apache / apache/datasketches-cpp
Study to compare t-Digest and REQ sketch
- 主要语言
- C++
- 星标
- 273
- 派生
- 88
- 平均合并
- 2 天 2 小时
- 30 天内合并 PR
- 8
描述
Compare the performance of t-Digest with the closest competitor in the library, REQ sketch.
REQ sketch is the closest competitor because it prioritizes high rank accuracy (HRA mode) or low rank accuracy (LRA mode), unlike other quantile sketches (KLL, classic) with the same rank error for any rank.
There are a few obvious differences:
- REQ sketch can work with any data type with a comparator, t-Digest is limited to numeric data (floating-point types)
- REQ sketch retains and returns values observed in the input only - no notion of distance (only less than comparison), no interpolation. t-Digest is based on computing means and does interpolation.
- t-Digest prioritizes both high rank and low rank accuracy at the same time with the default scaling function. Perhaps this can be changed with different scaling functions.
贡献指南
调研方向
未指定任何文件、测试或基准测试入口点。定位 t-Digest 和 REQ 的实现,以及任何现有的性能测试框架,然后比较在所述输入类型下 HRA/LRA 和默认缩放的行为;完成的标准是得到一份包含已记录结果的可复现比较。
由索引模型根据 Issue 内容生成。
评估
- 技术栈
- cpp
- 领域
- data, performance
- Issue 类型
- 功能
- 难度
- 5/5
- 预计耗时
- 一周以上
- 活跃度
- 停滞
- 描述清晰度
- 需要澄清
- 新手友好度
- 25/100