Debugging

This tutorial presents four techniques for debugging OCaml programs:

Tracing Functions Calls in the Toplevel

The simplest way to debug programs in the toplevel is to follow the function calls, by “tracing” the faulty function:

# let rec fib x = if x <= 1 then 1 else fib (x - 1) + fib (x - 2);;
val fib : int -> int = <fun>
# #trace fib;;
fib is now traced.
# fib 3;;
fib <-- 3
fib <-- 1
fib --> 1
fib <-- 2
fib <-- 0
fib --> 1
fib <-- 1
fib --> 1
fib --> 2
fib --> 3
- : int = 3
# #untrace fib;;
fib is no longer traced.

Polymorphic Functions

A difficulty with polymorphic functions is that the output of the trace system is not very informative in case of polymorphic arguments and/or results. Consider a sorting algorithm (say bubble sort):

# let exchange i j v =
  let aux = v.(i) in
    v.(i) <- v.(j);
    v.(j) <- aux;;
val exchange : int -> int -> 'a array -> unit = <fun>
# let one_pass_vect fin v =
  for j = 1 to fin do
    if v.(j - 1) > v.(j) then exchange (j - 1) j v
  done;;
val one_pass_vect : int -> 'a array -> unit = <fun>
# let bubble_sort_vect v =
  for i = Array.length v - 1 downto 0 do
    one_pass_vect i v
  done;;
val bubble_sort_vect : 'a array -> unit = <fun>
# let q = [|18; 3; 1|];;
val q : int array = [|18; 3; 1|]
# #trace one_pass_vect;;
one_pass_vect is now traced.
# bubble_sort_vect q;;
one_pass_vect <-- 2
one_pass_vect --> <fun>
one_pass_vect* <-- [|<poly>; <poly>; <poly>|]
one_pass_vect* --> ()
one_pass_vect <-- 1
one_pass_vect --> <fun>
one_pass_vect* <-- [|<poly>; <poly>; <poly>|]
one_pass_vect* --> ()
one_pass_vect <-- 0
one_pass_vect --> <fun>
one_pass_vect* <-- [|<poly>; <poly>; <poly>|]
one_pass_vect* --> ()
- : unit = ()

The function one_pass_vect being polymorphic, its vector argument is printed as a vector containing polymorphic values, [|<poly>; <poly>; <poly>|], and thus we cannot properly follow the computation.

A simple way to overcome this problem is to define a monomorphic version of the faulty function. This is fairly easy using a type constraint. Generally speaking, this allows a proper understanding of the error in the definition of the polymorphic function. Once this has been corrected, you just have to suppress the type constraint to revert to a polymorphic version of the function.

For our sorting routine, a single type constraint on the argument of the exchange function warranties a monomorphic typing, that allows a proper trace of function calls:

# let exchange i j (v : int array) =    (* notice the type constraint *)
  let aux = v.(i) in
    v.(i) <- v.(j);
    v.(j) <- aux;;
val exchange : int -> int -> int array -> unit = <fun>
# let one_pass_vect fin v =
  for j = 1 to fin do
    if v.(j - 1) > v.(j) then exchange (j - 1) j v
  done;;
val one_pass_vect : int -> int array -> unit = <fun>
# let bubble_sort_vect v =
  for i = Array.length v - 1 downto 0 do
    one_pass_vect i v
  done;;
val bubble_sort_vect : int array -> unit = <fun>
# let q = [| 18; 3; 1 |];;
val q : int array = [|18; 3; 1|]
# #trace one_pass_vect;;
one_pass_vect is now traced.
# bubble_sort_vect q;;
one_pass_vect <-- 2
one_pass_vect --> <fun>
one_pass_vect* <-- [|18; 3; 1|]
one_pass_vect* --> ()
one_pass_vect <-- 1
one_pass_vect --> <fun>
one_pass_vect* <-- [|3; 1; 18|]
one_pass_vect* --> ()
one_pass_vect <-- 0
one_pass_vect --> <fun>
one_pass_vect* <-- [|1; 3; 18|]
one_pass_vect* --> ()
- : unit = ()

Limitations

To keep track of assignments to data structures and mutable variables in a program, the trace facility is not powerful enough. You need an extra mechanism to stop the program in any place and ask for internal values: that is a symbolic debugger with its stepping feature.

