106,11 @@

7. 在build/output文件夹下执行 python3 train_full_cora.py --model_save_path ./cora_model 即可进行训练。 -最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

+最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

8. 模型加载

model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 -使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

+使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

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- + + diff --git a/en-US/zh/4.5.0/development_guide.html b/en-US/zh/4.5.0/development_guide.html index ed920e16ea..4fabb27e8c 100644 --- a/en-US/zh/4.5.0/development_guide.html +++ b/en-US/zh/4.5.0/development_guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/faq.html b/en-US/zh/4.5.0/faq.html index 4c29342dea..00f4d09d56 100644 --- a/en-US/zh/4.5.0/faq.html +++ b/en-US/zh/4.5.0/faq.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/guide.html b/en-US/zh/4.5.0/guide.html index 90b62c24fc..f2599cce5d 100644 --- a/en-US/zh/4.5.0/guide.html +++ b/en-US/zh/4.5.0/guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/installation&running/cloud-deployment.html b/en-US/zh/4.5.0/installation&running/cloud-deployment.html index afd54b9a6c..a26dfd1596 100644 --- a/en-US/zh/4.5.0/installation&running/cloud-deployment.html +++ b/en-US/zh/4.5.0/installation&running/cloud-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/installation&running/compile.html b/en-US/zh/4.5.0/installation&running/compile.html index 857f51f7da..ed488f9ffe 100644 --- a/en-US/zh/4.5.0/installation&running/compile.html +++ b/en-US/zh/4.5.0/installation&running/compile.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/installation&running/docker-deployment.html b/en-US/zh/4.5.0/installation&running/docker-deployment.html index 94766651b5..00f003f7a0 100644 --- a/en-US/zh/4.5.0/installation&running/docker-deployment.html +++ b/en-US/zh/4.5.0/installation&running/docker-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/installation&running/environment-mode.html b/en-US/zh/4.5.0/installation&running/environment-mode.html index e1149683cd..fe89582afd 100644 --- a/en-US/zh/4.5.0/installation&running/environment-mode.html +++ b/en-US/zh/4.5.0/installation&running/environment-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/installation&running/environment.html b/en-US/zh/4.5.0/installation&running/environment.html index 092977bd64..9692505367 100644 --- a/en-US/zh/4.5.0/installation&running/environment.html +++ b/en-US/zh/4.5.0/installation&running/environment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/installation&running/high-availability-mode.html b/en-US/zh/4.5.0/installation&running/high-availability-mode.html index 82484f7008..a1e03490bb 100644 --- a/en-US/zh/4.5.0/installation&running/high-availability-mode.html +++ b/en-US/zh/4.5.0/installation&running/high-availability-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/installation&running/local-package-deployment.html b/en-US/zh/4.5.0/installation&running/local-package-deployment.html index e9271a6da7..b9ba72d4c1 100644 --- a/en-US/zh/4.5.0/installation&running/local-package-deployment.html +++ b/en-US/zh/4.5.0/installation&running/local-package-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/installation&running/tugraph-running.html b/en-US/zh/4.5.0/installation&running/tugraph-running.html index 982d06e701..63677047b8 100644 --- a/en-US/zh/4.5.0/installation&running/tugraph-running.html +++ b/en-US/zh/4.5.0/installation&running/tugraph-running.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/architecture.html b/en-US/zh/4.5.0/introduction/architecture.html index b5f727f0b6..5ee3662a88 100644 --- a/en-US/zh/4.5.0/introduction/architecture.html +++ b/en-US/zh/4.5.0/introduction/architecture.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/characteristics/htap.html b/en-US/zh/4.5.0/introduction/characteristics/htap.html index 0233e1c7c9..693f34652a 100644 --- a/en-US/zh/4.5.0/introduction/characteristics/htap.html +++ b/en-US/zh/4.5.0/introduction/characteristics/htap.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/characteristics/multi-level-Interfaces.html b/en-US/zh/4.5.0/introduction/characteristics/multi-level-Interfaces.html index 4b63297d68..2250e5af95 100644 --- a/en-US/zh/4.5.0/introduction/characteristics/multi-level-Interfaces.html +++ b/en-US/zh/4.5.0/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/characteristics/performance-oriented.html b/en-US/zh/4.5.0/introduction/characteristics/performance-oriented.html index 13b918fc52..3c2924ad28 100644 --- a/en-US/zh/4.5.0/introduction/characteristics/performance-oriented.html +++ b/en-US/zh/4.5.0/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/functionality.html b/en-US/zh/4.5.0/introduction/functionality.html index eac7ca979d..b7e749c185 100644 --- a/en-US/zh/4.5.0/introduction/functionality.html +++ b/en-US/zh/4.5.0/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/glossary.html b/en-US/zh/4.5.0/introduction/glossary.html index 653b6aa54e..ecff0fc45c 100644 --- a/en-US/zh/4.5.0/introduction/glossary.html +++ b/en-US/zh/4.5.0/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/scenarios.html b/en-US/zh/4.5.0/introduction/scenarios.html index 95738b1fdd..ad548449ba 100644 --- a/en-US/zh/4.5.0/introduction/scenarios.html +++ b/en-US/zh/4.5.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/schema.html b/en-US/zh/4.5.0/introduction/schema.html index 94b6aa2263..8bbd2573b1 100644 --- a/en-US/zh/4.5.0/introduction/schema.html +++ b/en-US/zh/4.5.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/what-is-gdbms.html b/en-US/zh/4.5.0/introduction/what-is-gdbms.html index 7aab3ddf3a..bf25bfb740 100644 --- a/en-US/zh/4.5.0/introduction/what-is-gdbms.html +++ b/en-US/zh/4.5.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/what-is-graph.html b/en-US/zh/4.5.0/introduction/what-is-graph.html index d10a706394..a6f90638e2 100644 --- a/en-US/zh/4.5.0/introduction/what-is-graph.html +++ b/en-US/zh/4.5.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/introduction/what-is-tugraph.html b/en-US/zh/4.5.0/introduction/what-is-tugraph.html index c62c377a6b..567ddb7628 100644 --- a/en-US/zh/4.5.0/introduction/what-is-tugraph.html +++ b/en-US/zh/4.5.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en-US/zh/4.5.0/olap&procedure/learn/heterogeneous_graph.html b/en-US/zh/4.5.0/olap&procedure/learn/heterogeneous_graph.html index b40d2fb3f1..a62a11fda9 100644 --- a/en-US/zh/4.5.0/olap&procedure/learn/heterogeneous_graph.html +++ b/en-US/zh/4.5.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,18 +25,18 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

1. 异质图简介

异质图(Heterogeneous Graph)是指由不同类型的节点和边构成的图结构。在异质图中,节点和边可以具有多样化的属性和关系,代表了不同实体以及它们之间的复杂关联。

-

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

+

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

异质图提供了一种强大的图模型,能够更好地表达和分析具有多种类型实体和复杂关系的现实世界系统。在不同领域的数据分析和应用中,异质图具有广泛的应用前景和研究价值。

2. 异质图创建

在TuGraph中,一个异构图由一系列边关系构成。每个关系由一个字符串三元组定义 (源节点类型, 边类型, 目标节点类型) 。异质图的创建方式与同质图类似,只是在创建图时需要指定字符串三元组定义。如下所示。

@@ -44,7 +44,7 @@

2. 异质

其中,第四个参数为异质图的边关系定义,可以通过该参数,指定筛选的异质图点边类型。如果不指定该参数,则默认将全部点边类型的数据进行构图训练。

3. 异质图查询接口

为了方便用户使用,当用户给定第四个参数时,TuGraph提供了查询异质图点边类型的接口。示例如下所示:

-

3.1 点类型查询接口

+

3.1 点类型查询接口

olapondb.ntypes()

返回值为点类型列表,如['node1', 'node2', 'node3']。

3.2 边类型查询接口

diff --git a/en-US/zh/4.5.0/olap&procedure/learn/sampling_api.html b/en-US/zh/4.5.0/olap&procedure/learn/sampling_api.html index aab35a1e71..cf99533754 100644 --- a/en-US/zh/4.5.0/olap&procedure/learn/sampling_api.html +++ b/en-US/zh/4.5.0/olap&procedure/learn/sampling_api.html @@ -25,19 +25,19 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

1. 概述

本手册介绍使用TuGraph的Sampling API接口。

2. 图数据预处理

-

在采样操作之前,根据图数据路径加载图数据,并映射成olapondb图分析类,代码如下:

+

在采样操作之前,根据图数据路径加载图数据,并映射成olapondb图分析类,代码如下:

galaxy = PyGalaxy(args.db_path) # 根据路径创建一个galaxy实例
galaxy.SetCurrentUser(args.username, args.password) # 设置当前用户
db = galaxy.OpenGraph('default', False) # 打开图数据库指定db
txn = db.CreateReadTxn() # 创建一个事务实例
olapondb = PyOlapOnDB('Empty', db, txn) # 根据图加载方式、图数据库实例、事务实例实例化OlapOnDB
del txn
del db
del galaxy

3. 图采样算子介绍

图采样算子在cython层实现,用于对输入的图进行采样处理,生成的NodeInfo用于保存feature属性、label属性等点信息,EdgeInfo用于保存边信息,这些元数据信息可以被用于特征抽取、网络嵌入等任务中。目前TuGraph图学习模块支持GetDB、NeighborSampling、EdgeSampling、RandomWalkSampling、NegativeSampling五种采样算子。

@@ -74,7 +74,7 @@

3.3.Nagetiv feature_num: size_t类型,feature特征向量的长度。 num_samples: size_t类型,生成不存在边的数量。 NodeInfo: list类型,点属性字典的列表,表示点的元数据信息。 -EdgeInfo: list类型,边属性字典的列表,表示边的元数据信息。 +EdgeInfo: list类型,边属性字典的列表,表示边的元数据信息。 返回值: 无。

3.4.EdgeSampling算子:

根据边采样率,生成采样边的子图。

diff --git a/en-US/zh/4.5.0/olap&procedure/learn/training.html b/en-US/zh/4.5.0/olap&procedure/learn/training.html index 0dd389b612..658764a45c 100644 --- a/en-US/zh/4.5.0/olap&procedure/learn/training.html +++ b/en-US/zh/4.5.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

diff --git a/en-US/zh/4.5.0/olap&procedure/learn/tutorial.html b/en-US/zh/4.5.0/olap&procedure/learn/tutorial.html index 843cd0188a..ff2c3c1ed8 100644 --- a/en-US/zh/4.5.0/olap&procedure/learn/tutorial.html +++ b/en-US/zh/4.5.0/olap&procedure/learn/tutorial.html @@ -25,17 +25,17 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

@@ -106,11 +106,11 @@

7. 在build/output文件夹下执行 python3 train_full_cora.py --model_save_path ./cora_model 即可进行训练。 -最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

+最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

8. 模型加载

model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 -使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

+使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

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Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en/4.2.0/olap&procedure/learn/sampling_api.html b/en/4.2.0/olap&procedure/learn/sampling_api.html index 8dc8bb4157..f504924eeb 100644 --- a/en/4.2.0/olap&procedure/learn/sampling_api.html +++ b/en/4.2.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

@@ -41,7 +41,7 @@

2
galaxy = PyGalaxy(args.db_path) # Create a galaxy instance based on the path
galaxy.SetCurrentUser(args.username, args.password) # Set the current user
db = galaxy.OpenGraph('default', False) # Open the graph database specified by db
txn = db.CreateReadTxn() # Create a transaction instance
olapondb = PyOlapOnDB('Empty', db, txn) # Instantiate OlapOnDB based on the graph loading method, graph database instance, and transaction instance
del txn
del db
del galaxy

3. Introduction to Sampling Operators

The graph sampling operator is implemented in the cython layer and is used to sample the input graph. The generated NodeInfo is used to save point information such as feature attributes and label attributes, and EdgeInfo is used to save edge information. These metadata information can be used for features Extraction, network embedding and other tasks. Currently, the TuGraph graph learning module supports five sampling operators: GetDB, NeighborSampling, EdgeSampling, RandomWalkSampling, and NegativeSampling.

-

3.1.RandomWalk Operator

+

3.1.RandomWalk Operator

Random walks are performed a specified number of times around the sampling nodes to obtain the sampling subgraph.

