Reflection warning - Java methods error on Clojure/Leiningen - clojure

I'm new on coding. My first lang is Clojure. And it's my first question on stackoverflow.
I wrote a Clj code, tested all functions on lein(Emacs/Cider) and I want to compile for testing. But Java methods returned this error message :
(on terminal in project folder):
aaron#debian:~/img-process$ lein check
Reflection warning, img_process/core.clj:25:30 - reference to field getWidth can't be resolved.
(and getHeight, getRGB, setRGB, java.io.File, javax.imeageio.ImageIO, java.lang.String)
Why lein can not see Java elements ?
How can I compile this ?
Thank you.
project.clj
https://github.com/harununal/clj-x-ray-coloring/blob/master/project.clj
core clj :
https://github.com/harununal/clj-x-ray-coloring/tree/master/src/img_process

If Clojure cannot imply the type of a Java object, it falls back on reflection for interop which is much slower. If you use:
(set! *warn-on-reflection* true)
Then you'll see these warnings at the REPL too. If you type hint your methods, then Clojure can see the types and emit much better code. e.g.
(defn get-img-coords
[^BufferedImage img]
(for [y (range (.getHeight img))
x (range (.getWidth img))]
[x y]))
Note that lein check isn't a compiler - it's the lein equivalent of a light linter, perhaps, checking for these warnings and others.

Related

Why Clojure evaluates forms during AOT compilation?

I've set up small project:
project.clj:
(defproject testing-compilation "0.1.0-SNAPSHOT"
:dependencies [[org.clojure/clojure "1.8.0"]]
;; this is important!
:aot :all)
src/core.clj
(ns testing-compilation.core)
(def x (do
(println "Print during compilation?")
1))
Then when I do lein compile in project directory I'm seeing output from a print:
$ lein compile
Compiling testing-compilation.core
Print during compilation?
My question is: why clojure evaluates top level forms during AOT compilation? Shouldn't they be evaluated at program startup?
For reference, Common Lisp doesn't evaluate forms by default and provides ability to tune this behaviour. Anything similar in Clojure? If nothing, does Clojure documentation explicitly state such behaviour?
UPD: Forms are evaluated at startup as well.
After specifying a main namespace and writing main function that prints Hello, world!, I did this:
$ lein uberjar
Compiling testing-compilation.core
Print during compilation?
Created testing-compilation-0.1.0-SNAPSHOT.jar
Created testing-compilation-0.1.0-SNAPSHOT-standalone.jar
$ java -jar target/testing-compilation-0.1.0-SNAPSHOT-standalone.jar
Print during compilation?
Hello world!
The first part of the AOT process is to find the file containing the main namespace and load it by evaluating every expression from top to bottom.
Some of these expressions will be require expressions that will have the effect of loading other namespaces, which recursively load yet more namespaces.
Other will be defn expressions that will have the effect of firing up the compiler and producing class files. One class file is produced for each function.
Other expressions may do some calculation and then do things that produce class files, so it's important to give them a chance to run. Here's a made up example:
user> (let [precomputed-value (reduce + (range 5))]
(defn funfunfun [x]
(+ x precomputed-value)))
#'user/funfunfun
user> (funfunfun 4)
14
It is possible to design a lisp that would not evaluate top level forms at start or, as you mention, make it optional. In the case of Clojure it was decided to keep a single evaluation strategy across both AOT and "non AOT" loading so programs always run the same regardless of how they are compiled. These are personal design choices made by others so I can't speak to their motivations here.

Clojure macros weirdness when running jars

Below is a simple Clojure app example created with lein new mw:
(ns mw.core
(:gen-class))
(def fs (atom {}))
(defmacro op []
(swap! fs assoc :macro-f "somevalue"))
(op)
(defn -main [& args]
(println #fs))
and in project.clj I have
:profiles {:uberjar {:aot [mw.core]}}
:main mw.core
When run in REPL, evaluating #fs returns {:macro-f somevalue}. But, running an uberjar yields {}. If I change op definition to defn instead of defmacro, then fs has again proper content when run from an uberjar. Why is that?
I vaguely realize that this has something to do with AOT compilation and the fact that macro-expansion occurs before the compilation phase, but clearly my understanding of these things is lacking.
I ran into this issue while trying to deploy an application that uses a very nice mixfix library, in which mixfix operators are defined using a global atom. It took me quite a long time to isolate the issue to the example presented above.
Any help will be greatly appreciated.
Thanks!
The real problem here is that your macro is incorrect. You forgot to add backquote character:
(defmacro op []
`(swap! fs assoc :macro-f "somevalue"))
; ^ syntax-quote ("backquote")
This operation is called syntax-quote and it's very important here, because macros in clojure modify your code during its compilation.
So, as a result you've got an impure macro, modifying fs atom whenever your code is compiled.
Since your macro doesn't produce any code, (op) call in your example does nothing at all (only it's compilation do). It appear to be working in REPL because compilation and execution is handled by the same clojure instance (see Timur's answer for details).
This is indeed related to the AOT, and the fact that some side effects are expected when a top-level code is executed - here at macro expansion time. The difference between the lein repl (or lein run) and the uberjar is in when exactly this happens.
When lein repl is executed, REPL starts and then loads the mw.core namespace automatically, if it is defined in project.clj, or one does it manually. When namespace is loaded, first the atom is defined, then macro is expanded and this expansion changes the value of the atom. All this happens in same runtime environment (in REPL process), and after the module is loaded, atom has an updated value in this REPL. Executing lein run will do pretty much the same - load namespace and then execute -main function in the same process.
And when lein uberjar is executed - same thing happens and this is the problem now. Compiler, in order to compile the clj file will first load it and evaluate the top level (I learned it myself from this SO answer). So the module is loaded, top level is evaluated, macro is expanded, reference value is changed and then, after compilation completes, the compiler process, the one where reference value just changed, ends. Now, when the uberjar is executed with java -jar this spawns the new process, with a compiled code, where the macro is already expended (so (op) is already "replaced" with the code the op macro generated, which is none in this case). Therefore, atom value is unchanged.
In my opinion, good fix would be to not rely on side effects in a macro.
If stick to the macro anyway, the way to make this idea work is to skip the AOT for the module where macro expansion happens and load it lazily from the main module (again, same solution as in the other SO answer I mentioned). For example:
project.clj:
; ...
:profiles {:uberjar {:aot [mw.main]}}) ; note, no `mw.core` here
; ...
main.clj:
(ns mw.main
(:gen-class))
(defn get-fs []
(require 'mw.core)
#(resolve 'mw.core/fs))
(defn -main [& args]
(println #(get-fs)))
core.clj:
(ns mw.core
(:gen-class))
(def fs (atom {}))
(defmacro op []
(swap! fs assoc :macro-f "somevalue"))
(op)
I'm not sure myself, however, if this solution is stable enough and that there are no edge cases. It does work though on this simple example.