Stepping a functional program has a meaning which is a bit weird to define and understand. We will use the notion of runtime events that happen when a parameter is passed to a function, when entering a pattern matching, or selecting a clause in a pattern matching. Computation progress is taken into account by these events, independently of the instructions executed on the hardware.

Although this is difficult to implement, there exists such a debugger for OCaml under Unix: ocamldebug. Its use is illustrated in the next section.

In fact, for complex programs, it is likely the case that the programmer will use explicit printing to find the bugs, since this methodology allows the reduction of the trace material: only useful data are printed and special purpose formats are more suited to get the relevant information, than what can be output automatically by the generic pretty-printer used by the trace mechanism.

The OCaml Debugger

We now give a quick tutorial for the OCaml debugger (ocamldebug). Before starting, please note that

  • ocamldebug runs on ocamlc bytecode programs (it does not work on native code executables), and
  • it does not work under native Windows ports of OCaml (but it runs under the Cygwin port).

Launching the Debugger

Consider the following obviously wrong program written in the file uncaught.ml:

(* file uncaught.ml *)
let l = ref []
let find_address name = List.assoc name !l
let add_address name address = l := (name, address) :: ! l

let () =
  add_address "IRIA" "Rocquencourt";;
  print_string (find_address "INRIA"); print_newline ();;
val l : (string * string) list ref = {contents = [("IRIA", "Rocquencourt")]}
val find_address : string -> string = <fun>
val add_address : string -> string -> unit = <fun>
Exception: Not_found.

At runtime, the program raises an uncaught exception Not_found. Suppose we want to find where and why this exception has been raised, we can proceed as follows. First, we compile the program in debug mode:

ocamlc -g uncaught.ml

We launch the debugger:

ocamldebug a.out

Then the debugger answers with a banner and a prompt:

OCaml Debugger version 4.14.0

(ocd)

Finding the Cause of a Spurious Exception

Type r (for run); you get

(ocd) r
Loading program... done.
Time : 27
Program end.
Uncaught exception: Not_found
(ocd)

Self-explanatory, isn't it? So, you want to step backward to set the program counter before the time the exception is raised; hence type in b as backstep, and you get

(ocd) b
Time: 26 - pc: 0:29628 - module Stdlib__List
191     [] -> raise Not_found<|a|>

The debugger tells you that you are in Stdlib's module List, inside a pattern matching on a list that already chose the [] case and just executed raise Not_found, since the program is stopped just after this expression (as witnessed by the <|a|> mark).

But, as you know, you want the debugger to tell you which procedure calls the one from List, and also who calls the procedure that calls the one from List; hence, you want a backtrace of the execution stack:

(ocd) bt
Backtrace:
#0 Stdlib__List list.ml:191:26
#1 Uncaught uncaught.ml:8:38

So the last function called is from module List on line 191, character 26, that is:

let rec assoc x = function
  | [] -> raise Not_found
          ^
  | (a,b)::l -> if a = x then b else assoc x l

The function that calls it is in module Uncaught, file uncaught.ml line 8, char 38:

print_string (find_address "INRIA"); print_newline ();;
                                  ^

To sum up: if you're developing a program you can compile it with the -g option, to be ready to debug the program if necessary. Hence, to find a spurious exception you just need to type ocamldebug a.out, then r, b, and bt gives you the backtrace.

Getting Help and Info in the Debugger

To get more info about the current status of the debugger you can ask it directly at the toplevel prompt of the debugger; for instance:

(ocd) info breakpoints
No breakpoint.