Process(db_: lgraph_db_python.PyGraphDB, olapondb: lgraph_db_python.PyOlapOnDB, feature_num: size_t, sample_node: list, step: size_t, NodeInfo: list, EdgeInfo: list)

Parameter list:

diff --git a/en/4.2.0/olap&procedure/learn/training.html b/en/4.2.0/olap&procedure/learn/training.html index 696e7e1986..d804c7b1d0 100644 --- a/en/4.2.0/olap&procedure/learn/training.html +++ b/en/4.2.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en/4.2.0/olap&procedure/learn/tutorial.html b/en/4.2.0/olap&procedure/learn/tutorial.html index 620f45aae8..2087475845 100644 --- a/en/4.2.0/olap&procedure/learn/tutorial.html +++ b/en/4.2.0/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

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- + + diff --git a/en/4.3.0/introduction/characteristics/performance-oriented.html b/en/4.3.0/introduction/characteristics/performance-oriented.html index 1de6f024b9..2ae1e0237d 100644 --- a/en/4.3.0/introduction/characteristics/performance-oriented.html +++ b/en/4.3.0/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.0/introduction/functionality.html b/en/4.3.0/introduction/functionality.html index 21a674d7e1..896cf4e536 100644 --- a/en/4.3.0/introduction/functionality.html +++ b/en/4.3.0/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.0/introduction/glossary.html b/en/4.3.0/introduction/glossary.html index 549f8ada30..9c55e02171 100644 --- a/en/4.3.0/introduction/glossary.html +++ b/en/4.3.0/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.0/introduction/scenarios.html b/en/4.3.0/introduction/scenarios.html index e786518503..65a5197189 100644 --- a/en/4.3.0/introduction/scenarios.html +++ b/en/4.3.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.0/introduction/schema.html b/en/4.3.0/introduction/schema.html index 598e333f58..b876f13a72 100644 --- a/en/4.3.0/introduction/schema.html +++ b/en/4.3.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.0/introduction/what-is-gdbms.html b/en/4.3.0/introduction/what-is-gdbms.html index 4ece57af6a..3a4af177cf 100644 --- a/en/4.3.0/introduction/what-is-gdbms.html +++ b/en/4.3.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.0/introduction/what-is-graph.html b/en/4.3.0/introduction/what-is-graph.html index 16efeb86e6..de30b3cb92 100644 --- a/en/4.3.0/introduction/what-is-graph.html +++ b/en/4.3.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.0/introduction/what-is-tugraph.html b/en/4.3.0/introduction/what-is-tugraph.html index 869b77d466..4ede6f602c 100644 --- a/en/4.3.0/introduction/what-is-tugraph.html +++ b/en/4.3.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.0/olap&procedure/learn/heterogeneous_graph.html b/en/4.3.0/olap&procedure/learn/heterogeneous_graph.html index 6f787d61f2..73785dcc8a 100644 --- a/en/4.3.0/olap&procedure/learn/heterogeneous_graph.html +++ b/en/4.3.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en/4.3.0/olap&procedure/learn/sampling_api.html b/en/4.3.0/olap&procedure/learn/sampling_api.html index 0888f6eb85..f4d7cb7caa 100644 --- a/en/4.3.0/olap&procedure/learn/sampling_api.html +++ b/en/4.3.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

@@ -41,7 +41,7 @@

2
galaxy = PyGalaxy(args.db_path) # Create a galaxy instance based on the path
galaxy.SetCurrentUser(args.username, args.password) # Set the current user
db = galaxy.OpenGraph('default', False) # Open the graph database specified by db
txn = db.CreateReadTxn() # Create a transaction instance
olapondb = PyOlapOnDB('Empty', db, txn) # Instantiate OlapOnDB based on the graph loading method, graph database instance, and transaction instance
del txn
del db
del galaxy

3. Introduction to Sampling Operators

The graph sampling operator is implemented in the cython layer and is used to sample the input graph. The generated NodeInfo is used to save point information such as feature attributes and label attributes, and EdgeInfo is used to save edge information. These metadata information can be used for features Extraction, network embedding and other tasks. Currently, the TuGraph graph learning module supports five sampling operators: GetDB, NeighborSampling, EdgeSampling, RandomWalkSampling, and NegativeSampling.

-

3.1.RandomWalk Operator

+

3.1.RandomWalk Operator

Random walks are performed a specified number of times around the sampling nodes to obtain the sampling subgraph.

Process(db_: lgraph_db_python.PyGraphDB, olapondb: lgraph_db_python.PyOlapOnDB, feature_num: size_t, sample_node: list, step: size_t, NodeInfo: list, EdgeInfo: list)

Parameter list:

diff --git a/en/4.3.0/olap&procedure/learn/training.html b/en/4.3.0/olap&procedure/learn/training.html index dbd0a0ca40..aacff8dfec 100644 --- a/en/4.3.0/olap&procedure/learn/training.html +++ b/en/4.3.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en/4.3.0/olap&procedure/learn/tutorial.html b/en/4.3.0/olap&procedure/learn/tutorial.html index 9e68033b23..1b0e6768d6 100644 --- a/en/4.3.0/olap&procedure/learn/tutorial.html +++ b/en/4.3.0/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

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- + + diff --git a/en/4.3.1/introduction/characteristics/performance-oriented.html b/en/4.3.1/introduction/characteristics/performance-oriented.html index b42045a5f6..007668641a 100644 --- a/en/4.3.1/introduction/characteristics/performance-oriented.html +++ b/en/4.3.1/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.1/introduction/functionality.html b/en/4.3.1/introduction/functionality.html index ab235638ed..adb48cbcb6 100644 --- a/en/4.3.1/introduction/functionality.html +++ b/en/4.3.1/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.1/introduction/glossary.html b/en/4.3.1/introduction/glossary.html index e2a9fae1d7..2835a3aee3 100644 --- a/en/4.3.1/introduction/glossary.html +++ b/en/4.3.1/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.1/introduction/scenarios.html b/en/4.3.1/introduction/scenarios.html index 1baf328d76..696f9e675f 100644 --- a/en/4.3.1/introduction/scenarios.html +++ b/en/4.3.1/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.1/introduction/schema.html b/en/4.3.1/introduction/schema.html index 9f87b576ba..ca8a3f7cda 100644 --- a/en/4.3.1/introduction/schema.html +++ b/en/4.3.1/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.1/introduction/what-is-gdbms.html b/en/4.3.1/introduction/what-is-gdbms.html index 54e1737664..7e682597ef 100644 --- a/en/4.3.1/introduction/what-is-gdbms.html +++ b/en/4.3.1/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.1/introduction/what-is-graph.html b/en/4.3.1/introduction/what-is-graph.html index babf6772f9..7246f0466a 100644 --- a/en/4.3.1/introduction/what-is-graph.html +++ b/en/4.3.1/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.1/introduction/what-is-tugraph.html b/en/4.3.1/introduction/what-is-tugraph.html index 71932a38c2..d9066cb85b 100644 --- a/en/4.3.1/introduction/what-is-tugraph.html +++ b/en/4.3.1/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.1/olap&procedure/learn/heterogeneous_graph.html b/en/4.3.1/olap&procedure/learn/heterogeneous_graph.html index 25fb5312d5..9568c64b6b 100644 --- a/en/4.3.1/olap&procedure/learn/heterogeneous_graph.html +++ b/en/4.3.1/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en/4.3.1/olap&procedure/learn/sampling_api.html b/en/4.3.1/olap&procedure/learn/sampling_api.html index f08173209e..19e00bf1e1 100644 --- a/en/4.3.1/olap&procedure/learn/sampling_api.html +++ b/en/4.3.1/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

@@ -41,7 +41,7 @@

2
galaxy = PyGalaxy(args.db_path) # Create a galaxy instance based on the path
galaxy.SetCurrentUser(args.username, args.password) # Set the current user
db = galaxy.OpenGraph('default', False) # Open the graph database specified by db
txn = db.CreateReadTxn() # Create a transaction instance
olapondb = PyOlapOnDB('Empty', db, txn) # Instantiate OlapOnDB based on the graph loading method, graph database instance, and transaction instance
del txn
del db
del galaxy

3. Introduction to Sampling Operators

The graph sampling operator is implemented in the cython layer and is used to sample the input graph. The generated NodeInfo is used to save point information such as feature attributes and label attributes, and EdgeInfo is used to save edge information. These metadata information can be used for features Extraction, network embedding and other tasks. Currently, the TuGraph graph learning module supports five sampling operators: GetDB, NeighborSampling, EdgeSampling, RandomWalkSampling, and NegativeSampling.

-

3.1.RandomWalk Operator

+

3.1.RandomWalk Operator

Random walks are performed a specified number of times around the sampling nodes to obtain the sampling subgraph.

Process(db_: lgraph_db_python.PyGraphDB, olapondb: lgraph_db_python.PyOlapOnDB, feature_num: size_t, sample_node: list, step: size_t, NodeInfo: list, EdgeInfo: list)

Parameter list:

diff --git a/en/4.3.1/olap&procedure/learn/training.html b/en/4.3.1/olap&procedure/learn/training.html index ef52d77a3f..af0fcf9743 100644 --- a/en/4.3.1/olap&procedure/learn/training.html +++ b/en/4.3.1/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en/4.3.1/olap&procedure/learn/tutorial.html b/en/4.3.1/olap&procedure/learn/tutorial.html index 72550a0047..510b89cd57 100644 --- a/en/4.3.1/olap&procedure/learn/tutorial.html +++ b/en/4.3.1/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

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- + + diff --git a/en/4.3.2/introduction/functionality.html b/en/4.3.2/introduction/functionality.html index 2ffb168edd..758ca5321e 100644 --- a/en/4.3.2/introduction/functionality.html +++ b/en/4.3.2/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.2/introduction/glossary.html b/en/4.3.2/introduction/glossary.html index 603a1d7fa7..bf3c1fa21a 100644 --- a/en/4.3.2/introduction/glossary.html +++ b/en/4.3.2/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.2/introduction/scenarios.html b/en/4.3.2/introduction/scenarios.html index 6993dea9fb..e75f4dd081 100644 --- a/en/4.3.2/introduction/scenarios.html +++ b/en/4.3.2/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.2/introduction/schema.html b/en/4.3.2/introduction/schema.html index e939291b4e..c8d7709ba4 100644 --- a/en/4.3.2/introduction/schema.html +++ b/en/4.3.2/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.2/introduction/what-is-gdbms.html b/en/4.3.2/introduction/what-is-gdbms.html index 4075c0e8fe..c56a1baac3 100644 --- a/en/4.3.2/introduction/what-is-gdbms.html +++ b/en/4.3.2/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.2/introduction/what-is-graph.html b/en/4.3.2/introduction/what-is-graph.html index 235305942a..cf046d053f 100644 --- a/en/4.3.2/introduction/what-is-graph.html +++ b/en/4.3.2/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.2/introduction/what-is-tugraph.html b/en/4.3.2/introduction/what-is-tugraph.html index 56ae64b728..4e425ef5e0 100644 --- a/en/4.3.2/introduction/what-is-tugraph.html +++ b/en/4.3.2/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.3.2/olap&procedure/learn/heterogeneous_graph.html b/en/4.3.2/olap&procedure/learn/heterogeneous_graph.html index d876c0d675..39b954a921 100644 --- a/en/4.3.2/olap&procedure/learn/heterogeneous_graph.html +++ b/en/4.3.2/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en/4.3.2/olap&procedure/learn/sampling_api.html b/en/4.3.2/olap&procedure/learn/sampling_api.html index b3f52950ee..6d7bebcd4a 100644 --- a/en/4.3.2/olap&procedure/learn/sampling_api.html +++ b/en/4.3.2/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

@@ -41,7 +41,7 @@

2
galaxy = PyGalaxy(args.db_path) # Create a galaxy instance based on the path
galaxy.SetCurrentUser(args.username, args.password) # Set the current user
db = galaxy.OpenGraph('default', False) # Open the graph database specified by db
txn = db.CreateReadTxn() # Create a transaction instance
olapondb = PyOlapOnDB('Empty', db, txn) # Instantiate OlapOnDB based on the graph loading method, graph database instance, and transaction instance
del txn
del db
del galaxy

3. Introduction to Sampling Operators

The graph sampling operator is implemented in the cython layer and is used to sample the input graph. The generated NodeInfo is used to save point information such as feature attributes and label attributes, and EdgeInfo is used to save edge information. These metadata information can be used for features Extraction, network embedding and other tasks. Currently, the TuGraph graph learning module supports five sampling operators: GetDB, NeighborSampling, EdgeSampling, RandomWalkSampling, and NegativeSampling.

