parallel/src/parallel_design.pod

#!/usr/bin/perl -w

=encoding utf8

=head1 Design of GNU Parallel

This document describes design decisions made in the development of
GNU B<parallel> and the reasoning behind them. It will give an
overview of why some of the code looks like it does, and help new
maintainers understand the code better.


=head2 One file program

GNU B<parallel> is a Perl script in a single file. It is object
oriented, but contrary to normal Perl scripts each class is not in its
own file. This is due to user experience: The goal is that in a pinch
the user will be able to get GNU B<parallel> working simply by copying
a single file: No need messing around with environment variables like
PERL5LIB.


=head2 Old Perl style 

GNU B<parallel> uses some old, deprecated constructs. This is due to a
goal of being able to run on old installations. Currently the target
is CentOS 3.9 and Perl 5.8.0.


=head2 Exponentially back off

GNU B<parallel> busy waits. This is because the reason why a job is
not started may be due to load average, and thus it will not make
sense to wait for a job to finish. Instead the load average must be
checked again. Load average is not the only reason: B<--timeout> has a
similar problem.

To not burn up too much CPU GNU B<parallel> sleeps exponentially
longer and longer if nothing happens, maxing out at 1 second.


=head2 Shell compatibility

It is a goal to have GNU B<parallel> work equally well in any
shell. However, in practice GNU B<parallel> is being developed in
B<bash> and thus testing in other shells is limited to reported bugs.

When an incompatibility is found there is often not an easy fix:
Fixing the problem in B<csh> often breaks it in B<bash>. In these
cases the fix is often to use a small Perl script and call that.


=head2 Job slots

The easiest way to explain what GNU B<parallel> does is to assume that
there are a number of job slots, and when a slot becomes available a
job from the queue will be run in that slot. But originally GNU
B<parallel> did not model job slots in the code. Job slots have been
added to make it possible to use B<{%}> as a replacement string.

While the job sequence number can be computed in advance, the job slot
can only be computed the moment a slot becomes available. So it has
been implemented as a stack with lazy evaluation: Draw one from an
empty stack and the stack is extended by one. When a job is done, push
the available job slot back on the stack.

This implementation also means that if you use remote executions, you
cannot assume that a given job slot will remain on the same remote
server. This goes double since number of job slots can be adjusted on
the fly (by giving B<--jobs> a file name).


=head2 Rsync protocol version

B<rsync> 3.1.x uses protocol 31 which is unsupported by version
2.5.7. That means that you cannot push a file to a remote system using
B<rsync> protocol 31, if the remote system uses 2.5.7. B<rsync> does
not automatically downgrade to protocol 30.

GNU B<parallel> does not require protocol 31, so if the B<rsync>
version is >= 3.1.0 then B<--protocol 30> is added to force newer
B<rsync>s to talk to version 2.5.7.


=head2 Compression

B<--compress> compresses the data in the temporary files. This is a
bit tricky because there should be no files to clean up if GNU
B<parallel> is killed by a power outage.

GNU B<parallel> first selects a compression program. If the user has not
selected one, the first of these that are in $PATH is used: B<lz4 pigz
lzop plzip pbzip2 pxz gzip lzma xz bzip2 lzip>. They are sorted by
speed on a 16 core machine.

Schematically the setup is as follows:

  command started by parallel | compress > tmpfile
  cattail tmpfile | uncompress | parallel

The setup is duplicated for both standard output (stdout) and standard
error (stderr).

GNU B<parallel> pipes output from the command run into the compression
program which saves to a tmpfile. GNU B<parallel> records the pid of
the compress program.  At the same time a small perl script (called
B<cattail> above) is started: It basically does B<cat> followed by
B<tail -f>, but it also removes the tmpfile as soon as the first byte
is read, and it continously checks if the pid of the compression
program is dead. If the compress program is dead, B<cattail> reads the
rest of tmpfile and exits.

As most compression programs write out a header when they start, the
tmpfile in practice is unlinked after around 40 ms.


=head2 Wrapping

The command given by the user can be wrapped in multiple
templates. Templates can be wrapped in other templates.

=over 15

=item --shellquote

echo I<shell double quoted input>

=item --nice I<pri>

Remote: See B<The remote system wrapper>.

