Researching the Definition of Good Online | Yahoo Research
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Accordion is a complete re-write of core parts of the HBase server technology, named RegionServer. It improves the server scalability via a better use of RAM. Namely, it accommodates more data in memory and writes to disk less frequently. This manifests in a number of desirable phenomena. With Accordion, they all get improved simultaneously.
We stress-tested Accordion-enabled HBase under a variety of workloads. Our experiments exercised different blends of reads and writes, as well as different key distributions heavy-tailed versus uniform.
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We witnessed performance improvements across the board. Zipf heavy-tailed and Uniform primary key distributions. An HBase region is stored as a sequence of searchable key-value maps.
The topmost is a mutable in-memory store, called MemStore, which absorbs the recent write put operations.
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Once a MemStore overflows, it is flushed to disk, creating a new HFile. HBase adopts multi-versioned concurrency control — that is, MemStore stores all data modifications as separate versions. Multiple versions of one key may therefore reside in MemStore and the HFile tier.
A read get operation, which retrieves the value by key, scans the HFile data in BlockCache, seeking the latest version.
To reduce the number of disk accesses, HFiles are merged in the background. This process, called compaction, removes the redundant cells and creates larger files. However, their traditional design makes no attempt to compact the in-memory data. That said, good conversations do occur online, with people expressing different viewpoints and attempting to inform, convince, or better understand the other side, even if they can get lost among the multitude of unconstructive comments.
At Yahoo Research, we show in recent statistical experiments that automatically identifying and ranking good conversations on top will cultivate a more civil and constructive atmosphere in online communities and potentially encourage participation from more users . In an effort to foster more respectful online discussions and encourage more research among academics surrounding comments, we present the Yahoo News Annotated Comments Corpus YNACC via our data sharing program, Webscope.
The corpus contains K comments from K comment threads posted in response to online news articles, and contains manual annotations for a subset of 2. The annotations include 6 attributes of individual comments: The annotations also include 3 attributes of threads: We call these good conversations ERICs: Opinions expressed as an attempt to elicit a dialogue or persuade.
Comments that seek to contribute some new information or perspective on the relevant topic. A good conversation is determined by how many respectful, engaging, and persuading comments are present.