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What is NVIDIA TensorRT?

NVIDIA TensorRT is a powerful collection of APIs focused on optimizing deep learning inference, providing a runtime for efficient model execution and offering tools that minimize latency while maximizing throughput in real-world applications. By harnessing the capabilities of the CUDA parallel programming model, TensorRT improves neural network architectures from major frameworks, optimizing them for lower precision without sacrificing accuracy, and enabling their use across diverse environments such as hyperscale data centers, workstations, laptops, and edge devices. It employs sophisticated methods like quantization, layer and tensor fusion, and meticulous kernel tuning, which are compatible with all NVIDIA GPU models, from compact edge devices to high-performance data centers. Furthermore, the TensorRT ecosystem includes TensorRT-LLM, an open-source initiative aimed at enhancing the inference performance of state-of-the-art large language models on the NVIDIA AI platform, which empowers developers to experiment and adapt new LLMs seamlessly through an intuitive Python API. This cutting-edge strategy not only boosts overall efficiency but also fosters rapid innovation and flexibility in the fast-changing field of AI technologies. Moreover, the integration of these tools into various workflows allows developers to streamline their processes, ultimately driving advancements in machine learning applications.

What is NVIDIA AI Foundations?

Generative AI is revolutionizing a multitude of industries by creating extensive opportunities for knowledge workers and creative professionals to address critical challenges facing society today. NVIDIA plays a pivotal role in this evolution, offering a comprehensive suite of cloud services, pre-trained foundational models, and advanced frameworks, complemented by optimized inference engines and APIs, which facilitate the seamless integration of intelligence into business applications. The NVIDIA AI Foundations suite equips enterprises with cloud solutions that bolster generative AI capabilities, enabling customized applications across various sectors, including text analysis (NVIDIA NeMoâ„¢), digital visual creation (NVIDIA Picasso), and life sciences (NVIDIA BioNeMoâ„¢). By utilizing the strengths of NeMo, Picasso, and BioNeMo through NVIDIA DGXâ„¢ Cloud, organizations can unlock the full potential of generative AI technology. This innovative approach is not confined solely to creative tasks; it also supports the generation of marketing materials, the development of storytelling content, global language translation, and the synthesis of information from diverse sources like news articles and meeting records. As businesses leverage these cutting-edge tools, they can drive innovation, adapt to emerging trends, and maintain a competitive edge in a rapidly changing digital environment, ultimately reshaping how they operate and engage with their audiences.

Media

Media

Integrations Supported

Dataoorts GPU Cloud
NVIDIA Morpheus
NVIDIA NIM
PyTorch
CUDA
Kimi K2
Kimi K2.7 Code
Kimi K3
MATLAB
NVIDIA AI Enterprise
NVIDIA DeepStream SDK
NVIDIA Merlin
TensorFlow

Integrations Supported

Dataoorts GPU Cloud
NVIDIA Morpheus
NVIDIA NIM
PyTorch
Accenture AI Refinery
Amazon SageMaker
Chooch
NVIDIA NeMo
Runway
Shutterstock
Wordtune

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Version

Pricing Information

Pricing not provided

Supported Platforms

SaaS
Windows

Supported Platforms

SaaS

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Webinars
On-Site Training

Training Options

Documentation Hub
Webinars

Company Facts

Organization Name

NVIDIA

Date Founded

1993

Company Location

United States

Company Website

developer.nvidia.com/tensorrt

Company Facts

Organization Name

NVIDIA

Company Location

United States

Company Website

www.nvidia.com/en-us/ai-data-science/generative-ai/

Categories and Features

AI Inference

Not specified

Categories and Features

AI Development

Not specified

AI Inference

Not specified

Generative AI

Not specified

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