\nScore;q'[To engrave, as upon a shield.]'\nScore;q'[To make a score of, as points, runs, etc., in a game.]'\nScore;q'[To write down in proper order and arrangement as, to score an overture for an orchestra. See Score, n., 9.]'\nScore;q'[To mark with parallel lines or scratches as, the rocks of New England and the Western States were scored in the drift epoch.]'\nScorer;q'[One who, or that which, scores.]'\n<\/pre><\/div>\n\n\nThe I loaded the dictionary into a table dict<\/code> using sqlldr<\/code>:<\/p>\n\n\n\nSQL> \n\nSQL> desc dict;\nName Null? Type\n\nWORD VARCHAR2(100)\nDESCRIPTION NOT NULL VARCHAR2(500)\n\nUsing these parameters files: \n\n[oracle@0c97e3a7be16 ]$ cat ld.par\ncontrol=ld.ctl\nlog=ld.log\nbad=ld.bad\ndata=ld.csv\ndirect=true\nerrors=1000000\n\n[oracle@0c97e3a7be16 ]$ cat ld.ctl \nload data into table dict\ninsert\nfields terminated by ";"\n(word,description\n)\n<\/pre><\/div>\n\n\n[oracle@0c97e3a7be16 1AC27018093909F8E063020011AC7FF6]$ sqlldr 'system\/"Hello-World-123"@freepdb1' parfile=ld.par\n\nSQL*Loader: Release 23.0.0.0.0 - Production on Tue Jul 9 09:47:59 2024\nVersion 23.4.0.24.05\n\nCopyright (c) 1982, 2024, Oracle and\/or its affiliates. All rights reserved.\n\nPath used: Direct\n\nLoad completed - logical record count 54555.\n\nTable DICT:\n 19080 Rows successfully loaded.\n\nCheck the log file:\n ld.log\nfor more information about the load.\n\nSQL> select count(*) from dict;\n\n COUNT(*)\n----------\n 19080\n\n<\/pre><\/div>\n\n\nFinally insert into the final table my_dictionars. The trigger will build the vector information <\/p>\n\n\n
\nSQL> insert into my_dictionary(word,DESCRIPTION) select WORD,DESCRIPTION from dict;\n\n19080 rows created.\n\nSQL> commit;\n\nCommit complete.\n\n<\/pre><\/div>\n\n\nLet’s test the miraculous AI.<\/h2>\n\n\n\n
The ONNX model used was designed to search words. Obviously more the model is complicates mode the research is precise, and more is expensive. <\/p>\n\n\n\n
The question is what are the first x words from my build dictionary which are most closely to a given word<\/em>. As My dictionary contains words similar I used distinct to filter the final result. <\/p>\n\n\n\nLet’s search the result for the word “Sun”: <\/p>\n\n\n
\nSQL> define search_term="Sun";\n\nselect distinct word from (\nwith subject as (\n select to_vector(\n vector_embedding(&model_name. using '&search_term.' as data)\n ) as search_vector\n )\n select o.word from my_dictionary o, subject s order by cosine_distance(\n o.word_vector, s.search_vector)\n fetch approx first 50 rows only with target accuracy 80); 2 3 4 5 6 7 8 9\nold 4: vector_embedding(&model_name. using '&search_term.' as data)\nnew 4: vector_embedding(all_minilm_l6_v2 using 'Sun' as data)\n\nWORD\n--------------------------------------------------------------------------------\nRadiant\nRadiate\nLight\nRadiancy\nEarth shine\nHeat\n\n6 rows selected.\n\n<\/pre><\/div>\n\n\nTest for the word “Seed”: <\/p>\n\n\n
\nSQL> define search_term="Seed";\nSQL> \/\nold 4: vector_embedding(&model_name. using '&search_term.' as data)\nnew 4: vector_embedding(all_minilm_l6_v2 using 'Seed' as data)\n\nWORD\n--------------------------------------------------------------------------------\nGerminate\nGermination\nFeeder\nGrow\nGerminal\nHeartseed\nGrass\nFertile\nFertilization\nGrass-grown\nHarvest\nFruit\nGrower\nPackfong\nPack\nAgnation\nGusset\n\n17 rows selected.\n<\/pre><\/div>\n\n\nThe result’s is pretty cool <\/p>\n\n\n\n
Conclusion <\/h2>\n\n\n\n
The AI is here, everyone is using it. We are going to use it more and more. Artificial Intelligence (AI) has rapidly evolved from a theoretical concept into a transformative force across numerous industries, redefining how we interact with technology and fundamentally altering societal structures.<\/p>\n\n\n\n
This example is limited, the ONNX model is simple, but shows how easy we can implemented a solution which can project into the AI world. <\/p>\n","protected":false},"excerpt":{"rendered":"
Exploring Vector Search in Oracle 23c AI<\/p>\n","protected":false},"author":27,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[59],"tags":[2810,3404,135,96],"type_dbi":[3406,2728],"class_list":["post-33843","post","type-post","status-publish","format-standard","hentry","category-oracle","tag-ai","tag-artificial-inteligence","tag-cloud","tag-oracle","type-23ai","type-oracle"],"acf":[],"yoast_head":"\n
Exploring Vector Search in Oracle 23c AI - dbi Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Exploring Vector Search in Oracle 23c AI\" \/>\n<meta property=\"og:description\" content=\"Exploring Vector Search in Oracle 23c AI\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"dbi Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-07-09T14:39:36+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-01-24T09:40:24+00:00\" \/>\n<meta name=\"author\" content=\"Oracle Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Oracle Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/\"},\"author\":{\"name\":\"Oracle Team\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/#\/schema\/person\/66ab87129f2d357f09971bc7936a77ee\"},\"headline\":\"Exploring Vector Search in Oracle 23c AI\",\"datePublished\":\"2024-07-09T14:39:36+00:00\",\"dateModified\":\"2025-01-24T09:40:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/\"},\"wordCount\":814,\"commentCount\":0,\"keywords\":[\"ai\",\"Artificial inteligence\",\"Cloud\",\"Oracle\"],\"articleSection\":[\"Oracle\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/\",\"url\":\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/\",\"name\":\"Exploring Vector Search in Oracle 23c AI - dbi Blog\",\"isPartOf\":{\"@id\":\"https:\/\/www.dbi-services.com\/blog\/#website\"},\"datePublished\":\"2024-07-09T14:39:36+00:00\",\"dateModified\":\"2025-01-24T09:40:24+00:00\",\"author\":{\"@id\":\"https:\/\/www.dbi-services.com\/blog\/#\/schema\/person\/66ab87129f2d357f09971bc7936a77ee\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\/\/www.dbi-services.