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DiffLex: A high-performance, memory-efficient and NUMA-aware learned index using differentiated management
Learned indexes that utilize machine learning models can offer significant performance
advantages over traditional indexes. However, existing learned indexes suffer from space …
advantages over traditional indexes. However, existing learned indexes suffer from space …
Hash & adjust: Competitive demand-aware consistent hashing
Distributed systems often serve dynamic workloads and resource demands evolve over
time. Such a temporal behavior stands in contrast to the static and demand-oblivious nature …
time. Such a temporal behavior stands in contrast to the static and demand-oblivious nature …
A Universal Sketch for Estimating Heavy Hitters and Per-Element Frequency Moments in Data Streams with Bounded Deletions
In the field of data stream processing, there are two prevalent models, ie, insertion-only, and
turnstile models. Most previous works were proposed for the insertion-only model, which …
turnstile models. Most previous works were proposed for the insertion-only model, which …
DISCO: A Dynamically Configurable Sketch Framework in Skewed Data Streams
Sketches have gained popularity as effective methods for estimating frequency in data
streams, and optimizing their accuracy is critical in many applications. However, while …
streams, and optimizing their accuracy is critical in many applications. However, while …
Investigation of Adaptive Hotspot-Aware Indexes for Oscillating Write-Heavy and Read-Heavy Workloads--An Experimental Study
HTAP systems are designed to handle transactional and analytical workloads. Besides a
mixed workload at any given time, the workload can also change over time. A popular kind …
mixed workload at any given time, the workload can also change over time. A popular kind …
The AHA-Tree: An Adaptive Index for HTAP Workloads
In this demo, we realize data indexes that can morph from being write-optimized at times to
being read-optimized at other times nonstop with zero-down time during the workload …
being read-optimized at other times nonstop with zero-down time during the workload …
[PDF][PDF] Is Perfect Hashing Practical for OLAP Systems?
ABSTRACT A perfect hash function (PHF) maps a set of keys to a range of integers with no
collisions. Compared to conventional hash methods, PHFs are attractive for their low space …
collisions. Compared to conventional hash methods, PHFs are attractive for their low space …
[PDF][PDF] Automatic Synthesis of Specialized Hash Functions
This paper introduces a technique for synthesizing hash functions specialized to particular
byte formats. This code generation method leverages three prevalent patterns:(i) fixed …
byte formats. This code generation method leverages three prevalent patterns:(i) fixed …