GPU Accelerated applications and computing has revolutionized a broad range of industries with over five hundred applications optimized for NVIDIA Graphics Processing Units to help you accelerate your work.
Computational Finance
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
Accelerated Computing Engine | Elsen | Secure, accessible, and accelerated backtesting, scenario analysis, risk analytics and real-time trading designed for easy integration and rapid development. |
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Multi-GPU Single Node |
Adaptiv Analytics | SunGard | A flexible and extensible engine for fast calculations of a wide variety of pricing and risk measures on a broad range of asset classes and derivatives. |
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Multi-GPU Single Node |
Alea.cuBase F# | QuantAlea’s | F# package enabling a growing set of F# capability to run on a GPU |
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Multi-GPU Single Node |
Esther | Global Valuation | In-memory risk analytics system for OTC portfolios with a particular focus on XVA metrics and balance sheet simulations. |
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Multi-GPU Single Node |
Global Risk | MISYS | Regulatory compliance and enterprise wide risk transparency package |
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Multi-GPU Single Node |
Hybridizer C# | Altimesh | Multi-target C# framework for data parallel computing. |
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Multi-GPU Single Node |
MACS Analytics Library | Murex | Analytics library for modeling valuation and risk for derivatives across multiple asset classes |
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Multi-GPU Single Node |
MiAccLib 2.0.1 | Hanweck Associates | Accelerated libraries which encompasses high speed multi-algorithm search engines, data security engine and also video analytics engines for text processing, encryption/decryption and video surveillance respectively |
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N/A |
NAG | Numerical Algorithms Group | Random number generators, Brownian bridges, and PDE solvers |
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Single GPU Single Node |
O-Quant options pricing | O-Quant | Offering for risk management and complex options / derivatives pricing using GPU |
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Multi-GPU Multi-Node |
Oneview | Numerix | Numerix introduced GPU support for Forward Monte Carlo simulation for Capital Markets and Insurance |
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Multi-GPU Multi-Node |
Pathwise | Aon Benfield | Specialized platform for real-time hedging, valuation, pricing and risk management |
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Multi-GPU Single Node |
SciFinance | SciComp, Inc | Derivative pricing (SciFinance) |
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Single GPU Single Node |
Synerscope Data Visualization | Synerscope | Visual big data exploration and insight tools |
|
Single GPU Single Node |
Volera | Hanweck Associates | Real-time options analytical engine (Volera) |
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Multi-GPU Single Node |
Xcelerit SDK | Xcelerit | Software Development Kit (SDK) to boost the performance of Financial applications (e.g. Monte-Carlo, Finite-difference) with minimum changes to existing code. |
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Multi-GPU Single Node |
Climate, Weather and Ocean Modeling
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
ACME-Atm | US DOE | Global atmospheric model used as component to ACME global coupled climate model |
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Multi-GPU Multi-Node |
COSMO | COSMO Consortium | Regional numerical weather prediction and climate research model |
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Multi-GPU Multi-Node |
Gales | KNMI, TU Delft | Regional numerical weather prediction model |
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Multi-GPU Multi-Node |
WRF AceCAST-WRF | TempoQuest Inc | WRF model from NCAR, but now commercialized by TQI. Used for numerical weather prediction and regional climate studies. All popular aspects of WRF model are GPU developed. |
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Multi-GPU Multi-Node |
Data Science and Analytics
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
ANACONDA | Anaconda | Anaconda is the leading python package |
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Multi-GPU Single Node |
ArgusSearch | Planet AI | Deep Learning driven document search |
|
allows almost any arbitrary requests (Regular Expressions are supported) |
Automatic Speech Recognition | Capio | In-house and Cloud-based speech recognition technologies |
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Multi-GPU Single Node |
Blazegraph GPU | Blazegraph | First and fastest GPU accelerated platform for graph query. It provides drop-in acceleration for existing RDF/ Sparql and Tinkerpop/ Blueprints graph applications. It provides high-level graph database APIs with transparent GPU acceleration for graph query. |
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Multi-GPU Single Node |
BlazingDB | BlazingDB | GPU-accelerated relational database for data warehousing scenarios available for AWS and on-premise deployment. |
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Multi-GPU Single Node |
BrytlytDB | Brytlyt | In-GPU-memory database built on top of PostgreSQL |
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Multi-GPU Multi-Node |
CuPy | Preferred Networks | CuPy (https://github.com/cupy/cupy) is a GPU-accelerated scientific computing library for Python with a NumPy compatible interface |
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Multi-GPU Single Node |
Datalogue | Datalogue | AI powered pipelines that automatically prepare any data from any source for immediate & compliant use |
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Multi-GPU Single Node |
DeepGram | DeepGram | Voice processing solution for call centers, financials and other scenarios |
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Multi-GPU Single Node |
Driverless AI | H2O.ai | Automated Machine Learning with Feature Extraction. Essentially BI for Machine Learning and AI, with accuracy very similar to Kaggle Experts. |
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Multi-GPU Single Node |
GPUdb | Kinetica | Multi-GPU, Multi-Machine distributed object store providing SQL style query capability, advanced geospatial query capability,heatmap generation, and distributed rasterization services. |
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Multi-GPU Single Node |
Gunrock | UC Davis | Gunrock is a library for graph processing on the GPU. Gunrock achieves a balance between performance and expressiveness by coupling high performance GPU implementations with a high-level programming model, that requires minimal GPU programming knowledge. |