Local: B<setpriority(0,0,$nice)>

=item --cat

  cat > {}; I<input> {};
  perl -e '$bash = shift;
    $csh = shift;
    for(@ARGV) { unlink;rmdir; }
    if($bash =~ s/h//) { exit $bash;  }
    exit $csh;' "$?h" "$status" {};

{} is set to $PARALLEL_TMP which is a tmpfile. The Perl script saves
the exit value, unlinks the tmpfile, and returns the exit value - no
matter if the shell is B<bash> (using $?) or B<*csh> (using $status).

=item --fifo

  perl -e '($s,$c,$f) = @ARGV;
    # mkfifo $PARALLEL_TMP
    system "mkfifo", $f;
    # spawn $shell -c $command &
    $pid = fork || exec $s, "-c", $c;
    open($o,">",$f) || die $!;
    # cat > $PARALLEL_TMP
    while(sysread(STDIN,$buf,131072)){
       syswrite $o, $buf;
    }
    close $o;
    # waitpid to get the exit code from $command
    waitpid $pid,0;
    # Cleanup
    unlink $f;
    exit $?/256;' I<shell> I<input> $PARALLEL_TMP

This is an elaborate way of: mkfifo {}; run I<input> in the
background using I<shell>; copying STDIN to {}; waiting for background
to complete; remove {} and exit with the exit code from I<input>.

It is made this way to be compatible with B<*csh>.

=item --sshlogin I<sln>

ssh I<sln> I<shell quoted input>

=item --transfer

( ssh I<sln> mkdir -p ./I<workdir>;rsync --protocol 30 -rlDzR -essh ./{} I<sln>:./I<workdir> ); I<input>

Read about B<--protocol 30> in the section B<Rsync protocol version>.

=item --transferfile I<file>

<<todo>>

=item --basefile

<<todo>>

=item --return I<file>

I<input>; _EXIT_status=$?; mkdir -p I<workdir>; rsync --protocol 30 --rsync-path=cd\ ./I<workdir>\;\ rsync -rlDzR -essh I<sln>:./I<file> ./I<workdir>; exit $_EXIT_status;

The B<--rsync-path=cd ...> is needed because old versions of B<rsync>
do not support B<--no-implied-dirs>.

The B<$_EXIT_status> trick is to postpone the exit value. This makes it
incompatible with B<*csh> and should be fixed in the future. Maybe a
wrapping 'sh -c' is enough?

=item --cleanup

I<input> _EXIT_status=$?; <<return>>

ssh I<sln> \(rm\ -f\ ./I<workdir>/{}\;\ rmdir\ ./I<workdir>\ \>\&/dev/null\;\); exit $_EXIT_status;

B<$_EXIT_status>: see B<--return> above.


=item --pipe

  perl -e 'if(sysread(STDIN, $buf, 1)) {
	open($fh, "|-", "@ARGV") || die;
	syswrite($fh, $buf);
	# Align up to 128k block
	if($read = sysread(STDIN, $buf, 131071)) {
	    syswrite($fh, $buf);
	}
	while($read = sysread(STDIN, $buf, 131072)) {
	    syswrite($fh, $buf);
	}
	close $fh;
	exit ($?&127 ? 128+($?&127) : 1+$?>>8)
    }' I<shell> -c I<input>

This small wrapper makes sure that I<input> will never be run if
there is no data.

=item --tmux

<<TODO Fixup>>
mkfifo /tmp/tmx3cMEV &&
  sh -c 'tmux -S /tmp/tmsaKpv1 new-session -s p334310 -d "sleep .2" >/dev/null 2>&1';
tmux -S /tmp/tmsaKpv1 new-window -t p334310 -n wc\ 10 \(wc\ 10\)\;\ perl\ -e\ \'while\(\$t++\<3\)\{\ print\ \$ARGV\[0\],\"\\n\"\ \}\'\ \$\?h/\$status\ \>\>\ /tmp/tmx3cMEV\&echo\ wc\\\ 10\;\ echo\ \Job\ finished\ at:\ \`date\`\;sleep\ 10;
exec perl -e '$/="/";$_=<>;$c=<>;unlink $ARGV; /(\d+)h/ and exit($1);exit$c' /tmp/tmx3cMEV