-

3.1.RandomWalk Operator

+

3.1.RandomWalk Operator

Random walks are performed a specified number of times around the sampling nodes to obtain the sampling subgraph.

Process(db_: lgraph_db_python.PyGraphDB, olapondb: lgraph_db_python.PyOlapOnDB, feature_num: size_t, sample_node: list, step: size_t, NodeInfo: list, EdgeInfo: list)

Parameter list:

diff --git a/en/4.3.2/olap&procedure/learn/training.html b/en/4.3.2/olap&procedure/learn/training.html index cc4e049b5d..e694f4aa0a 100644 --- a/en/4.3.2/olap&procedure/learn/training.html +++ b/en/4.3.2/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en/4.3.2/olap&procedure/learn/tutorial.html b/en/4.3.2/olap&procedure/learn/tutorial.html index 7976d59d77..a142c38421 100644 --- a/en/4.3.2/olap&procedure/learn/tutorial.html +++ b/en/4.3.2/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

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- + + diff --git a/en/4.5.0/introduction/scenarios.html b/en/4.5.0/introduction/scenarios.html index ae581e9537..71569b68bc 100644 --- a/en/4.5.0/introduction/scenarios.html +++ b/en/4.5.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.5.0/introduction/schema.html b/en/4.5.0/introduction/schema.html index 98a990b3ac..8145cc2ab5 100644 --- a/en/4.5.0/introduction/schema.html +++ b/en/4.5.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.5.0/introduction/what-is-gdbms.html b/en/4.5.0/introduction/what-is-gdbms.html index fe521e766d..242a300b4b 100644 --- a/en/4.5.0/introduction/what-is-gdbms.html +++ b/en/4.5.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.5.0/introduction/what-is-graph.html b/en/4.5.0/introduction/what-is-graph.html index 4cbf8be989..a556ba8723 100644 --- a/en/4.5.0/introduction/what-is-graph.html +++ b/en/4.5.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.5.0/introduction/what-is-tugraph.html b/en/4.5.0/introduction/what-is-tugraph.html index 4cc83164f3..c67743d44b 100644 --- a/en/4.5.0/introduction/what-is-tugraph.html +++ b/en/4.5.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/en/4.5.0/olap&procedure/learn/heterogeneous_graph.html b/en/4.5.0/olap&procedure/learn/heterogeneous_graph.html index 64305d3348..196ac172bd 100644 --- a/en/4.5.0/olap&procedure/learn/heterogeneous_graph.html +++ b/en/4.5.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

This document describes how to use heterogeneous graphs for training.

diff --git a/en/4.5.0/olap&procedure/learn/sampling_api.html b/en/4.5.0/olap&procedure/learn/sampling_api.html index 404eadd879..c19489ba0c 100644 --- a/en/4.5.0/olap&procedure/learn/sampling_api.html +++ b/en/4.5.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

This document provides a detailed guide on using the Sampling API of TuGraph.

@@ -41,7 +41,7 @@

2
galaxy = PyGalaxy(args.db_path) # Create a galaxy instance based on the path
galaxy.SetCurrentUser(args.username, args.password) # Set the current user
db = galaxy.OpenGraph('default', False) # Open the graph database specified by db
txn = db.CreateReadTxn() # Create a transaction instance
olapondb = PyOlapOnDB('Empty', db, txn) # Instantiate OlapOnDB based on the graph loading method, graph database instance, and transaction instance
del txn
del db
del galaxy

3. Introduction to Sampling Operators

The graph sampling operator is implemented in the cython layer and is used to sample the input graph. The generated NodeInfo is used to save point information such as feature attributes and label attributes, and EdgeInfo is used to save edge information. These metadata information can be used for features Extraction, network embedding and other tasks. Currently, the TuGraph graph learning module supports five sampling operators: GetDB, NeighborSampling, EdgeSampling, RandomWalkSampling, and NegativeSampling.

-

3.1.RandomWalk Operator

+

3.1.RandomWalk Operator

Random walks are performed a specified number of times around the sampling nodes to obtain the sampling subgraph.

Process(db_: lgraph_db_python.PyGraphDB, olapondb: lgraph_db_python.PyOlapOnDB, feature_num: size_t, sample_node: list, step: size_t, NodeInfo: list, EdgeInfo: list)

Parameter list:

diff --git a/en/4.5.0/olap&procedure/learn/training.html b/en/4.5.0/olap&procedure/learn/training.html index c736b19348..f8abd3f05e 100644 --- a/en/4.5.0/olap&procedure/learn/training.html +++ b/en/4.5.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

This document details how to use TuGraph for training Graph Neural Networks (GNNs).

diff --git a/en/4.5.0/olap&procedure/learn/tutorial.html b/en/4.5.0/olap&procedure/learn/tutorial.html index f0e3c43cfb..20c1a89ac5 100644 --- a/en/4.5.0/olap&procedure/learn/tutorial.html +++ b/en/4.5.0/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learning Tutorial

+

Learning Tutorial

This document is designed as a guide for TuGraph users. Before reading the detailed documentation, users should first read this document to have a general understanding of the graph learning process of TuGraph, which will make it easier to read the detailed documentation later. The guide program is based on a simple program instance of TuGraph, and we will focus on its usage.

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- + + diff --git a/zh/4.1.0/quick-start/demo/movie.html b/zh/4.1.0/quick-start/demo/movie.html index 3cbe579b50..427d0f5192 100644 --- a/zh/4.1.0/quick-start/demo/movie.html +++ b/zh/4.1.0/quick-start/demo/movie.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.1.0/quick-start/demo/round-the-world.html b/zh/4.1.0/quick-start/demo/round-the-world.html index 6f4977d16c..88e740768e 100644 --- a/zh/4.1.0/quick-start/demo/round-the-world.html +++ b/zh/4.1.0/quick-start/demo/round-the-world.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.1.0/quick-start/demo/the-three-body.html b/zh/4.1.0/quick-start/demo/the-three-body.html index 42883668a3..93dcfcb3cc 100644 --- a/zh/4.1.0/quick-start/demo/the-three-body.html +++ b/zh/4.1.0/quick-start/demo/the-three-body.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.1.0/quick-start/demo/three-kingdoms.html b/zh/4.1.0/quick-start/demo/three-kingdoms.html index b3725d0b78..9f677db07d 100644 --- a/zh/4.1.0/quick-start/demo/three-kingdoms.html +++ b/zh/4.1.0/quick-start/demo/three-kingdoms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.1.0/quick-start/demo/wandering-earth.html b/zh/4.1.0/quick-start/demo/wandering-earth.html index daddec9e17..e373350904 100644 --- a/zh/4.1.0/quick-start/demo/wandering-earth.html +++ b/zh/4.1.0/quick-start/demo/wandering-earth.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.1.0/quick-start/preparation.html b/zh/4.1.0/quick-start/preparation.html index 45623ba566..b09af4456c 100644 --- a/zh/4.1.0/quick-start/preparation.html +++ b/zh/4.1.0/quick-start/preparation.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.1.0/user-guide/tugraph-browser-legacy.html b/zh/4.1.0/user-guide/tugraph-browser-legacy.html index ac70538879..0adbec43ab 100644 --- a/zh/4.1.0/user-guide/tugraph-browser-legacy.html +++ b/zh/4.1.0/user-guide/tugraph-browser-legacy.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.1.0/user-guide/tugraph-browser.html b/zh/4.1.0/user-guide/tugraph-browser.html index c63a45c009..15ea5cb9eb 100644 --- a/zh/4.1.0/user-guide/tugraph-browser.html +++ b/zh/4.1.0/user-guide/tugraph-browser.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/best-practices/data_migration.html b/zh/4.2.0/best-practices/data_migration.html index 031da19ea5..17121efac1 100644 --- a/zh/4.2.0/best-practices/data_migration.html +++ b/zh/4.2.0/best-practices/data_migration.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/best-practices/learn_practices.html b/zh/4.2.0/best-practices/learn_practices.html index 048c164766..3bc8ad8337 100644 --- a/zh/4.2.0/best-practices/learn_practices.html +++ b/zh/4.2.0/best-practices/learn_practices.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/best-practices/rdbms-to-tugraph.html b/zh/4.2.0/best-practices/rdbms-to-tugraph.html index b28f9eaac5..db848e842c 100644 --- a/zh/4.2.0/best-practices/rdbms-to-tugraph.html +++ b/zh/4.2.0/best-practices/rdbms-to-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/best-practices/selection.html b/zh/4.2.0/best-practices/selection.html index db960a53f1..d29b1194ad 100644 --- a/zh/4.2.0/best-practices/selection.html +++ b/zh/4.2.0/best-practices/selection.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/client-tools/bolt-client.html b/zh/4.2.0/client-tools/bolt-client.html index 855efb058c..4df7c9ef18 100644 --- a/zh/4.2.0/client-tools/bolt-client.html +++ b/zh/4.2.0/client-tools/bolt-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/client-tools/bolt-console-client.html b/zh/4.2.0/client-tools/bolt-console-client.html index dd03da7a17..d7aca927fa 100644 --- a/zh/4.2.0/client-tools/bolt-console-client.html +++ b/zh/4.2.0/client-tools/bolt-console-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/client-tools/cpp-client.html b/zh/4.2.0/client-tools/cpp-client.html index a1535763a6..03595905be 100644 --- a/zh/4.2.0/client-tools/cpp-client.html +++ b/zh/4.2.0/client-tools/cpp-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/client-tools/java-client.html b/zh/4.2.0/client-tools/java-client.html index 7bfbf6d139..92f561eaf3 100644 --- a/zh/4.2.0/client-tools/java-client.html +++ b/zh/4.2.0/client-tools/java-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/client-tools/python-client.html b/zh/4.2.0/client-tools/python-client.html index 5befcc7af7..34f851acff 100644 --- a/zh/4.2.0/client-tools/python-client.html +++ b/zh/4.2.0/client-tools/python-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/client-tools/restful-api-legacy.html b/zh/4.2.0/client-tools/restful-api-legacy.html index 309668cd5b..316b5e3f6d 100644 --- a/zh/4.2.0/client-tools/restful-api-legacy.html +++ b/zh/4.2.0/client-tools/restful-api-legacy.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/client-tools/restful-api.html b/zh/4.2.0/client-tools/restful-api.html index 837e8c3700..5b6db820c8 100644 --- a/zh/4.2.0/client-tools/restful-api.html +++ b/zh/4.2.0/client-tools/restful-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/client-tools/rpc-api.html b/zh/4.2.0/client-tools/rpc-api.html index dc31b0c88d..0cd5e0c058 100644 --- a/zh/4.2.0/client-tools/rpc-api.html +++ b/zh/4.2.0/client-tools/rpc-api.html @@ -25,8 +25,8 @@ - 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- + + diff --git a/zh/4.2.0/introduction/characteristics/htap.html b/zh/4.2.0/introduction/characteristics/htap.html index ccd354169d..2313deebfa 100644 --- a/zh/4.2.0/introduction/characteristics/htap.html +++ b/zh/4.2.0/introduction/characteristics/htap.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/characteristics/multi-level-Interfaces.html b/zh/4.2.0/introduction/characteristics/multi-level-Interfaces.html index bb74fcfc88..18c442bcb6 100644 --- a/zh/4.2.0/introduction/characteristics/multi-level-Interfaces.html +++ b/zh/4.2.0/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/characteristics/performance-oriented.html b/zh/4.2.0/introduction/characteristics/performance-oriented.html index 1d4a1376fb..e1fddf4a55 100644 --- a/zh/4.2.0/introduction/characteristics/performance-oriented.html +++ b/zh/4.2.0/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/functionality.html b/zh/4.2.0/introduction/functionality.html index bd48096f6b..67f2e034e6 100644 --- a/zh/4.2.0/introduction/functionality.html +++ b/zh/4.2.0/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/glossary.html b/zh/4.2.0/introduction/glossary.html index 55151f906b..86a915d7d0 100644 --- a/zh/4.2.0/introduction/glossary.html +++ b/zh/4.2.0/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/scenarios.html b/zh/4.2.0/introduction/scenarios.html index 96b875b4a3..aab0da857c 100644 --- a/zh/4.2.0/introduction/scenarios.html +++ b/zh/4.2.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/schema.html b/zh/4.2.0/introduction/schema.html index 5ba3e1a1df..cd11ee0bc6 100644 --- a/zh/4.2.0/introduction/schema.html +++ b/zh/4.2.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/what-is-gdbms.html b/zh/4.2.0/introduction/what-is-gdbms.html index a63ee3f359..6c4e504ef4 100644 --- a/zh/4.2.0/introduction/what-is-gdbms.html +++ b/zh/4.2.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/what-is-graph.html b/zh/4.2.0/introduction/what-is-graph.html index 5669aa8d6d..ce4640123b 100644 --- a/zh/4.2.0/introduction/what-is-graph.html +++ b/zh/4.2.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/introduction/what-is-tugraph.html b/zh/4.2.0/introduction/what-is-tugraph.html index 7e5593fce9..5a567fd884 100644 --- a/zh/4.2.0/introduction/what-is-tugraph.html +++ b/zh/4.2.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/learn/heterogeneous_graph.html b/zh/4.2.0/olap&procedure/learn/heterogeneous_graph.html index 92fb0b13b6..e0019547ce 100644 --- a/zh/4.2.0/olap&procedure/learn/heterogeneous_graph.html +++ b/zh/4.2.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,19 +25,19 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

