Advanced parallelism, data and partition affinity, and other techniques described in this article provide an essential set of tools that can help streamline offline processing.

本文描述的高级并行机制、数据和分区关联以及其他技术都提供了一组重要工具，使用这些工具可以帮助简化脱机处理。

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If existing XML tools or technologies are similar to the non-XML data processing logic to be developed, you might take an opportunity to XMLize and bridge the non-XML data into the XML field.

如果存在和要开发的非xml数据处理逻辑类似的XML工具或技术，可以利用xml化建立非xml数据到XML领域的桥梁。

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Hadoop is an Apache Software Foundation project that consists of a set of tools for storing and processing large amounts of unstructured data.

Hadoop是一个Apache软件基金会项目，包含一系列用于存储和处理大量非结构化数据的工具集。

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If the company were to actually try to process all of this raw, undifferentiated data using traditional data processing tools, it would soon go bankrupt trying to find those elusive bits of high value content.

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EBay also adopted new tools for big-data processing, such as the open-source software framework Hadoop and a system called Mobius that was developed in its labs.

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Today, the most formidable tools to effectively manage unstructured data include natural language processing, ontologies and data mining, which together support the effective use of unstructured data.

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