344 lines
19 KiB
Org Mode
344 lines
19 KiB
Org Mode
#+TITLE: Modularity & Abstraction (working title)
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#+AUTHOR: Chris Hodapp
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#+DATE: April 20, 2017
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#+TAGS: technobabble
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# Why don't I turn this into a paper for arXiv too? It can still be
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# posted to the blog (just also make it exportable to LaTeX perhaps)
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_Modularity_ and _abstraction_ feature prominently wherever computers
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are involved. This is meant very broadly: it applies to designing
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software, using software, integrating software, and to a lot of
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hardware as well. It applies elsewhere, and almost certainly
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originated there first, however, it appears to be particularly
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crucial around software.
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Definitions, though, are a bit vague (including anything in this
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post). My goal in this post isn't to try to (re)define them, but to
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explain a bit of their essence, and expand on a few theses:
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- Modularity arises naturally in a wide array of places.
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- Modularity and abstraction are intrinsically connected.
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- Whether a given modularization makes sense depends strongly on
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meaning and relevance of *information* inside and outside of
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modules, and broad context matters to those.
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* Why?
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People generally agree that "modularity" is good. The idea that
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something complex can be designed and understood in terms of smaller,
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simpler pieces comes naturally to anyone that has built something out
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of smaller pieces or taken something apart. It runs very deep in the
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Unix philosophy, which ESR gives a good overview of in [[http://www.catb.org/~esr/writings/taoup/html/ch01s06.html][The Art of Unix
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Programming]] (or, listen to it from [[https://youtu.be/tc4ROCJYbm0?t%3D248][Kernighan himself]] at Bell Labs in
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1982.)
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Tim Berners-Lee gives some practical limitations in [[https://www.w3.org/DesignIssues/Principles.html][Principles of
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Design]] and in [[https://www.w3.org/DesignIssues/Modularity.html][Modularity]]: "Modular design hinges on the simplicity and
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abstract nature of the interface definition between the modules. A
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design in which the insides of each module need to know all about each
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other is not a modular design but an arbitrary partitioning of the
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bits... It is not only necessary to make sure your own system is
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designed to be made of modular parts. It is also necessary to realize
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that your own system, no matter how big and wonderful it seems now,
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should always be designed to be a part of another larger system." Les
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Hatton in [[http://www.leshatton.org/TAIC2008-29-08-2008.html][The role of empiricism in improving the reliability of
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future software]] even did an interesting derivation tying the defect
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density in software to how it is broken into pieces. The 1972 paper
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[[https://www.cs.virginia.edu/~eos/cs651/papers/parnas72.pdf][On the Criteria to be Used in Decomposing System into Modules]] cites a
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1970 textbook on why modularity is important in systems programming,
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but also notes that nothing is said on how to divide a systems into
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modules.
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"Abstraction" doesn't have quite the same consensus. In software, it's
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generally understood that decoupled or loosely-coupled is better than
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tightly-coupled, but at the same time, "abstraction" can have the
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connotation of something that gets in the way, adds overhead, and
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confuses things. Dijkstra, in one of few instances of not being
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snarky, allegedly said, "Being abstract is something profoundly
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different from being vague. The purpose of abstraction is not to be
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vague, but to create a new semantic level in which one can be
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absolutely precise." Joel Spolsky, in one of few instances of me
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actually caring what he said, also has a blog post from 2002 on the
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[[https://www.joelonsoftware.com/2002/11/11/the-law-of-leaky-abstractions/][Law of Leaky Abstractions]]. The [[https://en.wikipedia.org/wiki/Principle_of_least_privilege][principle of least privilege]] is
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likewise a thing. So, abstraction too has its practical and
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theoretical limitations.
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* How They Relate
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I bring these up together because: *abstractions* are the boundaries
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between *modules*, and the communication channels (APIs, languages,
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interfaces, protocols) through which they talk. It need not
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necessarily be a standardized interface or a well-documented boundary,
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though that helps.
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Available abstractions vary. They vary by, for instance:
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- ...what language you choose. Consider, for instance, that a language
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like Haskell contains various abstractions done largely within the
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type system that cannot be expressed in many other languages.
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Languages like Python, Ruby, or JavaScript might have various
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abstractions meaningful only in the context of dynamic typing. Some
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languages more readily permit the creation of new abstractions, and
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this might lead to a broader range of abstractions implemented in
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libraries.
