· Machine learning models or AI models - hpc:format A models can be saved model, protobuf, onnx, h5, .caffemodel, etc. format. - hpc:isTunable Whether a model can be tuned during the runtime - hpc:params configurable parameters for this model - hpc:machineLearningFramework framework like TF, PyTorch, MXNet, etc. used to …

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 · With high performance computing (HPC) continues evolving, high performance microprocessor, which is the key building block of super computer, becomes the jewel in the crown of HPC. To this end, we propose MT-3000, a heterogeneous multi-zone processor for HPC, which is entirely designed and implemented by National University of Defense …

 · Performance model. There is a wide range of completely different things coined under the term performance model. Here we adopt "the physics way" of using models in computer science, specifically for the interaction between hardware and software. A model in this sense is a "mathematical description" based on a simplified machine model ...

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 · The halo model provides a single self-consistent framework for modelling and interpretting all these observations. The purpose of this review is twofold. The first is to outline the principles which underly the halo approach. The second is to compare the predictions of this approach with results from simulations and observations.

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 · In the White & Rees based models, different galaxy types populate different halos. Therefore, the halo based approach provides a simple and natural way of modelling the dependence of galaxy clustering on galaxy type in these models. It is also the natural way of modelling the difference between the clustering of galaxies relative to dark matter.

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 · Physics-based simulations, that staple of traditional HPC, may be evolving toward an emerging, AI-based technique that could radically accelerate simulation runs while cutting costs. Called "surrogate machine learning models," the topic was a focal point in a keynote on Tuesday at the International Conference on Parallel Processing by Argonne …

 · A halo vehicle (or halo model) in automobile marketing is one designed and marketed to showcase the talents and resources of the manufacturers and to promote sales of other vehicles within a marque. Car companies often design a special vehicle, usually a luxury or sports model, with the hope that customers will come to dealerships to see it, …

 · The halo model is a successful framework for describing the distribution of matter in the Universe -- from weak lensing observables to galaxy 2-point correlation functions.

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 · We demonstrate this by fitting the halo model to power spectra from the OWLS (OverWhelmingly Large Simulations) hydrodynamical simulation suite via parameters that govern halo internal structure ...

 · Abstract: We review the formalism and applications of the halo-based description of nonlinear gravitational clustering. In this approach, all mass is associated …

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