1. 异质图简介

异质图(Heterogeneous Graph)是指由不同类型的节点和边构成的图结构。在异质图中,节点和边可以具有多样化的属性和关系,代表了不同实体以及它们之间的复杂关联。

在异质图中,节点类型可以代表不同的实体,如用户、商品、话题等,而边类型表示不同实体之间的关系,如用户之间的关注关系、用户与商品之间的购买关系等。节点和边可以具有不同的属性。

-

异质图提供了一种强大的图模型,能够更好地表达和分析具有多种类型实体和复杂关系的现实世界系统。在不同领域的数据分析和应用中,异质图具有广泛的应用前景和研究价值。

+

异质图提供了一种强大的图模型,能够更好地表达和分析具有多种类型实体和复杂关系的现实世界系统。在不同领域的数据分析和应用中,异质图具有广泛的应用前景和研究价值。

2. 异质图创建

在TuGraph中,一个异构图由一系列边关系构成。每个关系由一个字符串三元组定义 (源节点类型, 边类型, 目标节点类型) 。异质图的创建方式与同质图类似,只是在创建图时需要指定字符串三元组定义。如下所示。

    olapondb = PyOlapOnDB('Empty', db, txn, [("node", "edge", "node")])
@@ -48,7 +48,7 @@

3.1
olapondb.ntypes()

返回值为点类型列表,如['node1', 'node2', 'node3']。

3.2 边类型查询接口

-
olapondb.etypes()
+
olapondb.etypes()

返回值为边类型列表,如['edge1', 'edge2', 'edge3']。

3.3 点类型和边类型查询接口

olapondb.metagraph()
@@ -98,7 +98,7 @@

4.
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
边类型EdgeInfo[2]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]
顶点类型NodeInfo[3]
-

5. 异质图训练

+

5. 异质图训练

异构图训练的目标是学习图中节点和边的表示,以便于进行后续的任务,如节点分类、链接预测、图聚类等。为了实现这一目标,研究者们提出了多种基于图神经网络(Graph Neural Networks,GNNs)的模型。这些模型通过聚合邻居节点的信息来更新节点的表示,进而捕捉图结构中的复杂关系。

由于异构图中包含多种类型的节点和边,因此在设计GNN模型时需要考虑如何处理这些不同类型的信息。一种常见的方法是设计不同的聚合函数来分别处理不同类型的邻居节点。此外,还需要考虑如何将这些不同类型的信息整合到一起,以便于模型能够有效地学习到节点和边的表示。

TuGraph 提供了使用裁剪版ogbn-mag数据集进行异质图训练的方法,可供使用者参考。

diff --git a/zh/4.2.0/olap&procedure/learn/sampling_api.html b/zh/4.2.0/olap&procedure/learn/sampling_api.html index aa590d9342..568afa5f0f 100644 --- a/zh/4.2.0/olap&procedure/learn/sampling_api.html +++ b/zh/4.2.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

@@ -93,7 +93,7 @@

3.5.GetDB算

参数列表: db_: 图数据库实例。 olapondb: 图分析类。 -feature_num: size_t类型,feature特征向量的长度。 +feature_num: size_t类型,feature特征向量的长度。 NodeInfo: list类型,一个点属性字典的列表,表示点的元数据信息。 EdgeInfo: list类型,一个边属性字典的列表,表示边的元数据信息。 返回值: 无。

diff --git a/zh/4.2.0/olap&procedure/learn/training.html b/zh/4.2.0/olap&procedure/learn/training.html index 6d58164eca..acb83417ca 100644 --- a/zh/4.2.0/olap&procedure/learn/training.html +++ b/zh/4.2.0/olap&procedure/learn/training.html @@ -25,12 +25,12 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

@@ -42,7 +42,7 @@

2. Mini-B TuGraph 图学习模块的采样算子进行采样后的结果以List的形式返回。 下面以Neighbor Sampling为例,介绍如何将采样后的结果,进行格式转换,送入到训练框架中进行训练。 用户需要提供一个Sample类:

-
class TuGraphSample(object):
def __init__(self, args=None):
super(TuGraphSample, self).__init__()
self.args = args

def sample(self, g, seed_nodes):
args = self.args
# 1. 加载图数据
galaxy = PyGalaxy(args.db_path)
galaxy.SetCurrentUser(args.username, args.password)
db = galaxy.OpenGraph(args.graph_name, False)

sample_node = seed_nodes.tolist()
length = args.randomwalk_length
NodeInfo = []
EdgeInfo = []

# 2. 采样方法,结果存储在NodeInfo和EdgeInfo中
if args.sample_method == 'randomwalk':
randomwalk.Process(db, 100, sample_node, length, NodeInfo, EdgeInfo)
elif args.sample_method == 'negative':
negativesample.Process(db, 100)
else:
neighborsample(db, 100, sample_node, args.nbor_sample_num, NodeInfo, EdgeInfo)
del db
del galaxy

# 3. 对结果进行格式转换,使之符合训练格式
remap(EdgeInfo[0], EdgeInfo[1], NodeInfo[0])
g = dgl.graph((EdgeInfo[0], EdgeInfo[1]))
g.ndata['feat'] = torch.tensor(NodeInfo[1])
g.ndata['label'] = torch.tensor(NodeInfo[2])
return g
+
class TuGraphSample(object):
def __init__(self, args=None):
super(TuGraphSample, self).__init__()
self.args = args

def sample(self, g, seed_nodes):
args = self.args
# 1. 加载图数据
galaxy = PyGalaxy(args.db_path)
galaxy.SetCurrentUser(args.username, args.password)
db = galaxy.OpenGraph(args.graph_name, False)

sample_node = seed_nodes.tolist()
length = args.randomwalk_length
NodeInfo = []
EdgeInfo = []

# 2. 采样方法,结果存储在NodeInfo和EdgeInfo中
if args.sample_method == 'randomwalk':
randomwalk.Process(db, 100, sample_node, length, NodeInfo, EdgeInfo)
elif args.sample_method == 'negative':
negativesample.Process(db, 100)
else:
neighborsample(db, 100, sample_node, args.nbor_sample_num, NodeInfo, EdgeInfo)
del db
del galaxy

# 3. 对结果进行格式转换,使之符合训练格式
remap(EdgeInfo[0], EdgeInfo[1], NodeInfo[0])
g = dgl.graph((EdgeInfo[0], EdgeInfo[1]))
g.ndata['feat'] = torch.tensor(NodeInfo[1])
g.ndata['label'] = torch.tensor(NodeInfo[2])
return g

如代码所示,首先将图数据加载到内存中。然后使用采样算子对图数据进行采样,结果存储在NodeInfo和EdgeInfo中。NodeInfo和EdgeInfo是python list结果,其存储的信息结果如下:

diff --git a/zh/4.2.0/olap&procedure/learn/tutorial.html b/zh/4.2.0/olap&procedure/learn/tutorial.html index bbd58e90de..f0f5279d2c 100644 --- a/zh/4.2.0/olap&procedure/learn/tutorial.html +++ b/zh/4.2.0/olap&procedure/learn/tutorial.html @@ -25,12 +25,12 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

@@ -111,6 +111,6 @@

8. 模型加
model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 -使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

+使用已训练的模型可以避免重新训练模型的时间和资源消耗。此外,由于模型已经学习到了图数据中顶点和边之间的关系,它可以很好地适应新的数据,从而提高预测和分类的准确度。

