Accelerating Sparse Data Orchestration via Dynamic Reflexive Tiling

Keyphrases

• Reflexive 100%
• Sparse Data 100%
• Data Orchestration 100%
• Sparsity 60%
• Sparse Tensors 40%
• Tensor Kernel 40%
• Performance Improvement 20%
• Extensor 20%
• Active Regions 20%
• Memory Bottleneck 20%
• Traditional Techniques 20%
• Coordinate Spaces 20%
• Data Reuse 20%
• Memory Overhead 20%
• Operand 20%
• Area Overhead 20%
• Memory Bound 20%
• Higher-order Tensor 20%
• Improvement Potential 20%
• Tensor Algebra 20%
• Low Occupancy 20%
• Sparse Matrix multiplication 20%
• Dynamic Sparsity 20%
• Multiple Priors 20%
• Sparsity-aware 20%
• Tiling Method 20%
• Sparse Tiling 20%

Engineering

• Sparsity 100%
• Prior Art 50%
• Performance Improvement 25%
• Active Region 25%
• Area Overhead 25%
• Matrix Multiplication 25%
• Shape Space 25%

Computer Science

• Sparsity 100%
• Performance Improvement 25%
• Space Coordinate 25%
• Data Reuse 25%
• Memory Bound 25%
• Matrix Multiplication 25%
• Buffer Utilization 25%