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Multi-GPU Single Node |
H2O4GPU | H2O.ai | H2O is a popular machine learning platform which offers GPU-accelerated machine learning. In addition, they offer deep learning by integrating popular deep learning frameworks. |
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Multi-GPU Single Node |
IntelligentVoice | IntelligentVoice | Far more than a transcription tool, this speech recognition software learns what is important in a telephone call, extracts information and stores a visual representation of phone calls to be combined with text/instant messaging and E-mail. Intelligent Voice’s search and alert makes it possible to tackle issues before they arise, address data security concerns and monitor physical access to data. |
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Multi-GPU Single Node |
Jedox | Jedox | Helps with portfolio analysis, management consolidation, liquidity controlling, cash flow statements, profit center accounting, treasury management, customer value analysis and many more applications, all accessible in a powerful web and mobile application or Excel environment. |
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Multi-GPU Single Node |
Labellio | KYOCERA Communication Systems Co | The world’s easiest deep learning web service for computer vision, which allows everyone to build own image classifier with only web browser. |
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Multi-GPU Single Node |
Numba | Anaconda | JIT compilation of Python functions for execution on various targets (including CUDA) |
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Multi-GPU Single Node |
OmniSci | OmniSci | OmniSci is GPU-powered big data analytics and visualization platform that is hundreds of times faster than CPU in-memory systems. OmniSci uses GPUs to execute SQL queries on multi-billion row datasets and optionally render the results, all in milliseconds. |
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Multi-GPU Single Node |
Polymatica | Polymatica | Analytical OLAP and Data Mining Platform |
|
Multi-GPU Multi Node |
Sqream DB | Sqream | GPU accelerated SQL database engine for big data analytics. Sqream speeds SQL analytics by 100X by translating SQL queries into highly parallel algorithms run on the GPU. |
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Multi-GPU Single Node |
SynerScope | SynerScope | Big data visualization and data discovery, for combining Analytics on Analytics with IoT compute-at-the-edge smart sensors. |
|
Single GPU Single Node |
ZX Lib (Fuzzy Logic) | Tanay | Financial analytics and data mining library |
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Multi-GPU Single Node |
Artificial Intelligence
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
AlphaSense | AlphaSense |
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Multi-GPU Single Node |
ANACONDA Enterprise | ANACONDA | Anaconda Enterprise takes Anaconda to the next level and makes it easy, secure, and manageable to scale powerful analytics workflows from the laptop to the server and then scaled out to your cluster, while also incorporating collaboration, publishing, security, and Hadoopoptimized deployment. |
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Multi-GPU Single Node |
Apache Mahout | Apache Mahout A | Mahout is building an environment for quickly creating scalable performant machine learning applications. |
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Multi-GPU Multi Node |
Artificial Intelligence Radio Transceiver (AIR-T) | Deepwave Digital | The Artificial Intelligence Radio Transceiver (AIR-T) is software defined radio designed and developed for RF deep learning applications. The AIR-T is equipped with three signal processors including a 256 core NVIDIA Jetson TX2, a field programmable gate array (FPGA), and dual embedded CPUs. |
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N/A |
ARYA.ai | ARYA.ai | Deep learning platform with end-to-end workflows for Enterprise. Incorporates TensorFlow. Focusing on consumer banking and insurance industries. |
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Multi-GPU Multi-Node |
Avitas Systems - Inspection as a Service | Avitas Systems | Inspection solution offering enhanced, robotic-based autonomous inspection, advanced predictive analytics, digital inspection data warehousing, and intelligent inspection planning recommendations available in a webbased interface |
|
N/A |
BIDMach - | UC Berkeley | The fastest machine learning library available. Holds the record for many common machine learning algorithms. Both BIDMach and its sister library BIDmat were originated at UC Berkley. |
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Multi-GPU Single Node |
Bons.ai | Bons.ai | Bons.ai is an artificial intelligence platform which abstracts away the lowlevel, inner workings of machine learning systems to empower more developers to integrate richer intelligence models into their work. |
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Multi-GPU Single Node |
C3 Fraud Detection | C3 IoT | C3 IoT is a Platform-as-a-Service for industrial customers including utilities, manufacturing, retail, finance, and healthcare. GPUs consumed exclusively through Amazon AWS. Their first DL use cases targets fraud detection from time series power consumption data. |
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Multi-GPU Single Node |
Caffe2 | This is a faster framework for deep learning, it’s forked from BVLC/caffe (master branch). This allows data-parallel via MP |
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Multi-GPU Single Node | |
Chainer | Preferred Networks, Inc. | DL framework that makes the construction of neural networks (NN) flexible and intuitive. |
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Multi-GPU Multi-Node |
Clarifai | Clarifai | Clarifai brings a new level of understanding to visual content through deep learning technologies. Clarifai uses GPUs to train large neural networks to solve practical problems in advertising, media, and search across a wide variety of industries. |
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Multi-GPU Single Node |
CNTK | Microsoft | Microsoft’s Computational Network Toolkit (CNTK) is a unified computational network framework that describes deep neural networks as a series of computational steps via a directed graph. |
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Multi-GPU Single Node |
Databricks cloud | Databricks | Databricks cloud is GPU-accelerated PaaS offering build on top of AWS. |
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Multi-GPU Multi-Node |
DeepBench | BaiDu Research | The primary purpose of DeepBench is to benchmark operations that are important to deep learning on different hardware platforms. |
|
Multi-GPU Single Node |
DeepInstinct | DeepInstinct | Zero day end point malware detection solution offered to enterprise markets. |
|
Multi-GPU Single Node |
