LogoLogo
👋 Get in touch⭐️ GitHub
  • Welcome
  • Getting Started
    • Why Superlinked?
    • Setup Superlinked
    • Basic Building Blocks
  • Run in Production
    • Overview
    • Setup Superlinked Server
      • Configuring your app
      • Interacting with app via API
    • Supported Vector Databases
      • Redis
      • Mongo DB
      • Qdrant
  • Concepts
    • Overview
    • Combining Multiple Embeddings for Better Retrieval Outcomes
    • Dynamic Parameters/Query Time weights
  • Reference
    • Overview
    • Changelog
    • Components
      • Schema
        • Id Schema Object
        • Event Schema
        • Event Schema Object
        • Schema Object
        • Schema
      • Parser
        • Json Parser
        • Dataframe Parser
        • Data Parser
      • Dag
        • Period Time
      • Storage
        • Vector Database
        • Qdrant Vector Database
        • Mongo Db Vector Database
        • Redis Vector Database
        • In Memory Vector Database
      • Space
        • Custom Space
        • Space Field Set
        • Input Aggregation Mode
        • Text Similarity Space
        • Space
        • Categorical Similarity Space
        • Recency Space
        • Number Space
        • Exception
        • Has Space Field Set
        • Image Space Field Set
        • Image Space
      • Query
        • Query Mixin
        • Query Param Value Setter
        • Query Weighting
        • Space Weight Param Info
        • Clause Params
        • Query Descriptor
        • Query
        • Param Evaluator
        • Param
        • Result
        • Query Filter Information
        • Query Filter Validator
        • Natural Language Query Param Handler
        • Query Filters
        • Query Param Information
        • Nlq Param Evaluator
        • Query Vector Factory
        • Nlq Pydantic Model Builder
        • Typed Param
        • Query Clause
        • Nlq
          • Nlq Compatible Clause Handler
          • Nlq Handler
          • Nlq Clause Collector
          • Exception
          • Suggestion
            • Query Suggestions Prompt Builder
            • Query Suggestion Model
          • Param Filler
            • Query Param Model Validator Info
            • Nlq Annotation
            • Query Param Model Builder
            • Query Param Prompt Builder
            • Query Param Model Validator
            • Templates
        • Query Clause
          • Hard Filter Clause
          • Space Weight Map
          • Looks Like Filter Clause
          • Similar Filter Clause
          • Base Looks Like Filter Clause
          • Single Value Param Query Clause
          • Radius Clause
          • Select Clause
          • Overriden Now Clause
          • Nlq System Prompt Clause
          • Looks Like Filter Clause Weights By Space
          • Limit Clause
          • Weight By Space Clause
          • Nlq Clause
          • Query Clause
        • Predicate
          • Binary Op
          • Binary Predicate
          • Query Predicate
        • Query Result Converter
          • Default Query Result Converter
          • Query Result Converter
          • Serializable Query Result Converter
      • Executor
        • Executor
        • Exception
        • Query
          • Query Executor
        • Rest
          • Rest Handler
          • Rest Configuration
          • Rest Descriptor
          • Rest Executor
        • Interactive
          • Interactive Executor
        • In Memory
          • In Memory Executor
      • App
        • App
        • Online
          • Online App
        • Rest
          • Rest App
        • Interactive
          • Interactive App
        • In Memory
          • In Memory App
      • Source
        • Interactive Source
        • Data Loader Source
        • In Memory Source
        • Source
        • Rest Source
        • Types
      • Index
        • Index
        • Effect
        • Util
          • Event Aggregation Effect Group
          • Aggregation Effect Group
          • Aggregation Node Util
          • Effect With Referenced Schema Object
          • Event Aggregation Node Util
      • Registry
        • Superlinked Registry
        • Exception
  • Recipes
    • Overview
    • Multi-Modal Semantic Search
      • Hotel Search
    • Recommendation System
      • E-Commerce RecSys
  • Tutorials
    • Overview
    • Semantic Search - News
    • Semantic Search - Movies
    • Semantic Search - Product Images & Descriptions
    • RecSys - Ecommerce
    • RAG - HR
    • Analytics - User Acquisition
    • Analytics - Keyword Expansion
  • Help & FAQ
    • Logging
    • Support
    • Discussion
  • Policies
    • Terms of Use
    • Privacy Policy
Powered by GitBook
On this page

Was this helpful?

Edit on GitHub
  1. Recipes

Multi-Modal Semantic Search

Explore Superlinked's multi-modal search capabilities.

PreviousOverviewNextHotel Search

Last updated 3 months ago

Was this helpful?

Multi-Modal Semantic Search enables you to search across diverse data types by understanding the context and meaning, rather than relying solely on keywords. Superlinked supports various modalities as primary features, including , , , , and . If you prefer to use your own embeddings, Superlinked offers a feature to accommodate this need.

Superlinked allows you to fine-tune the importance of different attributes for each query by adjusting , making the process straightforward and intuitive. To further simplify the experience, Superlinked offers a , enabling users to input their queries in plain, everyday language.

A standout feature of Superlinked is its ability to handle data objects holistically, eliminating the need for Reciprocal Rank Fusion (RRF), which significantly enhances system performance. For those who require keyword search capabilities, Superlinked also provides Hybrid Search, again without the need for RRF.

Below is a table showcasing projects built using Superlinked, demonstrating the power of multi-modal semantic search.

Recipe
App
Code
Key Features
Modalities

🏨 Hotel Search

  • Natural Language Queries

  • Multi-modal Semantic Search

  • Text

  • Numbers

  • Categories

text
images
numbers
categories
recency
CustomSpace
weights at query time
Natural Language Interface
🚀 Try it now
Repo Link