mirror of
https://github.com/qdrant/landing_page.git
synced 2026-09-26 22:48:30 +02:00
New Design (#640)
* new design dir
* build script
* build script
* Implement new design (#706)
* initial basic set up
* add customers section
* add core features section
* add customer-stories section
* create common link component
* add docker deploy section
* add vectors section
* minor tweaks
* add footer component
* add use cases page
* general improvements
* add controls to customer stories section
* use mobile first approach
* minor tweaks
* small fix
* add menu mobile
* align breakpoints with Bootstrap
* expand menu items and add menu icos
---------
Co-authored-by: Nik Shemel <nikita_shershnev@hotmail.com>
* Link hover effect (#739)
* moved icons to the assets dir
* styles for link
* better link animation, added modifiers and updated links on the main page
* fix
* improved arrow animation without js debouncing
* fix
* npm run format
* Hover effects for some links and cards (#744)
* inline links hover
* no underline by default, will add it only in articles later
* more hovers
* reusable card styles
* fix
* Fix top header and add some visual effects (#749)
* fix top banner on mobile and add star background pattern
* add more visual effects
* update vectors image blur effect
---------
Co-authored-by: Nik Shemel <nikita_shershnev@hotmail.com>
* Updated styles for docker commands to make copying more user-friendly (#750)
* updated styles for docker commans to make copying more user friendly
* npm run format
* Add feature overview cards (#753)
* add feature overview cards
* fix
* Hero image styles and optimization (#756)
* hero image
* optimized hero image for different rezolutions
* image source from md file, fixes
* mobile fix
* removed too small img
* Add grid layout (#752)
* add grid template
* use bootstrap grid main page
* small tweaks
* fix
* fix grid layout
* polish main page
* format code
---------
Co-authored-by: Nik Shemel <nikita_shershnev@hotmail.com>
* add qdrant vector database page (#757)
* add qdrant vector database page
* fix
* add get started small block
* format code
* fix
---------
Co-authored-by: trean <trean.mi@gmail.com>
* Prettier for Hugo templates (#758)
* better formatting for hugo templates
* npm run format
* add enterprise solutions page (#762)
* add enterprise solutions page
* fix
* customers logos animation (#763)
* use cases page (#760)
* use cases page
* fix use cases layout
* small tweaks
---------
Co-authored-by: Nik Shemel <nikita_shershnev@hotmail.com>
* Replaced horizontal sections paddings with customized .container padding (#764)
* replaced horizontal sections paddings with customized .container padding
* updated new files
* redundant whitespace
* make asset file names lowercase
* Content structure refactoring (#766)
* refactor top-banner content source
* refactor menu content source
* refactor menu-mobile content source
* refactor hero content source
* refactor main page & get-started content source
* refactor footer content source
* refactor enterprise-solutions content source
* refactor qdrant-vector-database content source
* structure pages content
* format code
* add demos page (#768)
* add demos page
* add interactive tutorials section
---------
Co-authored-by: Nik Shemel <nikita_shershnev@hotmail.com>
* add qdrant cloud page (#767)
* add qdrant cloud page
* add new blocks and refactor
* fix
* fix
* delete wrapper
* add hybrid cloud page (#769)
* add hybrid cloud page
* fix
* delete wrapper
* run format
---------
Co-authored-by: trean <trean.mi@gmail.com>
* add private cloud page (#773)
* add private cloud page
* delete wrapper
* add pricing page (#777)
* add pricing page
* add and fix some blocks
* fix
* delete empty file
* fix
* finished Hybrid-Cloud page and improved other pages (#782)
* Add blog page (#789)
* add blog page
* fix
* fix
* fix
* fix
* Hybrid cloud landing launch preparation (#791)
* moved img dir from assets to static
* moved styles for the hybrid cloud page to the separate file
* replaced png with svg, made images not interactable
* updated head with title, favicons, seo
* favicons files
* npm run format
* removed unused files
* Svg instead png and hot-fix (#794)
* moved new images to static
* fixes
* npm run format
* added global base of, removed baseof from hybrid cloud, moved code to the list layout
* npm run format
* fix
* moved icons to static dir (#797)
* add qdrant blog post page (#795)
* add qdrant blog post page
* fix
* Fix core features section (#799)
* fix for core features section
* fix cloud natve card
* google analytis and gtm (#806)
* About us page (#801)
* about us page
* add leadership section
* add investors section
* add open roles section
* add more component to the about page
* our story component
* fix carousel position on the xl screen size
---------
Co-authored-by: Nik Shemel <nikita_shershnev@hotmail.com>
* Add contact pages (#815)
* Add Not-found Page (#816)
* Add Articles Page and Article-Post Page (#810)
* Add Articles Page and Article-Post Page
* fix
* custom gutters (#812)
* fix
---------
Co-authored-by: trean <trean.mi@gmail.com>
* Add Advanced-search Page (#825)
* Add Advanced-search Page
* fix
* fix format
* Customers review animation (#798)
* splide carousel on the main page
* npm run format
* fix
* buttons fix
* moved content of baseof files to lists, so that all pages used the default layout (#831)
* Add Recommendations page (#833)
* Popup for the desktop submenu (#832)
* popup for the desktop submenu
* section link
* menu urls
* open external menu links in a new tab
* Changed background icons to img so that they are pre-loaded and don't cause glitches when the submenu first appears
* Add RAG and Data-Analysis Pages (#839)
* Add RAG and Data-Analysis Pages
* fix
* Footer links and form (#838)
* updated footer
* hubspot form in the footer
* fix IDs
* submitted message alingn
* fix
* removed unused .md
* Revert "removed unused .md"
This reverts commit e6406a701b.
* Moved 404 page to layouts root (#841)
* moved 404 page to laouts root
* removed unused .md
* format
* Move updates from hc landing (#842)
* fixed scheme image
* fix
* cookie banner and base
* new preview
* fix
* upd seo title, description, keywords
* moved fonts
* youtube video
* format
* Contac forms from Hubspot (#843)
* adjusted the form partial to reuse
* hubspot contact form
* fixes
* format
* error messages fixes
* Single page default layout, article content partial, table (#846)
* single page default layout, article content partial, table
* fix
* fix
* Code snippets for articles, blog, docs (#847)
* code highlight
* import highlight scss
* code copy button and highlight styles
* fix highlight
* code snippet tabs
* changes in lang switcher
* changes to fix mobile view
* no scrollbar
* Article and blog pages update (#850)
* returned input
* articles, blog pages: a link to post, pagination
* format
* a form in blog hero
* subscribe banner, fixes for hubspot styles
* overall fixes, links
* page-search
* format
* mobile fixes
* fix search modal and pagination
* removed todos comments
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* Some links and fixes (#853)
* links and fixes
* links and menus adjustments
* inline code highlight only inside article tag
* demos and tutorials links and fixes
* rag page fixes
* links, hidden non existing links on the main
* mobile
* hidden menu links
* Centered article post layout (#860)
* centered layout for article posts and a separate partial for social share buttons
* fix
* mathjax support
* format
* links, small fixes (#859)
* Add Documentation page (#861)
* create menu structure
* add docs menu
* minor tweaks
* add table contents
* add article
* fix
* add text trim and indentation
* fix
---------
Co-authored-by: Nik Shemel <nikita_shershnev@hotmail.com>
* breadcrumbs (#865)
* breadcrumbs
* post font-weight
* align
* ajusted layout to breadcrumbs
* Small fixes (#869)
* 6th tutorial card
* fixes
* some fixes
* tutorials links
* Docs update (#874)
* tables, images, figures
* aside alerts in a separate file
* alerts icons
* search button
* moved feedback buttons to the separate partials, added on click behavior, added github links
* dark theme of the search modal, separate css for docs section
* added anchor.js
* format
* Overall fixes (#876)
* top level links in the mobile menu
* moved breackpoint to lg at some places
* moved breackpoint to lg at some places
* blockquote
* format
* About us photo (#878)
* added a leadership photo
* stars
* hidden form header
* Benchmarks in new design (#857)
* benchmark list layout
* single page layout for benchmarks
* format
* script fixes
* benchmark list layout
* uninstal local chart.js
* benchmark layout fixes
* benchmarks style fixes
* format
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* Overall fixes (#880)
* code snippets scroll bar
* global scrollbar
* fixes
* fixes
* upd CI
* upd CI
* upd CI
* move preview images to global static
* Fixed an issue with disappeared articles (#881)
* removed an excluding featured articles, increased number of articles per a page
* urlquery
* breadcrumbs url trailing slash
* fix link
* site map exclude upd, urls upd (#882)
* fix logo with text
* Article preview (#883)
* moved archetypes
* article preivew
* format
* fix
* rss
* Fixes (#888)
* fix links on qdrant-vector-database page
* update rag page
* update links
* resolve enterprise solutions
* demos, pricing
* fix link
* qdrant-post__preview
* fix
* Always visible menu (#895)
* replace built-for-perfomance.svg
* site-header partial, fixed menu
* format
* fix
* mobile fix
* Small refactoring and content (#896)
* moved some js to the file
* position fixed for github stars
* quotient logo
* soc2 logo, customer review
* hero subtitle
* hide cloud video section and run format (#898)
* Redirects for CMS authentication
* scroll to anchor (#901)
* fix
* gh stars manual update
* feat: CMD + K to search - New Design (#909)
* remove glg and add discrod and X to logos
---------
Co-authored-by: generall <andrey@vasnetsov.com>
Co-authored-by: Mikita Shershneu <52164620+nshershnev@users.noreply.github.com>
Co-authored-by: Nik Shemel <nikita_shershnev@hotmail.com>
Co-authored-by: nastyapash <38438810+nastyapash@users.noreply.github.com>
Co-authored-by: Anush <anushshetty90@gmail.com>
This commit is contained in:
trean
co-authored by
Nik Shemel
generall
Mikita Shershneu
nastyapash
Anush
Nik Shemel
generall
Mikita Shershneu
nastyapash
Anush
parent
266015adb0
commit
1f8607334b
@@ -14,9 +14,13 @@ jobs:
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- name: Setup Hugo
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- name: Setup Hugo
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uses: peaceiris/actions-hugo@v2
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uses: peaceiris/actions-hugo@v2
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with:
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with:
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hugo-version: "latest"
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hugo-version: "latest"
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- name: Install npm
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uses: actions/setup-node@v2
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with:
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node-version: '20'
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- name: Run hugo
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- name: Run hugo
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run: cd qdrant-landing && hugo -b 'https://qdrant.tech/'
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run: bash -x ./install-and-build.sh
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- name: Link Checker
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- name: Link Checker
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id: lychee
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id: lychee
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uses: lycheeverse/lychee-action@v1.9.1
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uses: lycheeverse/lychee-action@v1.9.1
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@@ -15,9 +15,16 @@ jobs:
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- name: Setup Hugo
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- name: Setup Hugo
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uses: peaceiris/actions-hugo@v2
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uses: peaceiris/actions-hugo@v2
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with:
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with:
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hugo-version: "latest"
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hugo-version: "0.123.0"
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- name: Install npm
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uses: actions/setup-node@v2
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with:
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node-version: '20'
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- name: Run hugo
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- name: Run hugo
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run: |
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run: |
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bash -x ./install-and-build.sh
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CURRENT_DIR=$(pwd)
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export PATH="${CURRENT_DIR}/dart-sass:${PATH}"
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cd qdrant-landing && hugo --gc -b 'http://localhost:1313' && hugo serve &
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cd qdrant-landing && hugo --gc -b 'http://localhost:1313' && hugo serve &
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sleep 5 # wait for server to start
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sleep 5 # wait for server to start
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- name: Link Checker
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- name: Link Checker
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@@ -0,0 +1,13 @@
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#!/bin/bash
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DART_SASS_VERSION=${DART_SASS_VERSION:-1.70.0}
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DEPLOY_PRIME_URL=${DEPLOY_PRIME_URL:-"https://qdrant.com"}
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CURRENT_DIR=$(pwd)
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curl -LJO https://github.com/sass/dart-sass/releases/download/${DART_SASS_VERSION}/dart-sass-${DART_SASS_VERSION}-linux-x64.tar.gz && \
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tar -xf dart-sass-${DART_SASS_VERSION}-linux-x64.tar.gz && \
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rm dart-sass-${DART_SASS_VERSION}-linux-x64.tar.gz && \
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export PATH="${CURRENT_DIR}/dart-sass:${PATH}" && \
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cd qdrant-landing && npm install && hugo --gc --minify --config config.toml,config-theme.toml --buildFuture -b ${DEPLOY_PRIME_URL}
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+3
-4
@@ -1,9 +1,11 @@
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[build]
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[build]
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publish = "qdrant-landing/public"
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publish = "qdrant-landing/public"
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command = "cd qdrant-landing ; hugo --gc --minify"
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command = "bash -x ./install-and-build.sh"
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[build.environment]
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[build.environment]
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HUGO_VERSION = "0.123.0"
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HUGO_VERSION = "0.123.0"
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DART_SASS_VERSION = "1.70.0"
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NODE_VERSION = "20.10.0"
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[context.production.environment]
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[context.production.environment]
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HUGO_ENV = "production"
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HUGO_ENV = "production"
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@@ -12,9 +14,6 @@ HUGO_ENABLEGITINFO = "true"
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[context.deploy-preview.environment]
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[context.deploy-preview.environment]
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HUGO_ENV = "staging"
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HUGO_ENV = "staging"
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[context.deploy-preview]
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command = "cd qdrant-landing ; echo $HUGO_ENV ; hugo --gc --minify --buildFuture -b $DEPLOY_PRIME_URL"
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[[headers]]
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[[headers]]
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for = "/*"
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for = "/*"
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[headers.values]
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[headers.values]
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@@ -0,0 +1,59 @@
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---
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title: "{{ replace .Name "-" " " | title }}"
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draft: false
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slug: {{ .Name }} # Change this slug to your page slug if needed
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short_description: This is a blog post # Change this
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description: This is a blog post # Change this
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preview_image: /blog/Article-Image.png # Change this
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# social_preview_image: /blog/Article-Image.png # Optional image used for link previews
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# title_preview_image: /blog/Article-Image.png # Optional image used for blog post title
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# small_preview_image: /blog/Article-Image.png # Optional image used for small preview in the list of blog posts
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date: {{ .Date }}
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author: John Doe # Change this
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featured: false # if true, this post will be featured on the blog page
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tags: # Change this, related by tags posts will be shown on the blog page
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- news
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- blog
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weight: 0 # Change this weight to change order of posts
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# For more guidance, see https://github.com/qdrant/landing_page?tab=readme-ov-file#blog
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---
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Here is your blog post content. You can use markdown syntax here.
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# Header 1
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## Header 2
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### Header 3
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#### Header 4
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##### Header 5
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###### Header 6
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<aside role="alert">
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You can add a note to your page using this aside block.
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</aside>
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<aside role="status">
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This is a warning message.
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</aside>
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> This is a blockquote following a header.
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Table:
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| Header 1 | Header 2 | Header 3 | Header 4 |
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| -------- | -------- | -------- | -------- |
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| Cell 1 | Cell 2 | Cell 3 | Cell 4 |
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| Cell 3 | Cell 4 | Cell 5 | Cell 6 |
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- List item 1
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- Nested list item 1
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- Nested list item 2
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- List item 2
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- List item 3
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1. Numbered list item 1
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1. Nested numbered list item 1
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2. Nested numbered list item 2
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2. Numbered list item 2
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3. Numbered list item 3
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@@ -0,0 +1,7 @@
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---
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#Delimiter files are used to separate the list of documentation pages into sections.
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title: "{{ replace .Name "-" " " | title }}"
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type: delimiter
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weight: 0 # Change this weight to change order of sections
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sitemapExclude: True
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---
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@@ -0,0 +1,7 @@
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---
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# External link template
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title: "{{ replace .Name "-" " " | title }}"
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type: external-link
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external_url: https://github.com/qdrant/qdrant # Change this link to your external link
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sitemapExclude: True
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---
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@@ -0,0 +1,26 @@
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{
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"@context": "https://schema.org/",
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"@type": "Product",
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"@id": "https://hybrid-cloud.qdrant.tech#product",
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"brand": {
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"@id": "https://qdrant.tech",
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"@type": "Organization",
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"name": "Qdrant Vector Database"
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},
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"description": "Qdrant Hybrid Cloud is a solution that allows you to run clusters in your own infrastructure, including your own cloud, infrastructure, or edge. It provides all the benefits of Qdrant Cloud, and you can use the Managed Cloud Central Cluster Management. A premium support plan option is available.",
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"keywords": "hybrid cloud, qdrant, qdrant hybrid cloud, vector search, hybrid cloud features",
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"name": "Qdrant Hybrid Cloud",
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"image": "https://hybrid-cloud.qdrant.tech/social-preview.png",
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"offers": {
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"@type": "Offer",
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"priceSpecification": {
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"@type": "PriceSpecification",
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"price": "0.014",
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"eligibleQuantity": "1 hour",
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"priceValidUnit": "1 hour",
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"priceCurrency": "USD",
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"name": "Qdrant Hybrid Cloud",
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"url": "https://hybrid-cloud.qdrant.tech"
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}
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}
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}
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theme = "qdrant-2024"
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@@ -1,7 +1,7 @@
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baseURL = "https://qdrant.tech"
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baseURL = "https://qdrant.tech"
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languageCode = "en-us"
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languageCode = "en-us"
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title = "Qdrant - Vector Database"
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title = "Qdrant - Vector Database"
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theme = "qdrant"
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theme = "qdrant-2024"
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googleAnalytics = "G-NZYW2651NE"
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googleAnalytics = "G-NZYW2651NE"
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enableRobotsTXT = true
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enableRobotsTXT = true
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@@ -314,3 +314,14 @@ disableKinds = ["taxonomy", "term"]
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[[related.indices]]
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[[related.indices]]
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name = "tags"
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name = "tags"
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weight = 100
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weight = 100
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# Not rendering the content of the cd following files in production
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[[cascade]]
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[cascade._build]
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list = 'never'
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render = 'never'
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[cascade._target]
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environment = '{production}'
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path = '{**.skip,**.skip/*}'
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---
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title: About Us
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---
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@@ -0,0 +1,11 @@
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---
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||||||
|
title: advanced-search
|
||||||
|
description: advanced-search
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
@@ -0,0 +1,43 @@
|
|||||||
|
---
|
||||||
|
title: Search with Qdrant
|
||||||
|
description: Qdrant enhances search, offering semantic, similarity, multimodal, and hybrid search capabilities for accurate, user-centric results, serving applications in different industries like e-commerce to healthcare.