Deeplearning4j | Skymind | Deeplearning4j is the most popular deep learning framework for the JVM, and includes all major neural nets such as convolutional, recurrent (LSTMs) and feedforward. |
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Multi-GPU Single Node |
Dessa | Dessa | Deep Learning Platform based on TensorFlow. Allows end-to-end workflows. Targeting consumer banking and insurance industries. |
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Multi-GPU Multi-Node |
Dextro | Axon | Dextro’s API uses deep learning systems to analyze and categorize videos in realtime. |
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Multi-GPU Single Node |
Gridspace | Gridspace | Voice analytics to turn your streaming speech audio into useful data and service metrics. Instrument your contact call center and work communications today with powerful deep learning-driven voice analytics |
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N/A |
Keras | Open Source | Keras is a minimalist, highly modular neural networks library, written in Python, and capable of running on top of either TensorFlow or Theano. Keras was developed with a focus on enabling fast experimentation. |
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Multi-GPU Single Node |
Krisp | 2Hz | 2Hz, Inc is building deep learning based technologies that improve voice audio quality in real-time communications. 2Hz’s Noise Suppression technology doesn’t have multiple-microphone dependency and operates on any audio stream bi-directionally. With this innovation, Telcos and Cloud Communication Service Providers have the opportunity to move the ;voice enhancement; workloads to the network (as opposed to running on the user device) and be in the direct control of the quality of voice services provided. |
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Single GPU Single Node |
MatConvNet | MatConvNet | CNNs for MathWorks MATLAB, allows you to use MATLAB GPU support natively rather than writing your own CUDA code |
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Multi-GPU Single Node |
Matriod | Matriod | Matroid offers video classification service in the cloud. Matroid allows training video detections on a set of images and then applying those video detection. For example, video detectors can be trained to identify Steve Jobs and then search for Steve Jobs appearance anywhere in the video |
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Multi-GPU Multi-Node |
MetaMind | Einstein Platform Services | Provides a deep learning API for image recognition and text sentiment analysis. Uses either prebuilt, public, or custom classifiers. |
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Multi-GPU Single Node |
MXNet | Amazon | MXnet is a deep learning framework designed for both efficiency and flexibility that allows you to mix the flavors of symbolic programming and imperative programming to maximize efficiency and productivity. |
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Multi-GPU Multi-Node |
Neon | Intel | Neon is a fast, scalable, easy-to-use Python based deep learning framework that has been optimized down to the assembler level. Neon features a rich set of example and pre-trained models for image, video, text, deep reinforcement learning and speech applications. |
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Multi-GPU Single Node |
NVCaffe | Berkeley AI Research | The Caffe deep learning framework makes implementing state-of-the-art deep learning easy. |
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Single GPU Single Node |
PaddlePaddle | PaddlePaddle | PaddlePaddle (PArallel Distributed Deep LEarning) is an easy-to-use, efficient, flexible and scalable deep learning platform, which is originally developed by Baidu scientists and engineers for the purpose of applying deep learning to many products at Baidu. |
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Multi-GPU Single Node |
Sentient | Sentient | Sentient is an AI platform company with special focus on digital marketing, ecommerce and finance trading applications. |
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N/A |
SpaceKnow PaaS | SpaceKnow | PaaS for deep learning extraction of satellite data information, targeted at Financial Services and Defense Intelligence Can track macro/microeconomic activity by applying deep learning to satellite images. |
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Multi-GPU Multi-Node |
Tensorflow | Google’s TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. |
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Multi-GPU Single Node | |
Theano | LISA Lab | Theano is a symbolic expression compiler that powers large-scale computationally intensive scientific investigations. |
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Multi-GPU Single Node |
Torch7 | Open Source | Torch7 is an interactive development environment for machine learning and computer vision. |
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Multi-GPU Single Node |
UETorch | It provides an embedded Torch environment within the powerful Unreal Engine 4. This allows one to have deep learning models directly interact with the game world, and paves way for powerful research. An example of doing AI Research using UETorch is for a neural network to learn physics and intuition about the real world. |
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Multi-GPU Single Node | |
Visual Intelligence API | Deep Version | Deep Vision specializes in understanding visual content and getting the most value of data by applying visual recognition for enterprises. |
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N/A |
Federal, Defense and Intelligence
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
Advanced Ortho Series | DigitalGlobe | Geospatial visualization |
|
Multi-GPU Single Node |
ArcGIS Pro | ESRI | Viewshed2 - Determines the raster surface locations visible to a set of observer features, using geodesic methods. Aspect - Determines the compass direction that the downhill slope faces for each location Slope - Determines the slope (gradient or steepness) from each cell of a raster |
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Multi-GPU Single Node |
Blaze Terra | Eternix | Geospatial visualization |
|
Multi-GPU Single Node |
Elcomsoft | Elcomsoft | High-performance distributed password recovery software with NVIDIA GPU acceleration and scalability to over 10,000 workstations |
|
Multi-GPU Single Node |
ENVI | Harris | Image Processing and Analytics |
|
Multi-GPU Single Node |
Geomatics GXL | PCI | Image processing |
|
Multi-GPU Single Node |
GeoWeb3d Desktop | GeoWeb3d | Geospatial visualization of 3D and 2D data; mensuration; mission planning |
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Multi-GPU Single Node |
Ikena ISR | MotionDSP | Real-time full motion video (FMV) and wide-area motion imagery (WAMI) enhancement and computer-vision-based analytics software for intelligence analysts |
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Multi-GPU Single Node |
LuciadLightspeed | Luciad | Geospatial visualization and analysis |
|
