Skew resistance PID device and processing method
The skew-resistant PID device and method address load imbalance in PID-Join algorithms by duplicating Join keys on banks and ranks, optimizing data distribution, and performing set-aware partitioning to enhance parallel processing performance and efficiency.
Patent Information
- Authority / Receiving Office
- JP · JP
- Patent Type
- Applications
- Current Assignee / Owner
- IND ACADEMIC COOP FOUND YONSEI UNIV
- Filing Date
- 2025-02-19
- Publication Date
- 2026-05-15
AI Technical Summary
Existing PID-Join algorithms suffer from reduced performance and scalability due to load imbalance caused by skewed input tables, which leads to some IDPs processing data while others remain idle.
A skew-resistant PID device and processing method that duplicates Join keys on a bank and rank basis, determines an optimal replication ratio through a cost model, and performs Bank and Rank Set-aware Partitioning to distribute data evenly among IDPs, using a Host-to-DIMM scatter operation and All-to-All Inter-IDP Shuffle to ensure balanced processing.
Improves parallel processing performance by reducing load imbalance and optimizing data distribution, resulting in faster and more efficient Join operations even with skewed data distributions.
Smart Images

Figure 2026079660000001_ABST