From e2ebbedcd31fcf1c59216d00a726333b3efe4f4b Mon Sep 17 00:00:00 2001 From: maxwelltsai Date: Thu, 14 May 2020 16:41:55 +0200 Subject: [PATCH] Updated README.md for TensorFlow --- README.md | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/README.md b/README.md index bf45135..bffe7da 100644 --- a/README.md +++ b/README.md @@ -39,6 +39,7 @@ The application codes that constitute the UEABS are: - [Quantum Espresso](#espresso) - [SHOC](#shoc) - [SPECFEM3D](#specfem3d) +- [TensorFlow](#tensorflow) # ALYA @@ -327,4 +328,18 @@ In many geological models in the context of seismic wave propagation studies (ex - Run instructions: https://repository.prace-ri.eu/git/UEABS/ueabs/blob/r2.1-dev/specfem3d/README.md +# TensorFlow + +TensorFlow (https://www.tensorflow.org) is a popular open-source library for symbolic math and linear algebra, with particular optimization for neural-networks-based machine learning workflow. Maintained by Google, it is widely used for research and production in both the academia and the industry. + +TensorFlow supports a wide variety of hardware platforms (CPUs, GPUs, TPUs), and can be scaled up to utilize multiple compute devices on a single or multiple compute nodes. The main objective of this benchmark is to profile the scaling behavior of TensorFlow on different hardware, and thereby provide a reference baseline of its performance for different sizes of applications. + +There are many open-source datasets available for benchmarking TensorFlow, such as `mnist`, `fashion_mnist`, `cifar`, `imagenet`, and so on. This benchmark suite, however, would like to focus on a scientific research use case. `DeepGalaxy` is a code built with TensorFlow, which uses deep neural network to classify galaxy mergers in the Universe, observed by the Hubble Space Telescope and the Sloan Digital Sky Survey. + +- Website: https://github.com/maxwelltsai/DeepGalaxy +- Code download: https://github.com/maxwelltsai/DeepGalaxy +- [Prerequisites installation](#prerequisites-installation) +- [Test Case A](Testcase_A/README.md) +- [Test Case B](Testcase_B/README.md) +- [Test Case C](Testcase_C/README.md) -- GitLab