# LLMCompass-implementation-for-FPGA-ALVEO

**Repository Path**: liu_sh/LLMCompass-implementation-for-FPGA-ALVEO

## Basic Information

- **Project Name**: LLMCompass-implementation-for-FPGA-ALVEO
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2025-09-12
- **Last Updated**: 2025-09-12

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# LLMCompass Implementation on FPGA (ALVEO)

This repository contains the implementation of **LLMCompass** for FPGA using the **Xilinx ALVEO** platform. It provides simulation, analysis, and documentation to support FPGA-based deployment of the LLMCompass model.

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##  Repository Contents

- **LLMCompass/**  
  Core implementation scripts and necessary model files for running LLMCompass on ALVEO.

- **Aero.png**  
  Visual architecture diagram illustrating the system or data flow.

- **LLMCompass_Simulation_Presentation.pdf**  
  Presentation slide deck summarizing the simulation setup, workflow, and results.

- **LLMCompass_AE_Appendix.pdf**  
  Appendix with supplementary engineering details, design rationale, or additional schematics.

- **LLMCompass_Simulation_Report.pdf**  
  Detailed report covering methodology, simulation results, performance benchmarks, and analysis.

- **important_note(pls_read_before_implementation).txt**  
  Critical instructions or caveats to review prior to attempting implementation on FPGA.

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##  Getting Started

1. Review **important_note(pls_read_before_implementation).txt** for essential prerequisites.
2. Explore the architecture via **Aero.png** to understand system flow.
3. Check out **LLMCompass/** for core code and setup files.
4. View the **Presentation** and **Appendix** PDFs for overview, design insights, and simulation context.
5. Dive into **Simulation Report** for performance evaluation and practical observations.


## References & Credits

This implementation is inspired by and builds upon the original **LLMCompass** research.  
Please refer to the official publication and repository for the full methodology and detailed explanations:

- **Research Paper**: [LLMCompass: Navigating Efficient Large Language Model Inference via Tensor Programs on FPGAs](https://arxiv.org/pdf/2401.03868)  
- **Official GitHub Repository**: [PrincetonUniversity/LLMCompass](https://github.com/PrincetonUniversity/LLMCompass)

All credit for the original design and concepts goes to the authors of the LLMCompass paper.  
This repository provides a **reference implementation for the ALVEO U280 FPGA**, specifically demonstrating the computational graph of **LLaMA-2-7B**.  


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Thank you for checking out this project! Let me know if you’d like help expanding any section—such as setup instructions, system requirements, or usage examples.
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