CINXE.COM

<!DOCTYPE html><html lang="en"><head><title>IBM Cloud Pak for Data</title><meta content="text/html; charset=utf-8"/><meta content="IE=edge"/><meta name="viewport" content="initial-scale=1.0"/><link rel="icon" type="image/svg+xml" sizes="any" href="/graphics/favicon-32x32.svg?v=3.0.2"/><link rel="stylesheet" href="https://api.dataplatform.cloud.ibm.com/v2/nav/css/nav-carbon10.f61e125478362d446da6.min.css"/><link data-chunk="commonNav" rel="preload" as="script" href="https://api.dataplatform.cloud.ibm.com/v2/nav/js/nav.ec94e7a023c8f1b587c6.min.js"/><link rel="stylesheet" href="/css/common.8be38b001e8056e42d75.css"/><link rel="stylesheet" href="/css/tearsheet.styles.72f67cc99009a83b955c.css"/><link rel="stylesheet" href="/css/simplemde.min.b8697c785bbf0627fb05.css"/><link rel="stylesheet" href="/css/responsive-table.cdf90619623a1f26db9e.css"/><link data-chunk="exchange" rel="stylesheet" href="/js/css/exchange.0fcba8ab.css"/><link data-chunk="components-ViewEntry-ViewEntry" rel="stylesheet" href="/js/css/components-ViewEntry-ViewEntry.3acd6478.chunk.css"/><link data-chunk="components-ViewEntry-ViewEntry" rel="preload" as="style" href="/js/css/components-ViewEntry-ViewEntry.3acd6478.chunk.css"/><link data-chunk="exchange" rel="preload" as="style" href="/js/css/exchange.0fcba8ab.css"/><link data-chunk="exchange" rel="preload" as="script" href="/js/exchange.52619ac1.js"/><link data-chunk="components-ViewEntry-ViewEntry" rel="preload" as="script" href="/js/9371.f01a6a9f.js"/><link data-chunk="components-ViewEntry-ViewEntry" rel="preload" as="script" href="/js/1308.dd6bc32d.js"/><link data-chunk="components-ViewEntry-ViewEntry" rel="preload" as="script" href="/js/844.90bd9206.js"/><link data-chunk="components-ViewEntry-ViewEntry" rel="preload" as="script" href="/js/9603.21f7838e.js"/></head><body data-theme="light"><div><header id="dapNav" aria-label='Global navigation' data-userid="" class=""data-hyperscaler="ibmcloud"data-product-title="IBM Cloud Pak for Data" data-version="" data-context-search-href="" data-context-search-suggestions-href="" data-context-search-facets-href="" data-context-saved-searches-href="" data-assist-me-enabled="prod" data-authenticated="" data-skin="carbon10"data-context-url="/?context=cpdaas"data-notifications-requested=""data-full-sanitizer=""data-context="cpdaas"data-is-production="true"data-external-message-format="/v2/nav/js/intl-messageformat.7.8.2.min.eb8d0a623b9b90d792bd.js"data-external-purify="/v2/nav/js/purify.3.1.7.min.13f288c1d8e864f3e0ac.js"data-requested-language="en"><script id="dapNavIntlClientMessages" type="application/json">{"locales":"en-US","messages":{"CommonHeader.profile.trial":"Your {title} trial {days, plural, =0 {has ended} one {ends tomorrow} other {ends in {days} days}}.","CommonHeader.common.regions":"Regions","CommonHeader.common.region.view.less":"View less","CommonHeader.common.region.view.more":"View all regions","CommonHeader.common.region.recent":"Recently accessed regions","CommonHeader.common.region.aws":"AWS regions","CommonHeader.common.region.aws.us-east-1.name":"N. Virginia","CommonHeader.common.region.aws.us-east-1.name.full":"US East (N. Virginia)","CommonHeader.common.region.aws.us-east-2.name":"Ohio","CommonHeader.common.region.aws.us-east-2.name.full":"US East (Ohio)","CommonHeader.common.region.aws.us-west-2.name":"N. California","CommonHeader.common.region.aws.us-west-2.name.full":"US West (N. California)","CommonHeader.common.region.ibm":"IBM regions","CommonHeader.common.region.ibm.ca-tor.name":"Toronto","CommonHeader.common.region.ibm.ca-tor.name.full":"Canada (Toronto)","CommonHeader.common.region.ibm.eu-de.name":"Frankfurt","CommonHeader.common.region.ibm.eu-de.name.full":"Europe (Frankfurt)","CommonHeader.common.region.ibm.eu-gb.name":"London","CommonHeader.common.region.ibm.eu-gb.name.full":"UK (London)","CommonHeader.common.region.ibm.jp-tok.name":"Tokyo","CommonHeader.common.region.ibm.jp-tok.name.full":"Asia Pacific (Tokyo)","CommonHeader.common.region.ibm.us-south.name":"Dallas","CommonHeader.common.region.ibm.us-south.name.full":"US (Dallas)","CommonHeader.common.region.ibm.au-syd.name":"Sydney","CommonHeader.common.region.ibm.au-syd.name.full":"Australia (Sydney)","CommonHeader.announcement.label":"Announcement","CommonHeader.client.error.generic":"Something went wrong. Please try again or contact the IBM help desk.","CommonHeader.client.openDocumentation":"Open documentation","CommonHeader.client.accountChangeError":"Error while changing account","CommonHeader.client.search.recentTitle":"Recent searches","CommonHeader.client.search.savedTitle":"Saved searches","CommonHeader.client.search.seeMoreSaved":"See more saved searches","CommonHeader.client.search.suggestionsTitle":"Suggestions","CommonHeader.client.search.facetsTitle":"Try searching for...","CommonHeader.client.trial.days":"Your trial ends in {number} days","CommonHeader.client.trial.tomorrow":"Your trial ends tomorrow","CommonHeader.client.trial.subtitle":"When your trial ends, your data will not be erased but you will no longer be able to use {productTitle}.","CommonHeader.client.trial.bannerTitle":"Upgrade your account","CommonHeader.client.watsonStudio":"watsonx.ai Studio","CommonHeader.client.noAccountSelected":"No account selected","CommonHeader.client.noRecentProjects":"No recent projects","CommonHeader.client.noRecentCatalogs":"No recent catalogs","CommonHeader.client.noRecentSpaces":"No recent spaces","CommonHeader.client.unsupportedBrowserTitle":"Unsupported browser","CommonHeader.client.unsupportedBrowserSubtitle":"For optimal results, use a Chrome, Firefox, or Edge browser.","CommonHeader.client.sessionExpiryTitle":"Your session is about to expire","CommonHeader.client.sessionExpirySubtitle":"Your session will end in about {time, plural, =0 {less than one minute} =1 {one minute} other {# minutes}}.","CommonHeader.client.sessionExpiryInactiveSubtitle":"Your session will end in about {time, plural, =0 {less than one minute} =1 {one minute} other {# minutes}} due to inactivity.","CommonHeader.client.today":"Today","CommonHeader.client.yesterday":"Yesterday","CommonHeader.client.at":"at","CommonHeader.client.showMore":"Show more","CommonHeader.client.timestamp":"Timestamp","CommonHeader.client.notification.you":"you","CommonHeader.client.notification.userNotFound":"User not found","CommonHeader.client.notification.severity.minor":"Minor","CommonHeader.client.notification.severity.warning":"Warning","CommonHeader.client.notification.severity.major":"Major","CommonHeader.client.notification.severity.critical":"Critical","CommonHeader.client.notification.severity.information":"Information","CommonHeader.client.upgradeTooltip":"{num} days of trial left. Upgrade now!","CommonHeader.client.globalSearch.facet.glossary_term":"Business term","CommonHeader.client.globalSearch.facet.data_asset":"Data","CommonHeader.client.globalSearch.facet.category":"Category","CommonHeader.client.globalSearch.facet.notebook":"Notebook","CommonHeader.client.globalSearch.facet.model":"Model","CommonHeader.header.upgrade":"Upgrade","CommonHeader.common.settings":"Settings","CommonHeader.common.description":"Description","CommonHeader.common.date":"Date","CommonHeader.common.back":"Back","CommonHeader.common.cancel":"Cancel","CommonHeader.common.save":"Save","CommonHeader.common.done":"Done","CommonHeader.common.getStarted":"Get started","CommonHeader.common.viewProject":"View project","CommonHeader.common.add":"Add","CommonHeader.common.createNew":"Create