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- ...the operating system and its standard library. What is a
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process? What is a thread? What is a dynamic library? What is a
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filesystem? What is a file? What is a block device? What is a
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socket? What is a virtual machine? What is a bus? What is a
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commandline?
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- ...the time period. How many of the abstractions named above were
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around or viable in 1970, 1980, 1990, 2000? In the opposite
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direction, when did you last use that lovely standardized protocol,
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[[https://en.wikipedia.org/wiki/Common_Gateway_Interface][CGI]], to let your web application and your web server communicate,
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use [[https://en.wikipedia.org/wiki/PHIGS][PHIGS]] to render graphics, or access a large multiuser system
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via hard-wired terminals?
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As such: Possible ways to modularize things vary. It may make no
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sense that certain ways of modularization even can or should exist
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until it's been done other ways hundreds or thousands of times.
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Other terms are related too. "Loosely-coupled" (or loose coupling)
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and "tightly-coupled" refer to the sort of abstractions sitting
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between modules, or whether or not there even are separate modules.
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"Decoupling" involves changing the relationship between modules
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(sometimes, creating them in the first place), typically splitting
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things into two more sensible pieces that a more sensible abstraction
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separates. "Factoring out" is really a form of decoupling in which
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smaller parts of something are turned into a module which the original
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thing then interfaces with (one canonical example is taking some bits
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of code, often that are very similar or identical in many places, and
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moving them into a single function). To say one has "abstracted over"
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some details implies that a module is handling those details, that the
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details shouldn't matter, and what does matter is the abstraction one
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is using.
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# -----
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Consider the information this module deals in, in essence.
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What is the most general form this information could be expressed in,
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without being so general as to encompass other things that are
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irrelevant or so low-level as to needlessly constrain the possible
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contexts?
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(Aristotle's theory of definitions?)
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# -----
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In a practical sense: Where someone "factors out" something that
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occurs in similar or identical form in multiple places (incidentally,
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"decouples" also works fine as a term), they're often creating a
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module (from what was factored out) and some number of abstractions
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(from the break that created). Consider some examples:
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- Some configurable functionality in a larger application is extracted
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out into a system of plugins. The details of the application are
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abstracted over (as far as the plugin cares), and the details of the
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plugin are abstracted over (as far as the application cares). The
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API that the application and plugins use to communicate is the new
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abstraction now available. The plugins are modules, and the
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application itself is a module of a different sort. (Witness that
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sometimes another application will implement the same plugin API.)
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It has a very pragmatic reason behind it: When something is a module
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unto itself, presumably it is relying on specific abstractions, and it
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is possible to freely change this module's internal details (provided
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that it still handles the same abstractions), to move this module to
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other contexts (anything providing the same abstractions), to replace
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it with other modules (anything using the same abstractions).
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It also has a more abstract reason: When something is a module unto
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itself, the way it is designed and implemented often presents more
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insight into the fundamentals of the problem it is solving. It
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contains fewer incidental details, and more essential details.
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# -------
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* Less-Conventional Examples
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One thing I've watched with some interest is when new abstractions
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emerge (or, perhaps, old ones become more widespread) to solve
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problems that I wasn't even aware existed.
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[[https://circleci.com/blog/it-really-is-the-future/][It really is the future]] talks about a lot of more recent forms of
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modularity, most of which are beyond me and were completely unheard-of
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in, say, 2010. [[https://www.functionalgeekery.com/episode-75-eric-b-merritt/][Functional Geekery episode 75]] talks about many similar
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things.
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[[https://jupyter.org/][Jupyter Notebook]] is one of my favorites here. It provides a notebook
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interface (similar to something like Maple or Mathematica) which:
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- allows the notebook to use various different programming languages
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underneath,
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- decouples where the notebook is used and where it is running, due to
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being implemented as a web application accessed through the browser,
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- decouples the presentation of a stored notebook from Jupyter itself
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by using a [[https://nbformat.readthedocs.io/en/latest/][JSON-based file format]] which can be rendered without
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Jupyter (like GitHub does if you commit a .ipynb file).
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I love notebook interfaces already because they simplify experimenting
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by handling a lot of things I'd otherwise have to do manually - like
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saving results and keeping them lined up with the exact code that
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produced them. Jupyter adds some other use-cases I find marvelous -
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for instance, I can let the interpreter run on my much faster
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workstation, but I can access it across the Internet from my much
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slower laptop.