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/similarity-blue.svg
|
||||||
|
alt: Similarity
|
||||||
|
title: Semantic Search
|
||||||
|
description: Qdrant optimizes similarity search, identifying the closest database items to any query vector for applications like recommendation systems, RAG and image retrieval, enhancing accuracy and user experience.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /documentation/concepts/search/
|
||||||
|
- id: 1
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/search-text-blue.svg
|
||||||
|
alt: Search text
|
||||||
|
title: Hybrid Search for Text
|
||||||
|
description: By combining dense vector embeddings with sparse vectors e.g. BM25, Qdrant powers semantic search to deliver context-aware results, transcending traditional keyword search by understanding the deeper meaning of data.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /documentation/tutorials/hybrid-search-fastembed/
|
||||||
|
- id: 2
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/selection-blue.svg
|
||||||
|
alt: Selection
|
||||||
|
title: Multimodal Search
|
||||||
|
description: Qdrant's capability extends to multi-modal search, indexing and retrieving various data forms (text, images, audio) once vectorized, facilitating a comprehensive search experience.
|
||||||
|
link:
|
||||||
|
text: View Tutorial
|
||||||
|
url: /documentation/tutorials/aleph-alpha-search/
|
||||||
|
- id: 3
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/filter-blue.svg
|
||||||
|
alt: Filter
|
||||||
|
title: Single Stage filtering that Works
|
||||||
|
description: Qdrant enhances search speeds and control and context understanding through filtering on any nested entry in our payload. Unique architecture allows Qdrant to avoid expensive pre-filtering and post-filtering stages, making search faster and accurate.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /articles/filtrable-hnsw/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,15 @@
|
|||||||
|
---
|
||||||
|
title: Advanced Search
|
||||||
|
description: Dive into next-gen search capabilities with Qdrant, offering a smarter way to deliver precise and tailored content to users, enhancing interaction accuracy and depth.
|
||||||
|
startFree:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
learnMore:
|
||||||
|
text: Contact Us
|
||||||
|
url: /contact-us/
|
||||||
|
image:
|
||||||
|
src: /img/vectors/vector-0.svg
|
||||||
|
alt: Advanced search
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,60 @@
|
|||||||
|
---
|
||||||
|
title: Learn how to get started with Qdrant for your search use case
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
image:
|
||||||
|
src: /img/advanced-search-use-cases/startup-semantic-search.svg
|
||||||
|
alt: Startup Semantic Search
|
||||||
|
title: Startup Semantic Search Demo
|
||||||
|
description: The demo showcases semantic search for startup descriptions through SentenceTransformer and Qdrant, comparing neural search's accuracy with traditional searches for better content discovery.
|
||||||
|
link:
|
||||||
|
text: View Demo
|
||||||
|
url: https://demo.qdrant.tech/
|
||||||
|
- id: 1
|
||||||
|
image:
|
||||||
|
src: /img/advanced-search-use-cases/multimodal-semantic-search.svg
|
||||||
|
alt: Multimodal Semantic Search
|
||||||
|
title: Multimodal Semantic Search with Aleph Alpha
|
||||||
|
description: This tutorial shows you how to run a proper multimodal semantic search system with a few lines of code, without the need to annotate the data or train your networks.
|
||||||
|
link:
|
||||||
|
text: View Tutorial
|
||||||
|
url: /documentation/examples/aleph-alpha-search/
|
||||||
|
- id: 2
|
||||||
|
image:
|
||||||
|
src: /img/advanced-search-use-cases/simple-neural-search.svg
|
||||||
|
alt: Simple Neural Search
|
||||||
|
title: Create a Simple Neural Search Service
|
||||||
|
description: This tutorial shows you how to build and deploy your own neural search service.
|
||||||
|
link:
|
||||||
|
text: View Tutorial
|
||||||
|
url: /documentation/tutorials/neural-search/
|
||||||
|
- id: 3
|
||||||
|
image:
|
||||||
|
src: /img/advanced-search-use-cases/image-classification.svg
|
||||||
|
alt: Image Classification
|
||||||
|
title: Image Classification with Qdrant Vector Semantic Search
|
||||||
|
description: In this tutorial, you will learn how a semantic search engine for images can help diagnose different types of skin conditions.
|
||||||
|
link:
|
||||||
|
text: View Tutorial
|
||||||
|
url: https://www.youtube.com/watch?v=sNFmN16AM1o
|
||||||
|
- id: 4
|
||||||
|
image:
|
||||||
|
src: /img/advanced-search-use-cases/semantic-search-101.svg
|
||||||
|
alt: Semantic Search 101
|
||||||
|
title: Semantic Search 101
|
||||||
|
description: Build a semantic search engine for science fiction books in 5 mins.
|
||||||
|
link:
|
||||||
|
text: View Tutorial
|
||||||
|
url: /documentation/tutorials/search-beginners/
|
||||||
|
- id: 5
|
||||||
|
image:
|
||||||
|
src: /img/advanced-search-use-cases/hybrid-search-service-fastembed.svg
|
||||||
|
alt: Create a Hybrid Search Service with Fastembed
|
||||||
|
title: Create a Hybrid Search Service with Fastembed
|
||||||
|
description: This tutorial guides you through building and deploying your own hybrid search service using Fastembed.
|
||||||
|
link:
|
||||||
|
text: View Tutorial
|
||||||
|
url: /documentation/tutorials/hybrid-search-fastembed/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -1,8 +1,8 @@
|
|||||||
---
|
---
|
||||||
title: Articles
|
title: Qdrant Articles
|
||||||
page_title: Articles about Vector Search
|
page_title: Articles about Vector Search
|
||||||
description: Articles about vector search and similarity larning related topics. Latest updates on Qdrant vector search engine.
|
description: Articles about vector search and similarity larning related topics. Latest updates on Qdrant vector search engine.
|
||||||
section_title: Check out our latest publications
|
section_title: Check out our latest publications
|
||||||
subtitle: Check out our latest publications
|
subtitle: Check out our latest publications
|
||||||
img: /articles_data/title-img.png
|
img: /articles_data/title-img.png
|
||||||
---
|
---
|
||||||
|
|||||||
@@ -1,6 +1,11 @@
|
|||||||
---
|
---
|
||||||
title: Qdrant Blog
|
title: Qdrant Blog
|
||||||
subtitle: Check out our latest posts
|
subtitle: Check out our latest posts
|
||||||
|
description: A place to learn how to become an expert traveler through vector space. Subscribe and we will update you on features and news.
|
||||||
|
email_placeholder: Enter your email
|
||||||
|
subscribe_button: Subscribe
|
||||||
|
features_title: Features and News
|
||||||
|
search_placeholder: What are you Looking for?
|
||||||
aliases: # There is no need to add aliases for future new tags and categories!
|
aliases: # There is no need to add aliases for future new tags and categories!
|
||||||
- /tags
|
- /tags
|
||||||
- /tags/case-study
|
- /tags/case-study
|
||||||
@@ -67,4 +72,4 @@ aliases: # There is no need to add aliases for future new tags and categories!
|
|||||||
- /categories/vector-search
|
- /categories/vector-search
|
||||||
- /categories/webinar
|
- /categories/webinar
|
||||||
- /categories/vector-space-talk
|
- /categories/vector-space-talk
|
||||||
---
|
---
|
||||||
|
|||||||
@@ -64,4 +64,3 @@ If you're interested in a similar discussion, watch for the recording from the [
|
|||||||
|
|
||||||
### Further reading
|
### Further reading
|
||||||
- [Qdrant Blog](/blog/)
|
- [Qdrant Blog](/blog/)
|
||||||
- https://hub.superlinked.com/blog
|
|
||||||
@@ -0,0 +1,30 @@
|
|||||||
|
---
|
||||||
|
salesTitle: Qdrant Enterprise Solutions
|
||||||
|
description: Our Managed Cloud, Hybrid Cloud, and Private Cloud solutions offer flexible deployment options for top-tier data privacy.
|
||||||
|
cards:
|
||||||
|
- id: 0
|
||||||
|
icon: /icons/outline/cloud-managed-blue.svg
|
||||||
|
title: Managed Cloud
|
||||||
|
description: Qdrant Cloud provides optimal flexibility and offers a suite of features focused on efficient and scalable vector search - fully managed. Available on AWS, Google Cloud, and Azure.
|
||||||
|
- id: 1
|
||||||
|
icon: /icons/outline/cloud-hybrid-violet.svg
|
||||||
|
title: Hybrid Cloud
|
||||||
|
description: Bring your own Kubernetes clusters from any cloud provider, on-premise infrastructure, or edge locations and connect them to the Managed Cloud.
|
||||||
|
- id: 2
|
||||||
|
icon: /icons/outline/cloud-private-teal.svg
|
||||||
|
title: Private Cloud
|
||||||
|
description: Deploy Qdrant in your own infrastructure.
|
||||||
|
form:
|
||||||
|
title: Connect with us
|
||||||
|
description: Please let us know how we can help. Upon submission, we will provide meeting options should you wish to schedule time with our Sales team.
|
||||||
|
id: contact-sales-form
|
||||||
|
hubspotFormOptions: '{
|
||||||
|
"region": "eu1",
|
||||||
|
"portalId": "139603372",
|
||||||
|
"formId": "fc7a9f1d-9d41-418d-a9cc-ef9c5fb9b207",
|
||||||
|
"submitButtonClass": "button button_contained",
|
||||||
|
"submitText": "Send Message"
|
||||||
|
}'
|
||||||
|
logosSectionTitle: Qdrant is trusted by top-tier enterprises
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,30 @@
|
|||||||
|
---
|
||||||
|
title: Contact Qdrant
|
||||||
|
description: Please let us know how we can help and we will get in touch with you soon.
|
||||||
|
cards:
|
||||||
|
- id: 0
|
||||||
|
icon: /icons/outline/comments-violet.svg
|
||||||
|
title: Qdrant Cloud Support
|
||||||
|
description: For questions or issues with Qdrant Cloud, please report to
|
||||||
|
mailLink:
|
||||||
|
text: support@qdrant.io
|
||||||
|
href: support@qdrant.io
|
||||||
|
- id: 1
|
||||||
|
icon: /icons/outline/discord-blue.svg
|
||||||
|
title: Developer Support
|
||||||
|
description: For developer questions about Qdrant usage, please join our
|
||||||
|
link:
|
||||||
|
text: Discord Server
|
||||||
|
href: https://qdrant.to/discord
|
||||||
|
form:
|
||||||
|
id: contact-us-form
|
||||||
|
title: Talk to our Team
|
||||||
|
hubspotFormOptions: '{
|
||||||
|
"region": "eu1",
|
||||||
|
"portalId": "139603372",
|
||||||
|
"formId": "814b303f-2f24-460a-8a81-367146d98786",
|
||||||
|
"submitButtonClass": "button button_contained",
|
||||||
|
"submitText": "Send Message"
|
||||||
|
}'
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,12 @@
|
|||||||
|
---
|
||||||
|
title: data-analysis
|
||||||
|
description: data-analysis
|
||||||
|
url: data-analysis-anomaly-detection
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
@@ -0,0 +1,21 @@
|
|||||||
|
---
|
||||||
|
title: Anomaly Detection with Qdrant
|
||||||
|
description: Qdrant optimizes anomaly detection by integrating vector embeddings for nuanced data analysis. It supports dissimilarity, diversity searches, and advanced anomaly detection techniques, enhancing applications from cybersecurity to finance with precise, efficient data insights.
|
||||||
|
image:
|
||||||
|
src: /img/data-analysis-anomaly-detection/anomaly-detection.svg
|
||||||
|
alt: Anomaly detection
|
||||||
|
caseStudy:
|
||||||
|
logo:
|
||||||
|
src: /img/data-analysis-anomaly-detection/customer-logo.svg
|
||||||
|
alt: Logo
|
||||||
|
title: Metric Learning for Anomaly Detection
|
||||||
|
description: "Detecting Coffee Anomalies with Qdrant: Discover how Qdrant can be used for anomaly detection in green coffee quality control, transforming the industry's approach to sorting and classification."
|
||||||
|
link:
|
||||||
|
text: Read Case Study
|
||||||
|
url: /articles/detecting-coffee-anomalies/
|
||||||
|
image:
|
||||||
|
src: /img/data-analysis-anomaly-detection/case-study.png
|
||||||
|
alt: Preview
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,15 @@
|
|||||||
|
---
|
||||||
|
title: Data Analysis and Anomaly Detection
|
||||||
|
description: Explore entity matching for deduplication and anomaly detection with Qdrant, leveraging neural networks while still being fast and affordable in your applications for insights hard to get in other ways.