mkfifo I<tmpfile.tmx>;
tmux -S <tmpfile.tms> new-session -s pI<PID> -d 'sleep .2' >&/dev/null;
tmux -S <tmpfile.tms> new-window -t pI<PID> -n <<shell quoted input>> \(<<shell quoted input>>\)\;\ perl\ -e\ \'while\(\$t++\<3\)\{\ print\ \$ARGV\[0\],\"\\n\"\ \}\'\ \$\?h/\$status\ \>\>\ I<tmpfile.tmx>\&echo\ <<shell double quoted input>>\;echo\ \Job\ finished\ at:\ \`date\`\;sleep\ 10;
exec perl -e '$/="/";$_=<>;$c=<>;unlink $ARGV; /(\d+)h/ and exit($1);exit$c' I<tmpfile.tmx>

First a FIFO is made (.tmx). It is used for communicating exit
value. Next a new tmux session is made. This may fail if there is
already a session, so the output is ignored. If all job slots finish
at the same time, then B<tmux> will close the session. A temporary
socket is made (.tms) to avoid a race condition in B<tmux>. It is
cleaned up when GNU B<parallel> finishes.

The input is used as the name of the windows in B<tmux>. When the job
inside B<tmux> finishes, the exit value is printed to the FIFO (.tmx).
This FIFO is opened by B<perl> outside B<tmux>, and B<perl> then
removes the FIFO. B<Perl> blocks until the first value is read from
the FIFO, and this value is used as exit value.

To make it compatible with B<csh> and B<bash> the exit value is
printed as: $?h/$status and this is parsed by B<perl>.

There is a bug that makes it necessary to print the exit value 3
times.

Another bug in B<tmux> requires the length of the tmux title and
command to not have certain limits.  When inside these limits, 75 '\ '
are added to the title to force it to be outside the limits.

You can map the bad limits using:

  perl -e 'sub r { int(rand(shift)).($_[0] && "\t".r(@_)) } print map { r(@ARGV)."\n" } 1..10000' 1600 1500 90 |
    perl -ane '$F[0]+$F[1]+$F[2] < 2037 and print ' | 
    parallel --colsep '\t' --tagstring '{1}\t{2}\t{3}' tmux -S /tmp/p{%}-'{=3 $_="O"x$_ =}' \
      new-session -d -n '{=1 $_="O"x$_ =}' true'\ {=2 $_="O"x$_ =};echo $?;rm -f /tmp/p{%}-O*' 

  perl -e 'sub r { int(rand(shift)).($_[0] && "\t".r(@_)) } print map { r(@ARGV)."\n" } 1..10000' 17000 17000 90 |
    parallel --colsep '\t' --tagstring '{1}\t{2}\t{3}' \
  tmux -S /tmp/p{%}-'{=3 $_="O"x$_ =}' new-session -d -n '{=1 $_="O"x$_ =}' true'\ {=2 $_="O"x$_ =};echo $?;rm /tmp/p{%}-O*'
  > value.csv 2>/dev/null

  R -e 'a<-read.table("value.csv");X11();plot(a[,1],a[,2],col=a[,4]+5,cex=0.1);Sys.sleep(1000)'

For B<tmux 1.8> 17000 can be lowered to 2100.

The interesting areas are title 0..1000 with (title + whole command)
in 996..1127 and 9331..9636.

=back

The ordering of the wrapping is important:

=over 5

=item *

B<--nice>/B<--cat>/B<--fifo> should be done on the remote machine

=item *

B<--pipepart>/B<--pipe> should be done on the local machine inside B<--tmux>

=back


=head2 Convenience options --nice --basefile --transfer --return
--cleanup --tmux --group --compress --cat --fifo --workdir

These are all convenience options that make it easier to do a
task. But more importantly: They are tested to work on corner cases,
too. Take B<--nice> as an example:

  nice parallel command ...

will work just fine. But when run remotely, you need to move the nice
command so it is being run on the server:

  parallel -S server nice command ...

And this will again work just fine, as long as you are running a
single command. When you are running a composed command you need nice
to apply to the whole command, and it gets harder still:

  parallel -S server -q nice bash -c 'command1 ...; command2 | command3'

It is not impossible, but by using B<--nice> GNU B<parallel> will do
the right thing for you. Similarly when transferring files: It starts
to get hard when the file names contain space, :, `, *, or other
special characters.