\ No newline at end of file diff --git a/zh/4.2.0/olap&procedure/olap/algorithms.html b/zh/4.2.0/olap&procedure/olap/algorithms.html index 8f958c0d21..2875a5160f 100644 --- a/zh/4.2.0/olap&procedure/olap/algorithms.html +++ b/zh/4.2.0/olap&procedure/olap/algorithms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/olap/olap-base-api.html b/zh/4.2.0/olap&procedure/olap/olap-base-api.html index 3498a870ed..5f0202f062 100644 --- a/zh/4.2.0/olap&procedure/olap/olap-base-api.html +++ b/zh/4.2.0/olap&procedure/olap/olap-base-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/olap/olap-on-db-api.html b/zh/4.2.0/olap&procedure/olap/olap-on-db-api.html index 5fac4cde0f..7b4fd75525 100644 --- a/zh/4.2.0/olap&procedure/olap/olap-on-db-api.html +++ b/zh/4.2.0/olap&procedure/olap/olap-on-db-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/olap/olap-on-disk-api.html b/zh/4.2.0/olap&procedure/olap/olap-on-disk-api.html index 9f5ac6e587..be94dc7603 100644 --- a/zh/4.2.0/olap&procedure/olap/olap-on-disk-api.html +++ b/zh/4.2.0/olap&procedure/olap/olap-on-disk-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/olap/python-api.html b/zh/4.2.0/olap&procedure/olap/python-api.html index 826984026a..a1b405c5df 100644 --- a/zh/4.2.0/olap&procedure/olap/python-api.html +++ b/zh/4.2.0/olap&procedure/olap/python-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/olap/tutorial.html b/zh/4.2.0/olap&procedure/olap/tutorial.html index cfab972721..d3fddfd623 100644 --- a/zh/4.2.0/olap&procedure/olap/tutorial.html +++ b/zh/4.2.0/olap&procedure/olap/tutorial.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/procedure.html b/zh/4.2.0/olap&procedure/procedure.html index ce408f4e24..a0f6425479 100644 --- a/zh/4.2.0/olap&procedure/procedure.html +++ b/zh/4.2.0/olap&procedure/procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/procedure/C++-procedure.html b/zh/4.2.0/olap&procedure/procedure/C++-procedure.html index a8d2ea4578..f5194e910b 100644 --- a/zh/4.2.0/olap&procedure/procedure/C++-procedure.html +++ b/zh/4.2.0/olap&procedure/procedure/C++-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/procedure/Python-procedure.html b/zh/4.2.0/olap&procedure/procedure/Python-procedure.html index de232270e7..c2cf9cff94 100644 --- a/zh/4.2.0/olap&procedure/procedure/Python-procedure.html +++ b/zh/4.2.0/olap&procedure/procedure/Python-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/procedure/Rust-procedure.html b/zh/4.2.0/olap&procedure/procedure/Rust-procedure.html index 09e8cff2ae..d597efe6b1 100644 --- a/zh/4.2.0/olap&procedure/procedure/Rust-procedure.html +++ b/zh/4.2.0/olap&procedure/procedure/Rust-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/olap&procedure/procedure/traversal.html b/zh/4.2.0/olap&procedure/procedure/traversal.html index 660ba5bda1..74c30f1593 100644 --- a/zh/4.2.0/olap&procedure/procedure/traversal.html +++ b/zh/4.2.0/olap&procedure/procedure/traversal.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/permission/log.html b/zh/4.2.0/permission/log.html index 27cd4782a4..a9d61f9a3e 100644 --- a/zh/4.2.0/permission/log.html +++ b/zh/4.2.0/permission/log.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/permission/monitoring.html b/zh/4.2.0/permission/monitoring.html index ab5f577a9f..47128956b5 100644 --- a/zh/4.2.0/permission/monitoring.html +++ b/zh/4.2.0/permission/monitoring.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/permission/privilege.html b/zh/4.2.0/permission/privilege.html index 14e30a7a2a..57de70e3ce 100644 --- a/zh/4.2.0/permission/privilege.html +++ b/zh/4.2.0/permission/privilege.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/permission/reset_admin_password.html b/zh/4.2.0/permission/reset_admin_password.html index 6cb25eca22..4966eb8d79 100644 --- a/zh/4.2.0/permission/reset_admin_password.html +++ b/zh/4.2.0/permission/reset_admin_password.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/permission/token.html b/zh/4.2.0/permission/token.html index ee3ed5bd18..5f6fdc1921 100644 --- a/zh/4.2.0/permission/token.html +++ b/zh/4.2.0/permission/token.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.2.0/quality/integration-testing.html b/zh/4.2.0/quality/integration-testing.html index 4ec811e2b6..7d4fb07a19 100644 --- a/zh/4.2.0/quality/integration-testing.html +++ b/zh/4.2.0/quality/integration-testing.html @@ -25,8 +25,8 @@ - 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- + + diff --git a/zh/4.3.0/introduction/glossary.html b/zh/4.3.0/introduction/glossary.html index 5d71e46e46..2e5da060cb 100644 --- a/zh/4.3.0/introduction/glossary.html +++ b/zh/4.3.0/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/introduction/scenarios.html b/zh/4.3.0/introduction/scenarios.html index df6a7aea4a..2a9323b44e 100644 --- a/zh/4.3.0/introduction/scenarios.html +++ b/zh/4.3.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/introduction/schema.html b/zh/4.3.0/introduction/schema.html index 3a5866e611..907c2c2241 100644 --- a/zh/4.3.0/introduction/schema.html +++ b/zh/4.3.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/introduction/what-is-gdbms.html b/zh/4.3.0/introduction/what-is-gdbms.html index 8ad29161ab..ae3fd12da8 100644 --- a/zh/4.3.0/introduction/what-is-gdbms.html +++ b/zh/4.3.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/introduction/what-is-graph.html b/zh/4.3.0/introduction/what-is-graph.html index 4ea6e3c604..ded9679f12 100644 --- a/zh/4.3.0/introduction/what-is-graph.html +++ b/zh/4.3.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/introduction/what-is-tugraph.html b/zh/4.3.0/introduction/what-is-tugraph.html index 4a25b20bf2..f3b1a4a2a6 100644 --- a/zh/4.3.0/introduction/what-is-tugraph.html +++ b/zh/4.3.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/olap&procedure/learn/heterogeneous_graph.html b/zh/4.3.0/olap&procedure/learn/heterogeneous_graph.html index 26f03054af..491b83e58e 100644 --- a/zh/4.3.0/olap&procedure/learn/heterogeneous_graph.html +++ b/zh/4.3.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

diff --git a/zh/4.3.0/olap&procedure/learn/sampling_api.html b/zh/4.3.0/olap&procedure/learn/sampling_api.html index 8f8e01bb26..b6e9b97aa6 100644 --- a/zh/4.3.0/olap&procedure/learn/sampling_api.html +++ b/zh/4.3.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

diff --git a/zh/4.3.0/olap&procedure/learn/training.html b/zh/4.3.0/olap&procedure/learn/training.html index 825d57a84d..befadeb6c2 100644 --- a/zh/4.3.0/olap&procedure/learn/training.html +++ b/zh/4.3.0/olap&procedure/learn/training.html @@ -25,19 +25,19 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

1. 训练

使用TuGraph 图学习模块进行训练时,可以分为全图训练和mini-batch训练。 全图训练即把全图从TuGraph db加载到内存中,再进行GNN的训练。而mini-batch训练则使用上面提到的TuGraph 图学习模块的采样算子,将全图数据进行采样后,再送入训练框架中进行训练。

-

2. Mini-Batch训练

+

2. Mini-Batch训练

Mini-Batch训练需要使用TuGraph 图学习模块的采样算子,目前支持Neighbor Sampling、Edge Sampling、Random Walk Sampling和Negative Sampling。 TuGraph 图学习模块的采样算子进行采样后的结果以List的形式返回。 下面以Neighbor Sampling为例,介绍如何将采样后的结果,进行格式转换,送入到训练框架中进行训练。 @@ -73,7 +73,7 @@

2. Mini-B -
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]
+
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]

最后对结果进行格式转换,使之符合训练格式。这里我们使用的是DGL训练框架,因此使用结果数据构造了DGL Graph,最终将DGL Graph返回。 我们提供TuGraphSample类之后,就可以使用它进行Mini-Batch训练了。 令DGL的数据加载部分使用TuGraphSample的实例sampler:

diff --git a/zh/4.3.0/olap&procedure/learn/tutorial.html b/zh/4.3.0/olap&procedure/learn/tutorial.html index febae4d9e0..b77cd80262 100644 --- a/zh/4.3.0/olap&procedure/learn/tutorial.html +++ b/zh/4.3.0/olap&procedure/learn/tutorial.html @@ -25,17 +25,17 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

@@ -107,7 +107,7 @@

7. python3 train_full_cora.py --model_save_path ./cora_model 即可进行训练。 最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

-

8. 模型加载

+

8. 模型加载

model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 diff --git a/zh/4.3.0/olap&procedure/olap/algorithms.html b/zh/4.3.0/olap&procedure/olap/algorithms.html index 69dcfac2a7..1af6d3a788 100644 --- a/zh/4.3.0/olap&procedure/olap/algorithms.html +++ b/zh/4.3.0/olap&procedure/olap/algorithms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/olap&procedure/olap/olap-base-api.html b/zh/4.3.0/olap&procedure/olap/olap-base-api.html index 3b7d3d422c..447a507b2b 100644 --- a/zh/4.3.0/olap&procedure/olap/olap-base-api.html +++ b/zh/4.3.0/olap&procedure/olap/olap-base-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/olap&procedure/olap/olap-on-db-api.html b/zh/4.3.0/olap&procedure/olap/olap-on-db-api.html index c7399543eb..e6d51a94d8 100644 --- a/zh/4.3.0/olap&procedure/olap/olap-on-db-api.html +++ b/zh/4.3.0/olap&procedure/olap/olap-on-db-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.0/olap&procedure/olap/olap-on-disk-api.html b/zh/4.3.0/olap&procedure/olap/olap-on-disk-api.html index f174abf040..8a830c0282 100644 --- a/zh/4.3.0/olap&procedure/olap/olap-on-disk-api.html +++ b/zh/4.3.0/olap&procedure/olap/olap-on-disk-api.html @@ -25,8 +25,8 @@ - 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- + + diff --git a/zh/4.3.1/introduction/glossary.html b/zh/4.3.1/introduction/glossary.html index ba12858aa7..d9b834a821 100644 --- a/zh/4.3.1/introduction/glossary.html +++ b/zh/4.3.1/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/introduction/scenarios.html b/zh/4.3.1/introduction/scenarios.html index 82d6d47548..7a7e105f7e 100644 --- a/zh/4.3.1/introduction/scenarios.html +++ b/zh/4.3.1/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/introduction/schema.html b/zh/4.3.1/introduction/schema.html index 7860ae271e..292babd667 100644 --- a/zh/4.3.1/introduction/schema.html +++ b/zh/4.3.1/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/introduction/what-is-gdbms.html b/zh/4.3.1/introduction/what-is-gdbms.html index 0e1c343df6..47fdbce606 100644 --- a/zh/4.3.1/introduction/what-is-gdbms.html +++ b/zh/4.3.1/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/introduction/what-is-graph.html b/zh/4.3.1/introduction/what-is-graph.html index 7f47524cfd..fa55776e92 100644 --- a/zh/4.3.1/introduction/what-is-graph.html +++ b/zh/4.3.1/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/introduction/what-is-tugraph.html b/zh/4.3.1/introduction/what-is-tugraph.html index b739d7e6d9..9a70f5ace6 100644 --- a/zh/4.3.1/introduction/what-is-tugraph.html +++ b/zh/4.3.1/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/learn/heterogeneous_graph.html b/zh/4.3.1/olap&procedure/learn/heterogeneous_graph.html index b802ff6fae..c20b3c268a 100644 --- a/zh/4.3.1/olap&procedure/learn/heterogeneous_graph.html +++ b/zh/4.3.1/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

diff --git a/zh/4.3.1/olap&procedure/learn/sampling_api.html b/zh/4.3.1/olap&procedure/learn/sampling_api.html index ffee776d42..93c5c346df 100644 --- a/zh/4.3.1/olap&procedure/learn/sampling_api.html +++ b/zh/4.3.1/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

diff --git a/zh/4.3.1/olap&procedure/learn/training.html b/zh/4.3.1/olap&procedure/learn/training.html index 83b2405143..4469be4183 100644 --- a/zh/4.3.1/olap&procedure/learn/training.html +++ b/zh/4.3.1/olap&procedure/learn/training.html @@ -25,19 +25,19 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

1. 训练

使用TuGraph 图学习模块进行训练时,可以分为全图训练和mini-batch训练。 全图训练即把全图从TuGraph db加载到内存中,再进行GNN的训练。而mini-batch训练则使用上面提到的TuGraph 图学习模块的采样算子,将全图数据进行采样后,再送入训练框架中进行训练。

-

2. Mini-Batch训练

+

2. Mini-Batch训练

Mini-Batch训练需要使用TuGraph 图学习模块的采样算子,目前支持Neighbor Sampling、Edge Sampling、Random Walk Sampling和Negative Sampling。 TuGraph 图学习模块的采样算子进行采样后的结果以List的形式返回。 下面以Neighbor Sampling为例,介绍如何将采样后的结果,进行格式转换,送入到训练框架中进行训练。 @@ -73,7 +73,7 @@

2. Mini-B -
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]
+
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]

最后对结果进行格式转换,使之符合训练格式。这里我们使用的是DGL训练框架,因此使用结果数据构造了DGL Graph,最终将DGL Graph返回。 我们提供TuGraphSample类之后,就可以使用它进行Mini-Batch训练了。 令DGL的数据加载部分使用TuGraphSample的实例sampler:

diff --git a/zh/4.3.1/olap&procedure/learn/tutorial.html b/zh/4.3.1/olap&procedure/learn/tutorial.html index 5cdb1286f5..78de6892b3 100644 --- a/zh/4.3.1/olap&procedure/learn/tutorial.html +++ b/zh/4.3.1/olap&procedure/learn/tutorial.html @@ -25,17 +25,17 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

@@ -107,7 +107,7 @@

7. python3 train_full_cora.py --model_save_path ./cora_model 即可进行训练。 最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