Single GPU Single Node |
OmniSIG | deepsig.io | The OmniSig sensor provides a new class of RF sensing and awareness using DeepSig’s pioneering application of Artificial Intelligence (AI) to radio systems. Going beyond the capabilities of existing spectrum monitoring solutions, OmniSIG is able to not only detect and classify signals but understand the spectrum environment to inform contextual analysis and decision making. Compared to traditional approaches, OmniSIG provides higher sensitivity and accuracy, is more robust to harsh impairments and dynamic spectrum environments, and requires less computational resources and dynamic range. |
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Multi-GPU Single Node |
SNEAK | OpCoast | Electromagnetic signals propagation modeling for complex urban and terrain environments |
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Multi-GPU Single Node |
SocetGXP | BAE Systems | The Automatic Spatial Modeler (ASM) is designed to generate 3-D point clouds with accuracy similar to LiDAR, which can extract 3-D objects from stereo images. ASM can extract dense 3-D point clouds from stereo images, and extract accurate building edges and corners from stereo images with high resolution, large overlaps, and high dynamic range. |
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Multi-GPU Single Node |
Terrabuilder PhotoMesh | Skyline Software | PhotoMesh integrates a GPU-based, fast algorithm, able to automatically build 3D models from simple photographs. PhotoMesh revolutionizes the use of geospatial data by fully automating the generation of high-resolution, textured, 3D mesh models from standard 2D images. |
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Multi-GPU Single Node |
Manufacturing/Construction: CAD/CAE/CAM
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
ADS Flow Solver - Code LEO | ADSCFD, Inc. | CFD simulation for turbochargers, turbines, and compressors |
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Multi-GPU Multi-Node |
Altair AcuSolve | Altair | Computational Fluid Dynamics (CFD) tool, providing users with a full range of physical models. Simulations involving flow, heat transfer, turbulence, and nonNewtonian materials are handled with ease by AcuSolve’s robust and scalable solver technology. |
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Multi-GPU Single Node |
ANSYS Fluent | ANSYS | General purpose CFD software |
|
Multi-GPU Multi-Node |
ANSYS Icepak | ANSYS | CFD software for electronics thermal management |
|
Multi-GPU Multi-Node |
ANSYS Polyflow | ANSYS | CFD software for the analysis of polymer and glass processing |
|
Multi-GPU Single Node |
Altair nanoFluidX | Altair | State-of-the-art particle-based (SPH) fluid dynamics code for simulation of single and multiphase flows in complex geometries with complex motion. It can be used to predict the oiling in powertrain systems with rotating shafts gears and analyze forces and torques on individual components of the system. |
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Multi-GPU Multi-Node |
Altair ultraFluidX | Altair | Simulation tool for ultra-fast prediction of the aerodynamic properties of passenger and heavy-duty vehicles as well as for the evaluation of building and environmental aerodynamics. |
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Multi-GPU Multi-Node |
CPFD BarracudaVR and Barracuda | CPFD | Fluidized bed modeling software |
|
Single GPU Single Node |
DYVERSO | Realflow | 3D modeling, animation, and rendering |
|
Single GPU Single Node |
EXN/Aero | Envenio | On-demand HPC-cloud CFD solver |
|
Multi-GPU Multi-Node |
FFT Actran | FFT | Simulation of acoustics propagation at high frequency or in huge domains such as exhaust of turbomachines, full truck cabin exterior acoustics, and ultrasonic parking sensors. |
|
Multi-GPU Single Node |
FINE/Turbo | Numeca International |
|
Multi-GPU Multi-Node | |
GeoPlat-RS | GridPoint Dynamics (GPD) | Geoplat Pro-RS is a parallel hydrodynamic simulator with a flexible architecture. This enables to reduce the time for writing the entire simulator by 2/3, and, as consequence, to quickly bring new physical processes into the algorithm. Current stage of development: Implementation of BlackOil model; Creation of pre- and post-processing modules (BlackOil model). Implementation of compositional model; Creation of pre- and postprocessing modules (BlackOil model and compositional model). |
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Multi-GPU Single Node |
HiFUN | SANDI | High Resolution Flow Solver on Unstructured Meshes. State-of-the-art Euler/RANS solver. Super scalability on massively parallel HPC platforms. The code is ported using OpenACC directives for NVIDIA GPU |
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Multi-GPU Single Node |
JSCAST | Qualica Inc. | Integrated CAE product for studying and predicting the casting process. Includes high precision mold filling and solidification solvers |
|
Single GPU Single Node |
midas NFX(CFD) | Midas | General purpose CFD software based on FEM |
|
Single GPU Single Node |
MIKE 3 | DHI | 3D Modeling of Coast and Sea |
|
Multi-GPU Multi-Node |
MIKE 21 | DHI | 2D hydrological modelling of coast and sea |
|
Multi-GPU Single Node |
MIKE FLOOD | DHI | 1D & 2D urban, coastal, and riverine flood modelling |
|
Multi-GPU Single Node |
Moldflow | Autodesk | Plastic mold injection software |
|
Single GPU Single Node |
Numerix | Zeus | Simulation of flow around buildings |
|
Multi-GPU Single Node |
Pacefish | Numeric Systems GmbH | CFD application for ground transportation and building aerodynamics |
|
Multi-GPU Single Node |
Particleworks | Prometech | CFD software using MPS (Moving Particle Simulation) method for automotive, energy, material, chemical processing, medical, food, and civil engineering industries where free surface fluid flow and fluid mixing phenomena occur. |
|
Multi-GPU Multi-Node |
PowerViz | Exa | Industry proven, modern post-processing app for EXA POWERFLOW CFD |
|
Multi-GPU Single Node |
Siemens STARCCM+ | Siemens PLM | Post-processing for CFD-focused multiphysics simulation |
|
Single GPU Single Node |
Simcenter 3D | Siemens PLM Software | Industry proven, modern pre- & postprocessing app for multidiscipline CAE |
|
Multi-GPU Single Node |
Speed IT FLOW | Vratis | Incompressible single-phase CFD software |
|
Single GPU Single Node |
Turbostream | Turbostream Ltd. | CFD software for turbomachinery flows |
|
Multi-GPU Multi-Node |
zCFD | Zenotech Simulation Unlimited | General purpose CFD solver |
|
Multi-GPU Single Node |
Media & Entertainment
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
3ds Max | Autodesk | 3D modeling, animation, and rendering |
|
Multi-GPU Single Node |
Agisoft PhotoScan | AGI Soft | Agisoft PhotoScan is a stand-alone software product that performs photogrammetric processing of digital images and generates 3D spatial data to be used in GIS applications, cultural heritage documentation, and visual effects production as well as for indirect measurements of objects of various scales. |
