Project Title

TensorRT — High-Performance Deep Learning Inference on NVIDIA GPUs

Overview

TensorRT is an SDK for optimizing and deploying deep learning models on NVIDIA GPUs. It accelerates deep learning inference through advanced optimizations and low-level GPU optimizations, making it a powerful tool for developers working with AI and machine learning applications. The open-source components of TensorRT include plugins, ONNX parser, and sample applications, providing a flexible and extensible platform for deep learning inference.

Key Features

High-performance deep learning inference on NVIDIA GPUs
Advanced optimizations for faster inference
Open-source components for extensibility and customization
Support for ONNX models and plugins

Use Cases

Accelerating AI and machine learning applications on NVIDIA GPUs
Optimizing deep learning models for real-time inference
Developing custom plugins and parsers for specific use cases
Integrating TensorRT with other deep learning frameworks

Advantages

Significant performance improvements over standard deep learning inference
Support for a wide range of NVIDIA GPUs
Extensive documentation and community support
Open-source components for customization and extension

Limitations / Considerations

Requires NVIDIA GPUs for optimal performance
May have a steeper learning curve for developers new to GPU programming
Some advanced features may require enterprise support

OpenVINO Toolkit: An open-source toolkit for optimizing and deploying deep learning models on Intel hardware, offering a different hardware focus.
TensorFlow: A popular open-source machine learning framework that includes support for GPU acceleration, but does not specialize in inference optimization like TensorRT.
PyTorch: Another widely-used open-source machine learning framework with GPU support, focusing more on flexibility and ease of use.

Basic Information

GitHub: https://github.com/NVIDIA/TensorRT
Stars: 12,158
License: Unknown
Last Commit: 2025-09-18

📊 Project Information

Project Name: TensorRT
GitHub URL: https://github.com/NVIDIA/TensorRT
Programming Language: C++
⭐ Stars: 12,158
🍴 Forks: 2,248
📅 Created: 2019-05-02
🔄 Last Updated: 2025-09-18

🏷️ Project Topics

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📚 Documentation

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TensorRT

Project Description