To run the commands in a B<tmux> session you basically just need to
quote the command. For simple commands that is easy, but when commands
contain special characters, it gets much harder to get right.

B<--cat> and B<--fifo> are easy to do by hand, until you want to clean
up the tmpfile and keep the exit code of the command.

The real killer comes when you try to combine several of these: Doing
that correctly for all corner cases is next to impossible to do by
hand.


=head2 --block-size adjustment

Every time GNU B<parallel> detects a record bigger than
B<--block-size> it increases the block size by 30%. A small
B<--block-size> gives very poor performance; by exponentially
increasing the block size performance will not suffer.

GNU B<parallel> will waste CPU power if B<--block-size> does not
contain a full record, because it tries to find a full record and will
fail to do so. The recommendation is therefore to use a
B<--block-size> > 2 records, so you always get at least one full
record when you read one block.

If you use B<-N> then B<--block-size> should be big enough to contain
N+1 records.


=head2 Shell shock

The shell shock bug in B<bash> did not affect GNU B<parallel>, but the
solutions did. B<bash> first introduced functions in variables named:
I<BASH_FUNC_myfunc()> and later changed that to I<BASH_FUNC_myfunc%%>. When
transferring functions GNU B<parallel> reads off the function and changes
that into a function definition, which is copied to the remote system and
executed before the actual command is executed. Therefore GNU B<parallel>
needs to know how to read the function.

From version 20150122 GNU B<parallel> tries both the ()-version and
the %%-version, and the function definition works on both pre- and
post-shellshock versions of B<bash>.


=head2 The remote system wrapper

The remote system wrapper does some initialization before starting the
command on the remote system.

=head3 Ctrl-C and standard error (stderr)

If the user presses Ctrl-C the user expects jobs to stop. This works
out of the box if the jobs are run locally. Unfortunately it is not so
simple if the jobs are run remotely.

If remote jobs are run in a tty using B<ssh -tt>, then Ctrl-C works,
but all output to standard error (stderr) is sent to standard output
(stdout). This is not what the user expects.

If remote jobs are run without a tty using B<ssh> (without B<-tt>),
then output to standard error (stderr) is kept on stderr, but Ctrl-C
does not kill remote jobs. This is not what the user expects.

So what is needed is a way to have both. It seems the reason why
Ctrl-C does not kill the remote jobs is because the shell does not
propagate the hang-up signal from B<sshd>. But when B<sshd> dies, the
parent of the login shell becomes B<init> (process id 1). So by
exec'ing a Perl wrapper to monitor the parent pid and kill the child
if the parent pid becomes 1, then Ctrl-C works and stderr is kept on
stderr.

To be able to kill all (grand)*children a new process group is
started.

=head3 --nice

B<nice>ing the remote process is done by B<setpriority(0,0,$nice)>. A
few old systems do not implement this and B<--nice> is unsupported on
those.

=head3 Setting $PARALLEL_TMP

B<$PARALLEL_TMP> is used by B<--fifo> and B<--cat> and must point to a
non-exitent file in B<$TMPDIR>. This file name is computed on the
remote system.

=head3 The wrapper

The wrapper looks like this:

  $shell = $PARALLEL_SHELL || $SHELL;
  $tmpdir = $TMPDIR;
  $nice = $opt::nice;
  # Set $PARALLEL_TMP to a non-existent file name in $TMPDIR
  do {
      $ENV{PARALLEL_TMP} = $tmpdir."/par".
  	join"", map { (0..9,"a".."z","A".."Z")[rand(62)] } (1..5);
  } while(-e $ENV{PARALLEL_TMP});
  $SIG{CHLD} = sub { $done = 1; };
  $pid = fork;
  unless($pid) {
      # Make own process group to be able to kill HUP it later
      setpgrp;
      eval { setpriority(0,0,$nice) };
      exec $shell, "-c", ($bashfunc."@ARGV");
      die "exec: $!\n";
  }
  do {
      # Parent is not init (ppid=1), so sshd is alive
      # Exponential sleep up to 1 sec
      $s = $s < 1 ? 0.001 + $s * 1.03 : $s;
      select(undef, undef, undef, $s);
  } until ($done || getppid == 1);
  # Kill HUP the process group if job not done
  kill(SIGHUP, -${pid}) unless $done;
  wait;
  exit ($?&127 ? 128+($?&127) : 1+$?>>8)

=head2 Transferring of variables and functions

Transferring of variables and functions given by B<--env> is done by
running a Perl script remotely that calls the actual command. The Perl
script sets B<$ENV{>I<variable>B<}> to the correct value before exec'ing the a
shell that runs the function definition followed by the actual
command.