(ocd) help break
break: Set breakpoint.
Syntax: break
        break function-name
        break @ [module] linenum
        break @ [module] linenum columnnum
        break @ [module] # characternum
        break frag:pc
        break pc

Setting Break Points

Let's set up a breakpoint and rerun the entire program from the beginning ((g)oto 0 then (r)un):

(ocd) break @Uncaught 7
Breakpoint 1 at 0:42856: file uncaught.ml, line 7, characters 3-36

(ocd) g 0
Time : 0
Beginning of program.

(ocd) r
Time: 20 - pc: 0:42856 - module Uncaught
Breakpoint: 1
7   add_address "IRIA" "Rocquencourt"<|a|>;;

Then, we can step and find what happens just before (<|b|>) List.assoc is about to be called in find_address:

(ocd) s
Time: 21 - pc: 0:42756 - module Uncaught
3 let find_address name = <|b|>List.assoc name !l

(ocd) p name
name : string = "INRIA"

(ocd) p !l
$1 : (string * string) list = ["IRIA", "Rocquencourt"]
(ocd)

Now we can guess why List.assoc will fail to find "INRIA" in the list...

Using the Debugger Under Emacs

Under Emacs you call the debugger using ESC-x ocamldebug a.out. Then Emacs will send you directly to the file and character reported by the debugger, and you can step back and forth using ESC-b and ESC-s. Plus, you can set up break points using CTRL-X space, and so on...

Printing a Back Trace for an Uncaught Exception

Getting a back trace for an uncaught exception can be informative to understand in which context a problem occurs. However, by default, programs compiled with both ocamlc and ocamlopt will not print it:

ocamlc -g uncaught.ml
./a.out
Fatal error: exception Not_found
ocamlopt -g uncaught.ml
./a.out
Fatal error: exception Not_found

By running with the environment variable OCAMLRUNPARAM set to b (for back trace) we get something more informative:

OCAMLRUNPARAM=b ./a.out
Fatal error: exception Not_found
Raised at Stdlib__List.assoc in file "list.ml", line 191, characters 10-25
Called from Uncaught.find_address in file "uncaught.ml" (inlined), line 3, characters 24-42
Called from Uncaught in file "uncaught.ml", line 8, characters 15-37

From this back trace it should be clear that we receive a Not_found exception in List.assoc from the Stdlib when calling find_address on line 8.

The environment variable OCAMLRUNPARAM also works when working on a program built with dune:

;; file dune
(executable
 (name uncaught)
 (modules uncaught)
)
OCAMLRUNPARAM=b dune exec ./uncaught.exe
Fatal error: exception Not_found
Raised at Stdlib__List.assoc in file "list.ml", line 191, characters 10-25
Called from Dune__exe__Uncaught.find_address in file "uncaught.ml" (inlined), line 3, characters 24-42
Called from Dune__exe__Uncaught in file "uncaught.ml", line 8, characters 15-37

Detecting a Data Race with Thread Sanitizer

With the introduction of Multicore parallelism in OCaml 5, comes the risk of introducing data races among the involved Domains. Luckily the Thread Sanitizer (TSan) mode for OCaml is helpful to catch and report these.

Installing a TSan Switch

To install the TSan mode

  1. Install the libunwind dependency. On macOS libunwind should already be installed by default. On a Linux system with the apt package manager, installing libunwind should be as simple as sudo apt install libunwind-dev.
  2. Create a TSan switch by running opam switch create 5.0.0+tsan.

To confirm that the TSan switch is installed correctly, run opam switch show and confirm that it prints 5.0.0+tsan.

Note: TSan is only supported on x86-64 architectures for now.

Detecting a Data Race

Now consider the following OCaml program written in the file race.ml:

(* file race.ml *)
type t = { mutable x : int }

let v = { x = 0 }

let () =
  let t1 = Domain.spawn (fun () -> v.x <- 10; Unix.sleep 1) in
  let t2 = Domain.spawn (fun () -> v.x <- 11; Unix.sleep 1) in
  Domain.join t1;
  Domain.join t2;
  Printf.printf "v.x is %i\n" v.x

It builds a record v with a mutable field x initialized to 0. Next, it spawns two parallel Domains t1 and t2 that both update the field v.x.