Why `lein uberjar` evaluates variables defined with `def`?

I'm trying to understand "Lieningen" behaviour when creating an uberjar. Following is the minimal example which reproduces the behaviour:
(ns my-stuff.core
(:gen-class))
(def some-var (throw (Exception. "boom!")))
(defn -main [& args]
(println some-var))
When this is executed with lein run it clearly fails with an Exception. However, I don't understand why executing lein uberjar also fails with an Exception from variable definition? Why executing lein uberjar attempts to evaluate the variable value? Is this speecific to uberjar task or am I missing something more substantial about Clojure or Leiningen?
In order to compile your namespace for the uberjar (if you have AOT turned on), the clojure compiler must load your namespace. This will always invoke all top-level side effects.
The best way to handle this is to never have side effects in top level code (whether inside or outside a def form), and have initialization functions to realize any start-up side effects needed.
A workaround can be to make a small namespace that uses introspection to load the rest of your code at runtime but not while compiling - using a function like this:
(defn -main
[]
(require 'my.primary.ns)
((resolve 'my.primary.ns/start)))
if that namespace is compiled, the jvm can find -main and run it, despite none of your other code being compiled. The runtime require will cause the Clojure compiler to load the rest of your code at runtime only, and resolve is needed so that -main will compile cleanly - it returns the var referenced, which then invokes your function when called.

How do I expect failure in a unit test?

We're writing unit tests for our code in Clojure using clojure.test.
Some of our tests ignore the API and purposely break the code, in order to serve as documentation for latent deficiencies in the code.
However, we want to distinguish between failures of these tests, and failures of normal tests.
We haven't seen any suggestions in the clojure.test documentation -- only (is (thrown? ...)), which of course doesn't do what we need.
Any suggestions? Basically, we're looking for something like (is (not <condition>)), except that the test framework should record an expected failure -- something like this.
I have made tests throw an exception when they 'fail' like this, and then used thrown? to test if the exception arrives as expected. There very well may exist a more elegant way, but this gets the job done.
As #andy said you can rebind report function.
(defmacro should-fail [body]
`(let [report-type# (atom nil)]
(binding [clojure.test/report #(reset! report-type# (:type %))]
~body)
(testing "should fail"
(is (= #report-type# :fail )))))
And use this macro like this:
(should-fail (is (= 1 2)))
That will be successful passing test.
Rebind the report function as documented in clojure.test. From there you can change how the 'failure' is handled and reported on.
A little late to the party, I know, but if you're using Leiningen you could use test selectors to exclude expected failures from the "normal" build. In your project.clj:
:test-selectors {:default #(not :expected-failure %)
:expected-failure :expected-failure}
Then write your test as:
(deftest ^:expected-failure test-with-expected-failure ...)
Calling lein test will run only those tests without the :expected-failure metadata. Calling lein test :expected-failure will run your expected failure tests. Maybe not quite what you were hoping for, but IMHO better than having to use thrown? all over the place. At least this way expected failures are explicitly documented in the code and won't interfere with the build.

Get available clojure namespaces

Is there an idiomatic way to get available namespaces that can be used?
(all-ns) returns only already used namespaces. (Package/getPackages) returns all Java packages available for import, but only those Clojure namespaces that are already used.
Then I stumbled upon this post, but it uses some classpath magic.
So I want to get something like ('clojure.core 'clojure.set ... 'clojure.contrib.accumulators 'clojure.contrib.condition ...) if I have the clojure.jar and contrib.jar on my classpath, but I haven't used anything yet.
You will need to do "classpath magic". Since there is no kind of registry, you have to walk the classpath and look in every clojure source file to determine what namespaces are available. (In case the files are not AOT compiled. Otherwise you'll need a different heuristic.)
I think the function used in the linked post is the best way to go: clojure.contrib.find-namespaces/find-namespaces-on-classpath.
Deprecated since Clojure 1.3.0; use now clojure.tools.namespace.find/find-namespaces and clojure.java.classpath/classpath from http://github.com/clojure/java.classpath
I have found bultitude to be a great tool for doing this.
Example:
user=> (require '[bultitude.core :as b])
nil
user=> (take 10 (b/namespaces-on-classpath))
(bultitude.core-test bultitude.core clojure.data clojure.string clojure.test clojure.xml clojure.inspector clojure.repl clojure.set clojure.test.junit)
user=> (b/namespaces-on-classpath :prefix "bultitude")
(bultitude.core-test bultitude.core)