new","CommonHeader.common.project":"Project","CommonHeader.common.notebook":"Notebook","CommonHeader.common.import":"Import","CommonHeader.common.closeButton":"Close button","CommonHeader.common.globalNav":"Global navigation","CommonHeader.common.actionBar":"Action bar","CommonHeader.common.addOns":"Addons"}}</script><script id="dapCloudAllRegionDetails" type="application/json">{"us-south":{"name_id":"CommonHeader.common.region.ibm.us-south.name","name_full_id":"CommonHeader.common.region.ibm.us-south.name.full","id":"us-south","domain":"dataplatform.cloud.ibm.com","cloud":"IBM"},"eu-gb":{"name_id":"CommonHeader.common.region.ibm.eu-gb.name","name_full_id":"CommonHeader.common.region.ibm.eu-gb.name.full","id":"eu-gb","disabled":false,"domain":"eu-gb.dataplatform.cloud.ibm.com","cloud":"IBM"},"jp-tok":{"name_id":"CommonHeader.common.region.ibm.jp-tok.name","name_full_id":"CommonHeader.common.region.ibm.jp-tok.name.full","id":"jp-tok","disabled":false,"domain":"jp-tok.dataplatform.cloud.ibm.com","cloud":"IBM"},"eu-de":{"name_id":"CommonHeader.common.region.ibm.eu-de.name","name_full_id":"CommonHeader.common.region.ibm.eu-de.name.full","id":"eu-de","disabled":false,"domain":"eu-de.dataplatform.cloud.ibm.com","cloud":"IBM"},"au-syd":{"name_id":"CommonHeader.common.region.ibm.au-syd.name","name_full_id":"CommonHeader.common.region.ibm.au-syd.name.full","id":"au-syd","disabled":false,"domain":"au-syd.dai.cloud.ibm.com","cloud":"IBM"}}</script><nav id="dap-title-bar" aria-label="Title bar" class="dap-menu-wrapper"><div class="dap-nav-title global-nav-enabled"><a class="dap-nav-title-link" href="/?context=cpdaas"><span class="dap-nav-title-context cpdaas "><span class="desktop-title"><span class="normal-title">IBM</span> Cloud Pak for Data</span><span class="mobile-title"><span class="normal-title">IBM</span> Cloud Pak for Data</span></span></a></div><div class="dap-section-link-container"></div><div class="dap-nav-features"><a class="log-in" id="dap-sign-in" href="/auth/iamid/login?context=cpdaas">Log In</a><a class="sign-up nav-button" href="/signup?context=cpdaas">Sign Up</a></div></nav><div id="dap-announcement"><div class="announcement-type"></div><div class="announcement-message"><span id="dap-announcement-message"></span></div><div class="announcement-actions"><div class="announcement-previous hide"><button id="announcement-previous" title="Previous"><svg focusable="false" preserveAspectRatio="xMidYMid meet" xmlns="http://www.w3.org/2000/svg" fill="currentColor" width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><path d="M10 16L20 6 21.4 7.4 12.8 16 21.4 24.6 20 26z"></path></svg></button></div><div class="announcement-pagination hide"><span id="announcement-pagination">0 / 0</span></div><div class="announcement-next hide"><button id="announcement-next" title="Next"><svg focusable="false" preserveAspectRatio="xMidYMid meet" xmlns="http://www.w3.org/2000/svg" fill="currentColor" width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><path d="M22 16L12 26 10.6 24.6 19.2 16 10.6 7.4 12 6z"></path></svg></button></div><div class="announcement-close"><button class="announcement-close-button" title="Close"><svg focusable="false" preserveAspectRatio="xMidYMid meet" xmlns="http://www.w3.org/2000/svg" fill="currentColor" width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><path d="M24 9.4L22.6 8 16 14.6 9.4 8 8 9.4 14.6 16 8 22.6 9.4 24 16 17.4 22.6 24 24 22.6 17.4 16 24 9.4z"></path></svg></button></div></div></div><div class="header-overlay"></div></header><div class="icp-version-modal"><div class="icp-version-modal-overlay"></div><div role="dialog" class="icp-modal-container" aria-label="Version modal"><div class="icp-modal-content"><div class="icp-modal-header"><button class="icp-version-modal--close" type="button"><svg fill-rule="evenodd" height="10" role="img" viewBox="0 