While most examples for performing embeddings will be Python code, Rust is better when performance, safety, and scalability are critical. Most examples/tutorials stick to Python, maybe it’s easier to start with but let’s look beyond “getting started”. Let’s explore Qdrant some more, this time we’ll delve into the Rust client plus fastembed. (Note: If you […]
Introduction FastEmbed is a lightweight and fast Python library designed for generating high-quality text embeddings. FastEmbed supports a variety of popular text models and is continuously expanding to include more. At its core, FastEmbed utilizes the Flag Embedding model from the MTEB leaderboard, offering distinct “query” and “passage” prefixes for input text. This feature makes […]
Introduction In this guide, we will compare Rust and Python for asynchronous and multithreaded operations, particularly focusing on uploading data to a Qdrant vector search engine. We will evaluate how using Arc in Rust and AsyncQdrantClient in Python impacts performance. Imagine you get approached by a company to speed up their code and you improve […]
Webdock – Fast Cloud VPS Linux Hosting Introduction Let’s see how to create a text similarity search web app using Flask, a pre-trained BERT model, and FAISS for efficient similarity search! Section 1: Importing Libraries “First, we need to import all the necessary libraries. We’ll be using Flask to create our web application, Hugging Face’s […]
This article describes a Python script that demonstrates how to efficiently process text data, create embeddings, and upsert the embeddings into a Qdrant database using Python. Overview In today’s era of big data and machine learning, efficient text processing and vectorization are crucial for various natural language processing (NLP) tasks. The provided Python script showcases […]
Watched a video about Bitcoin but forgotten the name of it or what part of it you liked? With findthatbit.com you can search based upon meaning. If you remember a video was about bitcoin and there was talk of “seaside” property. Just search for “seaside” and you’ll get the link to where “miami beach” was […]
Welcome to the Langchain tools & OpenAI with bs4 Rightmove data tutorial! In this video, we explore how to use Langchain tools in combination with OpenAI and BeautifulSoup4 (bs4) to extract and analyze data from Rightmove. Webscraping with a twist. Stay tuned to the end and there is a Streamlit implementation as well. Rightmove is […]
Introduction: In the age of advanced technology and artificial intelligence, ChatGPT has emerged as a game-changer, revolutionizing the way we interact with machines. As a language model developed by OpenAI, ChatGPT harnesses the power of deep learning to engage in conversational exchanges that closely resemble human-like responses. To fully utilize this incredible tool, it is […]