|
||||||
|
startFree:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
learnMore:
|
||||||
|
text: Contact Us
|
||||||
|
url: /contact-us/
|
||||||
|
image:
|
||||||
|
src: /img/vectors/vector-3.svg
|
||||||
|
alt: Anomaly Detection
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,3 @@
|
|||||||
|
---
|
||||||
|
title: Debugging
|
||||||
|
---
|
||||||
@@ -0,0 +1,136 @@
|
|||||||
|
---
|
||||||
|
title: Bootstrap
|
||||||
|
slug: bootstrap
|
||||||
|
---
|
||||||
|
|
||||||
|
<h2>Colors</h2>
|
||||||
|
|
||||||
|
<details>
|
||||||
|
<summary>Toggle details</summary>
|
||||||
|
|
||||||
|
<h3>Text Color</h3>
|
||||||
|
<p>Ignore the background colors in this section, they are just to show the text color.</p>
|
||||||
|
<p class="text-primary">.text-primary</p>
|
||||||
|
<p class="text-secondary">.text-secondary</p>
|
||||||
|
<p class="text-success">.text-success</p>
|
||||||
|
<p class="text-danger">.text-danger</p>
|
||||||
|
<p class="text-warning bg-dark">.text-warning</p>
|
||||||
|
<p class="text-info bg-dark">.text-info</p>
|
||||||
|
<p class="text-light bg-dark">.text-light</p>
|
||||||
|
<p class="text-dark">.text-dark</p>
|
||||||
|
<p class="text-body">.text-body</p>
|
||||||
|
<p class="text-muted">.text-muted</p>
|
||||||
|
<p class="text-white bg-dark">.text-white</p>
|
||||||
|
<p class="text-black-50">.text-black-50</p>
|
||||||
|
<p class="text-white-50 bg-dark">.text-white-50</p>
|
||||||
|
|
||||||
|
<h3>Background with contrasting text color</h3>
|
||||||
|
<div class="text-bg-primary p-3">Primary with contrasting color</div>
|
||||||
|
<div class="text-bg-secondary p-3">Secondary with contrasting color</div>
|
||||||
|
<div class="text-bg-success p-3">Success with contrasting color</div>
|
||||||
|
<div class="text-bg-danger p-3">Danger with contrasting color</div>
|
||||||
|
<div class="text-bg-warning p-3">Warning with contrasting color</div>
|
||||||
|
<div class="text-bg-info p-3">Info with contrasting color</div>
|
||||||
|
<div class="text-bg-light p-3">Light with contrasting color</div>
|
||||||
|
<div class="text-bg-dark p-3">Dark with contrasting color</div>
|
||||||
|
|
||||||
|
<h3>Background Classes</h3>
|
||||||
|
<div class="p-3 mb-2 bg-primary text-white">.bg-primary</div>
|
||||||
|
<div class="p-3 mb-2 bg-secondary text-white">.bg-secondary</div>
|
||||||
|
<div class="p-3 mb-2 bg-success text-white">.bg-success</div>
|
||||||
|
<div class="p-3 mb-2 bg-danger text-white">.bg-danger</div>
|
||||||
|
<div class="p-3 mb-2 bg-warning text-dark">.bg-warning</div>
|
||||||
|
<div class="p-3 mb-2 bg-info text-dark">.bg-info</div>
|
||||||
|
<div class="p-3 mb-2 bg-light text-dark">.bg-light</div>
|
||||||
|
<div class="p-3 mb-2 bg-dark text-white">.bg-dark</div>
|
||||||
|
<div class="p-3 mb-2 bg-body text-dark">.bg-body</div>
|
||||||
|
<div class="p-3 mb-2 bg-white text-dark">.bg-white</div>
|
||||||
|
<div class="p-3 mb-2 bg-transparent text-dark">.bg-transparent</div>
|
||||||
|
|
||||||
|
<h3>Colored Links</h3>
|
||||||
|
<a href="#" class="link-primary">Primary link</a><br>
|
||||||
|
<a href="#" class="link-secondary">Secondary link</a><br>
|
||||||
|
<a href="#" class="link-success">Success link</a><br>
|
||||||
|
<a href="#" class="link-danger">Danger link</a><br>
|
||||||
|
<a href="#" class="link-warning">Warning link</a><br>
|
||||||
|
<a href="#" class="link-info">Info link</a><br>
|
||||||
|
<a href="#" class="link-light">Light link</a><br>
|
||||||
|
<a href="#" class="link-dark">Dark link</a><br>
|
||||||
|
|
||||||
|
</details>
|
||||||
|
|
||||||
|
<h2>Typography</h2>
|
||||||
|
<details>
|
||||||
|
<summary>Toggle details</summary>
|
||||||
|
|
||||||
|
<h1>h1. Bootstrap heading</h1>
|
||||||
|
<h2>h2. Bootstrap heading</h2>
|
||||||
|
<h3>h3. Bootstrap heading</h3>
|
||||||
|
<h4>h4. Bootstrap heading</h4>
|
||||||
|
<h5>h5. Bootstrap heading</h5>
|
||||||
|
<h6>h6. Bootstrap heading</h6>
|
||||||
|
|
||||||
|
<p class="h1">h1. Bootstrap heading</p>
|
||||||
|
<p class="h2">h2. Bootstrap heading</p>
|
||||||
|
<p class="h3">h3. Bootstrap heading</p>
|
||||||
|
<p class="h4">h4. Bootstrap heading</p>
|
||||||
|
<p class="h5">h5. Bootstrap heading</p>
|
||||||
|
<p class="h6">h6. Bootstrap heading</p>
|
||||||
|
|
||||||
|
<h3>
|
||||||
|
Fancy display heading
|
||||||
|
<small class="text-muted">With faded secondary text</small>
|
||||||
|
</h3>
|
||||||
|
|
||||||
|
<h1 class="display-1">Display 1</h1>
|
||||||
|
<h1 class="display-2">Display 2</h1>
|
||||||
|
<h1 class="display-3">Display 3</h1>
|
||||||
|
<h1 class="display-4">Display 4</h1>
|
||||||
|
<h1 class="display-5">Display 5</h1>
|
||||||
|
<h1 class="display-6">Display 6</h1>
|
||||||
|
|
||||||
|
<p class="lead">
|
||||||
|
This is a lead paragraph. It stands out from regular paragraphs. <a href="#">Some link</a>
|
||||||
|
</p>
|
||||||
|
|
||||||
|
<p>You can use the mark tag to <mark>highlight</mark> text.</p>
|
||||||
|
<p><del>This line of text is meant to be treated as deleted text.</del></p>
|
||||||
|
<p><s>This line of text is meant to be treated as no longer accurate.</s></p>
|
||||||
|
<p><ins>This line of text is meant to be treated as an addition to the document.</ins></p>
|
||||||
|
<p><u>This line of text will render as underlined.</u></p>
|
||||||
|
<p><small>This line of text is meant to be treated as fine print.</small></p>
|
||||||
|
<p><strong>This line rendered as bold text.</strong></p>
|
||||||
|
<p><em>This line rendered as italicized text.</em></p>
|
||||||
|
|
||||||
|
<p><abbr title="attribute">attr</abbr></p>
|
||||||
|
<p><abbr title="HyperText Markup Language" class="initialism">HTML</abbr></p>
|
||||||
|
<p><a href="#">This is a link</a></p>
|
||||||
|
|
||||||
|
<blockquote class="blockquote">
|
||||||
|
<p>A well-known quote, contained in a blockquote element.</p>
|
||||||
|
</blockquote>
|
||||||
|
|
||||||
|
<figure>
|
||||||
|
<blockquote class="blockquote">
|
||||||
|
<p>A well-known quote, contained in a blockquote element.</p>
|
||||||
|
</blockquote>
|
||||||
|
<figcaption class="blockquote-footer">
|
||||||
|
Someone famous in <cite title="Source Title">Source Title</cite>
|
||||||
|
</figcaption>
|
||||||
|
</figure>
|
||||||
|
|
||||||
|
<ul class="list-unstyled">
|
||||||
|
<li>This is a list.</li>
|
||||||
|
<li>It appears completely unstyled.</li>
|
||||||
|
<li>Structurally, it's still a list.</li>
|
||||||
|
<li>However, this style only applies to immediate child elements.</li>
|
||||||
|
<li>Nested lists:
|
||||||
|
<ul>
|
||||||
|
<li>are unaffected by this style</li>
|
||||||
|
<li>will still show a bullet</li>
|
||||||
|
<li>and have appropriate left margin</li>
|
||||||
|
</ul>
|
||||||
|
</li>
|
||||||
|
<li>This may still come in handy in some situations.</li>
|
||||||
|
</ul>
|
||||||
|
</details>
|
||||||
@@ -0,0 +1,60 @@
|
|||||||
|
---
|
||||||
|
title: Components
|
||||||
|
---
|
||||||
|
|
||||||
|
## Buttons
|
||||||
|
**.button**
|
||||||
|
|
||||||
|
<a href="#" class="button button_contained">Text</a>
|
||||||
|
<button class="button button_outlined">Text</button>
|
||||||
|
<button class="button button_contained" disabled>Text</button>
|
||||||
|
|
||||||
|
### Variants
|
||||||
|
<div class="row">
|
||||||
|
<div class="col-4 p-4">
|
||||||
|
|
||||||
|
**.button .button_contained .button_sm**
|
||||||
|
|
||||||
|
<a href="#" class="button button_contained button_sm">Try Free</a>
|
||||||
|
|
||||||
|
**.button .button_contained .button_md**
|
||||||
|
|
||||||
|
<a href="#" class="button button_contained button_md">Try Free</a>
|
||||||
|
|
||||||
|
**.button .button_contained .button_lg**
|
||||||
|
|
||||||
|
<a href="#" class="button button_contained button_lg">Try Free</a>
|
||||||
|
|
||||||
|
**.button .button_contained .button_disabled**
|
||||||
|
|
||||||
|
<a href="#" class="button button_contained button_disabled">Try Free</a>
|
||||||
|
|
||||||
|
</div>
|
||||||
|
|
||||||
|
<div class="col-4 text-bg-dark p-4">
|
||||||
|
|
||||||
|
**.button .button_outlined .button_sm**
|
||||||
|
|
||||||
|
<a href="#" class="button button_outlined button_sm">Try Free</a>
|
||||||
|
|
||||||
|
**.button .button_outlined .button_md**
|
||||||
|
|
||||||
|
<a href="#" class="button button_outlined button_md">Try Free</a>
|
||||||
|
|
||||||
|
**.button .button_outlined .button_lg**
|
||||||
|
|
||||||
|
<a href="#" class="button button_outlined button_lg">Try Free</a>
|
||||||
|
|
||||||
|
**.button .button_outlined .button_disabled**
|
||||||
|
|
||||||
|
<a href="#" class="button button_outlined button_disabled">Try Free</a>
|
||||||
|
|
||||||
|
</div>
|
||||||
|
|
||||||
|
</div>
|
||||||
|
|
||||||
|
## Links
|
||||||
|
|
||||||
|
**.link**
|
||||||
|
|
||||||
|
<a href="#" class="link">Text</a>
|
||||||
@@ -1,6 +1,34 @@
|
|||||||
---
|
---
|
||||||
page_title: Vector Search Demos and Examples
|
title: Qdrant Demos and Tutorials
|
||||||
description: Interactive examples and demos of vector search based applications developed with Qdrant vector search engine.
|
description: Experience firsthand how Qdrant powers intelligent search, anomaly detection, and personalized recommendations, showcasing the full capabilities of vector search to revolutionize data exploration and insights.
|
||||||
title: Vector Search Demos
|
cards:
|
||||||
section_title: Interactive Live Examples
|
- id: 0
|
||||||
|
title: Semantic Search Demo - Startup Search
|
||||||
|
paragraphs:
|
||||||
|
- id: 0
|
||||||
|
content: This demo leverages a pre-trained SentenceTransformer model to perform semantic searches on startup descriptions, transforming them into vectors for the Qdrant engine.
|
||||||
|
- id: 1
|
||||||
|
content: Enter a query to see how neural search compares to traditional full-text search, with the option to toggle neural search on and off for direct comparison.
|
||||||
|
link:
|
||||||
|
text: View Demo
|
||||||
|
url: https://qdrant.to/semantic-search-demo
|
||||||
|
- id: 1
|
||||||
|
title: Semantic Search and Recommendations Demo - Food Discovery
|
||||||
|
paragraphs:
|
||||||
|
- id: 0
|
||||||
|
content: Explore personalized meal recommendations with our demo, using Delivery Service data. Like or dislike dish photos to refine suggestions based on visual appeal.
|
||||||
|
- id: 1
|
||||||
|
content: Filter options allow for restaurant selections within your delivery area, tailoring your dining experience to your preferences.
|
||||||
|
link:
|
||||||
|
text: View Demo
|
||||||
|
url: https://food-discovery.qdrant.tech/
|
||||||
|
- id: 2
|
||||||
|
title: Categorization Demo -<br> E-Commerce Products
|
||||||
|
paragraphs:
|
||||||
|
- id: 0
|
||||||
|
content: Discover the power of vector databases in e-commerce through our demo. Simply input a product name and watch as our multi-language model intelligently categorizes it. The dots you see represent product clusters, highlighting our system's efficient categorization.
|
||||||
|
link:
|
||||||
|
text: View Demo
|
||||||
|
url: https://qdrant.to/extreme-classification-demo
|
||||||
|
sitemapExclude: true
|
||||||
---
|
---
|
||||||
@@ -1,10 +0,0 @@
|
|||||||
---
|
|
||||||
draft: false
|
|
||||||
title: Startup Search
|
|
||||||
short_description: Qdrant Startup Search. This demo uses short descriptions of startups to perform a semantic search
|
|
||||||
description: This demo uses short descriptions of startups to perform a semantic search. Each startup description converted into a vector using a pre-trained SentenceTransformer model and uploaded to the Qdrant vector search engine. Demo service processes text input with the same model and uses its output to query Qdrant for similar vectors. You can turn neural search on and off to compare the result with regular full-text search.
|
|
||||||
preview_image: /demo/startup_search_demo.jpg
|
|
||||||
link: https://qdrant.to/semantic-search-demo
|
|
||||||
weight: 1
|
|
||||||
sitemapExclude: True
|
|
||||||
---
|
|
||||||
@@ -1,10 +0,0 @@
|
|||||||
---
|
|
||||||
draft: false
|
|
||||||
title: Food Discovery
|
|
||||||
short_description: Qdrant Food Discovery Demo recommends more similar meals based on how they look
|
|
||||||
description: This demo uses data from Delivery Service. Users may like or dislike the photo of a dish, and the app will recommend more similar meals based on how they look. It's also possible to choose to view results from the restaurants within the delivery radius.
|
|
||||||
preview_image: /demo/food-discovery-demo.png
|
|
||||||
link: https://food-discovery.qdrant.tech/
|
|
||||||
weight: 2
|
|
||||||
sitemapExclude: True
|
|
||||||
---
|
|
||||||
@@ -1,10 +0,0 @@
|
|||||||
---
|
|
||||||
draft: false
|
|
||||||
title: E-commerce products categorization
|
|
||||||
short_description: E-commerce products categorization demo from Qdrant vector database
|
|
||||||
description: This demo shows how you can use vector database in e-commerce. Enter the name of the product and the application will understand which category it belongs to, based on the multi-language model. The dots represent clusters of products.
|
|
||||||
preview_image: /demo/products_categorization_demo.jpg
|
|
||||||
link: https://qdrant.to/extreme-classification-demo
|
|
||||||
weight: 3
|
|
||||||
sitemapExclude: True
|
|
||||||
---
|
|
||||||
@@ -1,10 +0,0 @@
|
|||||||
---
|
|
||||||
draft: false
|
|
||||||
title: Semantic code search
|
|
||||||
short_description: Searching over Qdrant source code using semantic search
|
|
||||||
description: It can be difficult to go through an unknown codebase. This demo shows how to implement a semantic search application for code search tasks, with two neural encoders. These encoders are a general-purpose sentence transformer and a code-specific model. This supports both natural and code-like queries, which covers a broad range of interactions.
|
|
||||||
preview_image: /demo/code-search.png
|
|
||||||
link: https://code-search.qdrant.tech/
|
|
||||||
weight: 4
|
|
||||||
sitemapExclude: True
|
|
||||||
---
|
|
||||||
@@ -0,0 +1,12 @@
|
|||||||
|
---
|
||||||
|
title: enterprise-solutions
|
||||||
|
description: enterprise-solutions
|
||||||
|
url: enterprise-solutions
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
@@ -0,0 +1,29 @@
|
|||||||
|
---
|
||||||
|
title: Enterprise Benefits
|
||||||
|
cards:
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/security-blue.svg
|
||||||
|
alt: Security
|
||||||
|
title: Security
|
||||||
|
description: Robust access management, backup options, and disaster recovery.
|
||||||
|
- id: 1
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/cloud-system-blue.svg
|
||||||
|
alt: Cloud System
|
||||||
|
title: Data Sovereignty
|
||||||
|
description: Keep your sensitive data within your secure premises.
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/speedometer-blue.svg
|
||||||
|
alt: Speedometer
|
||||||
|
title: Low-Latency
|
||||||
|
description: On-premise deployment for lightning-fast, low-latency access.
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/chart-bar-blue.svg
|
||||||
|
alt: Chart-Bar
|
||||||
|
title: Efficiency
|
||||||
|
description: Reduce memory usage with built-in compression, multitenancy, and offloading data to disk.
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,16 @@
|
|||||||
|
---
|
||||||
|
title: Enterprise-Grade Vector Search
|
||||||
|
description: "The premier vector database for enterprises: flexible deployment options for low latency and state-of-the-art privacy and security features. High performance at billion vector scale."
|
||||||
|
startFree:
|
||||||
|
text: Start Free
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
contactUs:
|
||||||
|
text: Contact us
|
||||||
|
url: /contact-us/
|
||||||
|
image:
|
||||||
|
src: /img/enterprise-solutions-hero.png
|
||||||
|
srcMobile: /img/mobile/enterprise-solutions-hero-mobile.png
|
||||||
|
alt: Enterprise-solutions
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,35 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Enterprise Solutions
|
||||||
|
items:
|
||||||
|
- id: 0
|
||||||
|
image:
|
||||||
|
src: /img/enterprise-solutions-use-cases/managed-cloud.svg
|
||||||
|
alt: Managed Cloud
|
||||||
|
title: Managed Cloud
|
||||||
|
description: Qdrant Cloud provides optimal flexibility and offers a suite of features focused on efficient and scalable vector search - fully managed. Available on AWS, Google Cloud, and Azure.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /cloud/
|
||||||
|
odd: true
|
||||||
|
- id: 1
|
||||||
|
image:
|
||||||
|
src: /img/enterprise-solutions-use-cases/hybrid-cloud.svg
|
||||||
|
alt: Hybrid Cloud
|
||||||
|
title: Hybrid Cloud
|
||||||
|
description: Bring your own Kubernetes clusters from any cloud provider, on-premise infrastructure, or edge locations and connect them to the managed cloud.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /hybrid-cloud/
|
||||||
|
odd: false
|
||||||
|
- id: 2
|
||||||
|
image:
|
||||||
|
src: /img/enterprise-solutions-use-cases/private-cloud.svg
|
||||||
|
alt: Private Cloud
|
||||||
|
title: Private Cloud
|
||||||
|
description: Experience maximum control and security by deploying Qdrant in your own infrastructure or edge locations.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /private-cloud/
|
||||||
|
odd: true
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,13 @@
|
|||||||
|
---
|
||||||
|
review: Enterprises like Bosch use Qdrant for unparalleled performance and massive-scale vector search. “With Qdrant, we found the missing piece to develop our own provider independent multimodal generative AI platform at enterprise scale.”
|
||||||
|
names: Jeremy Teichmann & Daly Singh
|
||||||
|
positions: Generative AI Expert & Product Owner
|
||||||
|
avatar:
|
||||||
|
src: /img/customers/jeremy-t-daly-singh.svg
|
||||||
|
alt: Jeremy Teichmann Avatar
|
||||||
|
logo:
|
||||||
|
src: /img/brands/bosch-gray.svg
|
||||||
|
alt: Logo
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,11 @@
|
|||||||
|
---
|
||||||
|
build:
|
||||||
|
list: never
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: never
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
@@ -0,0 +1,33 @@
|
|||||||
|
---
|
||||||
|
title: Additional Resources
|
||||||
|
resourceCards:
|
||||||
|
- id: 0
|
||||||
|
icon: <svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M18 5H2V23H18V5Z" stroke="#2F6FF0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M5 1H22V21" stroke="#2F6FF0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M6 10H14" stroke="#2F6FF0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M6 14H14" stroke="#2F6FF0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M6 18H10" stroke="#2F6FF0" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></svg>
|
||||||
|
title: Documentation
|
||||||
|
content: Discover more about Qdrant by checking out our documentation for details on advanced features and functionalities.