0 10 10" width="10" aria-label='Close modal' alt='Close modal'><path d="M6.32 5L10 8.68 8.68 10 5 6.32 1.32 10 0 8.68 3.68 5 0 1.32 1.32 0 5 3.68 8.68 0 10 1.32 6.32 5z"></path></svg></button></div><div class="icp-modal-body"><iframe id="icp-version-modal-iframe" sandbox="allow-same-origin allow-top-navigation allow-scripts allow-popups allow-downloads" src="" title="Version modal"></iframe></div><span tabindex="0"></span></div></div></div><div id="cloud-logout-modal" class="nav--logout-modal hide" role="dialog" tabindex="-1"><div class="nav--logout-modal--overlay"></div><div role="dialog" class="nav--logout-modal--container" aria-label="Version modal"><div class="nav--logout-modal--content"><div class="nav--logout-modal--header"><p>Confirm</p><button id="logout-modal-close" class="nav--logout-modal--close" type="button" aria-label='Close modal'><svg focusable="false" preserveAspectRatio="xMidYMid meet" xmlns="http://www.w3.org/2000/svg" fill="currentColor" width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><path d="M24 9.4L22.6 8 16 14.6 9.4 8 8 9.4 14.6 16 8 22.6 9.4 24 16 17.4 22.6 24 24 22.6 17.4 16 24 9.4z"></path></svg></button></div><div class="nav--logout-modal--body"><p>Do you want to log out?</p></div><div class="nav--logout-modal--footer"><button class="nav--logout-modal--footer-button secondary" id="logout-modal-cancel" type="button" >Cancel</button><button class="nav--logout-modal--footer-button primary" id="logout-modal-commit" data-url="/auth/iamid/logout?context=cpdaas" type="button" >Log out</button></div><span tabindex="0"></span></div></div></div><div id="nav-notification-container" aria-live="polite" class='nav-notification-container'></div><script type="text/javascript">window._segmentInit1 = function(){var analytics=window.analytics=window.analytics||[];if(!analytics.initialize)if(analytics.invoked)window.console&&console.error&&console.error("Segment snippet included twice.");else{analytics.invoked=!0;analytics.methods=["trackSubmit","trackClick","trackLink","trackForm","pageview","identify","reset","group","track","ready","alias","debug","page","once","off","on","addSourceMiddleware","addIntegrationMiddleware","setAnonymousId","addDestinationMiddleware"];analytics.factory=function(t){return function(){var e=Array.prototype.slice.call(arguments);e.unshift(t);analytics.push(e);return analytics}};for(var t=0;t<analytics.methods.length;t++){var e=analytics.methods[t];analytics[e]=analytics.factory(e)}analytics.load=function(t,e){var n=document.createElement("script");n.type="text/javascript";n.async=!0;n.src="https://cdn.segment.com/analytics.js/v1/"+t+"/analytics.min.js";var a=document.getElementsByTagName("script")[0];a.parentNode.insertBefore(n,a);analytics._loadOptions=e};analytics.SNIPPET_VERSION="4.1.0";var analyticsLoadOptions = {};analyticsLoadOptions.storage = { stores: ["cookie", "memory"] };analyticsLoadOptions.integrations = {"Appcues":false};analytics.load("1iyTirPMAfhrMqGoewxUXeopq4qqje6j", analyticsLoadOptions);var _pageObj = {category: "Offering Interface",productTitle: "IBM Cloud Pak for Data",region: "us-south"};var _segmentIdentifyObj = {name: "",email: ""};if (typeof(digitalData) !== "undefined" && digitalData.user && digitalData.user.profile && digitalData.user.profile.uuid) {_segmentIdentifyObj.uuid = digitalData.user.profile.uuid;}if (typeof(utag) !== "undefined" && utag.data && utag.data["cp.CoreID6"]) {_segmentIdentifyObj.coremetricsId = utag.data["cp.CoreID6"].split("&")[0];}analytics.page("Offering Interface", _pageObj);}};</script><script type="text/javascript">window._segmentInit2 = (function() {function _getProductTitle(context) {return "IBM Cloud Pak for Data";}if (window.analytics) {var DATA_ATTR_PREFIX = "[data-analytics-action]";var LHS_NODE = document.getElementById("dap-side-menu");if (LHS_NODE !