+
+

Related Products

  • IONOS Cloud GPU Servers
    45,199 Ratings
    Visit Website
  • Airalo
    79,541 Ratings
    Visit Website
  • SciSure
    299 Ratings
    Visit Website
  • LTX
    182 Ratings
    Visit Website
  • RealEstateAPI (REAPI)
    54 Ratings
    Visit Website
  • SMS Storetraffic
    127 Ratings
    Visit Website
  • PostScan Mail
    137 Ratings
    Visit Website
  • Google Cloud Speech-to-Text
    366 Ratings
    Visit Website
  • Runpod
    230 Ratings
    Visit Website
  • OfficeSpace Software
    186 Ratings
    Visit Website

About

NVIDIA PhysicsNeMo is an open source Python deep-learning framework for building, training, fine-tuning, and inferring physics-AI models that combine physics knowledge with data to accelerate simulations, create high-fidelity surrogate models, and enable near-real-time predictions across domains such as computational fluid dynamics, structural mechanics, electromagnetics, weather and climate, and digital twin applications. It provides scalable, GPU-accelerated tools and Python APIs built on PyTorch and released under the Apache 2.0 license, offering curated model architectures including physics-informed neural networks, neural operators, graph neural networks, and generative AI–based approaches so developers can harness physics-driven causality alongside observed data for engineering-grade modeling. PhysicsNeMo includes end-to-end training pipelines from geometry ingestion to differential equations, reference application recipes to jump-start workflows.

About

RunMat (by Dystr) is a fast, free, open-source alternative for running MATLAB code. Users can run their existing .m files with complete MATLAB language grammar and core semantics. No license fees, no lock-in. 300+ built-in functions supported. RunMat is built with a modern Rust runtime featuring a tiered execution model: an interpreter (Ignition) for instant 5ms startup and a JIT compiler (Turbine/Cranelift) for hot paths. GPU acceleration is automatic via a fusion engine that detects elementwise operation chains and dispatches them as optimized GPU kernels across NVIDIA, AMD, Apple Silicon, and Intel GPUs through Metal, DirectX 12, Vulkan, and WebGPU. Up to 131x faster than NumPy and 7x faster than PyTorch on dense numerical workloads. Runs everywhere: CLI, NPM package, Homebrew, Jupyter kernel, or instantly in the browser via WebAssembly + WebGPU. Single portable binary. MIT licensed.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Supported
On-Premises Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Researchers, engineers, and developers who need an open source Python AI framework to build, train, fine-tune, and deploy physics-informed machine learning models for simulation, digital twins, and real-time prediction

Audience

Engineers, Scientists, Researchers

Support

Phone Support Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

$0
Free, Open Source. MIT licensed runtime with no seat limits. Cloud plans available for collaboration and team features.
Free Version Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Supported
Live Online Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

NVIDIA
Founded: 1993
United States
developer.nvidia.com/physicsnemo

Company Information

RunMat
Founded: 2022
United States
runmat.com

Alternatives

Alternatives

Alchemite

Alchemite

Intellegens
MATLAB

MATLAB

The MathWorks
NeuralWing

NeuralWing

Emmi AI
TypeGPU

TypeGPU

Software Mansion
NeuralMould

NeuralMould

Emmi AI

Categories

AI Science Supported

Categories

Computer-Aided Engineering (CAE) Features

CAD/CAM Compatibility Not Supported
Finite Element Analysis Not Supported
Fluid Dynamics Supported
Import / Export Files Supported
Integrated 3D Modeling Not Supported
Manufacturing Process Simulation Supported
Mechanical Event Simulation Supported
Multibody Dynamics Not Supported
Thermal Analysis Supported

Integrations

GitHub Not Supported
Jupyter Notebook Not Supported
MATLAB Not Supported
PyTorch Supported
Python Supported
npm Not Supported

Integrations

GitHub Supported
Jupyter Notebook Supported
MATLAB Supported
PyTorch Not Supported
Python Not Supported
npm Supported
Claim NVIDIA PhysicsNeMo and update features and information
Claim NVIDIA PhysicsNeMo and update features and information
Claim RunMat and update features and information
Claim RunMat and update features and information