Random¶
View randomNumbers.chpl on GitHub
This primer demonstrates usage of the standard module Random.chpl.
use Random;
This primer shows two ways to generate a sequence of random numbers:
The first is by creating an array of random numbers using the
Random.fillRandom
function. The second way is to use
a PCGRandomStream
instance.
Using fillRandom¶
Call Random.fillRandom
with an array argument. The array
will be filled with random numbers.
var rands: [1..10] real;
fillRandom(rands);
Now writeln(rands)
would output these random values, but
then this program’s output would not be deterministic.
To produce deterministic output, specify the starting seed to use when filling the array.
var randsSeeded: [0..9] real;
var seed = 17;
fillRandom(randsSeeded, seed);
writeln("randsSeeded = ", randsSeeded); // Here the output is deterministic
writeln();
Other numeric types are supported:
var rand16s: [1..10] uint(16);
fillRandom(rand16s, seed);
writeln("rand16s = ", rand16s); // Here the output is deterministic
writeln();
Using RandomStream¶
The second way to generate a sequence of random numbers is by creating a
PCGRandomStream
class instance. The first argument is the
type of the elements that the instance should generate. If a particular seed
is desired, it should be specified upon creation of this instance.
var randStream = new RandomStream(real);
var randStreamSeeded = new RandomStream(real, seed);
Then the instance can be used to obtain the numbers. This can be done in a
large chunk by calling fillRandom
:
var randsFromStream: [1..10] real;
randStream.fillRandom(randsFromStream);
Or random numbers can be requested one at a a time.
var firstRand = randStreamSeeded.getNext();
writeln(firstRand == randsSeeded[0]);
Note that since since we are using the same seed, the numbers generated will
match those generated earlier by fillRandom(randsSeeded, seed)
.
The next random number generated will follow the most recent…
var nextRand = randStreamSeeded.getNext();
writeln(nextRand == randsSeeded[1]);
…unless the position to look at has been changed.
randStreamSeeded.skipToNth(6);
var rand6 = randStreamSeeded.getNext();
writeln(rand6 == randsSeeded[6]);
A specific random number in the stream can be obtained by
specifying the position. This argument must be greater
than or equal to 0
.
var rand1 = randStreamSeeded.getNth(1);
writeln(rand1 == nextRand);
This position can be earlier or later than the most recent.
var rand3 = randStreamSeeded.getNth(3);
writeln(rand3 == randsSeeded[3]);
The stream can be used to iterate over a specified set of positions.
for i in randStreamSeeded.iterate({5..10}, real) {
writeln(i);
}
By default, access using the PCGRandomStream
instance will
be safe in the presence of parallelism. This can be changed for the entire
stream during class creation. As a result, two parallel accesses or updates
to the position from which reading is intended may conflict.
var parallelUnsafe = new RandomStream(real, parSafe=false);
var parallelSeededUnsafe = new RandomStream(real, seed, false);
Now PCGRandomStream
functions, such as
parallelUnsafe.getNext()
and parallelSeededUnsafe.getNext()
can be
called.
The RandomStream
instances above were created with new [owned]
and so are automatically deleted when they go out of scope.