{"id":3967,"date":"2024-01-30T10:36:21","date_gmt":"2024-01-30T09:36:21","guid":{"rendered":"https:\/\/kairntech.com\/doc\/?p=3967"},"modified":"2025-07-31T11:27:08","modified_gmt":"2025-07-31T09:27:08","slug":"how-to-configure-and-customize-a-vectorizer","status":"publish","type":"post","link":"https:\/\/kairntech.com\/doc\/how-to-configure-and-customize-a-vectorizer\/","title":{"rendered":"How to configure and customize a vectorizer?"},"content":{"rendered":"\n<p>If you are not fully satisfied with the default vectorizer, you can use and experiment other off-the-shelf vectorizers. Customization is also possible by fine-tuning on a particular business domain or by adding more context to each segment. <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Go to the <em>Processing <\/em>view<\/li>\n\n\n\n<li>Create a new vectorizer<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"954\" height=\"877\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-34.png\" alt=\"\" class=\"wp-image-5270\" style=\"width:504px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-34.png 954w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-34-300x276.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-34-768x706.png 768w\" sizes=\"auto, (max-width: 954px) 100vw, 954px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Give a name to your vectorizer<\/li>\n\n\n\n<li>Select an off-the-shelf vectorizer\n<ul class=\"wp-block-list\">\n<li>all-MiniLM-L6-v2 (English)<\/li>\n\n\n\n<li>OpenAI embeddings (English)<\/li>\n\n\n\n<li>Paraphrase-multilingual-MiniLM (multilingual)<\/li>\n\n\n\n<li>&#8230;<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>By default, we use the following vectorizers:\n<ul class=\"wp-block-list\">\n<li><strong>all-MiniLM-L6-v2<\/strong>&nbsp;for english content<\/li>\n\n\n\n<li><strong>CamemBERT <\/strong>for french content<\/li>\n\n\n\n<li><strong>paraphrase-multilingual-MiniLM-L12-v2<\/strong>&nbsp;for all other languages<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"460\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-35-1024x460.png\" alt=\"\" class=\"wp-image-5272\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-35-1024x460.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-35-300x135.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-35-768x345.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-35-1536x691.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-35.png 1806w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Save and possibly activate the vectorizer on your project<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"610\" height=\"363\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-36.png\" alt=\"\" class=\"wp-image-5273\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-36.png 610w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-36-300x179.png 300w\" sizes=\"auto, (max-width: 610px) 100vw, 610px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The <strong>active <\/strong>vectorizers are marked with the green tick<\/li>\n\n\n\n<li>The <strong>default <\/strong>vectorizer used in the <strong>semantic search<\/strong> in marked with the yellow cross<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"904\" height=\"882\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-38.png\" alt=\"\" class=\"wp-image-5275\" style=\"width:572px;height:auto\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-38.png 904w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-38-300x293.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/01\/image-38-768x749.png 768w\" sizes=\"auto, (max-width: 904px) 100vw, 904px\" \/><\/figure>\n\n\n\n<div style=\"height:64px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-large-font-size\"><strong>Customization<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>It is possible to add <strong>context <\/strong>to each segment for a better vectorization hence a better Retriever. \n<ul class=\"wp-block-list\">\n<li>Go to the <em>Processing <\/em>menu<\/li>\n\n\n\n<li>Create a new Vectorizer<\/li>\n\n\n\n<li>Select &#8220;Advanced vectorizer&#8221;<\/li>\n\n\n\n<li>Select &#8220;Web template engine Jinja&#8221; in the off-the-shelf component list. <\/li>\n\n\n\n<li>Parameters allow you create a Ninja script (see <a href=\"https:\/\/jinja.palletsprojects.com\/en\/3.1.x\/templates\/\" data-type=\"link\" data-id=\"https:\/\/jinja.palletsprojects.com\/en\/3.1.x\/templates\/\">here<\/a> for instance). \n<ul class=\"wp-block-list\">\n<li>It is possible to add the document <strong>title <\/strong>to each text segment writing &#8220;<strong>{{ title }} &gt; {{ text }}<\/strong>&#8221; in the Jinja template<\/li>\n\n\n\n<li>It is possible to add the title and document metadata to each text segment writing &#8220;<strong>{{ title }} &gt; {{ metadata.<em>name<\/em> }} &gt; {{ text }}<\/strong>&#8221; in the Jinja template. <\/li>\n\n\n\n<li>Kairntech professional services can assist you.  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image is-style-default\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"490\" src=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/04\/image-10-1024x490.png\" alt=\"\" class=\"wp-image-4518\" srcset=\"https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/04\/image-10-1024x490.png 1024w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/04\/image-10-300x144.png 300w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/04\/image-10-768x367.png 768w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/04\/image-10-1536x735.png 1536w, https:\/\/kairntech.com\/doc\/wp-content\/uploads\/sites\/2\/2024\/04\/image-10.png 1919w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>A vectorizer can be <strong>fine-tuned<\/strong> for a particular <strong>business domain<\/strong> or language.\n<ul class=\"wp-block-list\">\n<li>Kairntech professional services can do it for you.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>If you are not fully satisfied with the default vectorizer, you can use and experiment other off-the-shelf vectorizers. Customization is also possible by fine-tuning on a particular business domain or by adding more context to each segment. Customization<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-3967","post","type-post","status-publish","format-standard","hentry","category-advanced-topics"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How to configure and customize a vectorizer? - Kairntech Documentation<\/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:\/\/kairntech.com\/doc\/how-to-configure-and-customize-a-vectorizer\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to configure and customize a vectorizer? - Kairntech Documentation\" \/>\n<meta property=\"og:description\" content=\"If you are not fully satisfied with the default vectorizer, you can use and experiment other off-the-shelf vectorizers. 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