|
||||||
|
link:
|
||||||
|
text: Read More
|
||||||
|
url: /documentation/
|
||||||
|
- id: 1
|
||||||
|
icon: <svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M5 23H1V13H5" stroke="#8547FF" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M9 16H11" stroke="#8547FF" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M9 19H11" stroke="#8547FF" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M9 13H11" stroke="#8547FF" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M13 6V2L23 5V23H5V9H15V23" stroke="#8547FF" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M19 19V9" stroke="#8547FF" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></svg>
|
||||||
|
title: Enterprise Solutions
|
||||||
|
content: For maximal control for production-ready applications Qdrant is available as a Hybrid Cloud and Private Cloud (Full On Premise) solution.
|
||||||
|
link:
|
||||||
|
text: Contact Sales
|
||||||
|
url: /contact-sales/
|
||||||
|
- id: 2
|
||||||
|
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|
||||||
|
title: Benchmarks
|
||||||
|
content: Learn how Qdrant is designed to deliver the fastest and most accurate results and how it compares to alternatives in our benchmarks.
|
||||||
|
link:
|
||||||
|
text: Compare
|
||||||
|
url: /benchmarks/
|
||||||
|
- id: 3
|
||||||
|
icon: <svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_1912_17198)"><path d="M12 23V13" stroke="#038585" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M12 23C12 19.686 14.686 17 18 17H20C20 20.314 17.314 23 14 23H12Z" stroke="#038585" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M23 1H1V13H23V1Z" stroke="#038585" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M12 9C13.1046 9 14 8.10457 14 7C14 5.89543 13.1046 5 12 5C10.8954 5 10 5.89543 10 7C10 8.10457 10.8954 9 12 9Z" stroke="#038585" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/></g><defs><clipPath id="clip0_1912_17198"><rect width="24" height="24" fill="white"/></clipPath></defs></svg>
|
||||||
|
title: Pricing
|
||||||
|
content: Visit our pricing page for more details on Qdrant’s free tier, managed cloud, and enterprise plans.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /pricing/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
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---
|
||||||
|
photoCards:
|
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|
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|
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||||||
|
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||||||
|
- id: 3
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
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|
|||||||
|
---
|
||||||
|
message:
|
||||||
|
text: We use cookies to learn more about you. At any time you can delete or block cookies through your browser settings.
|
||||||
|
color: '#161E33'
|
||||||
|
link:
|
||||||
|
text: Learn more
|
||||||
|
url: /privacy-policy
|
||||||
|
color: '#DC244C'
|
||||||
|
button:
|
||||||
|
text: I accept
|
||||||
|
color: '#DC244C'
|
||||||
|
background: '#F0F3FA'
|
||||||
|
---
|
||||||
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|
|||||||
|
---
|
||||||
|
subtitle: Powering the next generation of AI applications with advanced, high-performant vector similarity search technology.
|
||||||
|
socialMedia:
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|
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||||||
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||||||
|
name: GitHub
|
||||||
|
url: https://github.com/qdrant/qdrant
|
||||||
|
- id: 1
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||||||
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|
||||||
|
name: LinkedIn
|
||||||
|
url: https://qdrant.to/linkedin
|
||||||
|
- id: 2
|
||||||
|
icon: <svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M10.8423 15.1515L4.40655 22.5H0.841797L9.1773 12.978L10.8423 15.1515Z" fill="#F0F3FA"/><path d="M12.7881 8.241L18.6808 1.5H22.2433L14.4381 10.4265L12.7881 8.241Z" fill="#F0F3FA"/><path d="M23.6158 22.5H16.4465L0.383789 1.5H7.73454L23.6158 22.5ZM17.4298 20.3678H19.4038L6.66204 3.5205H4.54404L17.4298 20.3678Z" fill="#F0F3FA"/></svg>
|
||||||
|
name: X
|
||||||
|
url: https://qdrant.to/twitter
|
||||||
|
- id: 3
|
||||||
|
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|
||||||
|
name: Discord
|
||||||
|
url: https://qdrant.to/discord
|
||||||
|
- id: 4
|
||||||
|
icon: <svg width="24" height="24" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M23.775 7.1999C23.775 7.1999 23.55 5.5499 22.8 4.7999C21.9 3.8249 20.85 3.8249 20.4 3.7499C17.025 3.5249 12 3.5249 12 3.5249C12 3.5249 6.975 3.5249 3.6 3.7499C3.15 3.8249 2.1 3.8249 1.2 4.7999C0.45 5.5499 0.225 7.1999 0.225 7.1999C0.225 7.1999 0 9.1499 0 11.0999V12.8999C0 14.8499 0.225 16.7999 0.225 16.7999C0.225 16.7999 0.45 18.4499 1.2 19.1999C2.1 20.1749 3.3 20.0999 3.825 20.2499C5.775 20.3999 12 20.4749 12 20.4749C12 20.4749 17.025 20.4749 20.4 20.2499C20.85 20.1749 21.9 20.1749 22.8 19.1999C23.55 18.4499 23.775 16.7999 23.775 16.7999C23.775 16.7999 24 14.8499 24 12.8999V11.0999C24 9.1499 23.775 7.1999 23.775 7.1999ZM9.525 15.1499V8.3999L15.975 11.7749L9.525 15.1499Z" fill="#F0F3FA"/></svg>
|
||||||
|
name: YouTube
|
||||||
|
url: https://www.youtube.com/channel/UC6ftm8PwH1RU_LM1jwG0LQA
|
||||||
|
menuItems:
|
||||||
|
- title: Products
|
||||||
|
items:
|
||||||
|
- id: 1
|
||||||
|
name: Qdrant Vector Database
|
||||||
|
url: /qdrant-vector-database/
|
||||||
|
- id: 2
|
||||||
|
name: Enterprise Solutions
|
||||||
|
url: /solutions/
|
||||||
|
- id: 3
|
||||||
|
name: Qdrant Cloud
|
||||||
|
url: /cloud/
|
||||||
|
# - id: 4
|
||||||
|
# name: Private Cloud
|
||||||
|
# url: /private-cloud/
|
||||||
|
- id: 5
|
||||||
|
name: Hybrid Cloud
|
||||||
|
url: /hybrid-cloud/
|
||||||
|
- id: 6
|
||||||
|
name: Demos
|
||||||
|
url: /demo/
|
||||||
|
- id: 7
|
||||||
|
name: Pricing
|
||||||
|
url: /pricing/
|
||||||
|
- title: Use Cases
|
||||||
|
items:
|
||||||
|
- id: 0
|
||||||
|
name: Advanced Search
|
||||||
|
url: /advanced-search/
|
||||||
|
- id: 1
|
||||||
|
name: Recommendation Systems
|
||||||
|
url: /recommendations/
|
||||||
|
- id: 2
|
||||||
|
name: Retrieval Augmented Generation
|
||||||
|
url: /rag/
|
||||||
|
- id: 3
|
||||||
|
name: Data Analysis & Anomaly Detection
|
||||||
|
url: /data-analysis-anomaly-detection/
|
||||||
|
# - id: 4
|
||||||
|
# name: Qdrant for Startups
|
||||||
|
# url: /qdrant-for-startups/
|
||||||
|
- title: Developers
|
||||||
|
items:
|
||||||
|
- id: 0
|
||||||
|
name: Documentation
|
||||||
|
url: /documentation/
|
||||||
|
- id: 1
|
||||||
|
name: Community
|
||||||
|
url: https://qdrant.to/discord
|
||||||
|
# - id: 2
|
||||||
|
# name: Qdrant Stars
|
||||||
|
# url: /stars/
|
||||||
|
- id: 3
|
||||||
|
name: Github
|
||||||
|
url: https://github.com/qdrant/qdrant
|
||||||
|
- id: 4
|
||||||
|
name: Roadmap
|
||||||
|
url: https://qdrant.to/roadmap
|
||||||
|
- id: 5
|
||||||
|
name: Changelog
|
||||||
|
url: https://github.com/qdrant/qdrant/releases
|
||||||
|
- title: Resources
|
||||||
|
items:
|
||||||
|
- id: 0
|
||||||
|
name: Blog
|
||||||
|
url: /blog/
|
||||||
|
- id: 1
|
||||||
|
name: Benchmarks
|
||||||
|
url: /benchmarks/
|
||||||
|
- id: 2
|
||||||
|
name: Articles
|
||||||
|
url: /articles/
|
||||||
|
- title: Company
|
||||||
|
items:
|
||||||
|
- id: 0
|
||||||
|
name: About Us
|
||||||
|
url: /about-us/
|
||||||
|
# - id: 1
|
||||||
|
# name: Customers
|
||||||
|
# url: /customers/
|
||||||
|
# - id: 2
|
||||||
|
# name: Partners
|
||||||
|
# url: /partners/
|
||||||
|
- id: 3
|
||||||
|
name: Careers
|
||||||
|
url: https://qdrant.join.com/
|
||||||
|
- id: 4
|
||||||
|
name: Contact Us
|
||||||
|
url: /contact-us/
|
||||||
|
copyright: © 2024 Qdrant. All Rights Reserved
|
||||||
|
termsLink:
|
||||||
|
text: Terms
|
||||||
|
url: /legal/terms_and_conditions/
|
||||||
|
privacyLink:
|
||||||
|
text: Privacy Policy
|
||||||
|
url: /legal/privacy-policy/
|
||||||
|
impressumLink:
|
||||||
|
text: Impressum
|
||||||
|
url: /legal/impressum/
|
||||||
|
bages:
|
||||||
|
- src: /img/soc2-badge.png
|
||||||
|
alt: "SOC2"
|
||||||
|
url: http://qdrant.to/trust-center
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,8 @@
|
|||||||
|
---
|
||||||
|
content: Do you have further questions? We are happy to assist you.
|
||||||
|
contactUs:
|
||||||
|
text: Contact us
|
||||||
|
url: /contact-us/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,10 @@
|
|||||||
|
---
|
||||||
|
title: Get Started with Qdrant Free
|
||||||
|
button:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
image:
|
||||||
|
src: /img/rocket.svg
|
||||||
|
alt: Rocket
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,10 @@
|
|||||||
|
---
|
||||||
|
title: Launch a new cluster today
|
||||||
|
button:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
image:
|
||||||
|
src: /img/database.svg
|
||||||
|
alt: Database
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,10 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Cloud is the fastest way to get started with Qdrant.
|
||||||
|
button:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
image:
|
||||||
|
src: /img/rocket.svg
|
||||||
|
alt: Rocket
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,8 @@
|
|||||||
|
---
|
||||||
|
title: Get started for free
|
||||||
|
subtitle: Turn embeddings or neural network encoders into full-fledged applications for matching, searching, recommending, and more.
|
||||||
|
button:
|
||||||
|
text: Start Free
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,13 @@
|
|||||||
|
---
|
||||||
|
title: Our Investors
|
||||||
|
investors:
|
||||||
|
- id: 0
|
||||||
|
logo: '/img/investors/spark-capital.svg'
|
||||||
|
- id: 1
|
||||||
|
logo: '/img/investors/unusual-ventures.svg'
|
||||||
|
- id: 2
|
||||||
|
logo: '/img/investors/42cap.svg'
|
||||||
|
- id: 3
|
||||||
|
logo: '/img/investors/ibb-ventures.svg'
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,37 @@
|
|||||||
|
---
|
||||||
|
title: Leadership
|
||||||
|
teamMembers:
|
||||||
|
- id: 0
|
||||||
|
name: André Zayarni
|
||||||
|
position: CEO & Co-Founder
|
||||||
|
avatar: '/img/leadership/andre-zayarni.png'
|
||||||
|
- id: 1
|
||||||
|
name: Andrey Vasnetsov
|
||||||
|
position: CTO & Co-Founder
|
||||||
|
avatar: '/img/leadership/andrey-vasnetsov.png'
|
||||||
|
- id: 2
|
||||||
|
name: Fabrizio Schmidt
|
||||||
|
position: Product & Engineering
|
||||||
|
avatar: '/img/leadership/fabrizio-schmidt.png'
|
||||||
|
- id: 3
|
||||||
|
name: Bastian Hofmann
|
||||||
|
position: Enterprise Solutions
|
||||||
|
avatar: '/img/leadership/bastian-hofmann.png'
|
||||||
|
- id: 4
|
||||||
|
name: Dominik Alberts
|
||||||
|
position: Finance
|
||||||
|
avatar: '/img/leadership/dominik-alberts.png'
|
||||||
|
- id: 5
|
||||||
|
name: David Myriel
|
||||||
|
position: Developer Relations
|
||||||
|
avatar: '/img/leadership/david-myriel.png'
|
||||||
|
- id: 6
|
||||||
|
name: Manuel Meyer
|
||||||
|
position: Growth
|
||||||
|
avatar: '/img/leadership/manuel-meyer.png'
|
||||||
|
- id: 7
|
||||||
|
name: Karim Chester
|
||||||
|
position: Sales
|
||||||
|
avatar: '/img/leadership/karim-chester.png'
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,36 @@
|
|||||||
|
---
|
||||||
|
title: AI Meets Advanced Vector Search
|
||||||
|
description: The leading open source vector database and similarity search engine designed to handle high-dimensional vectors for performance and massive-scale AI applications.
|
||||||
|
link:
|
||||||
|
text: All features
|
||||||
|
url: /qdrant-vector-database/
|
||||||
|
cloudFeature:
|
||||||
|
title: Cloud-Native Scalability & High-Availability
|
||||||
|
content: Enterprise-grade Managed Cloud. Vertical and horizontal scaling and zero-downtime upgrades.
|
||||||
|
link:
|
||||||
|
text: Qdrant Cloud
|
||||||
|
url: /cloud/
|
||||||
|
featureCards:
|
||||||
|
- id: 0
|
||||||
|
icon: <svg width="48" height="48" viewBox="0 0 48 48" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M46.9984 2.05668C47.0145 1.77301 46.9092 1.49588 46.7087 1.29452C46.5083 1.09315 46.2317 0.986558 45.9479 1.00136C37.0707 1.46444 30.0935 4.25608 24.7137 7.83694C18.4933 5.42823 10.8057 7.26505 5.21369 14.3822C4.90098 14.7802 4.93495 15.3491 5.2928 15.707L11.4716 21.8876C11.2831 22.2041 11.1066 22.5094 10.9418 22.802C10.298 23.9455 9.83217 24.8976 9.52567 25.568C9.37238 25.9032 9.25884 26.1683 9.18275 26.3518C9.14469 26.4436 9.11599 26.515 9.09635 26.5647L9.07365 26.6228L9.06733 26.6392L9.06541 26.6443L9.06477 26.646C9.06453 26.6466 9.06432 26.6472 10 27L9.06432 26.6472C8.92573 27.0147 9.01515 27.4294 9.2929 27.7071L20.2929 38.7071C20.5722 38.9864 20.9898 39.0751 21.3585 38.9335L21 38C21.3585 38.9335 21.359 38.9333 21.3597 38.9331L21.3614 38.9324L21.3664 38.9305L21.3827 38.9241L21.4405 38.9011C21.4899 38.8812 21.561 38.8522 21.6523 38.8137C21.8349 38.7367 22.0986 38.622 22.4323 38.4672C23.0994 38.1576 24.0471 37.6876 25.1857 37.0392C25.4758 36.8739 25.7785 36.697 26.0923 36.5082L32.2932 42.7072C32.6511 43.0651 33.22 43.099 33.618 42.7863C40.7668 37.1694 42.5882 29.4384 40.1309 23.2035C43.7022 17.8303 46.4977 10.8779 46.9984 2.05668ZM38.6994 25.2233C37.0693 27.3836 35.3298 29.2523 33.606 30.8533C31.5913 32.7243 29.5977 34.2303 27.8238 35.4111L33.0676 40.6534C38.5284 36.0064 40.0518 30.1286 38.6994 25.2233ZM13.5743 22.2786C13.5812 22.2679 13.5878 22.2572 13.5942 22.2464C14.7933 20.3155 16.4295 18.0251 18.5697 15.7089C20.435 13.6903 22.6823 11.6522 25.3582 9.81488C25.3843 9.7987 25.4098 9.78128 25.4344 9.76268C26.7141 8.88849 28.0914 8.0604 29.5712 7.30229L40.6485 18.3787C38.2791 22.9865 35.2389 26.6073 32.245 29.3878C29.2837 32.1379 26.3683 34.0641 24.196 35.3012C23.1105 35.9194 22.2127 36.3642 21.5905 36.6529C21.4577 36.7146 21.3375 36.769 21.2308 36.8166L11.1804 26.7662C11.2279 26.6576 11.2826 26.5351 11.3446 26.3996C11.6303 25.7746 12.0711 24.8729 12.6846 23.7832C12.9489 23.3138 13.245 22.8099 13.5743 22.2786ZM41.5655 16.4673C43.2718 12.6445 44.5064 8.20268 44.9238 3.07129C39.7698 3.46669 35.3149 4.68846 31.4854 6.38806L41.5655 16.4673ZM22.6874 9.27655C20.543 10.8999 18.6889 12.6328 17.1008 14.3516C15.2354 16.3704 13.7363 18.3697 12.5621 20.1496L7.34658 14.9326C11.9655 9.50489 17.8002 7.96701 22.6874 9.27655Z" fill="url(#paint0_linear_1651_6118)"/><path d="M27 25C29.2091 25 31 23.2091 31 21C31 18.7909 29.2091 17 27 17C24.7909 17 23 18.7909 23 21C23 23.2091 24.7909 25 27 25Z" stroke="#DC244C" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M4.464 36.464C5.40181 35.5262 6.67374 34.9993 8 34.9993C9.32626 34.9993 10.5982 35.5262 11.536 36.464C12.4738 37.4018 13.0007 38.6737 13.0007 40C13.0007 41.3262 12.4738 42.5982 11.536 43.536C9.583 45.488 2 46 2 46C2 46 2.512 38.417 4.464 36.464Z" stroke="#DC244C" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><defs><linearGradient id="paint0_linear_1651_6118" x1="26" y1="1" x2="26" y2="43" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient></defs></svg>
|
||||||
|
title: Ease of Use & Simple Deployment
|
||||||
|
content: Quick deployment in any environment with Docker and a lean API for easy integration, ideal for local testing.
