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Distributed SVD.pdf

2208.08410.pdf
Preview of Distributed SVD
🔗 Source: arxiv.org
📊 Size: 1.11 MB
📄 Pages: 8 pages
⬇️ Downloads: 135

Summary

Distributed Out-of-Memory SVD on CPU/GPU architectures is proposed, using a power method for truncated SVD, reducing memory complexity by computing intermediate factors block by block, and hiding I/O latency with CUDA streams and NCCL communicators, achieving good scaling and successfully decomposing dense matrices of size 1TB and sparse matrices of size 128 PB with 1e-6 sparsity.

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Description

Distributed Out-of-Memory SVD on CPU/GPU architectures is proposed, using a power method for truncated SVD, reducing memory complexity by computing...

Technical Information

  • File Format: PDF
  • File Size: 1.11 MB
  • Pages: 8
  • Language: EN
  • Total Downloads: 135
  • Last Updated: 2 weeks ago

Document Overview

This PDF document about Distributed SVD provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Distributed SVD.

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