== null) {var NAV_ITEMS = [].slice.call(LHS_NODE.querySelectorAll(DATA_ATTR_PREFIX));function recordClick() {var context = "cpdaas";var productTitle = _getProductTitle(context);window.analytics.track("navigation", {action: "click",bssAccountId: "",category: productTitle,element_type: "button",location_on_ui: "lhs panel",title: this.dataset.analyticsTitle,id: this.dataset.analyticsTitle,status: "complete",orgGuid: "",orgName: "",UT30: "30AHU",productCode: "WW0240",productCodeType: "WWPC",productId: "5900A5I",instanceGuid: "-WW0240",productTitle: productTitle});}NAV_ITEMS.forEach(function(item) {item.addEventListener("click", recordClick.bind(item));});}var ACTION_BAR_NODE = document.getElementById("dap-action-bar");if (ACTION_BAR_NODE !== null) {function createClickRecorder(idPrefix, titlePrefix) {return function() {var action = this.dataset.action;var type = this.dataset.type ? this.dataset.type : "button";var id = idPrefix + action.split("-").join("_");var title = titlePrefix + action.split("-").join(" ");var context = "cpdaas";var productTitle = _getProductTitle(context);window.analytics.track("navigation", {action: "click",bssAccountId: "",category: productTitle,element_type: type,location_on_ui: "action-bar",title: title,id: id,status: "complete",orgGuid: "",orgName: "",UT30: "30AHU",productCode: "WW0240",productCodeType: "WWPC",productId: "5900A5I",instanceGuid: "-WW0240",productTitle: productTitle});}}var ACTION_ITEMS = [].slice.call(ACTION_BAR_NODE.querySelectorAll(".dap-action-bar_actions-container [data-action]"));ACTION_ITEMS.forEach(function(item) {item.addEventListener("click", createClickRecorder("", "").bind(item));});var RHS_ITEMS = [].slice.call(ACTION_BAR_NODE.querySelectorAll(".dap-action-bar_rhs-actions-container [data-action]"));RHS_ITEMS.forEach(function(item) {item.addEventListener("click", createClickRecorder("rhs_", "RHS ").bind(item));});}}});</script></div><script async="" data-chunk="commonNav" data-suspense="false" src="https://api.dataplatform.cloud.ibm.com/v2/nav/js/nav.ec94e7a023c8f1b587c6.min.js"></script><main class="page-wrapper"><div id="contentNode"><div class="ExchangePageWrapper__pageWrapper___iPNZW"><div><div class="ViewEntryHeader__headerArea___XhdA_"><nav class="ViewEntryHeader__entryTitle___gDd3A" aria-label="Breadcrumb"><ol class="cds--breadcrumb"><li class="cds--breadcrumb-item" data-testid="entry-bread-crumb-rh"><a href="/gallery?context=cpdaas" class="cds--link">Resource hub</a></li></ol></nav></div><div class="ViewEntry__infoArea___Hfb9R cds--grid cds--grid--full-width" role="banner"><div class="cds--row"><div class="cds--col"><div class="ViewEntry__infoAreaInner___DvLA6" data-testid="entry-info"><div class="ViewEntry__titleAndTags___iG_Xy"><h1 class="ViewEntry__mainEntryTitle___SELZJ" data-testid="entry-title"><span class="ViewEntry__ellipsis___lGqT1">Vector database agnostic integration with LangChain</span></h1><div class="ViewEntry__entryType___Psefn" data-testid="entry-subtitle">Notebook</div><div class="ViewEntry__tagsField___TnKP1" data-testid="entry-description-tags"><div class="cds--tag" id="tag-3539"><span title="Communications" dir="auto">Communications</span></div></div></div></div></div></div></div><div class="ViewEntry__bodyArea___PcU_8 cds--grid"><div class="ViewEntry__bodyRow____1hwe cds--row"><div class="ViewEntry__mainColumn___Gog7m cds--col-sm-4 cds--col-md-6 cds--col-lg-11"><div class="ViewEntry__description___ST89y" data-testid="entry-description" role="article"><h2 class="ViewEntry__descriptionTitle___TTnvN">Description</h2><iframe class="NotebookPreview__notebookPreviewFrame___HCBkT" style="height:80px;overflow:hidden" src="/exchange/public/entry/preview?url=https://raw.githubusercontent.com/IBMDataScience/sample-notebooks/master/Cloud/HTML/Vector%20database%20agnostic%20integration%20with%20LangChain.html"></iframe><div