B<env_parallel> (mentioned in the man page) copies the full current
environment into the environment variable B<PARALLEL_ENV>. This
variable is picked up by GNU B<parallel> and used to create the Perl
script mentioned above.


=head2 Base64 encoded bzip2

B<csh> limits words of commands to 1024 chars. This is often too little
when GNU B<parallel> encodes environment variables and wraps the
command with different templates. All of these are combined and quoted
into one single word, which often is longer than 1024 chars.

When the line to run is > 1000 chars, GNU B<parallel> therefore
encodes the line to run. The encoding B<bzip2>s the line to run,
converts this to base64, splits the base64 into 1000 char blocks (so B<csh>
does not fail), and prepends it with this Perl script that decodes,
decompresses and B<eval>s the line.

    @GNU_Parallel=("use","IPC::Open3;","use","MIME::Base64");
    eval "@GNU_Parallel";

    $SIG{CHLD}="IGNORE";
    # Search for bzip2. Not found => use default path
    my $zip = (grep { -x $_ } "/usr/local/bin/bzip2")[0] || "bzip2";
    # $in = stdin on $zip, $out = stdout from $zip
    my($in, $out,$eval);
    open3($in,$out,">&STDERR",$zip,"-dc");
    if(my $perlpid = fork) {
        close $in;
        $eval = join "", <$out>;
        close $out;
    } else {
        close $out;
        # Pipe decoded base64 into 'bzip2 -dc'
        print $in (decode_base64(join"",@ARGV));
        close $in;
        exit;
    }
    wait;
    eval $eval;

Perl and B<bzip2> must be installed on the remote system, but a small
test showed that B<bzip2> is installed by default on all platforms
that runs GNU B<parallel>, so this is not a big problem.

The added bonus of this is that much bigger environments can now be
transferred as they will be below B<bash>'s limit of 131072 chars.


=head2 Which shell to use

Different shells behave differently. A command that works in B<tcsh>
may not work in B<bash>.  It is therefore important that the correct
shell is used when GNU B<parallel> executes commands.

GNU B<parallel> tries hard to use the right shell. If GNU B<parallel>
is called from B<tcsh> it will use B<tcsh>.  If it is called from
B<bash> it will use B<bash>. It does this by looking at the
(grand)*parent process: If the (grand)*parent process is a shell, use
this shell; otherwise look at the parent of this (grand)*parent. If
none of the (grand)*parents are shells, then $SHELL is used.

This will do the right thing if called from:

=over 2

=item *

an interactive shell

=item *

a shell script

=item *

a Perl script in `` or using B<system> if called as a single string.

=back

While these cover most cases, there are situations where it will fail:

=over 2

=item *

When run using B<exec>.

=item *

When run as the last command using B<-c> from another shell (because
some shells use B<exec>):

  zsh% bash -c "parallel 'echo {} is not run in bash; set | grep BASH_VERSION' ::: This"

You can work around that by appending '&& true':

  zsh% bash -c "parallel 'echo {} is run in bash; set | grep BASH_VERSION' ::: This && true"

=item *

When run in a Perl script using B<system> with parallel as the first
string:

  #!/usr/bin/perl

  system("parallel",'setenv a {}; echo $a',":::",2);

Here it depends on which shell is used to call the Perl script. If the
Perl script is called from B<tcsh> it will work just fine, but if it
is called from B<bash> it will fail, because the command B<setenv> is
not known to B<bash>.

=back

If GNU B<parallel> guesses wrong in these situation, set the shell using
B<$PARALLEL_SHELL>.

=head2 Quoting

Quoting depends on the shell. For most shells \ is used for all
special chars and ' is used for newline. Whether a char is special
depends on the shell and the context. Luckily quoting a bit too many
chars does not break things.

It is fast, but had the distinct disadvantage that if a string needs
to be quoted multiple times, the \'s double every time - increasing
the string length exponentially.

For B<tcsh>/B<csh> newline is quoted as \ followed by newline.

