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May 31, 2015 · naively: HASHAGGREGATION performs better when the number of groups is small, while SORTAGGREGATION is more efficient in the other case.
In this paper we argue that in terms of cache efficiency, the two paradigms are actually the same. We support our claim by showing that the complexity of ...
Intermediate results from hashing can be processed by sorting routine. Hashing makes key domain more dense– an easier sorting problem! Observation 2 : hashing ...
Apr 24, 2023 · Grouping with Aggregation is one of the most computationally expensive relational database operators. Dominant cost is movement of data.
In this paper we argue that in terms of cache efficiency, the two paradigms are actually the same. We support our claim by showing that the complexity of ...
May 31, 2015 · By recognizing the fact that hashing is sorting, we can construct a single AGGREGATION operator with the advantages of both worlds. As a first ...
Key observation: Hashing is the same as Sorting by hash value! Idea: design an aggregation operator like a Divide'n'Conquer sort.
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Jun 3, 2015 · Key observation: Hashing is the same as Sorting by hash value. General idea: • design an aggregation operator like a Divide'n'Conquer sort ...
At this point, either hashing or a sorting-based aggregation is initiated. The higher the cardinality, the more passes are performed on the data. The framework ...
Mar 17, 2024 · Apache Spark provides two primary methods for performing aggregations: Sort-based aggregation and Hash-based aggregation.