class="ViewEntry__mainDescription___JLqGo markdown__useMarkdown___d7Yyo" data-testid="entry-description-content"><p>This notebook teaches you how to:</p> <ol> <li>Apply a RAG framework by connecting a vector database to one of the watsonx foundation models and utility functions from the Watson Machine Learning service within watsonx.ai and Langchain,</li> <li>Build up a knowledge base,</li> <li>Create an embedding function to generate a Q&A resource for users</li> </ol> </div></div></div><div class="ViewEntry__sideColumn___jT5Vc cds--col-sm-4 cds--col-md-2 cds--col-lg-5" data-testid="entry-details"><div class="ViewEntryDetails__detailsContainer___lQGwt" role="complementary"><h2 class="ViewEntryDetails__sidePanelTitle___Pf4oj">Details</h2><div class="ViewEntryDetails__tabTitles___fpTS7"><h3 class="ViewEntryDetails__infoTab___HCwiH" title="IBM Analytics">Publisher</h3></div><div class="ViewEntryDetails__tabTitlesEntries___bzUE3"><div title="IBM Analytics">IBM Analytics</div></div><div><div class="ViewEntryDetails__tabTitles___fpTS7"><h3 class="ViewEntryDetails__infoTab___HCwiH">Modified</h3></div><div class="ViewEntryDetails__tabTitlesEntries___bzUE3"><div>May 23, 2024</div></div><div><div class="ViewEntryDetails__tabTitles___fpTS7"><h3 class="ViewEntryDetails__infoTab___HCwiH">Terms of use</h3></div><div class="ViewEntryDetails__tabTitlesEntries___bzUE3"><a class="cds--link" rel="noopener" target="_blank" href="https://opensource.org/licenses/MIT">https://opensource.org/licenses/MIT</a></div></div></div></div></div></div></div></div><div role="presentation" aria-hidden="true" class="cds--modal"><div class="cds--modal-container" role="dialog" aria-modal="true"><button type="button" class="cds--visually-hidden">Focus sentinel</button><div class="cds--modal-container-body"></div><button type="button" class="cds--visually-hidden">Focus sentinel</button></div></div></div></div></main><script src="/js/vendor.bundle.40294b7aa0c72e2472c3.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/socket.io/4.8.0/socket.io.min.js"></script><script id="react-client-script" type="application/javascript">var __REACT_CLIENT_DATA__={"settings":{"x-powered-by":false,"etag":"weak","env":"production","query parser":"extended","subdomain offset":2,"trust proxy":true,"views":"/home/node/portal-main/src","jsonp callback name":"callback","view cache":true,"view engine":"SSR"},"reactProps":{"stage":"","domain":"ng.bluemix.net","extDomain":"mybluemix.net","globalDomain":"cloud.ibm.com","customDomain":"dataplatform.cloud.ibm.com","customPreAuthDomain":"dataplatform.cloud.ibm.com","cfDomain":"ng.bluemix.net","cfApiDomain":"ng.bluemix.net","cloudUIDomain":"cloud.ibm.com","region":"us-south","ys1":false,"regionPrefix":"","console":"console","production":true,"deploymentTarget":"cloud","hyperscaler":"ibmcloud","productName":"wdp","arch":"amd64","desktopReleaseType":null,"desktopAddons":null,"internal":"internal.","mcsp":false,"context":"cpdaas","userSettings":{"iui":null},"entry":{"entity":{"name":"Vector database agnostic integration with LangChain","description":"This notebook teaches you how to:\n\n1. Apply a RAG framework by connecting a vector database to one of the watsonx foundation models and utility functions from the Watson Machine Learning service within watsonx.ai and Langchain,\n2. Build up a knowledge base,\n3. Create an embedding function to generate a Q&A resource for