-

8. 模型加载

+

8. 模型加载

model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 diff --git a/zh/4.3.1/olap&procedure/olap/algorithms.html b/zh/4.3.1/olap&procedure/olap/algorithms.html index d7a01929c4..83942c8f79 100644 --- a/zh/4.3.1/olap&procedure/olap/algorithms.html +++ b/zh/4.3.1/olap&procedure/olap/algorithms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/olap/olap-base-api.html b/zh/4.3.1/olap&procedure/olap/olap-base-api.html index 727100b697..0090a111a5 100644 --- a/zh/4.3.1/olap&procedure/olap/olap-base-api.html +++ b/zh/4.3.1/olap&procedure/olap/olap-base-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/olap/olap-on-db-api.html b/zh/4.3.1/olap&procedure/olap/olap-on-db-api.html index 4dd2bf9d48..b92475b83a 100644 --- a/zh/4.3.1/olap&procedure/olap/olap-on-db-api.html +++ b/zh/4.3.1/olap&procedure/olap/olap-on-db-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/olap/olap-on-disk-api.html b/zh/4.3.1/olap&procedure/olap/olap-on-disk-api.html index cd4d762309..3a5ec6f37c 100644 --- a/zh/4.3.1/olap&procedure/olap/olap-on-disk-api.html +++ b/zh/4.3.1/olap&procedure/olap/olap-on-disk-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/olap/python-api.html b/zh/4.3.1/olap&procedure/olap/python-api.html index c9a9e83a6c..d64276afb9 100644 --- a/zh/4.3.1/olap&procedure/olap/python-api.html +++ b/zh/4.3.1/olap&procedure/olap/python-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/olap/tutorial.html b/zh/4.3.1/olap&procedure/olap/tutorial.html index 2389fc211c..477d67c9ac 100644 --- a/zh/4.3.1/olap&procedure/olap/tutorial.html +++ b/zh/4.3.1/olap&procedure/olap/tutorial.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/procedure.html b/zh/4.3.1/olap&procedure/procedure.html index 94f6114b62..5af7f54ca5 100644 --- a/zh/4.3.1/olap&procedure/procedure.html +++ b/zh/4.3.1/olap&procedure/procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/procedure/Rust-procedure.html b/zh/4.3.1/olap&procedure/procedure/Rust-procedure.html index 16f9e46c80..3c3a3a4e0a 100644 --- a/zh/4.3.1/olap&procedure/procedure/Rust-procedure.html +++ b/zh/4.3.1/olap&procedure/procedure/Rust-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/olap&procedure/procedure/traversal.html b/zh/4.3.1/olap&procedure/procedure/traversal.html index 790f97c755..5421c38968 100644 --- a/zh/4.3.1/olap&procedure/procedure/traversal.html +++ b/zh/4.3.1/olap&procedure/procedure/traversal.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/permission/log.html b/zh/4.3.1/permission/log.html index e33d43a8ff..5a9a7213f7 100644 --- a/zh/4.3.1/permission/log.html +++ b/zh/4.3.1/permission/log.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/permission/monitoring.html b/zh/4.3.1/permission/monitoring.html index 5fa10e02f5..9dd84f02d1 100644 --- a/zh/4.3.1/permission/monitoring.html +++ b/zh/4.3.1/permission/monitoring.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/permission/privilege.html b/zh/4.3.1/permission/privilege.html index 5422cea970..85d9a431a0 100644 --- a/zh/4.3.1/permission/privilege.html +++ b/zh/4.3.1/permission/privilege.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/permission/reset_admin_password.html b/zh/4.3.1/permission/reset_admin_password.html index 01a6efb3a8..2355c6f3f4 100644 --- a/zh/4.3.1/permission/reset_admin_password.html +++ b/zh/4.3.1/permission/reset_admin_password.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/permission/token.html b/zh/4.3.1/permission/token.html index 8f14f75d38..205027c01b 100644 --- a/zh/4.3.1/permission/token.html +++ b/zh/4.3.1/permission/token.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/quality/integration-testing.html b/zh/4.3.1/quality/integration-testing.html index 090e63d140..4abfd7252c 100644 --- a/zh/4.3.1/quality/integration-testing.html +++ b/zh/4.3.1/quality/integration-testing.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/quality/unit-testing.html b/zh/4.3.1/quality/unit-testing.html index 6e79013520..d340015770 100644 --- a/zh/4.3.1/quality/unit-testing.html +++ b/zh/4.3.1/quality/unit-testing.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/query/cypher.html b/zh/4.3.1/query/cypher.html index 23eeb78b53..af69afdd3c 100644 --- a/zh/4.3.1/query/cypher.html +++ b/zh/4.3.1/query/cypher.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/query/gql.html b/zh/4.3.1/query/gql.html index e46f74fab7..c601ba1ea9 100644 --- a/zh/4.3.1/query/gql.html +++ b/zh/4.3.1/query/gql.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/quick-start/demo/movie.html b/zh/4.3.1/quick-start/demo/movie.html index 3a10cd2420..42967ab60d 100644 --- a/zh/4.3.1/quick-start/demo/movie.html +++ b/zh/4.3.1/quick-start/demo/movie.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/quick-start/demo/round-the-world.html b/zh/4.3.1/quick-start/demo/round-the-world.html index 1d57f5042b..e206fca1e1 100644 --- a/zh/4.3.1/quick-start/demo/round-the-world.html +++ b/zh/4.3.1/quick-start/demo/round-the-world.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/quick-start/demo/the-three-body.html b/zh/4.3.1/quick-start/demo/the-three-body.html index 3addf471d5..25889f7296 100644 --- a/zh/4.3.1/quick-start/demo/the-three-body.html +++ b/zh/4.3.1/quick-start/demo/the-three-body.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/quick-start/demo/three-kingdoms.html b/zh/4.3.1/quick-start/demo/three-kingdoms.html index e40171a49d..2df2c08087 100644 --- a/zh/4.3.1/quick-start/demo/three-kingdoms.html +++ b/zh/4.3.1/quick-start/demo/three-kingdoms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/quick-start/demo/wandering-earth.html b/zh/4.3.1/quick-start/demo/wandering-earth.html index 7001608cfa..91f5ea3fe7 100644 --- a/zh/4.3.1/quick-start/demo/wandering-earth.html +++ b/zh/4.3.1/quick-start/demo/wandering-earth.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/quick-start/preparation.html b/zh/4.3.1/quick-start/preparation.html index 93fe7074e7..56e2df15fe 100644 --- a/zh/4.3.1/quick-start/preparation.html +++ b/zh/4.3.1/quick-start/preparation.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/user-guide/tugraph-browser-legacy.html b/zh/4.3.1/user-guide/tugraph-browser-legacy.html index 6c7f4edbdf..22f8472e0a 100644 --- a/zh/4.3.1/user-guide/tugraph-browser-legacy.html +++ b/zh/4.3.1/user-guide/tugraph-browser-legacy.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/user-guide/tugraph-browser.html b/zh/4.3.1/user-guide/tugraph-browser.html index 82236f0d20..26b5cd874d 100644 --- a/zh/4.3.1/user-guide/tugraph-browser.html +++ b/zh/4.3.1/user-guide/tugraph-browser.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/backup-and-restore.html b/zh/4.3.1/utility-tools/backup-and-restore.html index 4429f3e89c..b7e83a136b 100644 --- a/zh/4.3.1/utility-tools/backup-and-restore.html +++ b/zh/4.3.1/utility-tools/backup-and-restore.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/data-export.html b/zh/4.3.1/utility-tools/data-export.html index ad2d94c189..df3bf53927 100644 --- a/zh/4.3.1/utility-tools/data-export.html +++ b/zh/4.3.1/utility-tools/data-export.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/data-import.html b/zh/4.3.1/utility-tools/data-import.html index 521b7d4bf0..50a0f2df3f 100644 --- a/zh/4.3.1/utility-tools/data-import.html +++ b/zh/4.3.1/utility-tools/data-import.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/data-warmup.html b/zh/4.3.1/utility-tools/data-warmup.html index 48116dea79..df652d7165 100644 --- a/zh/4.3.1/utility-tools/data-warmup.html +++ b/zh/4.3.1/utility-tools/data-warmup.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/ha-cluster-management.html b/zh/4.3.1/utility-tools/ha-cluster-management.html index 74c94d8c8f..2036589430 100644 --- a/zh/4.3.1/utility-tools/ha-cluster-management.html +++ b/zh/4.3.1/utility-tools/ha-cluster-management.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/restful.html b/zh/4.3.1/utility-tools/restful.html index 85a4f70e43..bbdbff9739 100644 --- a/zh/4.3.1/utility-tools/restful.html +++ b/zh/4.3.1/utility-tools/restful.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/tugraph-cli.html b/zh/4.3.1/utility-tools/tugraph-cli.html index c89c763280..6180c8c106 100644 --- a/zh/4.3.1/utility-tools/tugraph-cli.html +++ b/zh/4.3.1/utility-tools/tugraph-cli.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/tugraph-datax.html b/zh/4.3.1/utility-tools/tugraph-datax.html index 60e198290a..9c99dd2204 100644 --- a/zh/4.3.1/utility-tools/tugraph-datax.html +++ b/zh/4.3.1/utility-tools/tugraph-datax.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.1/utility-tools/tugraph-explorer.html b/zh/4.3.1/utility-tools/tugraph-explorer.html index ced62cca91..027ec3576b 100644 --- a/zh/4.3.1/utility-tools/tugraph-explorer.html +++ b/zh/4.3.1/utility-tools/tugraph-explorer.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/best-practices/data_migration.html b/zh/4.3.2/best-practices/data_migration.html index a37a0f6883..7a5789fa5c 100644 --- a/zh/4.3.2/best-practices/data_migration.html +++ b/zh/4.3.2/best-practices/data_migration.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/best-practices/learn_practices.html b/zh/4.3.2/best-practices/learn_practices.html index 7bfaa93121..34c334b477 100644 --- a/zh/4.3.2/best-practices/learn_practices.html +++ b/zh/4.3.2/best-practices/learn_practices.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/best-practices/rdbms-to-tugraph.html b/zh/4.3.2/best-practices/rdbms-to-tugraph.html index 42083557fb..82f7384074 100644 --- a/zh/4.3.2/best-practices/rdbms-to-tugraph.html +++ b/zh/4.3.2/best-practices/rdbms-to-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/best-practices/selection.html b/zh/4.3.2/best-practices/selection.html index fc3a3a9a8b..e36ed9ccca 100644 --- a/zh/4.3.2/best-practices/selection.html +++ b/zh/4.3.2/best-practices/selection.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/best-practices/spatial.html b/zh/4.3.2/best-practices/spatial.html index a2b91ce072..44b0e8a8d8 100644 --- a/zh/4.3.2/best-practices/spatial.html +++ b/zh/4.3.2/best-practices/spatial.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/bolt-client.html b/zh/4.3.2/client-tools/bolt-client.html index dfa0ef2a31..7a443faef1 100644 --- a/zh/4.3.2/client-tools/bolt-client.html +++ b/zh/4.3.2/client-tools/bolt-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/bolt-console-client.html b/zh/4.3.2/client-tools/bolt-console-client.html index 6045d8bf3c..1629a8d0f8 100644 --- a/zh/4.3.2/client-tools/bolt-console-client.html +++ b/zh/4.3.2/client-tools/bolt-console-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/cpp-client.html b/zh/4.3.2/client-tools/cpp-client.html index d0cb483ee5..8018a8333a 100644 --- a/zh/4.3.2/client-tools/cpp-client.html +++ b/zh/4.3.2/client-tools/cpp-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/java-client.html b/zh/4.3.2/client-tools/java-client.html index ab64f94fe4..748d0c9a3f 100644 --- a/zh/4.3.2/client-tools/java-client.html +++ b/zh/4.3.2/client-tools/java-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/python-client.html b/zh/4.3.2/client-tools/python-client.html index f3f09dd830..928eb9cbd4 100644 --- a/zh/4.3.2/client-tools/python-client.html +++ b/zh/4.3.2/client-tools/python-client.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/restful-api-legacy.html b/zh/4.3.2/client-tools/restful-api-legacy.html index f15034ad14..7a234feea8 100644 --- a/zh/4.3.2/client-tools/restful-api-legacy.html +++ b/zh/4.3.2/client-tools/restful-api-legacy.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/restful-api.html b/zh/4.3.2/client-tools/restful-api.html index c556a3034f..af3d5c84fc 100644 --- a/zh/4.3.2/client-tools/restful-api.html +++ b/zh/4.3.2/client-tools/restful-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/rpc-api.html b/zh/4.3.2/client-tools/rpc-api.html index cc632f885a..089e0baa5f 100644 --- a/zh/4.3.2/client-tools/rpc-api.html +++ b/zh/4.3.2/client-tools/rpc-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/client-tools/tugraph-ogm.html b/zh/4.3.2/client-tools/tugraph-ogm.html index 707aeec272..7a3b541c61 100644 --- a/zh/4.3.2/client-tools/tugraph-ogm.html +++ b/zh/4.3.2/client-tools/tugraph-ogm.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/contacts.html b/zh/4.3.2/contacts.html index 31b5987c68..674309c7f6 100644 --- a/zh/4.3.2/contacts.html +++ b/zh/4.3.2/contacts.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/contributor-manual/community-roles.html b/zh/4.3.2/contributor-manual/community-roles.html index ca50e96cb2..37ceef1265 100644 --- a/zh/4.3.2/contributor-manual/community-roles.html +++ b/zh/4.3.2/contributor-manual/community-roles.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/contributor-manual/contributing.html b/zh/4.3.2/contributor-manual/contributing.html index cfff66911b..e2cedcde93 100644 --- a/zh/4.3.2/contributor-manual/contributing.html +++ b/zh/4.3.2/contributor-manual/contributing.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/contributor-manual/corporate-cla.html b/zh/4.3.2/contributor-manual/corporate-cla.html index 79cc0bebe9..9685b57bc1 100644 --- a/zh/4.3.2/contributor-manual/corporate-cla.html +++ b/zh/4.3.2/contributor-manual/corporate-cla.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/contributor-manual/individual-cla.html b/zh/4.3.2/contributor-manual/individual-cla.html index b1c9309766..51c0091f30 100644 --- a/zh/4.3.2/contributor-manual/individual-cla.html +++ b/zh/4.3.2/contributor-manual/individual-cla.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/contributor-manual/roadmap.html b/zh/4.3.2/contributor-manual/roadmap.html index 46527f0297..66545eacbf 100644 --- a/zh/4.3.2/contributor-manual/roadmap.html +++ b/zh/4.3.2/contributor-manual/roadmap.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/development_guide.html b/zh/4.3.2/development_guide.html index 8e96e77ea8..9209bd2738 100644 --- a/zh/4.3.2/development_guide.html +++ b/zh/4.3.2/development_guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/faq.html b/zh/4.3.2/faq.html index 78bbc65792..56bf1d3b9c 100644 --- a/zh/4.3.2/faq.html +++ b/zh/4.3.2/faq.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/guide.html b/zh/4.3.2/guide.html index 6a5b8be877..2f249add6e 100644 --- a/zh/4.3.2/guide.html +++ b/zh/4.3.2/guide.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/installation&running/cloud-deployment.html b/zh/4.3.2/installation&running/cloud-deployment.html index d7817eae99..010d2d2436 100644 --- a/zh/4.3.2/installation&running/cloud-deployment.html +++ b/zh/4.3.2/installation&running/cloud-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/installation&running/compile.html b/zh/4.3.2/installation&running/compile.html index 0897fc0fa6..0e70ba27eb 100644 --- a/zh/4.3.2/installation&running/compile.html +++ b/zh/4.3.2/installation&running/compile.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/installation&running/docker-deployment.html b/zh/4.3.2/installation&running/docker-deployment.html index 46621fc089..6cb6c17f69 100644 --- a/zh/4.3.2/installation&running/docker-deployment.html +++ b/zh/4.3.2/installation&running/docker-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/installation&running/environment-mode.html b/zh/4.3.2/installation&running/environment-mode.html index cc4e691229..ae1f7c98eb 100644 --- a/zh/4.3.2/installation&running/environment-mode.html +++ b/zh/4.3.2/installation&running/environment-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/installation&running/environment.html b/zh/4.3.2/installation&running/environment.html index 5fa0d1ea41..658dfbccc9 100644 --- a/zh/4.3.2/installation&running/environment.html +++ b/zh/4.3.2/installation&running/environment.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/installation&running/high-availability-mode.html b/zh/4.3.2/installation&running/high-availability-mode.html index b20337b79a..7191a35c8d 100644 --- a/zh/4.3.2/installation&running/high-availability-mode.html +++ b/zh/4.3.2/installation&running/high-availability-mode.html @@ -25,8 +25,8 @@ - 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- + + diff --git a/zh/4.3.2/introduction/characteristics/multi-level-Interfaces.html b/zh/4.3.2/introduction/characteristics/multi-level-Interfaces.html index 163c42a3e4..175591752c 100644 --- a/zh/4.3.2/introduction/characteristics/multi-level-Interfaces.html +++ b/zh/4.3.2/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/introduction/characteristics/performance-oriented.html b/zh/4.3.2/introduction/characteristics/performance-oriented.html index 119c579ad8..725138e270 100644 --- a/zh/4.3.2/introduction/characteristics/performance-oriented.html +++ b/zh/4.3.2/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/introduction/functionality.html b/zh/4.3.2/introduction/functionality.html index d005ca3a19..aaf94dc44b 100644 --- a/zh/4.3.2/introduction/functionality.html +++ b/zh/4.3.2/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/introduction/glossary.html b/zh/4.3.2/introduction/glossary.html index 2d5aeadb90..e49230105f 100644 --- a/zh/4.3.2/introduction/glossary.html +++ b/zh/4.3.2/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/introduction/scenarios.html b/zh/4.3.2/introduction/scenarios.html index 6d61038d61..4c103d384a 100644 --- a/zh/4.3.2/introduction/scenarios.html +++ b/zh/4.3.2/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/introduction/schema.html b/zh/4.3.2/introduction/schema.html index db4561db32..e6a2120a4f 100644 --- a/zh/4.3.2/introduction/schema.html +++ b/zh/4.3.2/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/introduction/what-is-gdbms.html b/zh/4.3.2/introduction/what-is-gdbms.html index c0dc4fa270..db3928ed97 100644 --- a/zh/4.3.2/introduction/what-is-gdbms.html +++ b/zh/4.3.2/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/introduction/what-is-graph.html b/zh/4.3.2/introduction/what-is-graph.html index d102a3e4db..f411ea8b73 100644 --- a/zh/4.3.2/introduction/what-is-graph.html +++ b/zh/4.3.2/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/introduction/what-is-tugraph.html b/zh/4.3.2/introduction/what-is-tugraph.html index ac30cb85da..215f483787 100644 --- a/zh/4.3.2/introduction/what-is-tugraph.html +++ b/zh/4.3.2/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/olap&procedure/learn/heterogeneous_graph.html b/zh/4.3.2/olap&procedure/learn/heterogeneous_graph.html index c529f56226..7f055df96b 100644 --- a/zh/4.3.2/olap&procedure/learn/heterogeneous_graph.html +++ b/zh/4.3.2/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

