Skip to main content
Have a personal or library account? Click to login
The Ocean Tensor Package Cover
Open Access
|Aug 2019

References

  1. Abadi, M, Agarwal, A, Barham, P, Brevdo, E, Chen, Z, Citro, C, Corrado, G S, Davis, A, Dean, J, Devin, M, Ghemawat, S, Goodfellow, I, Harp, A, Irving, G, Isard, M, Jia, Y, Jozefowicz, R, Kaiser, L, Kudlur, M, Levenberg, J, Mané, D, Monga, R, Moore, S, Murray, D, Olah, C, Schuster, M, Shlens, J, Steiner, B, Sutskever, I, Talwar, K, Tucker, P, Vanhoucke, V, Vasudevan, V, Viégas, F, Vinyals, O, Warden, P, Wattenberg, M, Wicke, M, Yu, Y and Zheng, X 2015 TensorFlow: Large-scale machine learning on heterogeneous systems. Software available from tensorflow.org.
  2. Broekema, P C, Mol, J J D, Nijboer, R, van Amesfoort, A S, Brentjens, M A, Loose, G M, Klijn, W F A and Romein, J W 2018 A GPU-based correlator and beamformer for LOFAR. arXiv: 1801.04834. DOI: 10.1016/j.ascom.2018.04.006
  3. Cano, A 2018 A survey on graphic processing unit computating for large-scale data mining. WIREs Data Mining Knowledge discovery, 8: e1232. DOI: 10.1002/widm.1232
  4. Chen, T, Li, M, Li, Y, Lin, M, Wang, N, Wang, M, Xiao, T, Xu, B, Zhang, C and Zhang, Z 2015 MXNet: A flexible and efficient machine learning library for heterogeneous distributed systems. In Neural Information Processing Systems, Workshop on Machine Learning Systems.
  5. Collobert, R, Bengio, S and Marithoz, J 2002 Torch: A modular machine learning software library.
  6. Collobert, R, Kavukcuoglu, K and Farabet, C 2011 Torch7: A Matlab-like environment for machine learning. In BigLearn, NIPS Workshop, number EPFLCONF-192376.
  7. Jia, Y, Shelhamer, E, Donahue, J, Karayev, S, Long, J, Girshick, R, Guadarrama, S and Darrell, T 2014 Caffe: Convolutional architecture for fast feature embedding. In Proceedings of the 22nd ACM International Conference on Multimedia, 675678. DOI: 10.1145/2647868.2654889
  8. Kutzner, C, Páll, S, Fechner, M, Esztermann, A, de Groot, B L and Grubmüller, H 2015 Best bang for your buck: GPU nodes for GROMACS biomolecular simulations. Journal of Computational Chemistry, 36(26): 19902008. DOI: 10.1002/jcc.24030
  9. NVIDIA. GPU-accelerated applications. https://www.nvidia.com/en-us/data-center/gpu-accelerated-applications/catalog/.
  10. Okuta, R, Unno, Y, Nishino, D, Hido, S and Loomis, C 2017 CuPy: A NumPycompatible library for NVIDIA GPU calculations. In Proceedings of Workshop on Machine Learning Systems (LearningSys) in The Thirty-first Annual Conference on Neural Information Processing Systems (NIPS).
  11. Oliphant, T E 2006 A guide to Numpy. Trelgol Publishing.
  12. Paszke, A, Gross, S, Chintala, S, Chanan, G, Yang, E, DeVito, Z, Lin, Z, Desmaison, A, Antiga, L and Lerer, A 2017 Automatic differentiation in PyTorch. In NIPS 2017 Autodiff Workshop.
  13. Shi, L, Liu, W, Zhang, H, Xie, Y and Wang, D 2012 A survey of GPU-based medical image computing techniques. Quantitative Imaging in Medicine and Surgery, 2(3): 188206.
  14. Shi, X, Zheng, Z, Zhou, Y, Jin, H, He, L, Liu, B and Hua, Q-S 2018 Graph processing on GPUs: A survey. ACM Computing Surveys, 50(6): 81: 135. DOI: 10.1145/3128571
  15. Trefethen, L N and Bau, D, III 1997 Numerical Linear Algebra. SIAM. DOI: 10.1137/1.9780898719574
  16. van den Berg, E 2018 The Ocean Tensor Package. Available at https://github.com/ibm/ocean-tensor-package.
  17. Wang, H, Peng, H, Chang, Y and Liang, D 2018 A survey of GPU-based acceleration techniques in mri reconstructions. Quantitative Imaging in Medicine and Surgery, 8(2): 196208. DOI: 10.21037/qims.2018.03.07
  18. Yalamanchili, P, Arshad, U, Mohammed, Z, Garigipati, P, Entschev, P, Kloppenborg, B, James, J and Melonakos, J 2015 ArrayFire – a high performance software library for parallel computing with an easy-to-use API. https://github.com/arrayfire/arrayfire.
DOI: https://doi.org/10.5334/jors.268 | Journal eISSN: 2049-9647
Language: English
Submitted on: Mar 12, 2019
Accepted on: Jul 18, 2019
Published on: Aug 1, 2019
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2019 Ewout van den Berg, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.