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Exploring Vector Search in Oracle 23c AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/#website\",\"url\":\"https:\/\/www.dbi-services.com\/blog\/\",\"name\":\"dbi Blog\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.dbi-services.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.dbi-services.com\/blog\/#\/schema\/person\/66ab87129f2d357f09971bc7936a77ee\",\"name\":\"Oracle Team\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/secure.gravatar.com\/avatar\/f711f7cd2c9b09bf2627133755b569fb5be0694810cfd33033bdd095fedba86d?s=96&d=mm&r=g\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/f711f7cd2c9b09bf2627133755b569fb5be0694810cfd33033bdd095fedba86d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/f711f7cd2c9b09bf2627133755b569fb5be0694810cfd33033bdd095fedba86d?s=96&d=mm&r=g\",\"caption\":\"Oracle Team\"},\"url\":\"https:\/\/www.dbi-services.com\/blog\/author\/oracle-team\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Exploring Vector Search in Oracle 23c AI - dbi Blog","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/","og_locale":"en_US","og_type":"article","og_title":"Exploring Vector Search in Oracle 23c AI","og_description":"Exploring Vector Search in Oracle 23c AI","og_url":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/","og_site_name":"dbi Blog","article_published_time":"2024-07-09T14:39:36+00:00","article_modified_time":"2025-01-24T09:40:24+00:00","author":"Oracle Team","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Oracle Team","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/#article","isPartOf":{"@id":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/"},"author":{"name":"Oracle Team","@id":"https:\/\/www.dbi-services.com\/blog\/#\/schema\/person\/66ab87129f2d357f09971bc7936a77ee"},"headline":"Exploring Vector Search in Oracle 23c AI","datePublished":"2024-07-09T14:39:36+00:00","dateModified":"2025-01-24T09:40:24+00:00","mainEntityOfPage":{"@id":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/"},"wordCount":814,"commentCount":0,"keywords":["ai","Artificial inteligence","Cloud","Oracle"],"articleSection":["Oracle"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/","url":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/","name":"Exploring Vector Search in Oracle 23c AI - dbi Blog","isPartOf":{"@id":"https:\/\/www.dbi-services.com\/blog\/#website"},"datePublished":"2024-07-09T14:39:36+00:00","dateModified":"2025-01-24T09:40:24+00:00","author":{"@id":"https:\/\/www.dbi-services.com\/blog\/#\/schema\/person\/66ab87129f2d357f09971bc7936a77ee"},"breadcrumb":{"@id":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.dbi-services.com\/blog\/exploring-vector-search-in-oracle-23c-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/www.dbi-services.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Exploring Vector Search in Oracle 23c AI"}]},{"@type":"WebSite","@id":"https:\/\/www.dbi-services.com\/blog\/#website","url":"https:\/\/www.dbi-services.com\/blog\/","name":"dbi Blog","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.dbi-services.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.dbi-services.com\/blog\/#\/schema\/person\/66ab87129f2d357f09971bc7936a77ee","name":"Oracle Team","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/f711f7cd2c9b09bf2627133755b569fb5be0694810cfd33033bdd095fedba86d?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/f711f7cd2c9b09bf2627133755b569fb5be0694810cfd33033bdd095fedba86d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/f711f7cd2c9b09bf2627133755b569fb5be0694810cfd33033bdd095fedba86d?s=96&d=mm&r=g","caption":"Oracle Team"},"url":"https:\/\/www.dbi-services.com\/blog\/author\/oracle-team\/"}]}},"_links":{"self":[{"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/posts\/33843","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/comments?post=33843"}],"version-history":[{"count":12,"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/posts\/33843\/revisions"}],"predecessor-version":[{"id":36861,"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/posts\/33843\/revisions\/36861"}],"wp:attachment":[{"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/media?parent=33843"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/categories?post=33843"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/tags?post=33843"},{"taxonomy":"type","embeddable":true,"href":"https:\/\/www.dbi-services.com\/blog\/wp-json\/wp\/v2\/type_dbi?post=33843"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}