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πŸ” Analyze CUDA matrix multiplication performance and power consumption on NVIDIA Jetson Orin Nano across multiple implementations and settings.

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ZrobMiloudaa/jetson-orin-matmul-analysis

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πŸš€ jetson-orin-matmul-analysis - Fast GPU Benchmarking Made Easy

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πŸ› οΈ Overview

The jetson-orin-matmul-analysis is a scientific CUDA benchmarking tool designed for the Jetson Orin Nano. It features four different implementations evaluated under three power modes across five matrix sizes. With a peak performance of 1,282 GFLOPS and 90% efficiency at 25W, this tool provides accurate insights for edge AI deployment.

πŸ“‹ Features

  • Performance Metrics: Measure and analyze GPU performance.
  • Power Modes: Evaluate efficiency across different power settings.
  • Matrix Sizes: Test various matrix sizes for versatility.
  • Accuracy Validation: Achieve 99.5% validation accuracy.
  • Edge AI Guide: Access a comprehensive guide for deploying AI applications.

πŸ“₯ Download & Install

To get started, visit the releases page linked below to download the latest version of the application.

Download Latest Release

Installation Steps

  1. Visit the Releases Page: Click the link above to navigate to the release page.
  2. Select the Latest Version: Choose the most recent release from the list.
  3. Download the Application: Click on the appropriate file for your system.
  4. Locate the Downloaded File: Check your downloads folder for the file.
  5. Run the Application: Double-click the file to start the benchmarking process.

πŸ–₯️ System Requirements

  • Operating System: Requires Linux-based OS compatible with Jetson Orin Nano.
  • CUDA: Install CUDA toolkit compatible with the Jetson platform.
  • Memory: At least 4GB of RAM recommended.
  • Storage: 1GB of free disk space required.

πŸ” Usage Instructions

Running the Benchmark

  1. Ensure your Jetson Orin Nano is set up and connected.
  2. Open a terminal window.
  3. Navigate to the folder where the application is extracted.
  4. Execute the application by typing ./your_application_file_name in the terminal.

Understanding Results

  • The application will display performance metrics after the benchmark completes.
  • Review the output for efficiency ratings, power consumption, and execution time.

🌐 Support & Documentation

For more detailed usage instructions and guides, please refer to the official documentation.

πŸ› οΈ Development and Contributions

  • If you wish to contribute, please open an issue or submit a pull request on GitHub.
  • Stay updated and report bugs through the repository.

πŸ“ž Contact

For any queries or support, reach out via the Issues section of this repository.

βš™οΈ Additional Resources

Remember to always check for the latest version on the releases page to access new features and improvements.

Download Latest Release