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KDB.AI
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THE SMARTER DATABASE FOR AI.

The vector database that extends the knowledge of Generative AI applications
with contextual search at scale.


Create Index
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schema = {
  'columns':[
    {'name': 'id', 'pytype': 'str'},
    {'name': 'tag', 'pytype': 'str'},
    {'name': 'text', 'pytype': 'bytes'},
    {'name': 'embeddings', 'vectorIndex': {
      'type': 'hnsw',
      'metric': 'L2',
      'dims': 1536 }}
  ]
}
table = session.create_table('documents', schema)


Insert Data
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import pandas as pd
import numpy as np

df = pd.DataFrame({
  'id': ['id1', 'id2', 'id3'],
  'tag': ['tag1', 'tag2', 'tag3'],
  'text': ['text1', 'text2', 'text3'],
  'embeddings': np.random.rand(3, 1536).tolist()
})
table.insert(df)


Search Your Data
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query = np.random.rand(1, 1536).tolist()

table.search(vectors=query, n=1)


Quick & easy to use


BUILD FAST -
DEPLOY ANYWHERE

Explore our Cloud Starter Edition for experimentation, or opt for the
customizable Server Edition to deploy at scale.

Start for Free

Review documentation

Explore our Samples

Why KDB


POWER COMPLEX DATA

Turn unstructured data into actionable insights with accuracy and speed. Here's
why developers are choosing KDB.AI:


 * INTUITIVE
   
   Simplify querying using Python or REST APIs


 * SCALABLE
   
   Scale to billion vector search across your enterprise data


 * OPTIMIZED
   
   Prefilter search with fast, targeted data selection


 * PERFORMANT
   
   Analyze, search, and index with real-time processing

Why KDB.AI


ELEVATE YOUR LANGUAGE MODELS 

Perfect for Retrieval Augmented Generation, KDB.AI extends knowledge bases for
LLMs so you can develop enterprise-grade Generative AI solutions.


 * FAST
   
   Boost performance with a variety of indexing methods and fast ingestion


 * INTEGRATED
   
   Use popular tools like LangChain or OpenAI


 * TIME-AWARE
   
   Compare data from different moments in time to analyze trends or changes


 * FILTERABLE
   
   Use metadata pre-filtering to optimize search performance and accuracy


 * MULTI-MODAL
   
   Store, index, and query all data types including text, video, audio, and
   images


 * EFFICIENT
   
   More data compression and reduced memory usage, all without needing GPU

Learning Hub


GROW YOUR VECTOR DATABASE KNOWLEDGE

New to vector databases? Master the basics and explore key use cases like
semantic search, recommendation systems, and anomaly detection.

Choose your topic


START EXTENDING GENERATIVE AI WITH YOUR REAL-TIME DATA

Sign Up

© 2023 KX. All Rights Reserved.

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