|
||||||
|
link:
|
||||||
|
text: Quick Start Guide
|
||||||
|
url: /documentation/quick-start/
|
||||||
|
- id: 1
|
||||||
|
icon: <svg width="48" height="48" viewBox="0 0 48 48" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M38 46V42L45.123 33.1C45.6908 32.3905 46.0001 31.5088 46 30.6V19C46 18.2044 45.6839 17.4413 45.1213 16.8787C44.5587 16.3161 43.7956 16 43 16C42.2044 16 41.4413 16.3161 40.8787 16.8787C40.3161 17.4413 40 18.2044 40 19V26" stroke="url(#paint0_linear_1651_6734)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M28 46V35.657C28 35.1316 28.1035 34.6113 28.3046 34.1259C28.5057 33.6405 28.8004 33.1995 29.172 32.828L36 26C36.2626 25.7373 36.5744 25.5289 36.9176 25.3867C37.2607 25.2446 37.6285 25.1714 38 25.1714C38.3715 25.1714 38.7393 25.2446 39.0824 25.3867C39.4256 25.5289 39.7374 25.7373 40 26C40.2627 26.2626 40.4711 26.5744 40.6133 26.9176C40.7554 27.2607 40.8286 27.6285 40.8286 28C40.8286 28.3714 40.7554 28.7393 40.6133 29.0824C40.4711 29.4256 40.2627 29.7374 40 30L34 36" stroke="url(#paint1_linear_1651_6734)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M10 46V42L2.877 33.1C2.30917 32.3905 1.99986 31.5088 2 30.6V19C2 18.2044 2.31607 17.4413 2.87868 16.8787C3.44129 16.3161 4.20435 16 5 16C5.79565 16 6.55871 16.3161 7.12132 16.8787C7.68393 17.4413 8 18.2044 8 19V26" stroke="url(#paint2_linear_1651_6734)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M20 46V35.657C20 35.1316 19.8965 34.6113 19.6954 34.1259C19.4943 33.6405 19.1996 33.1995 18.828 32.828L12 26C11.7374 25.7373 11.4256 25.5289 11.0824 25.3867C10.7393 25.2446 10.3714 25.1714 9.99999 25.1714C9.62854 25.1714 9.26073 25.2446 8.91756 25.3867C8.5744 25.5289 8.26261 25.7373 7.99999 26C7.7373 26.2626 7.52891 26.5744 7.38674 26.9176C7.24456 27.2607 7.17139 27.6285 7.17139 28C7.17139 28.3714 7.24456 28.7393 7.38674 29.0824C7.52891 29.4256 7.7373 29.7374 7.99999 30L14 36" stroke="url(#paint3_linear_1651_6734)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M13 13H35" stroke="#DC244C" stroke-width="2" stroke-miterlimit="10"/><path d="M24 24C30.0751 24 35 19.0751 35 13C35 6.92487 30.0751 2 24 2C17.9249 2 13 6.92487 13 13C13 19.0751 17.9249 24 24 24Z" stroke="#DC244C" stroke-width="2" stroke-miterlimit="10" stroke-linecap="square"/><path d="M24.0001 24C26.6036 24 28.7141 19.0751 28.7141 13C28.7141 6.92487 26.6036 2 24.0001 2C21.3967 2 19.2861 6.92487 19.2861 13C19.2861 19.0751 21.3967 24 24.0001 24Z" stroke="#DC244C" stroke-width="2" stroke-miterlimit="10" stroke-linecap="square"/><defs><linearGradient id="paint0_linear_1651_6734" x1="42" y1="16" x2="42" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient><linearGradient id="paint1_linear_1651_6734" x1="34.4143" y1="25.1714" x2="34.4143" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient><linearGradient id="paint2_linear_1651_6734" x1="6" y1="16" x2="6" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient><linearGradient id="paint3_linear_1651_6734" x1="13.5857" y1="25.1714" x2="13.5857" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient></defs></svg>
|
||||||
|
title: Cost Efficiency with Storage Options
|
||||||
|
content: Dramatically reduce memory usage with built-in compression options and offload data to disk.
|
||||||
|
link:
|
||||||
|
text: Quantization
|
||||||
|
url: /articles/scalar-quantization/
|
||||||
|
- id: 2
|
||||||
|
icon: <svg width="48" height="48" viewBox="0 0 48 48" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M28 28H20V46H28V28Z" stroke="url(#paint0_linear_1651_8186)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M10 38H2V46H10V38Z" stroke="url(#paint1_linear_1651_8186)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M46 18H38V46H46V18Z" stroke="url(#paint2_linear_1651_8186)" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M6 18L16 8L24 16L38 2" stroke="#DC244C" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><path d="M29 2H38V11" stroke="#DC244C" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"/><defs><linearGradient id="paint0_linear_1651_8186" x1="24" y1="28" x2="24" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient><linearGradient id="paint1_linear_1651_8186" x1="6" y1="38" x2="6" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient><linearGradient id="paint2_linear_1651_8186" x1="42" y1="18" x2="42" y2="46" gradientUnits="userSpaceOnUse"><stop stop-color="#717C99"/><stop offset="1" stop-color="#161E33"/></linearGradient></defs></svg>
|
||||||
|
title: Rust-Powered Reliability & Performance
|
||||||
|
content: Purpose built in Rust for unmatched speed and reliability even when processing billions of vectors.
|
||||||
|
link:
|
||||||
|
text: Benchmarks
|
||||||
|
url: /benchmarks/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,48 @@
|
|||||||
|
---
|
||||||
|
title: Our Customers Words
|
||||||
|
#link:
|
||||||
|
# text: Customer Stories
|
||||||
|
# url: /customers/
|
||||||
|
storyCards:
|
||||||
|
- id: 0
|
||||||
|
icon: /img/brands/bayer.svg
|
||||||
|
brand: Bayer
|
||||||
|
content: “VectorStores are definitely here to stay, the objects in the world around us from image, sound, video and text become easily universal and searchable thanks to the embedding models. I personally recommend Qdrant. We have been using it for a while and couldn't be happier.“
|
||||||
|
author:
|
||||||
|
avatar: '/img/customers/hooman-sedghamiz.svg'
|
||||||
|
fullName: Hooman Sedghamiz
|
||||||
|
position: Director Al /ML, Bayer
|
||||||
|
# - id: 1
|
||||||
|
# icon: '/img/brands/soft-bank.svg'
|
||||||
|
# brand: Softbank
|
||||||
|
# content: “Qdrant is the best Vector Similarity Search Engine ever, as every other VSS broke during our high load and performance testing. If we find any issues, the Qdrant team fixes the fastest and improves on things beyond!”
|
||||||
|
# author:
|
||||||
|
# avatar: '/img/customers/jon-tse.svg'
|
||||||
|
# fullName: Jon Tse
|
||||||
|
# position: Senior Director of R&D, JVC (by Softbank)
|
||||||
|
- id: 2
|
||||||
|
icon: '/img/brands/cb-insights.svg'
|
||||||
|
brand: CB Insights
|
||||||
|
content: “We looked at all the big options out there right now for vector databases, with our focus on ease of use, performance, pricing, and communication. <b>Qdrant came out on top in each category...</b> ultimately, it wasn't much of a contest.”
|
||||||
|
author:
|
||||||
|
avatar: '/img/customers/alex-webb.svg'
|
||||||
|
fullName: Alex Webb
|
||||||
|
position: Director of Engineering, CB Insights
|
||||||
|
- id: 3
|
||||||
|
icon: '/img/brands/bosch.svg'
|
||||||
|
brand: Bosch
|
||||||
|
content: “With Qdrant, we found the missing piece to develop our own provider independent multimodal generative AI platform on enterprise scale.”
|
||||||
|
author:
|
||||||
|
avatar: '/img/customers/jeremy-t-daly-singh.svg'
|
||||||
|
fullName: Jeremy T. & Daly Singh
|
||||||
|
position: Generative AI Expert & Product Owner, Bosch
|
||||||
|
- id: 4
|
||||||
|
icon: '/img/brands/cognizant.svg'
|
||||||
|
brand: Cognizant
|
||||||
|
content: “We LOVE Qdrant! The exceptional engineering, strong business value, and outstanding team behind the product drove our choice. Thank you for your great contribution to the technology community!”
|
||||||
|
author:
|
||||||
|
avatar: '/img/customers/kyle-tobin.png'
|
||||||
|
fullName: Kyle Tobin
|
||||||
|
position: Principal, Cognizant
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
File diff suppressed because one or more lines are too long
@@ -0,0 +1,12 @@
|
|||||||
|
---
|
||||||
|
title: Deploy Qdrant locally with Docker
|
||||||
|
commands:
|
||||||
|
- docker pull qdrant/qdrant
|
||||||
|
- docker run -p 6333:6333 qdrant/qdrant
|
||||||
|
quickStartLink:
|
||||||
|
text: Quick Start Guide
|
||||||
|
url: /documentation/quick-start/
|
||||||
|
repositoryLink:
|
||||||
|
text: GitHub repository
|
||||||
|
url: https://github.com/qdrant/qdrant
|
||||||
|
---
|
||||||
@@ -0,0 +1,42 @@
|
|||||||
|
---
|
||||||
|
title: High-Performance Vector Search at Scale
|
||||||
|
subtitle: Powering the next generation of AI applications with advanced, open-source vector similarity search technology.
|
||||||
|
startFree:
|
||||||
|
text: Start Free
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
learnMore:
|
||||||
|
text: Learn More
|
||||||
|
url: /qdrant-vector-database/
|
||||||
|
heroImageSources:
|
||||||
|
- minWidth: 2881px
|
||||||
|
srcset: /img/hero-home-illustration-x3.webp
|
||||||
|
type: image/webp
|
||||||
|
- minWidth: 2881px
|
||||||
|
srcset: /img/hero-home-illustration-x3.png
|
||||||
|
type: image/png
|
||||||
|
- minWidth: 1441px
|
||||||
|
srcset: /img/hero-home-illustration-x2.webp
|
||||||
|
type: image/webp
|
||||||
|
- minWidth: 1441px
|
||||||
|
srcset: /img/hero-home-illustration-x2.png
|
||||||
|
type: image/png
|
||||||
|
- srcset: /img/hero-home-illustration-x1.webp
|
||||||
|
type: image/webp
|
||||||
|
- srcset: /img/hero-home-illustration-x1.png
|
||||||
|
type: image/png
|
||||||
|
fallbackHeroImage:
|
||||||
|
src: /img/hero-home-illustration-x1.png
|
||||||
|
alt: 'Hero image: an astronaut looking at dark hole from the planet surface.'
|
||||||
|
customerStories:
|
||||||
|
text: Qdrant Powers Thousands of Top AI Solutions.
|
||||||
|
# textLink: Customer Stories
|
||||||
|
# url: /
|
||||||
|
|
||||||
|
githubStars:
|
||||||
|
stars: 18.2k
|
||||||
|
logo: <svg width="24" height="25" viewBox="0 0 24 25" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_1825_5122)"><path fill-rule="evenodd" clip-rule="evenodd" d="M12 0.800003C5.4 0.800003 0 6.2 0 12.8C0 18.1 3.4 22.6 8.2 24.2C8.8 24.3 9 23.9 9 23.6C9 23.3 9 22.6 9 21.6C5.7 22.3 5 20 5 20C4.5 18.6 3.7 18.2 3.7 18.2C2.5 17.5 3.7 17.5 3.7 17.5C4.9 17.6 5.5 18.7 5.5 18.7C6.6 20.5 8.3 20 9 19.7C9.1 18.9 9.4 18.4 9.8 18.1C7.1 17.8 4.3 16.8 4.3 12.2C4.3 10.9 4.8 9.8 5.5 9C5.5 8.6 5 7.4 5.7 5.8C5.7 5.8 6.7 5.5 9 7C10 6.7 11 6.6 12 6.6C13 6.6 14 6.7 15 7C17.3 5.4 18.3 5.8 18.3 5.8C19 7.5 18.5 8.7 18.4 9C19.2 9.8 19.6 10.9 19.6 12.2C19.6 16.8 16.8 17.8 14.1 18.1C14.5 18.5 14.9 19.2 14.9 20.3C14.9 21.9 14.9 23.2 14.9 23.6C14.9 23.9 15.1 24.3 15.7 24.2C20.5 22.6 23.9 18.1 23.9 12.8C24 6.2 18.6 0.800003 12 0.800003Z" fill="#E1E5F0"/></g><defs><clipPath id="clip0_1825_5122"><rect width="24" height="24" fill="white" transform="translate(0 0.5)"/></clipPath></defs></svg>
|
||||||
|
starIcon: <svg width="14" height="15" viewBox="0 0 14 15" fill="none" xmlns="http://www.w3.org/2000/svg"><g clip-path="url(#clip0_1825_5127)"><path d="M13.2508 5.25913L9.47345 4.70963L7.78732 1.2875C7.7072 1.14966 7.5923 1.03526 7.4541 0.955747C7.31591 0.876231 7.15926 0.834381 6.99983 0.834381C6.84039 0.834381 6.68374 0.876231 6.54555 0.955747C6.40735 1.03526 6.29245 1.14966 6.21232 1.2875L4.5262 4.7105L0.748825 5.25913C0.587068 5.28233 0.435041 5.35036 0.309962 5.45552C0.184882 5.56068 0.0917505 5.69876 0.0411146 5.85413C-0.0095213 6.0095 -0.0156375 6.17594 0.0234587 6.33461C0.0625549 6.49328 0.145301 6.63782 0.262325 6.75188L2.99495 9.41625L2.35007 13.1788C2.3225 13.3397 2.3405 13.5051 2.40203 13.6563C2.46356 13.8075 2.56617 13.9385 2.69826 14.0345C2.83035 14.1304 2.98665 14.1875 3.14948 14.1993C3.31232 14.211 3.4752 14.177 3.6197 14.101L6.99983 12.3239L10.3782 14.0993C10.5227 14.1752 10.6856 14.2093 10.8484 14.1975C11.0113 14.1857 11.1675 14.1287 11.2996 14.0327C11.4317 13.9368 11.5343 13.8058 11.5959 13.6546C11.6574 13.5033 11.6754 13.3379 11.6478 13.177L11.0029 9.4145L13.7373 6.75188C13.8541 6.6379 13.9366 6.49356 13.9756 6.33515C14.0147 6.17674 14.0086 6.01057 13.9582 5.85541C13.9078 5.70025 13.815 5.56227 13.6903 5.45706C13.5656 5.35185 13.414 5.2836 13.2526 5.26L13.2508 5.25913Z" fill="#DC244C"/></g><defs><clipPath id="clip0_1825_5127"><rect width="14" height="14" fill="white" transform="translate(0 0.5)"/></clipPath></defs></svg>
|
||||||
|
actionText: Star us
|
||||||
|
actionUrl: https://github.com/qdrant/qdrant
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,13 @@
|
|||||||
|
---
|
||||||
|
title: Integrations
|
||||||
|
link:
|
||||||
|
text: See Integrations
|
||||||
|
url: /documentation/frameworks/
|
||||||
|
embedLink:
|
||||||
|
text: embeddings
|
||||||
|
url: /documentation/embeddings/
|
||||||
|
frameworkLink:
|
||||||
|
text: frameworks
|
||||||
|
url: /documentation/frameworks/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,29 @@
|
|||||||
|
---
|
||||||
|
title: Vectors in Action
|
||||||
|
subtitle: Turn embeddings or neural network encoders into full-fledged applications for matching, searching, recommending, and more.