|
Multi-GPU Single Node |
Altair Thea Render | Altair | Physically-based progressive spectral CPU/GPU Renderer supporting fast interactive changes and bucket rendering for high resolution images |
|
Multi-GPU Single Node |
Blender | Blender Inst | 3D modeling, rendering and animation |
|
Single GPU Single Node |
Blender Cycles | Blender Inst. | GPU renderer |
|
Multi-GPU Single Node |
Cinema 4D | Maxon | 3D modeling, animation, and rendering |
|
Single GPU Single Node |
DAZ Studio | Daz3D | Powerful and free 3D creation software tool that is not only easy to use but rich in features and functionality. Whether you are a novice or proficient 3D artist or 3D animator, Daz Studio enables you to create amazing 3D art. |
|
Multi-GPU Single Node |
finalRender | Cebas | GPU renderer |
|
Multi-GPU Single Node |
FurryBall | AAA Studio | GPU renderer |
|
Single GPU Single Node |
HIERO Player | Foundry | Shot management, conform and review timeline |
|
Single GPU Single Node |
Houdini | SideFX | Procedural 3D modeling, animation and rendering |
|
Multi-GPU Single Node |
Indigo | Glare Technology | Unbiased, physically-based renderer. |
|
Multi-GPU Single Node |
KATANA | The Foundry | Powerful look development and lighting tool |
|
Single GPU Single Node |
Kilton/Megaton | Blastcode | Physics-based simulation plug in |
|
Single GPU Single Node |
Lightwave | NewTek | 3D modeling, animation, and rendering |
|
Single GPU Single Node |
LuxRender | LuxRender | GPU 3D Renderer |
|
Single GPU Single Node |
MARI | The Foundry | 3D paint tool allows painting directly onto 3D models |
|
Single GPU Single Node |
Mantra | SideFX | Houdini Mantra renderer |
|
N/A |
Maxwell | Next Limit | CUDA-accelerated interactive and finalframe renderer |
|
Multi-GPU Single Node |
Maya | Autodesk | 3D modeling, animation, and rendering |
|
Single GPU Single Node |
MODO | Foundry | 3D modeling, animation and rendering |
|
Single GPU Single Node |
Motion Builder | Autodesk | Character animation and motion capture |
|
Single GPU Single Node |
Mudbox | Autodesk | 3D sculpting |
|
Single GPU Single Node |
Octane Render | Otoy | CUDA-accelerated GPU renderer |
|
Multi-GPU Single Node |
Realflow | Next Limit | Fluid simulation system |
|
Single GPU Single Node |
RealityCapture | Capturing Reality | Photogrammetry |
|
Multi-GPU Single Node |
Redshift Renderer | Redshift | GPU-accelerated, biased renderer |
|
Multi-GPU Single Node |
Sculptris | Pixologic | 3D sculpting |
|
Single GPU Single Node |
TurbulenceFD | Jawset | Voxel-based gaseous fluid dynamics plug-in |
|
Single GPU Single Node |
Twinmotion | Abvent | AEC project review/phasing/marketing showcase including VR viewer with mulit CAD/BIM/AEC import and a simple to use interface but powered by UE4 |
|
Single GPU Single Node |
V-Ray GPU | Chaos Group | GPU renderer with CPU Hybrid rendering |
|
Multi-GPU Single Node |
ARRI de-bayering SDK | ARRI | RAW de-bayering SDK |
|
Single GPU Single Node |
Baselight | FilmLight | Color grading |
|
Multi-GPU Single Node |
Cinema RAW SDK | Canon | RAW de-bayering |
|
Single GPU Single Node |
DaVinci Resolve | Blackmagic Design | Color grading and editing |
|
Multi-GPU Single Node |
Dark Energy | Cinnafilm | Application and plug-in for image enhancement |
|
Multi-GPU Single Node |
Diamant-Film Restoration | HS-Art | Film cleanup and restoration |
|
Multi-GPU Single Node |
Effects Suite | Red Giant | Visual effects plug-in |
|
Single GPU Single Node |
Grain and Noise Reducer | Wavelet Beam | Video noise reduction |
|
Multi-GPU Single Node |
HDR Image Analyser | aja | A 1RU waveform, histogram, vectorscope and Nit-level HDR monitoring solution for HD, UltraHD, 2K and HD resolution with HDR and WCG content. |
|
N/A |
Magic Bullet Looks | Red Giant | Color and finishing tools |
|
Single GPU Single Node |
Mist | Marquise Technologies | Mastering tool for cinema, broadcast and over-the-top content |
|
Multi-GPU Single Node |
Nucoda | Digital Vision | Color grading |
|
Single GPU Single Node |
Pablo family | Grass Valley | Color grading and finishing |
|
Multi-GPU Single Node |
PFClean | The Pixel Farm | Image restoration and remastering |
|
Multi-GPU Single Node |
RAW Converter | ARRI | RAW de-Bayering and primary color grading |
|
Single GPU Single Node |
REDCINE-X PRO | Red Digital Cinema | Primary color grading |
|
Single GPU Single Node |
Red Digital Cinema R3D SDK | Red Digital Cinema | Red Digital Cinema camera SDK decodes and de-bayers Red RAW camera data and allows primary color grading. It is used by many color grading and video editing applications. |
|
Single GPU Single Node |
Scratch | Assimilate | Color grading and finishing |
|
Single GPU Single Node |
SpeedGrade CC | Adobe | Color grading |
|
Single GPU Single Node |
Medical Imaging
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
aidoc | Aidoc Medical | AI based decision support software analyzing medical imaging to provide solutions for detecting acute abnormalities across the body, helping radiologists prioritize life threatening cases and expedite patient care. Agnostic to PACS and RIS systems |
|
N/A |
Centricity Universal Viewer | General Electric | PACS Featuring a single image repository across 2D and 3D studies, Centricity Universal Viewer intuitively brings together the tools needed by radiologists, cardiologists and other clinicians to provide enterprise-wide access on a single desktop. |
|
N/A |
deepflow | Helmholtz Zentrum München | Deep learning tool for reconstructing cell cycle and disease progression using deep learning from flow cytometry data. |
|
Single GPU Single Node |
Ibex Decision Support | IBEX | Through digitalized pathology - they run DL on prostate cancer pathology and update if there was anything cancerous found. combine data from digitized glass slides and electronic medical records to reveal underlying patterns and extract valuable clinical insights that can transform how pathology and oncology are practiced and propel them into the information age. |
|
Single GPU Single Node |
IntelliSpace | Phillips | PACS |
|
N/A |
iNtuition iEMV | Terarecon, Inc. | Advanced Image Post-Processing |
|
N/A |
JiveX | VISUS Health IT | free DICOM Viewer provides comparable functionality as the JiveX Review Client such as measuring tools, zoom, etc. The hanging protocols, which are less relevant outside the clinical setting, are not available. |
|
N/A |
PowerGrid | University of Illinois UrbanaChampaign | Advanced MRI reconstruction modeling |
|
Multi-GPU Single Node |
RadiAnt | Medixant | RadiAnt DICOM Viewer provides basic tools for the manipulation and measurement of images |
|
N/A |
Radiology Assist | Zebra Imaging | Receives imaging scans from various modalities and automatically analyzes them for a number of different clinical findings. Findings are provided in real time to radiologists or other physicians and hospital systems as needed. |
|
N/A |
SYNAPSE | Fujifilm Corporation | - |
|
N/A |
Visage 7 | Pro Medicus, Ltd. | DICOM viewer, also referred to as: enterprise viewer, a universal viewer (UniViewer), or an archive neutral viewer |
