Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Description

ExecuTorch is an open-source framework developed for PyTorch, specifically designed to deploy AI and machine learning models directly onto edge devices, facilitating tasks such as text, vision, speech, recommendation, and multimodal inference without the need for cloud connectivity. This framework allows for the exportation of models from PyTorch without any need for intermediate conversion formats, effectively maintaining ATen operators and employing ahead-of-time compilation to enhance performance tailored to specific hardware prior to deployment. Developers benefit from a modular architecture that offers flexibility in selecting both compile-time and runtime optimizations, all within the well-known PyTorch environment, which includes torchao specifically for quantization. With a lightweight C++ runtime that occupies roughly 50 KB, ExecuTorch is versatile enough to operate on a variety of platforms, including smartphones, desktops, embedded systems, microcontrollers, DSPs, and Cortex-M processors. It is compatible with multiple operating systems such as Android, iOS, Linux, Windows, macOS, and WebAssembly, and offers native APIs in C++, Swift, Kotlin, and Objective-C. As a result, ExecuTorch provides developers with a powerful tool to streamline the deployment of AI models across diverse devices and applications.

Description

NVIDIA FLARE, which stands for Federated Learning Application Runtime Environment, is a versatile, open-source SDK designed to enhance federated learning across various sectors, such as healthcare, finance, and the automotive industry. This platform enables secure and privacy-focused AI model training by allowing different parties to collaboratively develop models without the need to share sensitive raw data. Supporting a range of machine learning frameworks—including PyTorch, TensorFlow, RAPIDS, and XGBoost—FLARE seamlessly integrates into existing processes. Its modular architecture not only fosters customization but also ensures scalability, accommodating both horizontal and vertical federated learning methods. This SDK is particularly well-suited for applications that demand data privacy and adherence to regulations, including fields like medical imaging and financial analytics. Users can conveniently access and download FLARE through the NVIDIA NVFlare repository on GitHub and PyPi, making it readily available for implementation in diverse projects. Overall, FLARE represents a significant advancement in the pursuit of privacy-preserving AI solutions.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

PyTorch
C++
Facebook
GitHub
Instagram
Kotlin
LLaVA
Llama 3.2
NVIDIA NeMo
NVIDIA RAPIDS
NumPy
Objective-C
OpenAI Whisper
Phi-4-mini-reasoning
Qwen3
Swift
TensorFlow
Voxtral
WhatsApp

Integrations

PyTorch
C++
Facebook
GitHub
Instagram
Kotlin
LLaVA
Llama 3.2
NVIDIA NeMo
NVIDIA RAPIDS
NumPy
Objective-C
OpenAI Whisper
Phi-4-mini-reasoning
Qwen3
Swift
TensorFlow
Voxtral
WhatsApp

Pricing Details

Free
Free Trial
Free Version

Pricing Details

Free
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

ExecuTorch

Country

United States

Website

executorch.ai/

Vendor Details

Company Name

NVIDIA

Founded

1993

Country

United States

Website

developer.nvidia.com/flare

Product Features

Product Features

Alternatives

LiteRT Reviews

LiteRT

Google

Alternatives

AWS Neuron Reviews

AWS Neuron

Amazon Web Services