|
||||||
|
featureCards:
|
||||||
|
- id: 0
|
||||||
|
title: Advanced Search
|
||||||
|
content: Elevate your apps with advanced search capabilities. Qdrant excels in processing high-dimensional data, enabling nuanced similarity searches, and understanding semantics in depth. Qdrant also handles multimodal data with fast and accurate search algorithms.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /advanced-search/
|
||||||
|
- id: 1
|
||||||
|
title: Recommendation Systems
|
||||||
|
content: Create highly responsive and personalized recommendation systems with tailored suggestions. Qdrant’s Recommendation API offers great flexibility, featuring options such as best score recommendation strategy. This enables new scenarios of using multiple vectors in a single query to impact result relevancy.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /recommendations/
|
||||||
|
- id: 2
|
||||||
|
title: Retrieval Augmented Generation (RAG)
|
||||||
|
content: Enhance the quality of AI-generated content. Leverage Qdrant's efficient nearest neighbor search and payload filtering features for retrieval-augmented generation. You can then quickly access relevant vectors and integrate a vast array of data points.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /rag/
|
||||||
|
- id: 3
|
||||||
|
title: Data Analysis and Anomaly Detection
|
||||||
|
content: Transform your approach to Data Analysis and Anomaly Detection. Leverage vectors to quickly identify patterns and outliers in complex datasets. This ensures robust and real-time anomaly detection for critical applications.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /data-analysis-anomaly-detection/
|
||||||
|
---
|
||||||
@@ -0,0 +1,29 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant is also available on leading marketplaces
|
||||||
|
items:
|
||||||
|
- id: 0
|
||||||
|
title: AWS Marketplace
|
||||||
|
image:
|
||||||
|
src: /img/marketplaces/aws-logo.png
|
||||||
|
alt: AWS marketplace logo
|
||||||
|
link:
|
||||||
|
text: Get Started
|
||||||
|
url: https://aws.amazon.com/marketplace/pp/prodview-rtphb42tydtzg?sr=0-1&ref_=beagle&applicationId=AWS-Marketplace-Console
|
||||||
|
- id: 1
|
||||||
|
title: Google Cloud Marketplace
|
||||||
|
image:
|
||||||
|
src: /img/marketplaces/google-cloud-logo.png
|
||||||
|
alt: Google Cloud marketplace logo
|
||||||
|
link:
|
||||||
|
text: Get Started
|
||||||
|
url: https://console.cloud.google.com/marketplace/product/qdrant-public/qdrant?project=qdrant-public
|
||||||
|
- id: 2
|
||||||
|
title: Microsoft Azure
|
||||||
|
image:
|
||||||
|
src: /img/marketplaces/microsoft-azure-logo.png
|
||||||
|
alt: Microsoft Azure logo
|
||||||
|
link:
|
||||||
|
text: Get Started
|
||||||
|
url: https://portal.azure.com/#view/Microsoft_Azure_Marketplace/GalleryItemDetailsBladeNopdl/id/qdrantsolutionsgmbh1698769709989.qdrant-db/selectionMode~/false/resourceGroupId//resourceGroupLocation//dontDiscardJourney~/false/selectedMenuId/home/launchingContext~/%7B%22galleryItemId%22%3A%22qdrantsolutionsgmbh1698769709989.qdrant-dbqdrant_cloud_unit%22%2C%22source%22%3A%5B%22GalleryFeaturedMenuItemPart%22%2C%22VirtualizedTileDetails%22%5D%2C%22menuItemId%22%3A%22home%22%2C%22subMenuItemId%22%3A%22Search%20results%22%2C%22telemetryId%22%3A%221df5537b-8b29-4200-80ce-0cd38c7e0e56%22%7D/searchTelemetryId/6b44fb90-7b9c-4286-aad8-59f88f3cc2ff
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,125 @@
|
|||||||
|
---
|
||||||
|
logIn:
|
||||||
|
text: Log in
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
startFree:
|
||||||
|
text: Start Free
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
menuItems:
|
||||||
|
- id: menu-0
|
||||||
|
name: Product
|
||||||
|
subMenuItems:
|
||||||
|
- id: subMenu-0-0
|
||||||
|
name: Qdrant Vector Database
|
||||||
|
icon: qdrant-vector-database.svg
|
||||||
|
url: /qdrant-vector-database/
|
||||||
|
- id: subMenu-0-1
|
||||||
|
name: Qdrant Cloud
|
||||||
|
icon: qdrant-cloud.svg
|
||||||
|
url: /cloud/
|
||||||
|
- id: subMenu-0-2
|
||||||
|
name: Qdrant Enterprise Solutions
|
||||||
|
icon: qdrant-enterprise-solutions.svg
|
||||||
|
url: /enterprise-solutions/
|
||||||
|
- id: subMenu-0-3
|
||||||
|
name: Hybrid Cloud
|
||||||
|
icon: hybrid-cloud.svg
|
||||||
|
url: /hybrid-cloud/
|
||||||
|
# - id: subMenu-0-4
|
||||||
|
# name: Private Cloud
|
||||||
|
# icon: private-cloud.svg
|
||||||
|
# url: /private-cloud/
|
||||||
|
- id: subMenu-0-5
|
||||||
|
name: Demos
|
||||||
|
icon: demos.svg
|
||||||
|
url: /demo/
|
||||||
|
- id: menu-1
|
||||||
|
name: Use Cases
|
||||||
|
url: /use-cases/
|
||||||
|
subMenuItems:
|
||||||
|
- id: subMenu-1-0
|
||||||
|
name: RAG
|
||||||
|
icon: rag.svg
|
||||||
|
url: /rag/
|
||||||
|
- id: subMenu-1-1
|
||||||
|
name: Recommendation Systems
|
||||||
|
icon: recommendation-systems.svg
|
||||||
|
url: /recommendations/
|
||||||
|
- id: subMenu-1-2
|
||||||
|
name: Advanced Search
|
||||||
|
icon: advanced-search.svg
|
||||||
|
url: /advanced-search/
|
||||||
|
- id: subMenu-1-3
|
||||||
|
name: Data Analysis & Anomaly Detection
|
||||||
|
icon: data-analysis-anomaly-detection.svg
|
||||||
|
url: /data-analysis-anomaly-detection/
|
||||||
|
# - id: subMenu-1-4
|
||||||
|
# name: Qdrant for Startups
|
||||||
|
# icon: qdrant-for-startups.svg
|
||||||
|
# url: /qdrant-for-startups/
|
||||||
|
- id: menu-2
|
||||||
|
name: Developers
|
||||||
|
subMenuItems:
|
||||||
|
- id: subMenu-2-0
|
||||||
|
name: Documentation
|
||||||
|
icon: documentation.svg
|
||||||
|
url: /documentation/
|
||||||
|
- id: subMenu-2-1
|
||||||
|
name: Community
|
||||||
|
icon: community.svg
|
||||||
|
url: https://qdrant.to/discord
|
||||||
|
# - id: subMenu-2-2
|
||||||
|
# name: Qdrant Stars
|
||||||
|
# icon: qdrant-stars.svg
|
||||||
|
# url: /stars/
|
||||||
|
- id: subMenu-2-3
|
||||||
|
name: Github
|
||||||
|
icon: github.svg
|
||||||
|
url: https://github.com/qdrant/qdrant
|
||||||
|
- id: subMenu-2-4
|
||||||
|
name: Roadmap
|
||||||
|
icon: roadmap.svg
|
||||||
|
url: https://qdrant.to/roadmap
|
||||||
|
- id: subMenu-2-5
|
||||||
|
name: Changelog
|
||||||
|
icon: changelog.svg
|
||||||
|
url: https://github.com/qdrant/qdrant/releases
|
||||||
|
- id: menu-3
|
||||||
|
name: Resources
|
||||||
|
subMenuItems:
|
||||||
|
- id: subMenu-3-0
|
||||||
|
name: Benchmarks
|
||||||
|
icon: benchmarks.svg
|
||||||
|
url: /benchmarks/
|
||||||
|
- id: subMenu-3-1
|
||||||
|
name: Blog
|
||||||
|
icon: blog.svg
|
||||||
|
url: /blog/
|
||||||
|
- id: subMenu-3-2
|
||||||
|
name: Articles
|
||||||
|
icon: articles.svg
|
||||||
|
url: /articles/
|
||||||
|
- id: menu-4
|
||||||
|
name: Company
|
||||||
|
subMenuItems:
|
||||||
|
# - id: subMenu-4-0
|
||||||
|
# name: Customers
|
||||||
|
# icon: customers.svg
|
||||||
|
# url: /customers/
|
||||||
|
# - id: subMenu-4-1
|
||||||
|
# name: Partners
|
||||||
|
# icon: partners.svg
|
||||||
|
# url: /
|
||||||
|
- id: subMenu-4-2
|
||||||
|
name: About us
|
||||||
|
icon: about-us.svg
|
||||||
|
url: /about-us/
|
||||||
|
- id: subMenu-4-3
|
||||||
|
name: Careers
|
||||||
|
icon: careers.svg
|
||||||
|
url: https://qdrant.join.com/
|
||||||
|
- id: menu-5
|
||||||
|
name: Pricing
|
||||||
|
url: /pricing/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,7 @@
|
|||||||
|
---
|
||||||
|
title: Building the most efficient, scalable, high-performance vector database on the market
|
||||||
|
link:
|
||||||
|
text: Our Mission
|
||||||
|
# url: /
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,15 @@
|
|||||||
|
---
|
||||||
|
title: Join Our Newsletter
|
||||||
|
description: We will update you on new features and news regarding Qdrant and Vector Similarity Search.
|
||||||
|
placeholder: Enter your email
|
||||||
|
button: Subscribe
|
||||||
|
hubspotFormOptions: '{
|
||||||
|
"region": "eu1",
|
||||||
|
"portalId": "139603372",
|
||||||
|
"formId": "049d96c6-ef65-4e41-ba69-a3335b9334cf",
|
||||||
|
"cssClass": "subscribe-form",
|
||||||
|
"submitButtonClass": "button button_contained button_lg",
|
||||||
|
"submitText": "Subscribe"
|
||||||
|
}'
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,14 @@
|
|||||||
|
---
|
||||||
|
description: Oops! We can't find the page you were looking for.
|
||||||
|
image:
|
||||||
|
src: /img/404-galaxy.svg
|
||||||
|
mobileSrc: /img/404-galaxy-mobile.svg
|
||||||
|
alt: Galaxy
|
||||||
|
homeButton:
|
||||||
|
link: /
|
||||||
|
text: Go to Home
|
||||||
|
supportButton:
|
||||||
|
link: https://qdrant.io/discord
|
||||||
|
text: Get Support
|
||||||
|
sitemapExclude: True
|
||||||
|
---
|
||||||
@@ -0,0 +1,7 @@
|
|||||||
|
---
|
||||||
|
title: Want to build the technology for the next generation of AI applications with us?
|
||||||
|
subtitle: Take a look at our open roles. We’re excited to hear from you.
|
||||||
|
seeOpenRoles:
|
||||||
|
text: See Open Roles
|
||||||
|
url: https://qdrant.join.com/
|
||||||
|
---
|
||||||
@@ -0,0 +1,12 @@
|
|||||||
|
---
|
||||||
|
title: Our story
|
||||||
|
subtitle: A paradigm shift is underway in the field of data management and information retrieval.
|
||||||
|
content: Today, our world is increasingly dominated by complex, unstructured data like images, audio, video, and text. Traditional ways of retrieving data based on keyword matching are no longer sufficient. Vector databases are designed to handle complex high-dimensional data, unlocking the foundation for pivotal AI applications.
|
||||||
|
extraTitle: Today Qdrant powers the most ambitious AI applications, from cutting-edge startups to large-scale enterprises.
|
||||||
|
extraContent: We started Qdrant with the mission to build the most efficient, scalable, high-performance vector database on the market. Since then we have seen incredible user growth and support from our open-source community with thousands of users and millions of downloads.
|
||||||
|
year: In 2021
|
||||||
|
link:
|
||||||
|
text: Join Our Team
|
||||||
|
url: https://qdrant.join.com/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,12 @@
|
|||||||
|
---
|
||||||
|
title: Social Share Buttons
|
||||||
|
buttons:
|
||||||
|
- id: x
|
||||||
|
title: x
|
||||||
|
url: https://twitter.com/intent/tweet?url={{ $link }}&text={{ $title }}
|
||||||
|
icon: <svg width="33" height="33" viewBox="0 0 33 33" fill="none" xmlns="http://www.w3.org/2000/svg"> <path d="M14.959 20.7369L6.378 30.5349H1.625L12.739 17.8389L14.959 20.7369Z" fill="#161E33"/> <path d="M17.5508 11.5229L25.4078 2.53491H30.1578L19.7508 14.4369L17.5508 11.5229Z" fill="#161E33"/> <path d="M31.9877 30.5349H22.4287L1.01172 2.53491H10.8127L31.9877 30.5349ZM23.7397 27.6919H26.3717L9.38272 5.22891H6.55872L23.7397 27.6919Z" fill="#161E33"/></svg>
|
||||||
|
- id: linkedin
|
||||||
|
title: LinkedIn
|
||||||
|
url: https://www.linkedin.com/sharing/share-offsite/?url={{ $link }}
|
||||||
|
icon: <svg width="32" height="33" viewBox="0 0 32 33" fill="none" xmlns="http://www.w3.org/2000/svg"> <g clip-path="url(#clip0_1811_16094)"> <path d="M30.6667 0.4375H1.33333C0.533333 0.4375 0 0.970833 0 1.77083V31.1042C0 31.9042 0.533333 32.4375 1.33333 32.4375H30.6667C31.4667 32.4375 32 31.9042 32 31.1042V1.77083C32 0.970833 31.4667 0.4375 30.6667 0.4375ZM9.46667 27.7708H4.8V12.4375H9.6V27.7708H9.46667ZM7.06667 10.3042C5.6 10.3042 4.26667 9.10417 4.26667 7.50417C4.26667 6.0375 5.46667 4.70417 7.06667 4.70417C8.53333 4.70417 9.86667 5.90417 9.86667 7.50417C9.86667 9.10417 8.66667 10.3042 7.06667 10.3042ZM27.3333 27.7708H22.5333V20.3042C22.5333 18.5708 22.5333 16.3042 20.1333 16.3042C17.6 16.3042 17.3333 18.1708 17.3333 20.1708V27.7708H12.5333V12.4375H17.0667V14.5708C17.7333 13.3708 19.2 12.1708 21.6 12.1708C26.4 12.1708 27.3333 15.3708 27.3333 19.5042V27.7708Z" fill="#161E33" /> </g> <defs> <clipPath id="clip0_1811_16094"> <rect width="32" height="32" fill="white" transform="translate(0 0.4375)" /> </clipPath> </defs></svg>
|
||||||
|
---
|
||||||
@@ -0,0 +1,16 @@
|
|||||||
|
---
|
||||||
|
title: Interactive Tutorials
|
||||||
|
description: Dive into the capabilities of Qdrant with our hands-on tutorials. Discover various methods to integrate vector search into your applications, enhancing functionality and user experience.
|
||||||
|
link:
|
||||||
|
text: View All Tutorials
|
||||||
|
url: /documentation/tutorials/
|
||||||
|
commands:
|
||||||
|
- '...'
|
||||||
|
- '<span class="command__object">"hnsw_config"</span>: {'
|
||||||
|
- '<span class="command__row">"m": <span class="command__value">64</span>,</span>'
|
||||||
|
- '<span class="command__row">"ef_construct": <span class="command__value">512</span>,</span>'
|
||||||
|
- '<span class="command__row">"on_disk": <span class="command__value">true</span></span>'
|
||||||
|
- '}'
|
||||||
|
- '...'
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,14 @@
|
|||||||
|
---
|
||||||
|
title: 'Qdrant Hybrid Cloud: Flexible Deployment, Data Privacy, and Cost Efficiency'
|
||||||
|
description: Qdrant's new Hybrid Cloud was created for seamless deployment and management of vector databases. Ensure privacy, data sovereignty, and cost efficiency for AI-driven applications. Learn more and get started today.
|
||||||
|
keywords: hybrid cloud vector database, hybrid cloud management, kubernetes integration, hybrid cloud deployment
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
seo_schema_json:
|
||||||
|
- schema/hybrid-cloud.json
|
||||||
|
---
|
||||||
@@ -0,0 +1,34 @@
|
|||||||
|
---
|
||||||
|
cards:
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/separate-blue.svg
|
||||||
|
alt: Separate
|
||||||
|
title: Deployment Flexibility
|
||||||
|
description: Use your existing infrastructure, whether it be on cloud platforms, on-premise setups, or even at edge locations.
|
||||||
|
- id: 1
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/money-growth-blue.svg
|
||||||
|
alt: Money growth
|
||||||
|
title: Unmatched Cost Advantage
|
||||||
|
description: Maximum deployment flexibility to leverage the best available resources, in the cloud or on-premise.
|
||||||
|
- id: 2
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/speedometer-blue.svg
|
||||||
|
alt: Speedometer
|
||||||
|
title: Ultra-Low Latency
|
||||||
|
description: On-premise deployment for lightning-fast, low-latency access.
|
||||||
|
- id: 3
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/cloud-system-blue.svg
|
||||||
|
alt: Cloud system
|
||||||
|
title: Data Privacy & Sovereignty
|
||||||
|
description: Keep your sensitive data with your secure premises, while enjoying the benefits of a managed cloud.
|
||||||
|
- id: 4
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/switches-blue.svg
|
||||||
|
alt: Switches
|
||||||
|
title: Transparent Control
|
||||||
|
description: Fully managed experience for your Qdrant clusters, while your data remains exclusively yours.