|
N/A |
Vitrea Vision | Vital Images | Advanced Image Post-Processing |
|
N/A |
Oil and Gas
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
6X | Ridgeway Kite | Reservoir Simulation on Tesla |
|
N/A |
AISight for SCADA | BRS Labs | Proactive integrity management and real-time precursor alerts for enhanced SCADA operations in oil and gas. |
|
Multi-GPU Single Node |
AxRTM | Acceleware | Reverse Time Migration Software |
|
Multi-GPU Multi-Node |
DecisionSpace | Halliburton (Landmark) | E&P platform for geoscience, well planning, drilling, earth modeling |
|
Multi-GPU Single Node |
Echelon | Stoneridge Technology | Reservoir simulator |
|
Multi-GPU Multi-Node |
GeoDepth | Emerson | Seismic Interpretation Suite |
|
Multi-GPU Multi-Node |
Geoteric | Geoteric | Seismic interpretation |
|
Multi-GPU Single Node |
Graydient S (SCADA) | Giant Grey | Machine learning anomaly detection for large scale industrial data. |
|
Multi-GPU Single Node |
HUESpace | Bluware | Library SDK toolkit for creating applications for seismic compression and seismic/ geospatial imaging and interpretation |
|
Multi-GPU Single Node |
InsightEarth | CGG | Seismic Interpretation Suite |
|
Multi-GPU Single Node |
Omega2 RTM | Schlumberger | Seismic processing |
|
Multi-GPU Multi-Node |
PumaFlow IFP | Beicip-Franlab | Reservoir simulation |
|
Multi-GPU Single Node |
Roxar RMS | Emerson | Reservoir modeling |
|
Multi-GPU Single Node |
RTM | Tsunami | Seismic processing |
|
Multi-GPU Multi-Node |
Seismic City RTM | Seismic City | RTM Seismic Processing |
|
Multi-GPU Multi-Node |
SKUA | Emerson | Reservoir modeling |
|
Multi-GPU Single Node |
tNavigator [] | Rock Flow Dynamics (RFD) | tNavigator Solver is a software package, offered as a single executable, which allows to build static and dynamic reservoir models, run dynamic simulations, calculate PVT properties of fluids, build surface network model, calculate lifting tables, and perform extended uncertainty analysis as a part of one integrated workflow. |
|
Multi-GPU Multi-Node |
VoxelGeo | Emerson | Seismic Interpretation Package |
|
Multi-GPU Single Node |
Research: Higher Education and Supercomputing
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
Arioc | Johns Hopkins University | High-throughput read alignment with GPU-accelerated exploration of the seedand-extend search space |
|
Multi-GPU Single Node |
BarraCUDA | University of Cambridge Metabolic Research Labs | Sequence mapping software |
|
Multi-GPU Multi-Node |
BEAGLE-lib | Open Source | BEAGLE is a high-performance library that can perform the core calculations at the heart of most Bayesian and Maximum Likelihood phylogenetics packages. It can make use of highly-parallel processors such as those in graphics cards (GPUs) found in many PCs. |
|
Multi-GPU Single Node |
BQSR | Parabricks | Base Quality Score Recalibration is a data pre-processing step that detects systematic errors made by the sequencer when it estimates the quality score of each base call. |
|
Single GPU Single Node |
BWA-Mem | Parabricks | - |
|
N/A |
Campaign | SimTK | An open-source library of GPUaccelerated data clustering algorithms and tools. |
|
Multi-GPU Multi-Node |
CUDASW++ | Open Source | Open source software for SmithWaterman protein database searches on GPUs. |
|
Multi-GPU Single Node |
CUSHAW | Open Source | Parallelized short read aligner |
|
Multi-GPU Single Node |
G-BLASTN | Hong Kong Baptist University | GPU-accelerated nucleotide alignment tool based on the widely used NCBIBLAST. |
|
Single GPU Single Node |
GHOST-Z GPU | Akiyama_ Laboratory, Tokyo Institute of Technology | Sequence homology search tool. |
|
Multi-GPU Multi-Node |
GPU-Blast | Carnegie Mellon University | Local search with fast k-tuple heuristic |
|
Single GPU Single Node |
mCUDA-MEME | Open Source | Ultrafast scalable motif discovery algorithm based on MEME. |
|
Multi-GPU Single Node |
MUMmer GPU | Open Source | High-throughput local sequence alignment program |
|
Single GPU Single Node |
NVBIO | Open Source | NVBIO is an open source C++ library of reusable components designed to accelerate bioinformatics applications using CUDA. |
|
Multi-GPU Single Node |
NVBowtie | Open Source | A largely complete implementation of the Bowtie2 aligner on top of NVBIO. |
|
Multi-GPU Single Node |
PEANUT | Open Source | Read mapper for DNA or RNA sequence reads to a known reference genome. |
|
Single GPU Single Node |
REACTA | Open Source | A modified version of GCTA with improved computational performance, support for Graphics Processing Units (GPUs), and additional features. The purpose of REACTA is to quantify the contribution of genetic variation to phenotypic variation for complex traits. |
|
Multi-GPU Single Node |
SOAP3 | Genomics | GPU-based software for aligning short reads with a reference sequence. It can find all alignments with k mismatches, where k is chosen from 0 to 3. |
|
Multi-GPU Multi-Node |
SOAP3-dp | The University of Hong Kong | SOAP3-dp: Ultra-fast GPU-based tool for short read alignment via index-assisted dynamic programming. |
|
Multi-GPU Single Node |
SeqNFind | Accelerated Technology Laboratories | SeqNFind is a powerful tool suite that addresses the need for complete and accurate alignments of many small sequences against entire genomes utilizing a unique hardware/ software cluster system for facilitating bioinformatics research in Next Generation sequencing and genomic comparisons. |
|
Multi-GPU Single Node |
Synomics Studio | Row Analytics | Multi-Omics Biomarker Network Discovery and ValidationSynomics Studio is a new, highly scalable analysis platform that enables researchers and clinicians to discover novelassociations between multiple genotypic, phenotypic and clinical attributes of their patients and their disease risk /therapy responses. |
|
Multi-GPU Single Node |
UGene | Unipro | Open source Smith-Waterman for SSE/ CUDA, Suffix array based repeats finder and dotplot. |
|
Multi-GPU Single Node |
WideLM | Open Source | Fits numerous linear models to a fixed design and response. |
|
Multi-GPU Single Node |
Safety and Security
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
AI-NVR | IronYun | Search in Video |
|
N/A |
Alert | Irvine Sensors | Alert provides people counting and intrusion detection |
|
N/A |
Arvas | VI Dimensions | - |
|
N/A |
Better Tomorrow | Anyvision | Face recognition for multiple industries |
|
Multi-GPU Single Node |
BioSurveillance NEXT, BioFinder | Herta Security | Real time facial recognition and forensic alerts against multiple watchlists. |
|
Multi-GPU Single Node |
Cezurity EVO | Cezurity | Event Observer (EvO): engine for detecting malicious activity on user computers. Centralized detection engine; Event chains; Context; Real-time analysis - Cezurity Cloud: Cloud-based technology for detecting malware. Cezurity Cloud has the flexibility to fit into diverse solutions. Different information can be sent and processed by the server, depending on the needs of each product or solution. For example, Cezurity Cloud is currently used as a subsystem to supply data for the Cezurity EvO detection engine. Cezurity Cloud helps the Anti-Virus Scanner to detect malware. In addition, the technology is used for monitoring and analyzing changes in our APT-D solution designed to detect persistent threats against corporate networks. |
