Configuration,J2EE通天塔的混乱之源

博客指出Java应用程序获取配置信息方式多样、配置文件安排无序。强调配置对架构整合的重要性,提出应基于数据‘结构’形成统一抽象的配置,还类比了Windows注册表,指出其不足,认为配置接口应简洁。

Java应用程序获得配置信息的方式可谓千奇百怪,配置文件的安排也毫无章法,每个人或许都有自己的一套读/写配置信息的习惯做法。“如果应用程序体系结构是巴别塔,配置就是让巴别塔项目陷于混乱的‘语言’。”

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If architecture were to be the tower of babel, configuration is its language

Satya Komatineni (November 25, 2003 7:37AM PT)
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As the story goes God devised multiple languages so that men can't build sturctures that span to the heavens. In our small world of programming architectures the men and women of the world are quite busy (with out much help from any Overseer) constructing a confusion of their own. The name of this confusion is called "Configuration".

The larger and more complex an architecture is the simpler its constituents need be. That means the key for complex programs are pluggable parts or pluggable functionality at run time. Almost like a self-evolving system. The key to accomplishing such a composition is configuration. We seem to invent for every configuration need a different configuration api.

Sometimes configuration is read from properties files. Some times from XML files. Sometimes from System.properties. Sometimes passed in as a properties object. Sometimes read from multiple config files. Sometimes libraries use a different confgiuration than applications.

Such diversity of configurations exists because it is fairly easy to read configuration at run time. So it is left to the individual programs and components to determine their own needs.

But I am realizing more and more that it is the configuration that holds an architecture together. When there all the parts and containers use the same understanding of a configuration then it is lot more easier to integrate parts from varieties of sources and manage them well. The key to this understanding is to arrive at a unified abstraction for configuration that is based on the "structure" of the data rather than the form. This insight is as important as knowing the difference between XML and an InfoSet.

Once the configuration is perceived as a hierarchical set of data nodes that are not tied to implementation, then it offers a great flexibility to know that every component and part in an application can use the simplest of the APIs to realize their configuration needs. Having an interface to configuration is very important as all the components of an application, including the container can use the same api.

You might parallel this to a windows Registry. It is subtly diffrent from a windows Registry. Befor going there let me say the only good thing I can say about windows Registry. Registry allowed "COM" components to succeed and florish. With out this common understanding it would have been difficult to accomplish to interoperate. Now the problem with Registry is not because it is one big blog, but because it is not an interface. Had that been an interface, application would have been able to pick and choose where to keep their own configuration without interfering with the rest. The second improvement is that this interface needs to be small.

Some of these aspects are discussed in greater detail at the following article at the following O'Reilly link

A Simplified Configuration Service

根据原作 https://pan.quark.cn/s/459657bcfd45 的码改编 Classic-ML-Methods-Algo 引言 建立这个项目,是为了梳理和总结传统机器学习(Machine Learning)方法(methods)或者算法(algo),和各位同仁相互学习交流. 现在的深度学习本质上来自于传统的神经网络模型,很大程度上是传统机器学习的延续,同时也在不少时候需要结合传统方法来实现. 任何机器学习方法基本的流程结构都是通用的;使用的评价方法也基本通用;使用的一些数学知识也是通用的. 本文在梳理传统机器学习方法算法的同时也会顺便补充这些流程,数学上的知识以供参考. 机器学习 机器学习是人工智能(Artificial Intelligence)的一个分支,也是实现人工智能最重要的手段.区别于传统的基于规则(rule-based)的算法,机器学习可以从数据中获取知识,从而实现规定的任务[Ian Goodfellow and Yoshua Bengio and Aaron Courville的Deep Learning].这些知识可以分为四种: 总结(summarization) 预测(prediction) 估计(estimation) 假想验证(hypothesis testing) 机器学习主要关心的是预测[Varian在Big Data : New Tricks for Econometrics],预测的可以是连续性的输出变量,分类,聚类或者物品之间的有趣关联. 机器学习分类 根据数据配置(setting,是否有标签,可以是连续的也可以是离散的)和任务目标,我们可以将机器学习方法分为四种: 无监督(unsupervised) 训练数据没有给定...
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