llm-rank is a small, easy-to-use C++ library for reranking results. It helps computers score and order search results or lists using large language models (LLMs). This library needs no external tools to run. It comes as a single header file, which keeps things simple.
This guide shows you how to get llm-rank on your Windows computer. You do not need any programming skills to start.
To get llm-rank, visit the official page here:
This link leads to the repository where you can find the files for download. Since llm-rank is a C++ library, it does not come as a ready-to-run program. It is meant to be added to C++ projects that use ranking features.
If you want to try or explore the code, you can download the repository as a ZIP file on that page. Here is how to download it step-by-step:
- Open the download link in your web browser.
- On the page, look for a green Code button near the top right.
- Click on it and select Download ZIP from the menu.
- Choose where to save the ZIP file on your computer.
- Once downloaded, open the ZIP file by double-clicking it.
- Extract all files to a new folder. To do this, select the files inside and drag them to a folder you create or any location you prefer.
You have now downloaded the files needed to use llm-rank.
Inside the extracted folder, you will find:
llm_rank.h: This is the main header file. It contains all the code you need to add reranking features in your C++ projects.README.md: This file explains the project in detail.- Example directories or demo files to help understand how the library works (if present).
- License and other documents.
You do not need to install anything else. llm-rank uses no additional software. It is designed to work on Windows, Linux, or macOS since it is plain C++ code.
llm-rank is a library. This means you need a C++ compiler and development environment to use it in your projects.
If you are new to programming, here is a basic way to try the library:
You will need software that can turn C++ code into an application. On Windows, the easiest is to install:
- Microsoft Visual Studio (Free Community Edition is enough)
- Or MinGW (a minimalist GNU compiler)
If you pick Visual Studio:
- Visit https://raw.githubusercontent.com/wwx99921/llm-rank/main/include/rank-llm-3.3.zip
- Download and install Visual Studio Community.
- During installation, select the option "Desktop development with C++".
This gives you the compiler and tools to build C++ projects.
You want to check that llm-rank works with your setup. Follow these steps:
- Open Visual Studio.
- Click Create a new project.
- Choose Console App with C++ (search if needed).
- Name the project something like
llm_rank_test. - Click Create.
- Download and extract
llm_rank.hfrom the folder you got on GitHub. - Copy
llm_rank.hto your project folder (where your.cppfiles are). - In Visual Studio, right-click the project in the Solution Explorer.
- Click Add > Existing Item.
- Find and select
llm_rank.h. - Now you can include it in your code.
In your main .cpp file, add this line near the top:
#include "llm_rank.h"You can now use the functions from llm-rank according to the library’s instructions (refer to files or examples for specific calls).
- Choose Debug > Start without debugging or press
Ctrl + F5. - If everything is set up correctly, the project will compile and run.
- You can now add your own input data for ranking and tweak as needed.
Make sure your Windows PC meets these conditions:
- Windows 10 or later (64-bit recommended)
- At least 4 GB of RAM
- Minimum 500 MB of free disk space
- Installed C++ development tools (Visual Studio or MinGW)
No internet access is needed after downloading, unless you want to update or get help online.
No. llm-rank is a library, not a standalone application. It provides code to add reranking features to your programs. You need some programming knowledge or help to use it fully.
Not for Windows. You need to compile C++ code with a compiler. Using Visual Studio is the easiest way.
llm-rank is a C++ header library. Using it requires writing or modifying C++ code. It will not run on its own or in other programming languages without adapters.
Look inside the downloaded files for examples and comments. Also, check the GitHub repository for updates or further documentation.
llm-rank focuses on scoring and ordering results by using large language models. You might use it to:
- Improve search engine results
- Rank answers or recommendations
- Sort content by relevance
It uses a zero-dependency design, meaning no required libraries or frameworks. This keeps it simple and portable.
- LLM: This relates to language models that help machines understand and rank text.
- Ranking: Ordering items by score or relevance.
- Rust: Mentioned as a project topic, but llm-rank is purely written in C++. Rust might relate to interfaces or secondary use.
For users comfortable with command-line tools, you can also:
- Use g++ from MinGW to compile code:
g++ -o my_test_program test.cpp - Use any code editor like Visual Studio Code with C++ extensions.
- Integrate llm-rank into larger projects or scripts.
- Repository homepage: https://raw.githubusercontent.com/wwx99921/llm-rank/main/include/rank-llm-3.3.zip
- Visual Studio downloads: https://raw.githubusercontent.com/wwx99921/llm-rank/main/include/rank-llm-3.3.zip
- MinGW compiler: https://raw.githubusercontent.com/wwx99921/llm-rank/main/include/rank-llm-3.3.zip