Accelerating Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses.
Jeongmin Brian ParkVikram Sharma MailthodyZaid QureshiWen-Mei HwuPublished in: Proc. VLDB Endow. (2024)
Keyphrases
- real time
- random sampling
- graphics hardware
- monte carlo
- storage and retrieval
- parallel implementation
- random access
- data transfer
- storage requirements
- sample size
- data storage
- parallel computing
- file system
- gpu accelerated
- parameter space
- sampling strategy
- storage management
- gpu implementation
- storage media
- parallel processing
- database systems