Towards optimal placement and scheduling of DNN operations with Pesto

Author:

Hafeez Ubaid Ullah1,Sun Xiao1,Gandhi Anshul1,Liu Zhenhua1

Affiliation:

1. Stony Brook University

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference61 articles.

1. [n.d.]. Amazon EC2 Instance Types. https://aws.amazon.com/ec2/instance-types. Accessed: 2020-11-28. [n.d.]. Amazon EC2 Instance Types. https://aws.amazon.com/ec2/instance-types. Accessed: 2020-11-28.

2. [n.d.]. NVIDIA V100 TENSOR CORE GPUs. https://www.nvidia.com/en-us/data-center/v100/. Accessed: 2020-11-28. [n.d.]. NVIDIA V100 TENSOR CORE GPUs. https://www.nvidia.com/en-us/data-center/v100/. Accessed: 2020-11-28.

3. [n.d.]. NVLINK FABRIC: A FASTER MORE SCALABLE INTERCONNECT. https://www.nvidia.com/en-us/data-center/nvlink/. [n.d.]. NVLINK FABRIC: A FASTER MORE SCALABLE INTERCONNECT. https://www.nvidia.com/en-us/data-center/nvlink/.

4. [n.d.]. Pesto Source-code. https://github.com/PACELab/TF-Pesto. Accessed: 2020-11-28. [n.d.]. Pesto Source-code. https://github.com/PACELab/TF-Pesto. Accessed: 2020-11-28.

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