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[[https://zeppelin.apache.org/][Apache Zeppelin]] does similar things with different languages; I just
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use it less.
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Another favorite of mine is [[https://nixos.org/nix/][Nix]]. One excellent article, [[http://blog.ezyang.com/2014/08/the-fundamental-problem-of-programming-language-package-management/][The
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fundamental problem of programming language package management]],
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doesn't ever mention Nix but does a great job explaining the sorts of
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problems it exists to solve. To be able to combine nearly all of the
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programming-language specific package managers into a single module is
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a very lofty goal, but Nix appears to do a decent job of it.
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The [[https://www.lua.org/][Lua]] programming language is noteworthy here. It's written in
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clean C with minimal dependencies, so it runs nearly anywhere that a C
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or C++ compiler targets. It's purposely very easy both to *embed*
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(i.e. to put inside of a program and use as an extension language,
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such as for plugins or scripting) and to *extend* (i.e. to connect
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with libraries to allow their functionality to be used from Lua). [[https://www.gnu.org/software/guile/][GNU
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Guile]] has many of the same properties, I'm told.
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We ordinarily think of object systems as something living in the
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programming language. However, the object system is sometimes made a
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module that is outside of the programming language, and languages just
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interact with it. [[https://en.wikipedia.org/wiki/GObject][GObject]], [[https://en.wikipedia.org/wiki/Component_Object_Model][COM]], and [[https://en.wikipedia.org/wiki/XPCOM][XPCOM]] do this, and to some
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extent, so does [[https://en.wikipedia.org/wiki/Meta-object_System][Qt & MOC]] - and there are probably hundreds of others,
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particularly if you allow dead ones created during the object-oriented
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hype of the '90s. This seems to happen in systems where the object
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hierarchy is in effect "bigger" than the language.
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ZeroMQ is also notable here (and I know it's likely not unique, but it
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is one of the better-known and the first I thought of) as a set of
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cross-language abstractions for communication patterns.
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Interestingly, the same iMatix behind ZeroMQ also created [[https://github.com/imatix/gsl][GSL]] and
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explained its value in [[https://imatix-legacy.github.io/mop/introduction.html][Model-Oriented Programming]], for which
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abstraction features heavily. I've not used GSL, and am skeptical of
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its stated usefulness, but it looks like it is meant to help create
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compile-time abstractions that likewise sit outside of any particular
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programming language.
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# TODO: Expand on this.
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[[https://web.hypothes.is/][hypothes.is]] is a curious one that I find fascinating. They're trying
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to factor out annotation and commenting from something that is handled
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on a per-webpage basis and turn it into its own module, and I really
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like what I've seen.
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The Unix tradition lives on in certain modern tools. [[https://stedolan.github.io/jq/][jq]] has proven
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very useful anytime I've had to mess with JSON data. [[http://www.dest-unreach.org/socat/][socat]] and [[http://netcat.sourceforge.net/][netcat]]
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have saved me numerous times. I'm sure certain people love the fact
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that [[https://neovim.io/][Neovim]] is designed to be seamlessly embedded and to extend with
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plugins. [[https://suckless.org/philosophy][suckless]] perhaps takes it too far, but gets an honorary
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mention...
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# ???
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# Also, TCP/IP and the entire notion of packet-switched networks.
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# And the entire OSI 7-layer model.
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# Also, caches - of all types. (CPU, disk...)
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People know that I love Emacs, but I also do believe many of the
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complaints on how large it is. On the one hand, it is basically its
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own operating system and /within this/ it has considerable modularity.
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On the other hand, I already have a perfectly usable operating system
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underneath, and it can make SSH tunnels instead of requiring that my
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editor have [[https://www.gnu.org/software/tramp/][its own explicit support]] for them.
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Consider [[https://research.google.com/pubs/pub43146.html][Machine Learning: The High Interest Credit Card of Technical Debt]],
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a paper that anyone working around machine learning should read and
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re-read regularly. Large parts of the paper are about ways in which
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machine learning conflicts with proper modularity and abstraction.
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(However, [[https://colah.github.io/posts/2015-09-NN-Types-FP/][Neural Networks, Types, and Functional Programming]] is still
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a good post and shows some sorts of abstraction that still exist
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at least in neural networks.)
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[[https://clojurefun.wordpress.com/2012/08/17/composition-over-convention/][Composition over convention]] is an important read on why /frameworks/
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can also run completely counter to modularity.
