Perspectives

Author:

Bernstein Gilbert Louis1,Kjolstad Fredrik2

Affiliation:

1. Stanford University

2. Massachusetts Institute of Technology, Cambridge, MA

Abstract

Writing highly performant simulations requires a lot of human effort to optimize for an increasingly diverse set of hardware platforms, such as multi-core CPUs, GPUs, and distributed machines. Since these optimizations cut across both the design of geometric data structures and numerical linear algebra, code reusability and portability is frequently sacrificed for performance. We believe the key to make simulation programmers more productive at developing portable and performant code is to introduce new linguistic abstractions, as in rendering and image processing. In this perspective, we distill the core ideas from our two languages, Ebb and Simit, that are published in this journal.

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Graphics and Computer-Aided Design

Reference12 articles.

1. Martin Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin and others. 2016. TensorFlow: Large-scale machine learning on heterogeneous distributed systems. arXiv preprint arXiv:1603.04467 (2016). Martin Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin and others. 2016. TensorFlow: Large-scale machine learning on heterogeneous distributed systems. arXiv preprint arXiv:1603.04467 (2016).

2. Ebb

3. A relational model of data for large shared data banks

4. Ronan Collobert Clement Farabet Koray Kavukcuoglu Soumith Chintala and others. 2016. torch: A Scientific Computing Framework for LUAJIT. Retrieved from http://torch.ch. Ronan Collobert Clement Farabet Koray Kavukcuoglu Soumith Chintala and others. 2016. torch: A Scientific Computing Framework for LUAJIT. Retrieved from http://torch.ch.

5. CUDA Nvidia. 2008. Programming guide. (2008). CUDA Nvidia. 2008. Programming guide. (2008).

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