Accelerating Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses.
Jeongmin Brian ParkVikram Sharma MailthodyZaid QureshiWen-Mei HwuPublished in: CoRR (2023)
Keyphrases
- real time
- storage media
- application programs
- data storage
- sampling strategy
- parallel computing
- storage and retrieval
- storage space
- random sampling
- storage requirements
- access patterns
- file system
- monte carlo
- sampling algorithm
- aggregation operators
- sample size
- multi dimensional
- storage management
- external data
- data transfer
- disk accesses
- real time rendering
- gpu implementation
- memory access
- storage systems
- processing units
- website