Jack Herrington, who wrote
the excellent Code
Generation In Action
, has a couple of newish
up on java.net.

I’ve linked to them here both because they’re well worth
reading and learning from, and because there is something that has been
bothering me since I read a draft of Code Generation in Action. The first
line of Jack’s java.net article captures it. Here’s the full
first paragraph for context:

  Code generation is a key new trend in engineering, one that you need to
  understand well.  The reason is simple: today's modern frameworks are
  extremely code-intensive. Using a code generator to build the code for
  you can save you a lot of time, both in writing the code and fixing the
  inevitable bugs that spring from swathes of hand-written code.

And, later in the article, Jack’s definition of code generation:

  Code generation is using one application to build code for
  another application.

So, code generation is the automation of code creation for the purpose of
reducing defects and increasing developer productivity. Defect reduction is
largely what inspired John Mauchly in 1949 to create “Short Code”,
which had to be hand-compiled to machine code. Its purpose was to allow
developers to think at a higher level and to avoid the 1s and 0s of machine
code while programming. Afterward, Grace Hopper
took this to the next logical level, and in 1951, created the first
compiler. Developers could think and write code at a higher level and the
computer would generate machine code for them. I’m no historian, but
this appears to be the first concrete example of code generation. And, even
in 1951, its goals were the same as today: faster, less defect-ridden

This is not all to say that there isn’t really something
‘new’ going on now. I think what feels ‘new’ to
Jack is that he and others have recognized that it’s time to shift a
little further up the value chain (again). Java and .NET provide suitable
plumbing, but there’s no need to think at that low a level for many
of today’s application development needs. Naked Objects solves the problem in a
different way. Smalltalk and Ruby solve it in yet another way (you
don’t see much code generation going on in the high-level, dynamic
language world—incidentally, Jack’s book uses Ruby to generate
Java code. Ruby is the high level language and Java is the "machine

I’d say this new trend in engineering is really just the natural
progression of an ever-present trend in our industry’s evolution.
Today’s high level, cutting-edge language, environment, or paradigm
is tomorrow’s machine code. Jack’s right: code generation is
important and you do need to understand it…unless you like
being a plumber.

Update: Thanks,