|
Multi-GPU Single Node |
Cylance | Cylance | Advanced AI-based end point malware detection |
|
Multi-GPU Single Node |
Discover Experiencer | Viisights | - |
|
N/A |
Face++ | Megvii | Face Recognition for many verticals |
|
N/A |
FaceControl | VOCORD | Detects and recognizes the faces of people, freely passing-by cameras, providing an instant alert to people on a watchlist, recognizes age and gender, counts people by faces, tags newcomers and regular visitors. The system uses deep neural network algorithms and performs recognition with extremely high accuracy in field applications. |
|
Multi-GPU Single Node |
FindFace Enterprise Server SDK | NTechLab | Powered by Ntechlab face recognition algorithm, FindFace Enterprise Server SDK effectively processes face recognition and works on the client, no biometric data is transferred or stored by NtechLab. It detects and identifies people faces in live video streams and video footage addressing a wide range of business tasks, such as precise people count, demographic information, people flow and client behavior. FindFace Enterprise Server SDK allows for integration into any web, mobile, or desktop application using the cross-platform REST API. The FindFace Enterprise Server SDK 2.0 can be widely applied in a variety cases, including customer analytics, client verification, fraud prevention, hospitality, and access control. |
|
Multi-GPU Single Node |
Glueck Media; Glueck Analytics | Glueck | Deep Learning/Machine Learning based Computer Vision technology enabling understanding of how human feels and perceives the environment around them, focusing on face and people analytics. |
|
Multi-GPU Single Node |
Graydient V (Video) | Giant Grey | Machine learning anomaly detection for enhanced video analytics. |
|
Multi-GPU Single Node |
Ikena Forensic, Ikena Spotlight | MotionDSP | Real-time (render-less) super-resolutionbased video enhancement and redaction software for forensic analysts and law enforcement professionals |
|
Multi-GPU Single Node |
iMotionFocus | iCetana | Intelligent analysis of video on 1,000+ camera streams to significantly filter and reduce the camera streams requiring an operator view. |
|
Multi-GPU Single Node |
innovi | Agent Video Intelligence (Agent Vi) | Agent Video Intelligence’s (Agent Vi) solutions allow users to achieve optimal value from their video surveillance networks by automating video analysis to detect and alert for events of interest, expedite search in recorded video and extract statistical data from the footage captured by surveillance cameras |
|
N/A |
LUNA | VisionLabs | LUNA PLATFORM is a biometric data management system for facial verification and identification. The platform offers a great flexibility to create scenarios of varying complexity for integrated facial recognition on GPU. LUNA SDK, a facial recognition engine developed by VisionLabs, is the core technology of the LUNA PLATFORM. |
|
Multi-GPU Single Node |
Nodeflux IVA | Nodeflux | Nodeflux’s IVA products and services cover wide range of sector including but not limited to smart city, defense and security, traffic management, toll management, store analytic (wholesale and retail), asset and facilities management, advertising, and transportation. |
|
Multi-GPU Single Node |
OpenALPR | OpenALPR | Automatic license plate and vehicle make/ model/year recognition software applied to video streams from IP cameras. |
|
Multi-GPU Single Node |
Recotraffic; Recosecure; Recohospital | Recogine | Intelligent Transportation Systems covering complex multi-modal surface transportation solutions at a regional, sub-regional, corridor and small area level using deep computer vision technologies. |
|
Multi-GPU Single Node |
SenDISA Platform | Sensen Networks | SenSen provides Video-IoT data analytic software solutions targeted at increasing revenue and reducing the cost of operations of customers. SenSen software can process and fuse data from cameras and other sensors like GPS, Radar, and Lidar in real time for parking guidance, parking enforcement, speed enforcement, traffic data analytics and road safety applications. Casinos use SenSen solutions for table game analytic solutions and customer analytics. SenSen solutions are also used in retail, security and tolling applications. |
|
N/A |
SenseFace | Sensetime | Improved security and operations by turning video data into useful information. Based on Video Synopsis technology, Syndex Pro allows users to review hours of video in minutes, while applying search filters for achieving accurate results and faster time-to-target. Data can be processed on-demand or in real time to support a wide range of use cases. |
|
N/A |
XIntelligence XHound XTransport | Xjera Labs | AI-based image and video analytics solution. This solution is ideal for people counting and recognition and vehicle counting for various commercial applications, with proven accuracy, highlevel customization, and robust security. |
|
N/A |
Xpose | Lentix | - |
|
N/A |
Tools and Management
Application name | Company | Product Description | Supported Features | GPU scaling |
---|---|---|---|---|
Allinea Forge | Allinea now owned by ARM Ltd | Allinea Forge Professional provides all you will need to debug, profile and optimize for high performance - from single threads through to complex parallel HPC and scientific codes with MPI, OpenACC, OpenMP, threads or NVIDIA CUDA |
|
Multi-GPU Multi-Node |
Altair PBS Professional | Altair | Fast, powerful workload manager designed to improve productivity, optimize utilization & efficiency, and simplify administration for HPC clusters, clouds and supercomputers. PBS Professional automates job scheduling, management, monitoring and reporting. |
|
Multi-GPU Multi-Node |
Bright Cluster Manager | Bright Computing | Bright Cluster Manager lets you administer clusters as a single entity, provisioning the servers, GPUs, operating system, and workload manager from a unified interface. We make it easy to build an NVIDIA GPU cluster by packaging all the relevant software including CUDA, NVIDIA driver, DCGM, NCCL, and a full deep learning stack. With Bright, you can configure GPUs individually or in groups, which is a real time saver for those with a large cluster. You can even set properties on your NVIDIA GPUs using BrightView. Once up and running, we monitor GPU metrics and run GPU health checks to make sure everything is working as it should. Bright makes managing GPU clusters easy |
|
Multi-GPU Multi-Node |
cmake | Kitware | CMake is an open-source, cross-platform family of tools designed to build, test and package software. CMake is used to control the software compilation process using simple platform and compiler independent configuration files, and generate native makefiles and workspaces that can be used in the compiler environment of your choice. The suite of CMake tools were created by Kitware in response to the need for a powerful, cross-platform build environment for open-source projects. |