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,29 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Hybrid Cloud Features
|
||||||
|
cards:
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/server-rack-blue.svg
|
||||||
|
alt: Server rack
|
||||||
|
description: Run clusters in your own infrastructure, incl. your own cloud, infrastructure, or edge
|
||||||
|
- id: 1
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/cloud-check-blue.svg
|
||||||
|
alt: Cloud check
|
||||||
|
description: All benefits of Qdrant Cloud
|
||||||
|
- id: 2
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/cloud-connections-blue.svg
|
||||||
|
alt: Cloud connections
|
||||||
|
description: Use the Managed Cloud Central Cluster Management
|
||||||
|
- id: 3
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/headphones-blue.svg
|
||||||
|
alt: Headphones-blue
|
||||||
|
description: Premium support plan option available
|
||||||
|
link:
|
||||||
|
content: Learn more about Qdrant Hybrid Cloud in our documentation.
|
||||||
|
url: /documentation/hybrid-cloud/
|
||||||
|
text: See Documentation
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,8 @@
|
|||||||
|
---
|
||||||
|
title: Get started today
|
||||||
|
subtitle: Turn embeddings or neural network encoders into full-fledged applications for matching, searching, recommending, and more.
|
||||||
|
button:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,31 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Hybrid Cloud
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
content: Privacy and Data Sovereignty
|
||||||
|
icon:
|
||||||
|
src: /icons/fill/cloud-system-purple.svg
|
||||||
|
alt: Privacy and Data Sovereignty
|
||||||
|
- id: 1
|
||||||
|
content: Flexible Deployment
|
||||||
|
icon:
|
||||||
|
src: /icons/fill/separate-blue.svg
|
||||||
|
alt: Flexible Deployment
|
||||||
|
- id: 2
|
||||||
|
content: Minimum Cost
|
||||||
|
icon:
|
||||||
|
src: /icons/fill/money-growth-green.svg
|
||||||
|
alt: Minimum Cost
|
||||||
|
description: Seamlessly deploy and manage the vector database across diverse environments, ensuring performance, security, and cost efficiency for AI-driven applications.
|
||||||
|
startFree:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
contactUs:
|
||||||
|
text: Contact us
|
||||||
|
url: /contact-us/
|
||||||
|
image:
|
||||||
|
src: /img/hybrid-cloud-graphic.svg
|
||||||
|
alt: Enterprise-solutions
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,20 @@
|
|||||||
|
---
|
||||||
|
title: How it Works
|
||||||
|
steps:
|
||||||
|
- id: 0
|
||||||
|
number: 1
|
||||||
|
title: Integration
|
||||||
|
description: Qdrant Hybrid Cloud allows you to deploy managed Qdrant clusters on any cloud platform or on-premise infrastructure, ensuring your data stays private by separating the data and control layers.
|
||||||
|
- id: 1
|
||||||
|
number: 2
|
||||||
|
title: Management
|
||||||
|
description: A straightforward Kubernetes operator installation allows for hands-off cluster management, including scaling operations, zero-downtime upgrades and disaster recovery.
|
||||||
|
- id: 2
|
||||||
|
number: 3
|
||||||
|
title: Privacy and Security
|
||||||
|
description: The architecture guarantees database isolation. The Qdrant Cloud only receives telemetry through an outgoing connection. No access to databases or your Kubernetes API is necessary to maintain the highest level of data security and privacy.
|
||||||
|
image:
|
||||||
|
src: /img/how-it-works-scheme.svg
|
||||||
|
alt: How it works scheme
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,10 @@
|
|||||||
|
---
|
||||||
|
title: Seamless Kubernetes Integration
|
||||||
|
descriptionFirstPart: Qdrant Hybrid Cloud integrates Kubernetes clusters from any setting - cloud, on-premises, or edge - into a unified, enterprise-grade managed service.
|
||||||
|
descriptionSecondPart: It ensures data privacy, deployment flexibility, low latency, and delivers cost savings, elevating standards for vector search and AI applications.
|
||||||
|
image:
|
||||||
|
src: /img/kubernetes-clusters.svg
|
||||||
|
alt: Qdrant Kubernetes integration
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,106 @@
|
|||||||
|
---
|
||||||
|
title: "Seamlessly connect Qdrant with a wide array of cloud providers and infrastructure platforms, including but not limited to these options:"
|
||||||
|
partnersFirstPart:
|
||||||
|
- id: 0
|
||||||
|
name: AWS
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/aws-logo.svg
|
||||||
|
alt: AWS logo
|
||||||
|
- id: 1
|
||||||
|
name: Google Cloud
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/google-cloud-logo.svg
|
||||||
|
alt: Google Cloud logo
|
||||||
|
- id: 2
|
||||||
|
name: Digital Ocean
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/digital-ocean-logo.svg
|
||||||
|
alt: Digital Ocean logo
|
||||||
|
- id: 3
|
||||||
|
name: Oracle Cloud
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/oracle-cloud-logo.svg
|
||||||
|
alt: Oracle Cloud logo
|
||||||
|
- id: 4
|
||||||
|
name: Linode
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/linode-logo.svg
|
||||||
|
alt: Linode logo
|
||||||
|
- id: 5
|
||||||
|
name: AWS
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/aws-logo.svg
|
||||||
|
alt: AWS logo
|
||||||
|
- id: 6
|
||||||
|
name: Google Cloud
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/google-cloud-logo.svg
|
||||||
|
alt: Google Cloud logo
|
||||||
|
- id: 7
|
||||||
|
name: Digital Ocean
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/digital-ocean-logo.svg
|
||||||
|
alt: Digital Ocean logo
|
||||||
|
- id: 8
|
||||||
|
name: Oracle Cloud
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/oracle-cloud-logo.svg
|
||||||
|
alt: Oracle Cloud logo
|
||||||
|
- id: 9
|
||||||
|
name: Linode
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/linode-logo.svg
|
||||||
|
alt: Linode logo
|
||||||
|
partnersSecondPart:
|
||||||
|
- id: 0
|
||||||
|
name: Rancher
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/rancher-logo.svg
|
||||||
|
alt: Rancher logo
|
||||||
|
- id: 1
|
||||||
|
name: Azure
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/azure-logo.svg
|
||||||
|
alt: Azure logo
|
||||||
|
- id: 2
|
||||||
|
name: VMWare Tanzu
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/vmware-tanzu-logo.svg
|
||||||
|
alt: VMWare Tanzu logo
|
||||||
|
- id: 3
|
||||||
|
name: Openshift
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/openshift-logo.svg
|
||||||
|
alt: Openshift logo
|
||||||
|
- id: 4
|
||||||
|
name: Scaleway
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/scaleway-logo.svg
|
||||||
|
alt: Scaleway logo
|
||||||
|
- id: 5
|
||||||
|
name: Rancher
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/rancher-logo.svg
|
||||||
|
alt: Rancher logo
|
||||||
|
- id: 6
|
||||||
|
name: Azure
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/azure-logo.svg
|
||||||
|
alt: Azure logo
|
||||||
|
- id: 7
|
||||||
|
name: VMWare Tanzu
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/vmware-tanzu-logo.svg
|
||||||
|
alt: VMWare Tanzu logo
|
||||||
|
- id: 8
|
||||||
|
name: Openshift
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/openshift-logo.svg
|
||||||
|
alt: Openshift logo
|
||||||
|
- id: 9
|
||||||
|
name: Scaleway
|
||||||
|
logo:
|
||||||
|
src: /img/cloud-provider-logos/scaleway-logo.svg
|
||||||
|
alt: Scaleway logo
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,14 @@
|
|||||||
|
---
|
||||||
|
title: "Learn how Qdrant Hybrid Cloud works:"
|
||||||
|
video:
|
||||||
|
src: /
|
||||||
|
button: Watch Demo
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/play-white.svg
|
||||||
|
alt: Play
|
||||||
|
preview: /img/qdrant-cloud-demo.png
|
||||||
|
youtube: |
|
||||||
|
<iframe src="https://www.youtube.com/embed/gWH2uhWgTvM?si=l9a27GwI9mpTknDa" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -11,7 +11,7 @@ heroSection:
|
|||||||
description: The leading open-source vector database designed to handle high-dimensional vectors for performance and massive-scale AI applications. Qdrant is purpose-built in Rust for unmatched speed and reliability even when processing billions of vectors.
|
description: The leading open-source vector database designed to handle high-dimensional vectors for performance and massive-scale AI applications. Qdrant is purpose-built in Rust for unmatched speed and reliability even when processing billions of vectors.
|
||||||
buttonLeft:
|
buttonLeft:
|
||||||
text: Start Free
|
text: Start Free
|
||||||
link: https://qdrant.to/cloud
|
link: https://cloud.qdrant.io/
|
||||||
buttonRight:
|
buttonRight:
|
||||||
text: See Benchmarks
|
text: See Benchmarks
|
||||||
link: /benchmarks/
|
link: /benchmarks/
|
||||||
|
|||||||
@@ -1,4 +1,12 @@
|
|||||||
---
|
---
|
||||||
title: Qdrant Cloud
|
title: pricing
|
||||||
description: Qdrant vector search services pricing. Qdrant open-source, Qdrant Cloud, Qdrant enterprise.
|
description: pricing
|
||||||
---
|
url: pricing
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
|
|||||||
@@ -0,0 +1,8 @@
|
|||||||
|
---
|
||||||
|
titleFirstPart: Not sure which plan is right for you?
|
||||||
|
titleSecondPart: Check out our pricing calculator.
|
||||||
|
link:
|
||||||
|
url: https://cloud.qdrant.io/calculator
|
||||||
|
text: Pricing Calculator
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,57 @@
|
|||||||
|
---
|
||||||
|
cards:
|
||||||
|
- id: 0
|
||||||
|
popular: true
|
||||||
|
title: Qdrant Cloud
|
||||||
|
price: $0
|
||||||
|
description: Starts with 1GB free cluster, no credit card required.
|
||||||
|
button:
|
||||||
|
text: Start Free
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
contained: true
|
||||||
|
featureDescription: Scale your production solutions without deployment and upkeep.
|
||||||
|
featureLink:
|
||||||
|
text: Calculate your usage.
|
||||||
|
url: https://cloud.qdrant.io/calculator
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
content: 1GB free forever cluster. No credit card required.
|
||||||
|
- id: 1
|
||||||
|
content: Fully managed with central cluster management
|
||||||
|
- id: 2
|
||||||
|
content: Multiple cloud providers and regions (AWS, GCP, Azure)
|
||||||
|
- id: 3
|
||||||
|
content: Horizontal & vertical scaling
|
||||||
|
- id: 4
|
||||||
|
content: Central monitoring, log management and alerting
|
||||||
|
- id: 5
|
||||||
|
content: High availability, auto-healing
|
||||||
|
- id: 6
|
||||||
|
content: Backup & disaster recovery
|
||||||
|
- id: 7
|
||||||
|
content: Zero-downtime upgrades
|
||||||
|
- id: 8
|
||||||
|
content: Unlimited users
|
||||||
|
- id: 9
|
||||||
|
content: Standard support plan
|
||||||
|
- id: 1
|
||||||
|
popular: false
|
||||||
|
title: Private Cloud
|
||||||
|
price: Custom
|
||||||
|
description: Price on request.
|
||||||
|
button:
|
||||||
|
text: Contact Us
|
||||||
|
url: /contact-us/
|
||||||
|
contained: false
|
||||||
|
featureDescription: Deploy Qdrant fully on premise for maximum control and data sovereignty.
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
content: All the benefits of Hybrid Cloud
|
||||||
|
- id: 1
|
||||||
|
content: Connect your own enterprise authentication
|
||||||
|
- id: 2
|
||||||
|
content: Use the Managed Cloud Central Cluster Management or run the Central Cluster Management Interface in your own infrastructure, in the cloud, on-premise at the edge, even fully air-gapped
|
||||||
|
- id: 3
|
||||||
|
content: Premium Support Plan
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,80 @@
|
|||||||
|
---
|
||||||
|
cards:
|
||||||
|
- id: 0
|
||||||
|
popular: true
|
||||||
|
title: Qdrant Cloud
|
||||||
|
price: $0
|
||||||
|
description: Starts with 1GB free cluster, no credit card required.
|
||||||
|
button:
|
||||||
|
text: Start Free
|
||||||
|
url: https://cloud.qdrant.io
|
||||||
|
featureDescription: Scale your production solutions without deployment and upkeep.
|
||||||
|
featureLink:
|
||||||
|
text: Calculate your usage.
|
||||||
|
url: https://cloud.qdrant.io/calculator
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
content: 1GB free forever cluster. No credit card required.
|
||||||
|
- id: 1
|
||||||
|
content: Fully managed with central cluster management
|
||||||
|
- id: 2
|
||||||
|
content: Multiple cloud providers and regions (AWS, GCP, Azure)
|
||||||
|
- id: 3
|
||||||
|
content: Horizontal & vertical scaling
|
||||||
|
- id: 4
|
||||||
|
content: Central monitoring, log management and alerting
|
||||||
|
- id: 5
|
||||||
|
content: High availability, auto-healing
|
||||||
|
- id: 6
|
||||||
|
content: Backup & disaster recovery
|
||||||
|
- id: 7
|
||||||
|
content: Zero-downtime upgrades
|
||||||
|
- id: 8
|
||||||
|
content: Unlimited users
|
||||||
|
- id: 9
|
||||||
|
content: Standard support plan
|
||||||
|
- id: 10
|
||||||
|
content: Can be upgraded to premium support plan
|
||||||
|
- id: 1
|
||||||
|
popular: false
|
||||||
|
title: Hybrid Cloud
|
||||||
|
price: $0.014
|
||||||
|
description: Starting price per hour*.
|
||||||
|
button:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io
|
||||||
|
contained: true
|
||||||
|
featureDescription: Bring your own cluster from any cloud provider, on-premise infrastructure, or edge locations and connect them to the managed cloud.
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
content: All the benefits of Hybrid Cloud
|
||||||
|
- id: 1
|
||||||
|
content: Security, data isolation, optimal latency
|
||||||
|
- id: 2
|
||||||
|
content: Use the Managed Cloud Central Cluster Management
|
||||||
|
- id: 3
|
||||||
|
content: Standard support plan
|
||||||
|
- id: 4
|
||||||
|
content: Can be upgraded to premium support plan
|
||||||
|
minPrice: <span>*</span>Min $99 / month
|
||||||
|
- id: 2
|
||||||
|
popular: false
|
||||||
|
title: Private Cloud
|
||||||
|
price: Custom
|
||||||
|
description: Price on request.
|
||||||
|
button:
|
||||||
|
text: Contact Us
|
||||||
|
url: /contact-sales/
|
||||||
|
contained: false
|
||||||
|
featureDescription: Deploy Qdrant fully on premise for maximum control and data sovereignty.
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
content: All the benefits of Hybrid Cloud
|
||||||
|
- id: 1
|
||||||
|
content: Security, data isolation, optimal latency
|
||||||
|
- id: 2
|
||||||
|
content: Use the Managed Cloud Central Cluster Management or run the Central Cluster Management Interface in your own infrastructure, in the cloud, on-premise at the edge, even fully air-gapped
|
||||||
|
- id: 3
|
||||||
|
content: Premium Support Plan
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,6 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Cloud & Enterprise Solutions
|
||||||
|
subtitle: Start free, run anywhere.
|
||||||
|
description: Choose the right deployment option for your application and explore our transparent pricing plans.
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,11 @@
|
|||||||
|
---
|
||||||
|
title: private-cloud
|
||||||
|
description: private-cloud
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
@@ -0,0 +1,9 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Private Cloud offers a dedicated, on-premise solution that guarantees supreme data privacy and sovereignty.
|
||||||
|
description: Designed for enterprise-grade demands, it provides a seamless management experience for your vector database, ensuring optimal performance and security for vector search and AI applications.
|
||||||
|
image:
|
||||||
|
src: /img/private-cloud-data-privacy.svg
|
||||||
|
alt: Private cloud data privacy
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,8 @@
|
|||||||
|
---
|
||||||
|
content: To learn more about Qdrant Private Cloud, please contact our team.
|
||||||
|
contactUs:
|
||||||
|
text: Contact us
|
||||||
|
url: /contact-us/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,9 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Private Cloud. Run Qdrant On-Premise.
|
||||||
|
description: Effortlessly deploy and manage your enterprise-ready vector database fully on-premise, enhancing security for AI-driven applications.
|
||||||
|
contactUs:
|
||||||
|
text: Contact us
|
||||||
|
url: /contact-us/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,12 @@
|
|||||||
|
---
|
||||||
|
title: qdrant-cloud
|
||||||
|
url: cloud
|
||||||
|
description: qdrant-cloud
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
@@ -0,0 +1,40 @@
|
|||||||
|
---
|
||||||
|
items:
|
||||||
|
- id: 0
|
||||||
|
title: Run Anywhere
|
||||||
|
description: Available on <b>AWS</b>, <b>Google Cloud</b>, and <b>Azure</b> regions globally for deployment flexibility and quick data access.