For B<rc> everything is quoted using '.


=head2 --pipepart vs. --pipe

While B<--pipe> and B<--pipepart> look much the same to the user, they are
implemented very differently.

With B<--pipe> GNU B<parallel> reads the blocks from standard input
(stdin), which is then given to the command on standard input (stdin);
so every block is being processed by GNU B<parallel> itself. This is
the reason why B<--pipe> maxes out at around 500 MB/sec.

B<--pipepart>, on the other hand, first identifies at which byte
positions blocks start and how long they are. It does that by seeking
into the file by the size of a block and then reading until it meets
end of a block. The seeking explains why GNU B<parallel> does not know
the line number and why B<-L/-l> and B<-N> do not work.

With a reasonable block and file size this seeking is often more than
1000 faster than reading the full file. The byte positions are then
given to a small script that reads from position X to Y and sends
output to standard output (stdout). This small script is prepended to
the command and the full command is executed just as if GNU
B<parallel> had been in its normal mode. The script looks like this:

  < file perl -e 'while(@ARGV) { 
     sysseek(STDIN,shift,0) || die;
     $left = shift;
     while($read = sysread(STDIN,$buf, ($left > 32768 ? 32768 : $left))){
       $left -= $read; syswrite(STDOUT,$buf);
     }
  }' startbyte length_in_bytes

It delivers 1 GB/s per core.

Instead of the script B<dd> was tried, but many versions of B<dd> do
not support reading from one byte to another and might cause partial
data. See this for a surprising example:

  yes | dd bs=1024k count=10 | wc

=head2 --jobs and --onall

When running the same commands on many servers what should B<--jobs>
signify? Is it the number of servers to run on in parallel?  Is it the
number of jobs run in parallel on each server?

GNU B<parallel> lets B<--jobs> represent the number of servers to run
on in parallel. This is to make it possible to run a sequence of
commands (that cannot be parallelized) on each server, but run the
same sequence on multiple servers.


=head2 Buffering on disk

GNU B<parallel> buffers on disk in $TMPDIR using files, that are
removed as soon as they are created, but which are kept open. So even
if GNU B<parallel> is killed by a power outage, there will be no files
to clean up afterwards. Another advantage is that the file system is
aware that these files will be lost in case of a crash, so it does
not need to sync them to disk.

It gives the odd situation that a disk can be fully used, but there
are no visible files on it.


=head2 Disk full

GNU B<parallel> buffers on disk. If the disk is full data may be
lost. To check if the disk is full GNU B<parallel> writes a 8193 byte
file when a job finishes. If this file is written successfully, it is
removed immediately. If it is not written successfully, the disk is
full. The size 8193 was chosen because 8192 gave wrong result on some
file systems, whereas 8193 did the correct thing on all tested
filesystems.


=head2 Perl replacement strings, {= =}, and --rpl

The shorthands for replacement strings make a command look more
cryptic. Different users will need different replacement
strings. Instead of inventing more shorthands you get more more
flexible replacement strings if they can be programmed by the user.

The language Perl was chosen because GNU B<parallel> is written in
Perl and it was easy and reasonably fast to run the code given by the
user.

If a user needs the same programmed replacement string again and
again, the user may want to make his own shorthand for it. This is
what B<--rpl> is for. It works so well, that even GNU B<parallel>'s
own shorthands are implemented using B<--rpl>.

In Perl code the bigrams {= and =} rarely exist. They look like a
matching pair and can be entered on all keyboards. This made them good
candidates for enclosing the Perl expression in the replacement
strings. Another candidate ,, and ,, was rejected because they do not
look like a matching pair. B<--parens> was made, so that the users can
still use ,, and ,, if they like: B<--parens ,,,,>

Internally, however, the {= and =} are replaced by \257< and
\257>. This is to make it simple to make regular expressions: \257 is
disallowed on the command line, so when that is matched in a regular
expression, it is known that this is a replacement string.


=head2 Test suite

GNU B<parallel> uses its own testing framework. This is mostly due to
historical reasons. It deals reasonably well with tests that are
dependent on how long a given test runs (e.g. more than 10 secs is a
pass, but less is a fail). It parallelizes most tests, but it is easy
to force a test to run as the single test (which may be important for
timing issues). It deals reasonably well with tests that fail
intermittently. It detects which tests failed and pushes these to the
top, so when running the test suite again, the tests that failed most
recently are run first.