diff --git a/zh/4.3.2/olap&procedure/learn/sampling_api.html b/zh/4.3.2/olap&procedure/learn/sampling_api.html index 283dbeb753..37df8c7b3c 100644 --- a/zh/4.3.2/olap&procedure/learn/sampling_api.html +++ b/zh/4.3.2/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

diff --git a/zh/4.3.2/olap&procedure/learn/training.html b/zh/4.3.2/olap&procedure/learn/training.html index 07ba7bd37c..187fa4e207 100644 --- a/zh/4.3.2/olap&procedure/learn/training.html +++ b/zh/4.3.2/olap&procedure/learn/training.html @@ -25,19 +25,19 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

1. 训练

使用TuGraph 图学习模块进行训练时,可以分为全图训练和mini-batch训练。 全图训练即把全图从TuGraph db加载到内存中,再进行GNN的训练。而mini-batch训练则使用上面提到的TuGraph 图学习模块的采样算子,将全图数据进行采样后,再送入训练框架中进行训练。

-

2. Mini-Batch训练

+

2. Mini-Batch训练

Mini-Batch训练需要使用TuGraph 图学习模块的采样算子,目前支持Neighbor Sampling、Edge Sampling、Random Walk Sampling和Negative Sampling。 TuGraph 图学习模块的采样算子进行采样后的结果以List的形式返回。 下面以Neighbor Sampling为例,介绍如何将采样后的结果,进行格式转换,送入到训练框架中进行训练。 @@ -73,7 +73,7 @@

2. Mini-B -
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]
+
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]

最后对结果进行格式转换,使之符合训练格式。这里我们使用的是DGL训练框架,因此使用结果数据构造了DGL Graph,最终将DGL Graph返回。 我们提供TuGraphSample类之后,就可以使用它进行Mini-Batch训练了。 令DGL的数据加载部分使用TuGraphSample的实例sampler:

diff --git a/zh/4.3.2/olap&procedure/learn/tutorial.html b/zh/4.3.2/olap&procedure/learn/tutorial.html index d40cc6464a..06fd56a6b8 100644 --- a/zh/4.3.2/olap&procedure/learn/tutorial.html +++ b/zh/4.3.2/olap&procedure/learn/tutorial.html @@ -25,17 +25,17 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

@@ -107,7 +107,7 @@

7. python3 train_full_cora.py --model_save_path ./cora_model 即可进行训练。 最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

-

8. 模型加载

+

8. 模型加载

model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 diff --git a/zh/4.3.2/olap&procedure/olap/algorithms.html b/zh/4.3.2/olap&procedure/olap/algorithms.html index 43f58e65d4..2940a6bc30 100644 --- a/zh/4.3.2/olap&procedure/olap/algorithms.html +++ b/zh/4.3.2/olap&procedure/olap/algorithms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/olap&procedure/olap/olap-base-api.html b/zh/4.3.2/olap&procedure/olap/olap-base-api.html index 9e5e7dbd52..fd5237d89e 100644 --- a/zh/4.3.2/olap&procedure/olap/olap-base-api.html +++ b/zh/4.3.2/olap&procedure/olap/olap-base-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/olap&procedure/olap/olap-on-db-api.html b/zh/4.3.2/olap&procedure/olap/olap-on-db-api.html index a7b10f0337..7c8dac34d6 100644 --- a/zh/4.3.2/olap&procedure/olap/olap-on-db-api.html +++ b/zh/4.3.2/olap&procedure/olap/olap-on-db-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.3.2/olap&procedure/olap/olap-on-disk-api.html b/zh/4.3.2/olap&procedure/olap/olap-on-disk-api.html index d4ab28a4ff..77239444f4 100644 --- a/zh/4.3.2/olap&procedure/olap/olap-on-disk-api.html +++ b/zh/4.3.2/olap&procedure/olap/olap-on-disk-api.html @@ -25,8 +25,8 @@ - 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- + + diff --git a/zh/4.5.0/installation&running/environment.html b/zh/4.5.0/installation&running/environment.html index c7d92236c1..690f7952b5 100644 --- a/zh/4.5.0/installation&running/environment.html +++ b/zh/4.5.0/installation&running/environment.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/installation&running/high-availability-mode.html b/zh/4.5.0/installation&running/high-availability-mode.html index 8370c4862c..c1c9c07b1a 100644 --- a/zh/4.5.0/installation&running/high-availability-mode.html +++ b/zh/4.5.0/installation&running/high-availability-mode.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/installation&running/local-package-deployment.html b/zh/4.5.0/installation&running/local-package-deployment.html index 819d57d290..924c8faa90 100644 --- a/zh/4.5.0/installation&running/local-package-deployment.html +++ b/zh/4.5.0/installation&running/local-package-deployment.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/installation&running/tugraph-running.html b/zh/4.5.0/installation&running/tugraph-running.html index 529b743877..4566aac91a 100644 --- a/zh/4.5.0/installation&running/tugraph-running.html +++ b/zh/4.5.0/installation&running/tugraph-running.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/architecture.html b/zh/4.5.0/introduction/architecture.html index ff1b3d7c7d..0bf6638604 100644 --- a/zh/4.5.0/introduction/architecture.html +++ b/zh/4.5.0/introduction/architecture.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/characteristics/htap.html b/zh/4.5.0/introduction/characteristics/htap.html index 44ddecd021..254c325891 100644 --- a/zh/4.5.0/introduction/characteristics/htap.html +++ b/zh/4.5.0/introduction/characteristics/htap.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/characteristics/multi-level-Interfaces.html b/zh/4.5.0/introduction/characteristics/multi-level-Interfaces.html index e2cd0eb595..92de61a57d 100644 --- a/zh/4.5.0/introduction/characteristics/multi-level-Interfaces.html +++ b/zh/4.5.0/introduction/characteristics/multi-level-Interfaces.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/characteristics/performance-oriented.html b/zh/4.5.0/introduction/characteristics/performance-oriented.html index 145467a641..ea66d368a7 100644 --- a/zh/4.5.0/introduction/characteristics/performance-oriented.html +++ b/zh/4.5.0/introduction/characteristics/performance-oriented.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/functionality.html b/zh/4.5.0/introduction/functionality.html index f605365cde..da11c4d429 100644 --- a/zh/4.5.0/introduction/functionality.html +++ b/zh/4.5.0/introduction/functionality.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/glossary.html b/zh/4.5.0/introduction/glossary.html index dd5f8997a6..5563e14131 100644 --- a/zh/4.5.0/introduction/glossary.html +++ b/zh/4.5.0/introduction/glossary.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/scenarios.html b/zh/4.5.0/introduction/scenarios.html index 5d79462adb..a9a3108d05 100644 --- a/zh/4.5.0/introduction/scenarios.html +++ b/zh/4.5.0/introduction/scenarios.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/schema.html b/zh/4.5.0/introduction/schema.html index 0d1ddb88fe..87323436af 100644 --- a/zh/4.5.0/introduction/schema.html +++ b/zh/4.5.0/introduction/schema.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/what-is-gdbms.html b/zh/4.5.0/introduction/what-is-gdbms.html index aa5a7f2087..f4588e3cdf 100644 --- a/zh/4.5.0/introduction/what-is-gdbms.html +++ b/zh/4.5.0/introduction/what-is-gdbms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/what-is-graph.html b/zh/4.5.0/introduction/what-is-graph.html index b44a83fd5e..a852ed010d 100644 --- a/zh/4.5.0/introduction/what-is-graph.html +++ b/zh/4.5.0/introduction/what-is-graph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/introduction/what-is-tugraph.html b/zh/4.5.0/introduction/what-is-tugraph.html index 01d7339bdc..bb147e4323 100644 --- a/zh/4.5.0/introduction/what-is-tugraph.html +++ b/zh/4.5.0/introduction/what-is-tugraph.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/learn/heterogeneous_graph.html b/zh/4.5.0/olap&procedure/learn/heterogeneous_graph.html index 9cf26d3049..4c368ca7cc 100644 --- a/zh/4.5.0/olap&procedure/learn/heterogeneous_graph.html +++ b/zh/4.5.0/olap&procedure/learn/heterogeneous_graph.html @@ -25,12 +25,12 @@ - - + + -