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-cloud-bento-cards/run-anywhere-graphic.png
|
||||||
|
alt: Run anywhere graphic
|
||||||
|
- id: 1
|
||||||
|
title: Simple Setup and Start Free
|
||||||
|
description: Deploying a cluster via the Qdrant Cloud Console takes only a few seconds and scales up as needed.
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-cloud-bento-cards/simple-setup-illustration.png
|
||||||
|
alt: Simple setup illustration
|
||||||
|
- id: 2
|
||||||
|
title: Efficient Resource Management
|
||||||
|
description: Dramatically reduce memory usage with built-in compression options and offload data to disk.
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-cloud-bento-cards/efficient-resource-management.png
|
||||||
|
alt: Efficient resource management diagram
|
||||||
|
- id: 3
|
||||||
|
title: Zero-downtime Upgrades
|
||||||
|
description: Uninterrupted service during scaling and model updates for continuous operation and deployment flexibility.
|
||||||
|
link:
|
||||||
|
text: Cluster Scaling
|
||||||
|
url: /documentation/cloud/cluster-scaling/
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-cloud-bento-cards/zero-downtime-upgrades.png
|
||||||
|
alt: Zero downtime upgrades illustration
|
||||||
|
- id: 4
|
||||||
|
title: Continuous Backups
|
||||||
|
description: Automated, configurable backups for data safety and easy restoration to previous states.
|
||||||
|
link:
|
||||||
|
text: Backups
|
||||||
|
url: /documentation/cloud/backups/
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-cloud-bento-cards/continuous-backups.png
|
||||||
|
alt: Continuous backups illustration
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,7 @@
|
|||||||
|
---
|
||||||
|
content: Learn more about all features that are supported on Qdrant Cloud.
|
||||||
|
link:
|
||||||
|
text: Qdrant Features
|
||||||
|
url: /qdrant-vector-database/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,23 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Cloud
|
||||||
|
description: Qdrant Cloud provides optimal flexibility and offers a suite of features focused on efficient and scalable vector search - fully managed. Available on AWS, Google Cloud, and Azure.
|
||||||
|
startFree:
|
||||||
|
text: Start Free
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
contactUs:
|
||||||
|
text: Contact us
|
||||||
|
url: /contact-us/
|
||||||
|
icon:
|
||||||
|
src: /icons/fill/lightning-purple.svg
|
||||||
|
alt: Lightning
|
||||||
|
content: "Learn how to get up and running in minutes:"
|
||||||
|
#video:
|
||||||
|
# src: /
|
||||||
|
# button: Watch Demo
|
||||||
|
# icon:
|
||||||
|
# src: /icons/outline/play-white.svg
|
||||||
|
# alt: Play
|
||||||
|
# preview: /img/qdrant-cloud-demo.png
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,11 @@
|
|||||||
|
---
|
||||||
|
title: qdrant-vector-database
|
||||||
|
description: qdrant-vector-database
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
@@ -0,0 +1,100 @@
|
|||||||
|
---
|
||||||
|
title: Feature Overview
|
||||||
|
description: Built as a dedicated similarity search engine, Qdrant provides unique features to provide unparalleled performance and efficiency in managing your vector data workloads.
|
||||||
|
cards:
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/speedometer-blue.svg
|
||||||
|
alt: Speedometer
|
||||||
|
title: Advanced Compression
|
||||||
|
content: Scalar, Product, and unique Binary Quantization features significantly reduce memory usage and improve search performance (40x) for high-dimensional vectors.
|
||||||
|
link:
|
||||||
|
text: Quantization
|
||||||
|
url: /articles/binary-quantization/
|
||||||
|
- id: 1
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/cloud-managed-blue.svg
|
||||||
|
alt: Cloud-Managed
|
||||||
|
title: Distributed, Cloud-Native Design
|
||||||
|
content: Managed cloud services on AWS, GCP, and Azure for scalable, maintenance-free vector search.
|
||||||
|
contentLink:
|
||||||
|
text: Advanced sharding
|
||||||
|
url: /guides/distributed_deployment/
|
||||||
|
contentSecondPart: available.
|
||||||
|
link:
|
||||||
|
text: Cloud Options
|
||||||
|
url: /cloud/
|
||||||
|
- id: 2
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/rocket-blue.svg
|
||||||
|
alt: Rocket
|
||||||
|
title: Easy to Use API
|
||||||
|
content: Offers OpenAPI v3 specification for generating client libraries in almost any programming language.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /documentation/interfaces/#api-reference
|
||||||
|
- id: 3
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/enterprise-blue.svg
|
||||||
|
alt: Enterprise
|
||||||
|
title: Enterprise-grade Security
|
||||||
|
content: Includes robust access management, backup options, and disaster recovery. Dedicated Enterprise Solutions available.
|
||||||
|
link:
|
||||||
|
text: Enterprise Solutions
|
||||||
|
url: /enterprise-solutions/
|
||||||
|
- id: 4
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/integration-blue.svg
|
||||||
|
alt: Integration
|
||||||
|
title: Integrations
|
||||||
|
content: Qdrant supports a wide range of integrations for all leading embeddings and frameworks.
|
||||||
|
link:
|
||||||
|
text: See Integrations
|
||||||
|
url: /documentation/frameworks/
|
||||||
|
- id: 5
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/multitenancy-blue.svg
|
||||||
|
alt: Multitenancy
|
||||||
|
title: Multitenancy Support
|
||||||
|
content: Ability to segment a single collection for organized and efficient retrieval, data isolation, and privacy. Vital for applications needing distinct vector dataset management.
|
||||||
|
link:
|
||||||
|
text: Multitenancy
|
||||||
|
url: /documentation/guides/multiple-partitions/
|
||||||
|
- id: 6
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/disk-storage-blue.svg
|
||||||
|
alt: Disk-Storage
|
||||||
|
title: Memory Maps and IO Uring
|
||||||
|
content: Effective on-disk storage options and low level hardware optimization.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /articles/io_uring/
|
||||||
|
- id: 7
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/matching-blue.svg
|
||||||
|
alt: Matching
|
||||||
|
title: Fast and Precise Matching
|
||||||
|
content: Unparalleled speed and accuracy, powered by a bespoke modification of the HNSW algorithm for Approximate Nearest Neighbor Search.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /documentation/concepts/search/
|
||||||
|
- id: 8
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/filter-blue.svg
|
||||||
|
alt: Filter
|
||||||
|
title: Payloads & Advanced Filtering
|
||||||
|
content: Vector payload supports a large variety of data types and query conditions, including string matching, numerical ranges, geo-locations, and more.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /documentation/concepts/payload/
|
||||||
|
- id: 9
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/vectors-blue.svg
|
||||||
|
alt: Vectors
|
||||||
|
title: Sparse Vector Support
|
||||||
|
content: Efficient handling of sparse vectors for enhanced text retrieval and memory-efficient data representation for high-dimensional data sets.
|
||||||
|
link:
|
||||||
|
text: Learn More
|
||||||
|
url: /articles/sparse-vectors/
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,16 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant. Efficient, Scalable, Fast.
|
||||||
|
description: Qdrant is the most advanced vector database with highest RPS, minimal latency, fast indexing, high control with accuracy, and so much more.
|
||||||
|
startFree:
|
||||||
|
text: Start Free
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
contactUs:
|
||||||
|
text: Contact us
|
||||||
|
url: /contact-us/
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-vector-database-hero.svg
|
||||||
|
srcMobile: /img/mobile/qdrant-vector-database-hero.svg
|
||||||
|
alt: Qdrant Vector Database
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,34 @@
|
|||||||
|
---
|
||||||
|
items:
|
||||||
|
- id: 0
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-vector-database-use-cases/built-for-performance.svg
|
||||||
|
alt: Benchmark
|
||||||
|
title: Built for Performance
|
||||||
|
description: With up to 4x RPS, Qdrant excels in delivering high-speed, efficient data processing, setting new benchmarks in vector database performance.
|
||||||
|
link:
|
||||||
|
text: Benchmarks
|
||||||
|
url: /benchmarks/
|
||||||
|
odd: true
|
||||||
|
- id: 1
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-vector-database-use-cases/fully-managed.svg
|
||||||
|
alt: Qdrant Cloud
|
||||||
|
title: Fully Managed
|
||||||
|
description: Experience seamless scalability and minimal operational overhead with Qdrant Cloud, designed for ease-of-use and reliability.
|
||||||
|
link:
|
||||||
|
text: Qdrant Cloud
|
||||||
|
url: /cloud/
|
||||||
|
odd: false
|
||||||
|
- id: 2
|
||||||
|
image:
|
||||||
|
src: /img/qdrant-vector-database-use-cases/run-anywhere.svg
|
||||||
|
alt: Enterprise Solutions
|
||||||
|
title: Run Anywhere
|
||||||
|
description: Qdrant’s Hybrid Cloud and Private Cloud solutions offer flexible deployment options for top-tier data protection.
|
||||||
|
link:
|
||||||
|
text: Enterprise Solutions
|
||||||
|
url: /enterprise-solutions/
|
||||||
|
odd: true
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
@@ -0,0 +1,11 @@
|
|||||||
|
---
|
||||||
|
title: recommendations
|
||||||
|
description: recommendations
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
@@ -0,0 +1,12 @@
|
|||||||
|
---
|
||||||
|
title: Qdrant Recommendation API
|
||||||
|
description: The Qdrant Recommendation API enhances recommendation systems with advanced flexibility, supporting both ID and vector-based queries, and search strategies for precise, personalized content suggestions.
|
||||||
|
learnMore:
|
||||||
|
text: Learn More
|
||||||
|
url: /documentation/concepts/explore/
|
||||||
|
image:
|
||||||
|
src: /img/recommendation-api.svg
|
||||||
|
alt: Recommendation api
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,25 @@
|
|||||||
|
---
|
||||||
|
title: Recommendations with Qdrant
|
||||||
|
description: Recommendation systems, powered by Qdrant's efficient data retrieval, boost the ability to deliver highly personalized content recommendations across various media, enhancing user engagement and accuracy on a scalable platform. Explore why Qdrant is the optimal solution for your recommendation system projects.
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/chart-bar-blue.svg
|
||||||
|
alt: Chart bar
|
||||||
|
title: Efficient Data Handling
|
||||||
|
description: Qdrant excels in managing high-dimensional vectors, enabling streamlined storage and retrieval for complex recommendation systems.
|
||||||
|
- id: 1
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/search-text-blue.svg
|
||||||
|
alt: Search text
|
||||||
|
title: Advanced Indexing Method
|
||||||
|
description: Leveraging HNSW indexing, Qdrant ensures rapid, accurate searches crucial for effective recommendation engines.
|
||||||
|
- id: 2
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/headphones-blue.svg
|
||||||
|
alt: Headphones
|
||||||
|
title: Flexible Query Options
|
||||||
|
description: With support for payloads and filters, Qdrant offers personalized recommendation capabilities through detailed metadata handling.
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,15 @@
|
|||||||
|
---
|
||||||
|
title: Recommendation Systems
|
||||||
|
description: Step into the next generation of recommendation engines powered by Qdrant. Experience a new level of intelligence in application interactions, offering unprecedented accuracy and depth in user personalization.
|
||||||
|
startFree:
|
||||||
|
text: Get Started
|
||||||
|
url: https://cloud.qdrant.io/
|
||||||
|
learnMore:
|
||||||
|
text: Contact Us
|
||||||
|
url: /contact-us/
|
||||||
|
image:
|
||||||
|
src: /img/vectors/vector-1.svg
|
||||||
|
alt: Recommendation systems
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,38 @@
|
|||||||
|
---
|
||||||
|
title: Learn how to get started with Qdrant for your recommendation system use case
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
image:
|
||||||
|
src: /img/recommendations-use-cases/music-recommendation.svg
|
||||||
|
srcMobile: /img/recommendations-use-cases/music-recommendation-mobile.svg
|
||||||
|
alt: Music recommendation
|
||||||
|
title: Music Recommendation with Qdrant
|
||||||
|
description: Build a song recommendation engine based on music genres and other metadata.
|
||||||
|
link:
|
||||||
|
text: View Tutorial
|
||||||
|
url: /blog/human-language-ai-models/
|
||||||
|
- id: 1
|
||||||
|
image:
|
||||||
|
src: /img/recommendations-use-cases/food-discovery.svg
|
||||||
|
srcMobile: /img/recommendations-use-cases/food-discovery-mobile.svg
|
||||||
|
alt: Food discovery
|
||||||
|
title: Food Discovery with Qdrant
|
||||||
|
description: Interactive demo recommends meals based on likes/dislikes and local restaurant options.
|
||||||
|
link:
|
||||||
|
text: View Demo
|
||||||
|
url: https://food-discovery.qdrant.tech/
|
||||||
|
caseStudy:
|
||||||
|
logo:
|
||||||
|
src: /img/recommendations-use-cases/customer-logo.svg
|
||||||
|
alt: Logo
|
||||||
|
title: Recommendation Engine with Qdrant Vector Database
|
||||||
|
description: Dailymotion's Journey to Crafting the Ultimate Content-Driven Video Recommendation Engine with Qdrant Vector Database.
|
||||||
|
link:
|
||||||
|
text: Read Case Study
|
||||||
|
url: /blog/case-study-dailymotion/
|
||||||
|
image:
|
||||||
|
src: /img/recommendations-use-cases/case-study.png
|
||||||
|
alt: Preview
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
@@ -0,0 +1,12 @@
|
|||||||
|
---
|
||||||
|
title: retrieval-augmented-generation
|
||||||
|
description: retrieval-augmented-generation
|
||||||
|
url: rag
|
||||||
|
build:
|
||||||
|
render: always
|
||||||
|
cascade:
|
||||||
|
- build:
|
||||||
|
list: local
|
||||||
|
publishResources: false
|
||||||
|
render: never
|
||||||
|
---
|
||||||
+24
@@ -0,0 +1,24 @@
|
|||||||
|
---
|
||||||
|
title: RAG Evaluation
|
||||||
|
descriptionFirstPart: Retrieval Augmented Generation (RAG) harnesses large language models to enhance content generation by effectively leveraging existing information. By amalgamating specific details from various sources, RAG facilitates accurate and relevant query results, making it invaluable across domains such as medical, finance, and academia for content creation, Q&A applications, and information synthesis.
|
||||||
|
descriptionSecondPart: However, evaluating RAG systems is essential to refine and optimize their performance, ensuring alignment with user expectations and validating their functionality.
|
||||||
|
image:
|
||||||
|
src: /img/retrieval-augmented-generation-evaluation/become-a-partner-graphic.svg
|
||||||
|
alt: Graphic
|
||||||
|
partnersTitle: "We work with the best in the industry on RAG evaluation:"
|
||||||
|
logos:
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /img/retrieval-augmented-generation-evaluation/arize-logo.svg
|
||||||
|
alt: Arize logo
|
||||||
|
- id: 1
|
||||||
|
icon:
|
||||||
|
src: /img/retrieval-augmented-generation-evaluation/ragas-logo.svg
|
||||||
|
alt: Ragas logo
|
||||||
|
- id: 2
|
||||||
|
icon:
|
||||||
|
src: /img/retrieval-augmented-generation-evaluation/quotient-logo.svg
|
||||||
|
alt: Quotient logo
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
+31
@@ -0,0 +1,31 @@
|
|||||||
|
---
|
||||||
|
title: RAG with Qdrant
|
||||||
|
description: RAG, powered by Qdrant's efficient data retrieval, elevates AI's capacity to generate rich, context-aware content across text, code, and multimedia, enhancing relevance and precision on a scalable platform. Discover why Qdrant is the perfect choice for your RAG project.
|
||||||
|
features:
|
||||||
|
- id: 0
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/speedometer-blue.svg
|
||||||
|
alt: Speedometer
|
||||||
|
title: Highest RPS
|
||||||
|
description: Qdrant leads with top requests-per-second, outperforming alternative vector databases in various datasets by up to 4x.
|
||||||
|
- id: 1
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/time-blue.svg
|
||||||
|
alt: Time
|
||||||
|
title: Fast Retrieval
|
||||||
|
description: "Qdrant achieves the lowest latency, ensuring quicker response times in data retrieval: 3ms response for 1M Open AI embeddings."
|
||||||
|
- id: 2
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/vectors-blue.svg
|
||||||
|
alt: Vectors
|
||||||
|
title: Multi-Vector Support
|
||||||
|
description: Integrate the strengths of multiple vectors per document, such as title and body, to create search experiences your customers admire.
|
||||||
|
- id: 3
|
||||||
|
icon:
|
||||||
|
src: /icons/outline/compression-blue.svg
|
||||||
|
alt: Compression
|
||||||
|
title: Built-in Compression
|
||||||
|
description: Significantly reduce memory usage, improve search performance and save up to 30x cost for high-dimensional vectors with Quantization.
|
||||||
|
sitemapExclude: true
|
||||||
|
---
|
||||||
|
|
||||||
Some files were not shown because too many files have changed in this diff Show More
Reference in New Issue
Block a user