|
N/A |
ELPA | Max Planck Institute | The publicly available ELPA library provides highly efficient and highly scalable direct eigensolvers for symmetric matrices. Though especially designed for use for PetaFlop/s applications solving large problem sizes on massively parallel supercomputers, ELPA eigensolvers have proven to be also very efficient for smaller matrices. |
|
Multi-GPU Multi-Node |
HPCtoolkit | Rice University | HPCToolkit is an integrated suite of tools for measurement and analysis of program performance on computers ranging from multicore desktop systems to the nation’s largest supercomputers. |
|
Multi-GPU Multi-Node |
IBM Spectrum LSF | IBM Corporation | IBM Spectrum LSF is a complete workload management solution for demanding HPC environments. Featuring intelligent, policydriven scheduling, it helps organizations to improve competitiveness by accelerating research and design while controlling costs through superior resource utilization and ease of use. Building on over 20 years of experience, IBM Spectrum LSF features a highly scalable and available architecture designed to address the challenge of aligning compute resources with business priorities. With the ability to detect, monitor and schedule GPU enabled workloads to the appropriate resources, IBM Spectrum LSF enables users to easily take advantage of the benefits provided by GPUs |
|
Multi-GPU Multi-Node |
Magma | ICL - University of Tennessee Knoxville | The MAGMA project aims to develop a dense linear algebra library similar to LAPACK but for heterogeneous/hybrid architectures, starting with current “Multicore+GPU” systems. The MAGMA research is based on the idea that, to address the complex challenges of the emerging hybrid environments, optimal software solutions will themselves have to hybridize, combining the strengths of different algorithms within a single framework. Building on this idea, we aim to design linear algebra algorithms and frameworks for hybrid manycore and GPU systems that can enable applications to fully exploit the power that each of the hybrid components offers. |
|
Multi-GPU Single Node |
open|SpeedShop | Krell Institute | Open|SpeedShop (O|SS) is an open source multi-platform performance tool enabling performance analysis of HPC applications running on both single node and large scale platforms. O|SS gathers and displays several types of information to aid in solving performance problems, including: program counter sampling for a quick overview of the applications performance, call path profiling to add caller/callee context and locate critical time consuming paths, access to the machine hardware counter information, input/output tracing for finding I/O performance problems, MPI function call tracing for MPI load imbalance detection, memory analysis, POSIX thread tracing, NVIDIA CUDA analysis, and OpenMP analysis. O|SS offers a command-line interface (CLI), a graphical user interface (GUI) and a python scripting API user interface. |
|
Multi-GPU Multi-Node |
PAPI | ICL - University of Tennessee Knoxville | PAPI provides the tool designer and application engineer with a consistent interface and methodology for use of the performance counter hardware found in most major microprocessors. PAPI enables software engineers to see, in near real time, the relation between software performance and processor events. In addition, PAPI provides access to a collection of components that expose performance measurement opportunites across the hardware and software stack. |
|
Multi-GPU Multi-Node |
Parallware Trainer | Appentra Solutions | Parallware Trainer is the new interactive, real-time editor with GUI features to facilitate the learning, usage, and implementation of parallel programming. Users are actively involved in learning parallel programming through observation, comparison, and hands-on experimentation. Parallware Trainer provides support for widely used parallel programming strategies using OpenACC and OpenMP with execution on multicore processors and GPUs. |
|
N/A |
SLURM | SchedMD | SLURM is a highly configurable open source workload and resource manager. In its simplest configuration, Slurm can be installed and configured in a few minutes. Use of optional plugins provides the functionality needed to satisfy the needs of demanding HPC centers with diverse job types, policies and work flows. Advanced configurations use plug-ins to provide features like accounting, resource limit management, by user or bank account, and support for sophisticated scheduling algorithms. |
|
Multi-GPU Multi-Node |
Taranis | Taranis | Our deep learning engine use bleeding edge math models and hardware platforms on the cloud and has been trained by over 60 expert agronomists providing more than 1,000,000 examples of crop health issues |
|
Multi-GPU Multi-Node |
TAU - Tuning and Analysis Utilities | University of Oregon | TAU is a program and performance analysis tool framework. TAU provides a suite of static and dynamic tools to form an integrated analysis environment for parallel Fortran, C++, C, Java, and Python applications. Also, recent advancements in TAU’s code analysis capabilities have allowed new static tools to be developed, such as an automatic instrumentation tool |
|
Multi-GPU Multi-Node |
Torque MoabTorque Moab | Adaptive Computing | Moab HPC Suite is a workload and resource orchestration platform that automates the scheduling, managing, monitoring, and reporting of HPC workloads on massive scale. TORQUE provides control over batch jobs and distributed computing resources. It is an advanced open-source product based on the original PBS project* and incorporates the best of both community and professional development. |
|
Multi-GPU Multi-Node |
Totalview for HPC | Rogue Wave Software | TotalView for HPC allows simultaneous debug many processes and threads in a single window. Work backwards from failure through reverse debugging, isolating the root cause faster by eliminating repeated restarts of the application. Reproduce difficult problems that occur in concurrent programs that use threads, OpenACC, OpenMP, MPI and CUDA |
|
Multi-GPU Multi-Node |
Univa Grid Engine | Univa | The Univa Grid Engine suite is a leading workload management system. The solution maximizes the use of shared resources in a data center and applies advanced management policy enforcement to deliver results faster, more efficiently, and with lower overall costs. The product suite can be deployed in any technology environment, including containers: onpremise, hybrid or in the cloud. |
|
Multi-GPU Multi-Node |
Vampir | TU Dresden | Vampir provides an easy-to-use framework that enables developers to quickly display and analyze arbitrary program behavior at any level of detail. The tool suite implements optimized event analysis algorithms and customizable displays that enable fast and interactive rendering of very complex performance monitoring data. |
|
Multi-GPU Multi-Node |