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Classroom Contents
ROLEX - A Scalable RDMA-oriented Learned Key-Value Store for Disaggregated Memory Systems
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- 1 Intro
- 2 Disaggregated Memory Systems (DMS)
- 3 Computing Bottleneck
- 4 Overloaded Bandwidth
- 5 Inconsistency Issues
- 6 Memory Pool Stores Data
- 7 Learned Model - Piecewise Linear Regression Models
- 8 Learned Model - Leaf Table
- 9 Asynchronous Retraining - Consistency Guarantee
- 10 Experimental Setup
- 11 Performance on YCSB
- 12 Scale with CPU cores on compute nodes
- 13 Training Latency
- 14 Memory Overhead
