Serverless linear algebra

Author:

Shankar Vaishaal1,Krauth Karl1,Vodrahalli Kailas2,Pu Qifan3,Recht Benjamin1,Stoica Ion1,Ragan-Kelley Jonathan4,Jonas Eric5,Venkataraman Shivaram6

Affiliation:

1. UC Berkeley

2. Stanford

3. Google

4. MIT CSAIL

5. University of Chicago

6. University of Wisconsin-Madison

Publisher

ACM

Reference41 articles.

1. Communication-Avoiding QR Decomposition for GPUs

2. athena [n.d.]. Amazon Athena. http://aws.amazon.com/athena/. athena [n.d.]. Amazon Athena. http://aws.amazon.com/athena/.

3. aws-lambda-mapred [n.d.]. Serverless Reference Architecture: MapReduce. https://github.com/awslabs/lambda-refarch-mapreduce. aws-lambda-mapred [n.d.]. Serverless Reference Architecture: MapReduce. https://github.com/awslabs/lambda-refarch-mapreduce.

4. Communication-optimal Parallel and Sequential Cholesky Decomposition

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1. Demystifying the Cost of Serverless Computing: Towards a Win-Win Deal;IEEE Transactions on Parallel and Distributed Systems;2024-01

2. A Seer knows best: Auto-tuned object storage shuffling for serverless analytics;Journal of Parallel and Distributed Computing;2024-01

3. MLLess: Achieving cost efficiency in serverless machine learning training;Journal of Parallel and Distributed Computing;2024-01

4. μ: A bolt-on approach for faster and cheaper serverless computing;Proceedings of the 4th Workshop on Resource Disaggregation and Serverless;2023-10-23

5. Hiperwalk: Simulation of Quantum Walks with Heterogeneous High-Performance Computing;2023 IEEE International Conference on Quantum Computing and Engineering (QCE);2023-09-17

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