AI / Development / Linux / PHP / Server / Ubuntu

Building a Product Search System with Sentence Embeddings and Similarity Scoring

We will explore how to build a product search system that leverages sentence embeddings and similartiy scoring to improve search relevance. For this projekt, we need a lightweight model from “sentence-tansformers” library. Wyh: Because we need per Product Vector Space, that must be fast and stabil. I Founded this “all-MiniLM-L6-v2” model, is small, efficient and maps sentences to 384-dimensional dense vector space, making it suitable for tasks like semantic search. Let’s Start, Step 1: Setting Up the Envrioment: First, install the necessary library: Then, import the required modules and load the model: Step 2: Generation Embeddings: We will generate embeddings […]

3D Printing / Helm / Kubernetes / Server / Ubuntu

Octoprint via Helm and Kubernetes

This repository contains Helm chart configurations for deploying OctoPrint project. The setup.sh script allows you to easily configure and deploy the chart. Direct Repo address for those with Kubernetes and Helm knowledge: https://github.com/kzorluoglu/octoprint-helm Prerequisites – Helm v3.x– Kubernetes cluster– Bash shell Usage Clone the Repository Run the Setup Script First, make the script executable: Then, run the script: The script will prompt you for the following information: These values will be used to populate the config.yaml file, which will be used for the Helm installation. Helm Install The script will automatically run helm install with the provided project name and config.yaml file. […]

Development / Linux / Server / Ubuntu

MJPG-streamer installation and run at System Startup using Systemd – Ubuntu Server

mjpg-streamer is a popular tool for streaming MJPEG video from webcams. In this tutorial, we will learn how to configure mjpg-streamer to run automatically at system startup using a systemd service unit file. Installation via Snap Step 1: Create the Service Unit File In the text editor, paste the following content: [Unit] Description=MJPG Streamer After=network.target [Service] ExecStart=ExecStart=mjpg-streamer -i “input_uvc.so” -o “output_http.so -w /home/kzorluoglu/charts/octoprint/www” Restart=always [Install] WantedBy=multi-user.target Step 2: Enable and Start the Service BONUS: if you want to run mjpg-streamer without sudo, you can try the following steps. Add your user to the video group: sudo usermod -aG video <your_username> […]