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features
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support

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Description

NVIDIA TensorRT is a comprehensive suite of APIs designed for efficient deep learning inference, which includes a runtime for inference and model optimization tools that ensure minimal latency and maximum throughput in production scenarios. Leveraging the CUDA parallel programming architecture, TensorRT enhances neural network models from all leading frameworks, adjusting them for reduced precision while maintaining high accuracy, and facilitating their deployment across a variety of platforms including hyperscale data centers, workstations, laptops, and edge devices. It utilizes advanced techniques like quantization, fusion of layers and tensors, and precise kernel tuning applicable to all NVIDIA GPU types, ranging from edge devices to powerful data centers. Additionally, the TensorRT ecosystem features TensorRT-LLM, an open-source library designed to accelerate and refine the inference capabilities of contemporary large language models on the NVIDIA AI platform, allowing developers to test and modify new LLMs efficiently through a user-friendly Python API. This innovative approach not only enhances performance but also encourages rapid experimentation and adaptation in the evolving landscape of AI applications.

Description

VMware Private AI Foundation is a collaborative, on-premises generative AI platform based on VMware Cloud Foundation (VCF), designed for enterprises to execute retrieval-augmented generation workflows, customize and fine-tune large language models, and conduct inference within their own data centers, effectively addressing needs related to privacy, choice, cost, performance, and compliance. This platform integrates the Private AI Package—which includes vector databases, deep learning virtual machines, data indexing and retrieval services, and AI agent-builder tools—with NVIDIA AI Enterprise, which features NVIDIA microservices such as NIM, NVIDIA's proprietary language models, and various third-party or open-source models from sources like Hugging Face. It also provides comprehensive GPU virtualization, performance monitoring, live migration capabilities, and efficient resource pooling on NVIDIA-certified HGX servers, equipped with NVLink/NVSwitch acceleration technology. Users can deploy the system through a graphical user interface, command line interface, or API, thus ensuring cohesive management through self-service provisioning and governance of the model store, among other features. Additionally, this innovative platform empowers organizations to harness the full potential of AI while maintaining control over their data and infrastructure.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

CUDA Yes 
Hugging Face Yes 
NVIDIA DRIVE Yes 
NVIDIA NIM Yes 
Kimi K2 Yes 
Kimi K2.5 Yes 
Kimi K2.6 Yes 
Kimi K2.7 Code Yes 
Kimi K3 Yes 
NVIDIA Broadcast Yes 
NVIDIA Clara Yes 
NVIDIA Jetson Yes 
NVIDIA Merlin Yes 
NVIDIA Morpheus Yes 
NVIDIA virtual GPU Yes 
RankGPT Yes 
Rosepetal AI Yes 
TensorFlow Yes 
Ultralytics Yes 
VMware Cloud No 

Integrations

CUDA Yes 
Hugging Face Yes 
NVIDIA DRIVE Yes 
NVIDIA NIM Yes 
Kimi K2 No 
Kimi K2.5 No 
Kimi K2.6 No 
Kimi K2.7 Code No 
Kimi K3 No 
NVIDIA Broadcast No 
NVIDIA Clara No 
NVIDIA Jetson No 
NVIDIA Merlin No 
NVIDIA Morpheus No 
NVIDIA virtual GPU No 
RankGPT No 
Rosepetal AI No 
TensorFlow No 
Ultralytics No 
VMware Cloud Yes 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours Yes 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) No 
In Person Yes 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) Yes 
In Person Yes 

Vendor Details

Company Name

NVIDIA

Founded

1993

Country

United States

Website

developer.nvidia.com/tensorrt

Vendor Details

Company Name

VMware

Founded

1998

Country

United States

Website

www.vmware.com/products/cloud-infrastructure/private-ai-foundation-nvidia

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Product Features

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