Here is a corresponding dune file:

(executable
 (name race)
 (modules race)
 (libraries unix))

If we compile and run the program using dune under a regular 5.0.0 switch the program appears to work:

$ opam exec -- dune build ./race.exe
$ opam exec -- dune exec ./race.exe
v.x is 11

However, if we compile and run the program with Dune from the new 5.0.0+tsan switch TSan warns us of a data race:

$ opam switch 5.0.0+tsan
$ opam exec -- dune build ./race.exe
$ opam exec -- dune exec ./race.exe
==================
WARNING: ThreadSanitizer: data race (pid=19414)
  Write of size 8 at 0x7fb9d72fe498 by thread T4 (mutexes: write M87):
    #0 camlDune__exe__Race__fun_560 /home/user/race/_build/default/race.ml:6 (race.exe+0x60c65)
    #1 camlStdlib__Domain__body_696 /home/user/.opam/5.0.0+tsan/.opam-switch/build/ocaml-variants.5.0.0+tsan/stdlib/domain.ml:202 (race.exe+0x9c38c)
    #2 caml_start_program <null> (race.exe+0x110117)
    #3 caml_callback_exn runtime/callback.c:168 (race.exe+0xe00fe)
    #4 caml_callback runtime/callback.c:256 (race.exe+0xe0bb8)
    #5 domain_thread_func runtime/domain.c:1093 (race.exe+0xe3e83)

  Previous write of size 8 at 0x7fb9d72fe498 by thread T1 (mutexes: write M83):
    #0 camlDune__exe__Race__fun_556 /home/user/race/_build/default/race.ml:5 (race.exe+0x60c05)
    #1 camlStdlib__Domain__body_696 /home/user/.opam/5.0.0+tsan/.opam-switch/build/ocaml-variants.5.0.0+tsan/stdlib/domain.ml:202 (race.exe+0x9c38c)
    #2 caml_start_program <null> (race.exe+0x110117)
    #3 caml_callback_exn runtime/callback.c:168 (race.exe+0xe00fe)
    #4 caml_callback runtime/callback.c:256 (race.exe+0xe0bb8)
    #5 domain_thread_func runtime/domain.c:1093 (race.exe+0xe3e83)

  Mutex M87 (0x560c0b4fc438) created at:
    #0 pthread_mutex_init ../../../../src/libsanitizer/tsan/tsan_interceptors_posix.cpp:1295 (libtsan.so.2+0x50468)
    #1 caml_plat_mutex_init runtime/platform.c:54 (race.exe+0x1022f8)
  [...]

SUMMARY: ThreadSanitizer: data race (/tmp/race/race.exe+0x4efb15) in camlRace__fun_560
==================
v.x is 11
ThreadSanitizer: reported 1 warnings

Note that since TSan instrumentation operates in a separate switch; this required no change to our dune file.

The TSan report warns of a data race between two uncoordinated writes happening in parallel and prints a back trace for both:

  • The first back trace reports a write at race.ml in line 6 of thread T4 and
  • the second back trace reports a previous write at race.ml in line 5 of thread T1

Looking again at our program, we realize that these two writes are in fact not coordinated. One possible fix is to replace our mutable record field with an Atomic that guarantees each such write to happen fully, one after the other:

(* file race.ml *)
let v = Atomic.make 0

let () =
  let t1 = Domain.spawn (fun () -> Atomic.set v 10; Unix.sleep 1) in
  let t2 = Domain.spawn (fun () -> Atomic.set v 11; Unix.sleep 1) in
  Domain.join t1;
  Domain.join t2;
  Printf.printf "v is %i\n" (Atomic.get v)

If we recompile and run our program with this change, it now completes without TSan warnings:

$ opam exec -- dune build ./race.exe
$ opam exec -- dune exec ./race.exe
v is 11

The TSan instrumentation benefits from compiling programs with debug information, which happens by default under dune. To manually invoke the ocamlopt compiler under our 5.0.0+tsan switch it is thus suffient to pass it the -g flag:

$ ocamlopt -g -o race.exe -I +unix unix.cmxa race.ml

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