If GNU B<parallel> should adopt a real testing framework then those
elements would be important.

Since many tests are dependent on which hardware it is running on,
these tests break when run on a different hardware than what the test
was written for.

When most bugs are fixed a test is added, so this bug will not
reappear. It is, however, sometimes hard to create the environment in
which the bug shows up - especially if the bug only shows up
sometimes. One of the harder problems was to make a machine start
swapping without forcing it to its knees.


=head2 Median run time

Using a percentage for B<--timeout> causes GNU B<parallel> to compute
the median run time of a job. The median is a better indicator of the
expected run time than average, because there will often be outliers
taking way longer than the normal run time.

To avoid keeping all run times in memory, an implementation of
remedian was made (Rousseeuw et al).


=head2 Error messages and warnings

Error messages like: ERROR, Not found, and 42 are not very
helpful. GNU B<parallel> strives to inform the user:

=over 2

=item *

What went wrong?

=item *

Why did it go wrong?

=item *

What can be done about it?

=back

Unfortunately it is not always possible to predict the root cause of the error.


=head2 Computation of load

Contrary to the obvious B<--load> does not use load average. This is
due to load average rising too slowly. Instead it uses B<ps> to list
the number of jobs in running or blocked state (state D, O or R). This
gives an instant load.

As remote calculation of load can be slow, a process is spawned to run
B<ps> and put the result in a file, which is then used next time.


=head2 Killing jobs

GNU B<parallel> kills jobs. It can be due to B<--memfree>, B<--halt>,
or when GNU B<parallel> meets a condition from which it cannot
recover. Every job is started as its own process group. This way any
(grand)*children will get killed, too. The process group is killed with
the specification mentioned in B<--termseq>.


=head2 SQL interface

GNU B<parallel> uses the DBURL from GNU B<sql> to give database
software, username, password, host, port, database, and table in a
single string.

The DBURL must point to a table name. The table will be dropped and
created. The reason for not reusing an exising table is that the user
may have added more input sources which would require more columns in
the table.

The table columns are similar to joblog with the addition of B<V1>
.. B<Vn> which are values from the input sources, and stdout and
stderr which are the output from standard output and standard error,
respectively.

The Signal column has been renamed to _Signal due to Signal being a
reserved word in MySQL.



=head1 Ideas for new design

=head2 Multiple processes working together

Open3 is slow. Printing is slow. It would be good if they did not tie
up ressources, but were run in separate threads.


=head2 Transferring of variables and functions from zsh

Transferring Bash functions to remote zsh works.
Can parallel_bash_environment be used to import zsh functions?


=head2 --rrs on remote using a perl wrapper

... | perl -pe '$/=$recend$recstart;BEGIN{ if(substr($_) eq $recstart) substr($_)="" } eof and substr($_) eq $recend) substr($_)="" 

It ought to be possible to write a filter that removed rec sep on the
fly instead of inside GNU B<parallel>. This could then use more cpus.

Will that require 2x record size memory?

Will that require 2x block size memory?


=head1 Historical decisions

=head2 --tollef

You can read about the history of GNU B<parallel> on https://www.gnu.org/software/parallel/history.html

B<--tollef> was included to make GNU B<parallel> switch compatible
with the parallel from moreutils (which is made by Tollef Fog
Heen). This was done so that users of that parallel easily could port
their use to GNU B<parallel>: Simply set B<PARALLEL="--tollef"> and
that would be it.

But several distributions chose to make B<--tollef> global (by putting it
into /etc/parallel/config), and that caused much confusion when people
tried out the examples from GNU B<parallel>'s man page and these did
not work.  The users became frustrated because the distribution did
not make it clear to them that it has made B<--tollef> global.

So to lessen the frustration and the resulting support, B<--tollef>
was obsoleted 20130222 and removed one year later.


=head2 Transferring of variables and functions

Until 20150122 variables and functions were transferred by looking at
$SHELL to see whether the shell was a B<*csh> shell. If so the
variables would be set using B<setenv>. Otherwise they would be set
using B<=>. The caused the content of the variable to be repeated:

echo $SHELL | grep "/t\{0,1\}csh" > /dev/null && setenv VAR foo ||
export VAR=foo

=cut