![]() Logic circuits are the building blocks of computers. This demonstration is an example of how machine learning methods can be integrated into traditional numerical simulations, replace prognostic equations, and preserve overall simulation stability without significantly affecting the time to solution. Learn how SmartSim can be used to do hands-on experimentation with and, or, and other logic components. SmartSim Sim Services hat eine einzigartige Multi-Netzwerk Prepaid IoT SIM-Karte entwickelt die SmartSim. The root-mean-square of the error in EKE (as compared to an eddy-resolving simulation) is 20% lower when using the ML-prediction than the previous state of the art. Important: Non-SmartSIM USA phones will work on SmartSIM USA ‘s 3G / 4G if they support Band II (1900) and/or Band IV (1700/2100) SmartSIM USA data & APN settings When you get a new phone, services like the internet and picture messaging just work. The inferences are used to predict the oceanic eddy kinetic energy (EKE), which is a variable that is used to tune different turbulence closures in the model and thus directly affects the simulation. In total, 970 billion inferences are collectively served by running the ensemble for a total of 120 simulated years. We demonstrate the capability of SmartSim by using it to run a 12-member ensemble of global-scale, high-resolution ocean simulations, each spanning 19 compute nodes, all communicating with the same ML architecture at each simulation timestep. In this paper, we detail the SmartSim architecture and provide benchmarks including online inference with a shared ML model, EKE-ResNet, on heterogeneous HPC systems. Click on the image below to view this explainer video on the the Music2Go Marketing simulation. SmartSim is a library dedicated to enabling online analysis and Machine Learning (ML) for high performance, numerical simulations. Student Tutorial Videos for the Music2Go Marketing Simulation. We demonstrate the first climate-scale, numerical ocean simulations improved through distributed, online inference of Deep Neural Networks (DNN) using SmartSim. ![]()
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