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Submitted without further comment:
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https://github.com/stevemao/left-pad/issues/4
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* Fragments
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- Abstracting over...
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- Multiple applications
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- Multiple users
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- Multiple CPUs
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- Multiple hosts
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- [[Notes - Paper, 2016-11-13]]
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- Any Plan 9 papers? (Will have to dig deep in the archives)
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- http://plan9.bell-labs.com/sys/doc/
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- Link is now down
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- Tanenbaum vs. Linus war & microkernels
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- TBL: "The choice of language is a common design choice. The low
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power end of the scale is typically simpler to design, implement and
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use, but the high power end of the scale has all the attraction of
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being an open-ended hook into which anything can be placed: a door
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to uses bounded only by the imagination of the programmer. Computer
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Science in the 1960s to 80s spent a lot of effort making languages
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which were as powerful as possible. Nowadays we have to appreciate
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the reasons for picking not the most powerful solution but the least
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powerful. The reason for this is that the less powerful the
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language, the more you can do with the data stored in that
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language. If you write it in a simple declarative from, anyone can
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write a program to analyze it in many ways." (Languages are a kind
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of abstraction - one that influences how a module is written, and
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what contexts it is useful in.)
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- "Self" paper & structural reification?
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- I'm still not sure how this relates, but it may perhaps relate to
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how *not* to make things modular (structural reification is a sort
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of check on the scope of objects/classes)
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- What by Rich Hickey?
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- Simple Made Easy?
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- The Value of Values?
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- SICP: [[https://mitpress.mit.edu/sites/default/files/sicp/full-text/book/book-Z-H-19.html#%25_chap_3][Modularity, Objects, and State]]
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- [[https://www.cs.utexas.edu/~wcook/Drafts/2009/essay.pdf][On Understanding Data Abstraction, Revisited]]
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- http://www.catb.org/~esr/writings/taoup/html/apb.html#Baldwin-Clark -
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Carliss Baldwin and Kim Clark. Design Rules, Vol 1: The Power of
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Modularity. 2000. MIT Press. ISBN 0-262-024667.
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- Brooks, No Silver Bullet?
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- https://en.wikipedia.org/wiki/Essential_complexity
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- https://twitter.com/fchollet/status/962074070513631232
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- How does this fit with /composition/? Does it?
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- The ability to sensibly compose things depends on them having some
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sort of well-defined, compatible boundary - right?
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- Note also /decomposition/ here, as in /decomposing/ something into
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parts.
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- [[https://en.wikipedia.org/wiki/Cross-cutting_concern][Cross-cutting concerns]], [[https://en.wikipedia.org/wiki/Aspect-oriented_programming][aspect-oriented programming]] (as an attempt
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to take tangled things and pull them into modules)
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- [[https://en.wikipedia.org/wiki/Separation_of_concerns][Separation of Concerns]]
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- Abstraction as an information channel... module as a what?
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- Even in DOS days, simple abstractions mattered like making something
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behave like a hard drive or like a filesystem in DOS. Things like
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DriveSpace/DoubleSpace/Stacker worked well enough because most
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applications were written to respect DOS's file access calls.
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Things like HIMEM, EMM386, and QEMM worked reasonably well because
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applications were written to respect DOS's dumpster fire of memory
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management that I am eternally lucky to never have to touch again.
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- One point I have ignored (maybe): You clearly separate the 'inside'
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of a module (its implementation) from the 'outside' (that is - its
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boundaries, the abstractions that it interfaces with or that it
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implements) so that the 'inside' can change more or less freely
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without having any effect on the outside.
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- Abstractions as _contracts_ with a communicated/agreed purpose
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- Abstractions as a way of reducing the work required to add
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functionality (changes can be made just in the relevant modules, and
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other modules do not need to change to conform)
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- What is more key? Communication, information content, contracts,
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details?
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- [[https://en.wikipedia.org/wiki/Abstraction_principle_(computer_programming)][Abstraction principle]]
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- Reduce duplication of information
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- [[https://en.wikipedia.org/wiki/Don%2527t_repeat_yourself][Don't repeat yourself]]
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- [[https://simplyphilosophy.org/study/aristotles-definitions/][Aristotle & theory of definitions]]
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- this isn't right. I need to find the quote in the Durant book
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(which will probably have an actual source) that pertains to how
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specific and how general a definition must be
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