Scale Out

Latency & Throughput Graph

The ability to scale out a database is crucial, in this short post I would like to walk through how FalkorDB scales out. As a quick recap I should mention that FalkorDB is a native graph database, developed as a Redis module, Falkor can manage thousands of individual graphs on a single instance. Baseline We start out […]

What is a RAG (Retrieval Augmented Generation)?

Blog 8 FalkorDB

In this blog post, I will explain what RAG is, why it is useful, and how to build it using Vector Database and Knowledge Graph as a leading option for RAG. I will also give some examples of use cases that need RAG and how it can improve the quality and accuracy of the generated text. Large Language Models […]

Building a Q&A System

Blog 10 FalkorDB

If you are looking for a simple way to build a Q&A system based on your knowledge graph, you should check out LangChain. Langchain allows you to easily query your Knowledge Graph using natural language.  In this blog post, I will show you in a simple 4 steps how to use Langchain query a knowledge graph based […]

Knowledge Graph vs Vector Database

Graph Database vs Vector Database

If you are working on a large language model (LLM) project, you might have encountered the problem of hallucination. Hallucination is when the LLM generates text that is fluent and coherent, but not factual or accurate. For example, the LLM might generate a sentence like “The capital of France is Berlin”, which is clearly wrong. One way to prevent […]

Building and Querying a Knowledge Graph

Blog 9 FalkorDB

If you are looking for a simple way to create and query a knowledge graph based on your internal documents, you should check out LlamaIndex. LlamaIndex is a tool that allows you to easily build and search a knowledge graph using natural language queries.  In this blog post, I will show you in a simple 6 steps how […]

Building & Querying a Knowledge Graph from Unstructured Data

Blog 5 FalkorDB

Diffbot API, FalkorDB, and LangChain are a great combination for building intelligent applications that can understand and answer questions from unstructured data. Diffbot API has a powerful API that can extract structured data from unstructured documents, such as web pages, PDFs, or emails. With Diffbot API, you can create a Knowledge graph that represents the entities and relationships in your documents, and […]