users","topic":{"entity":{"name":"Communications","type_info":{"name":null,"id":null}},"metadata":{"guid":"75a144f72926170f035160d951b30826","updated_at":"2015-12-09T18:44:42.175Z","url":"https://api.dataplatform.test.cloud.ibm.com/v2/gallery-assetsundefined","updated_by":"michaelf@il.ibm.com","revision":"3-4a2a2d39b901a1ba064e47d279e01a40"},"_attachments":{"logo":{"content_type":"image/svg+xml","revpos":2,"digest":"md5-BQeSCG+OTU0KAlglwTskQw==","length":1106,"stub":true}},"tags":["Communications"]},"publisher":{"entity":{"name":"IBM Analytics","description":"IBM Cloud Data Services provides developers with a comprehensive set of rich, integrated data services covering content, data and analytics. Cloud Data Service offerings speed up time to market, improve uptime and deliver higher value to developers of web and mobile applications.","externalreference":"http://ibm.biz/clouddata","members":["linju@ca.ibm.com","dejan@ca.ibm.com","mpawlow@ca.ibm.com","ishaan.patel@ibm.com","Brandon.Liu@ibm.com","wswitzer@ca.ibm.com","Ashley.Zhao@ibm.com","arshdeep.saini@ibm.com","Michelle.Betbadal@ibm.com","Przemyslaw.Czuba@ibm.com","CPDContentDesign@ibm.com","cpdcontentdesign@ibm.com","savin.ps@ibm.com","Klaudia.Zychowska@ibm.com"],"type_info":{"name":null,"id":null}},"metadata":{"guid":"d58276133b38e44961830a05318ac89c","updated_by":"mpawlow@ca.ibm.com","revision":"45-0555f8e3b0a01b2d071f02a767d45df6","updated_at":"2022-06-16T16:53:24.482Z","url":"https://api.dataplatform.test.cloud.ibm.com/v2/gallery-assets/publishers/userpublishers"}},"type":"notebook","data":{"storage_ref":{"metadata":{"guid":"2cb81e35-f456-475a-8fb9-3e1d5e615946"},"_id":"2cb81e35-f456-475a-8fb9-3e1d5e615946","entity":{"preview":null,"columns":null,"name":"Vector database agnostic integration with LangChain.ipynb","connection":null,"type":null}}},"licence_source":"https://opensource.org/licenses/MIT","context":"wx","extended":{"notebook_html_url":"https://raw.githubusercontent.com/IBMDataScience/sample-notebooks/master/Cloud/HTML/Vector%20database%20agnostic%20integration%20with%20LangChain.html"},"published":true,"type_info":{"name":"Notebook","id":"notebook"},"actions":["download-file"],"modifiedDescription":"This notebook teaches you how to:\n\n1. Apply a RAG framework by connecting a vector database to one of the watsonx foundation models and utility functions from the Watson Machine Learning service within watsonx.ai and Langchain,\n2. Build up a knowledge base,\n3. Create an embedding function to generate a Q&A resource for users"},"metadata":{"created_by":"ServiceId-e3f6c335-bbbe-44da-a417-0614b15b6a29","updated_by":"ServiceId-e3f6c335-bbbe-44da-a417-0614b15b6a29","guid":"67028cc9-ec26-4052-94dd-22a79caf0f51","revision":"3-f798bc1ee9d17b8f56e99f70ce09ba5e","created_at":"2024-03-05T15:30:54.534Z","updated_at":"2024-05-23T07:49:39.950Z","url":"https://api.dataplatform.cloud.ibm.com/v2/gallery-assets/67028cc9-ec26-4052-94dd-22a79caf0f51"}},"keysCount":0,"tearsheetMode":false,"productionBluemix":true,"ypqa":false,"bmCosUrl":"https://s3-api.us-geo.objectstorage.softlayer.net","locale":"en","default_locale":"en","themeSettings":{"deploymentTarget":"cloud","environment":"PRODUCTION"}},"contentAsElements":true,"spaId":"exchange","_locals":{},"cache":true,"__boot_metadata":"react-client-script"};</script><script id="__LOADABLE_REQUIRED_CHUNKS__" type="application/json">[9371,1308,844,9603]</script><script id="__LOADABLE_REQUIRED_CHUNKS___ext" type="application/json">{"namedChunks":["components-ViewEntry-ViewEntry"]}</script><script async="" data-chunk="exchange" src="/js/exchange.52619ac1.js"></script><script async="" data-chunk="components-ViewEntry-ViewEntry" src="/js/9371.f01a6a9f.js"></script><script async="" data-chunk="components-ViewEntry-ViewEntry" src="/js/1308.dd6bc32d.js"></script><script async="" data-chunk="components-ViewEntry-ViewEntry" src="/js/844.90bd9206.js"></script><script async="" data-chunk="components-ViewEntry-ViewEntry" src="/js/9603.21f7838e.js"></script></body></html>