Heterogeneous Graph

+

Heterogeneous Graph

本文档介绍如何使用异质图进行训练。

diff --git a/zh/4.5.0/olap&procedure/learn/sampling_api.html b/zh/4.5.0/olap&procedure/learn/sampling_api.html index 91edadf150..11a417e1e8 100644 --- a/zh/4.5.0/olap&procedure/learn/sampling_api.html +++ b/zh/4.5.0/olap&procedure/learn/sampling_api.html @@ -25,12 +25,12 @@ - - + + -

Sampling API

+

Sampling API

此文档主要详细介绍了Sampling API的使用说明

diff --git a/zh/4.5.0/olap&procedure/learn/training.html b/zh/4.5.0/olap&procedure/learn/training.html index e13fd69255..525ff5cd26 100644 --- a/zh/4.5.0/olap&procedure/learn/training.html +++ b/zh/4.5.0/olap&procedure/learn/training.html @@ -25,19 +25,19 @@ - - + + -

Training

+

Training

本文档详细介绍了如何使用TuGraph进行图神经网络(GNN)的训练。

1. 训练

使用TuGraph 图学习模块进行训练时,可以分为全图训练和mini-batch训练。 全图训练即把全图从TuGraph db加载到内存中,再进行GNN的训练。而mini-batch训练则使用上面提到的TuGraph 图学习模块的采样算子,将全图数据进行采样后,再送入训练框架中进行训练。

-

2. Mini-Batch训练

+

2. Mini-Batch训练

Mini-Batch训练需要使用TuGraph 图学习模块的采样算子,目前支持Neighbor Sampling、Edge Sampling、Random Walk Sampling和Negative Sampling。 TuGraph 图学习模块的采样算子进行采样后的结果以List的形式返回。 下面以Neighbor Sampling为例,介绍如何将采样后的结果,进行格式转换,送入到训练框架中进行训练。 @@ -73,7 +73,7 @@

2. Mini-B -
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]
+
图数据存储信息位置
边起点EdgeInfo[0]
边终点EdgeInfo[1]
顶点IDNodeInfo[0]
顶点特征NodeInfo[1]
顶点标签NodeInfo[2]

最后对结果进行格式转换,使之符合训练格式。这里我们使用的是DGL训练框架,因此使用结果数据构造了DGL Graph,最终将DGL Graph返回。 我们提供TuGraphSample类之后,就可以使用它进行Mini-Batch训练了。 令DGL的数据加载部分使用TuGraphSample的实例sampler:

diff --git a/zh/4.5.0/olap&procedure/learn/tutorial.html b/zh/4.5.0/olap&procedure/learn/tutorial.html index 0eee672280..a0029548ce 100644 --- a/zh/4.5.0/olap&procedure/learn/tutorial.html +++ b/zh/4.5.0/olap&procedure/learn/tutorial.html @@ -25,17 +25,17 @@ - - + + -

Learn Tutorial

+

Learn Tutorial

本文档是为 TuGraph 的用户设计的引导程序,用户在阅读详细的文档之前,应该首先阅读该文档,对 TuGraph 的图学习运行流程有一个大致的了解,之后再阅读详细文档会更加方便。引导程序是基于 Tugraph 的一个简单的程序实例,我们将重点介绍其使用方式。

1.TuGraph 图学习模块简介

-

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

+

图学习是一种机器学习方法,其核心思想是利用图结构中的拓扑信息,通过顶点之间的联系及规律来进行数据分析和建模。不同于传统机器学习方法,图学习利用的数据形式为图结构,其中顶点表示数据中的实体,而边则表示实体之间的关系。通过对这些顶点和边进行特征提取和模式挖掘,可以揭示出数据中深层次的关联和规律,从而用于各种实际应用中。

这个模块是一个基于图数据库的图学习模块,主要提供了四种采样算子:Neighbor Sampling、Edge Sampling、Random Walk Sampling 和 Negative Sampling。这些算子可以用于对图中的顶点和边进行采样,从而生成训练数据。采样过程是在并行计算环境下完成的,具有高效性和可扩展性。

在采样后,我们可以使用得到的训练数据来训练一个模型。该模型可以用于各种图学习任务,比如预测、分类等。通过训练,模型可以学习到图中的顶点和边之间的关系,从而能够对新的顶点和边进行预测和分类。在实际应用中,这个模块可以被用来处理各种大规模的图数据,比如社交网络、推荐系统、生物信息学等。

2. 运行流程

@@ -107,7 +107,7 @@

7. python3 train_full_cora.py --model_save_path ./cora_model 即可进行训练。 最终打印loss数值小于0.9,即为训练成功。至此,图模型训练完成,模型保存在cora_model文件。

-

8. 模型加载

+

8. 模型加载

model = build_model()
model.load_state_dict(torch.load(model_save_path))
model.eval()

在使用保存的模型之前,首先需要对其进行加载。代码中,使用如上的代码对已训练模型进行加载。

加载之后,我们可以使用模型对新的顶点和边进行预测和分类。在预测时,我们可以输入一个或多个顶点,模型将输出相应的预测结果。在分类时,我们可以将整个图作为输入,模型将对图中的顶点和边进行分类,以实现任务的目标。 diff --git a/zh/4.5.0/olap&procedure/olap/algorithms.html b/zh/4.5.0/olap&procedure/olap/algorithms.html index a9b8ea05fc..5602daceb5 100644 --- a/zh/4.5.0/olap&procedure/olap/algorithms.html +++ b/zh/4.5.0/olap&procedure/olap/algorithms.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/olap/olap-base-api.html b/zh/4.5.0/olap&procedure/olap/olap-base-api.html index 288a6447cf..c6f9f82d24 100644 --- a/zh/4.5.0/olap&procedure/olap/olap-base-api.html +++ b/zh/4.5.0/olap&procedure/olap/olap-base-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/olap/olap-on-db-api.html b/zh/4.5.0/olap&procedure/olap/olap-on-db-api.html index 480b3596ef..5fbfaea41e 100644 --- a/zh/4.5.0/olap&procedure/olap/olap-on-db-api.html +++ b/zh/4.5.0/olap&procedure/olap/olap-on-db-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/olap/olap-on-disk-api.html b/zh/4.5.0/olap&procedure/olap/olap-on-disk-api.html index 2924af9f3d..c5dcd17a52 100644 --- a/zh/4.5.0/olap&procedure/olap/olap-on-disk-api.html +++ b/zh/4.5.0/olap&procedure/olap/olap-on-disk-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/olap/python-api.html b/zh/4.5.0/olap&procedure/olap/python-api.html index 4d03841475..5197c70810 100644 --- a/zh/4.5.0/olap&procedure/olap/python-api.html +++ b/zh/4.5.0/olap&procedure/olap/python-api.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/olap/tutorial.html b/zh/4.5.0/olap&procedure/olap/tutorial.html index dced828f7f..06dd1e1d42 100644 --- a/zh/4.5.0/olap&procedure/olap/tutorial.html +++ b/zh/4.5.0/olap&procedure/olap/tutorial.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/procedure.html b/zh/4.5.0/olap&procedure/procedure.html index 01b8549e8a..066563f0f6 100644 --- a/zh/4.5.0/olap&procedure/procedure.html +++ b/zh/4.5.0/olap&procedure/procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/procedure/C++-procedure.html b/zh/4.5.0/olap&procedure/procedure/C++-procedure.html index 436df05381..b47d76d758 100644 --- a/zh/4.5.0/olap&procedure/procedure/C++-procedure.html +++ b/zh/4.5.0/olap&procedure/procedure/C++-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/procedure/Python-procedure.html b/zh/4.5.0/olap&procedure/procedure/Python-procedure.html index f53eb7f03a..9bde11e334 100644 --- a/zh/4.5.0/olap&procedure/procedure/Python-procedure.html +++ b/zh/4.5.0/olap&procedure/procedure/Python-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/procedure/Rust-procedure.html b/zh/4.5.0/olap&procedure/procedure/Rust-procedure.html index 03e9c595ae..df51028a5f 100644 --- a/zh/4.5.0/olap&procedure/procedure/Rust-procedure.html +++ b/zh/4.5.0/olap&procedure/procedure/Rust-procedure.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/olap&procedure/procedure/traversal.html b/zh/4.5.0/olap&procedure/procedure/traversal.html index e30178e6df..a8dab3bfa1 100644 --- a/zh/4.5.0/olap&procedure/procedure/traversal.html +++ b/zh/4.5.0/olap&procedure/procedure/traversal.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/permission/log.html b/zh/4.5.0/permission/log.html index 4c58ab12de..11f7b913e4 100644 --- a/zh/4.5.0/permission/log.html +++ b/zh/4.5.0/permission/log.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/permission/monitoring.html b/zh/4.5.0/permission/monitoring.html index c6d450b351..d5117c29cd 100644 --- a/zh/4.5.0/permission/monitoring.html +++ b/zh/4.5.0/permission/monitoring.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/permission/privilege.html b/zh/4.5.0/permission/privilege.html index b1e014cf5e..343be8ca86 100644 --- a/zh/4.5.0/permission/privilege.html +++ b/zh/4.5.0/permission/privilege.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/permission/reset_admin_password.html b/zh/4.5.0/permission/reset_admin_password.html index b18f98c9d1..7f7783671c 100644 --- a/zh/4.5.0/permission/reset_admin_password.html +++ b/zh/4.5.0/permission/reset_admin_password.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/permission/token.html b/zh/4.5.0/permission/token.html index bd4470c24d..79c67314e7 100644 --- a/zh/4.5.0/permission/token.html +++ b/zh/4.5.0/permission/token.html @@ -25,8 +25,8 @@ - - + + diff --git a/zh/4.5.0/quality/integration-testing.html b/zh/4.5.0/quality/integration-testing.html index 7b23601f2e..df18ed28f1 100644 --- a/zh/4.5.0/quality/integration-testing.html +++ b/zh/4.5.0/quality/integration-testing.html @@ -25,8 +25,8 @@ - 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