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PDL::Basic -- Basic utility functions for PDL |
PDL::Basic -- Basic utility functions for PDL
This module contains basic utility functions for creating and manipulating piddles. Most of these functions are simplified interfaces to the more flexible functions in the modules PDL::Primitive and PDL::Slices.
use PDL::Basic;
Fills a piddle with X index values
$x = xvals($somearray); $x = xvals([OPTIONAL TYPE],$nx,$ny,$nz...);
etc. see zeroes.
perldl> print xvals zeroes(5,10) [ [0 1 2 3 4] [0 1 2 3 4] [0 1 2 3 4] [0 1 2 3 4] [0 1 2 3 4] [0 1 2 3 4] [0 1 2 3 4] [0 1 2 3 4] [0 1 2 3 4] [0 1 2 3 4] ]
Fills a piddle with Y index values
$x = yvals($somearray); yvals(inplace($somearray)); $x = yvals([OPTIONAL TYPE],$nx,$ny,$nz...);
etc. see zeroes.
perldl> print yvals zeroes(5,10) [ [0 0 0 0 0] [1 1 1 1 1] [2 2 2 2 2] [3 3 3 3 3] [4 4 4 4 4] [5 5 5 5 5] [6 6 6 6 6] [7 7 7 7 7] [8 8 8 8 8] [9 9 9 9 9] ]
Fills a piddle with Z index values
$x = zvals($somearray); zvals(inplace($somearray)); $x = zvals([OPTIONAL TYPE],$nx,$ny,$nz...);
etc. see zeroes.
perldl> print zvals zeroes(3,4,2) [ [ [0 0 0] [0 0 0] [0 0 0] [0 0 0] ] [ [1 1 1] [1 1 1] [1 1 1] [1 1 1] ] ]
X axis values between endpoints (see xvals).
$a = zeroes(100,100); $x = $a->xlinvals(0.5,1.5); $y = $a->ylinvals(-2,-1); # calculate Z for X between 0.5 and 1.5 and # Y between -2 and -1. $z = f($x,$y);
xlinvals, ylinvals and zlinvals return a piddle with the same shape
as their first argument and linearly scaled values between the two other
arguments along the given axis.
Y axis values between endpoints (see yvals).
See xlinvals for more information.
Z axis values between endpoints (see zvals).
See xlinvals for more information.
Enumerate pixel coordinates for an N-D piddle
$indices = ndcoords($pdl)
$indices = ndcoords(@dimlist)
Returns an enumerated list of coordinates suitable for use in indexND or range: you feed in a dimension list and get out a piddle whose 0th dimension runs over dimension index and whose 1st through Nth dimensions are the dimensions given in the input. If you feed in a piddle instead of a perl list, then the dimension list is used, as in xvals etc.
perldl> print ndcoords(2,3)
[
[
[0 0]
[1 0]
[2 0]
]
[
[0 1]
[1 1]
[2 1]
]
]
Create histogram of a piddle
$hist = hist($data,[$min,$max,$step]); ($xvals,$hist) = hist($data,[$min,$max,$step]);
If requested, $xvals gives the computed bin centres
A nice idiom (with PDL::Graphics::PGPLOT) is
bin hist $data; # Plot histogram
perldl> p $y [13 10 13 10 9 13 9 12 11 10 10 13 7 6 8 10 11 7 12 9 11 11 12 6 12 7] perldl> $h = hist $y,0,20,1; # hist with step 1, min 0 and 20 bins perldl> p $h [0 0 0 0 0 0 2 3 1 3 5 4 4 4 0 0 0 0 0 0]
Create a weighted histogram of a piddle
$hist = whist($data, $wt, [$min,$max,$step]); ($xvals,$hist) = whist($data, $wt, [$min,$max,$step]);
If requested, $xvals gives the computed bin centres.
$data and $wt should have the same dimensionality and extents.
A nice idiom (with PDL::Graphics::PGPLOT) is
bin whist $data, $wt; # Plot histogram
perldl> p $y [13 10 13 10 9 13 9 12 11 10 10 13 7 6 8 10 11 7 12 9 11 11 12 6 12 7] perldl> $wt = grandom($y->nelem) perldl> $h = whist $y, $wt, 0, 20, 1 # hist with step 1, min 0 and 20 bins perldl> p $h [0 0 0 0 0 0 -0.49552342 1.7987439 0.39450696 4.0073722 -2.6255299 -2.5084501 2.6458365 4.1671676 0 0 0 0 0 0]
Create array filled with a sequence of values
$a = sequence($b); $a = sequence [OPTIONAL TYPE], @dims;
etc. see zeroes.
perldl> p sequence(10) [0 1 2 3 4 5 6 7 8 9] perldl> p sequence(3,4) [ [ 0 1 2] [ 3 4 5] [ 6 7 8] [ 9 10 11] ]
Fills a piddle with radial distance values from some centre.
$r = rvals $piddle,{OPTIONS};
$r = rvals [OPTIONAL TYPE],$nx,$ny,...{OPTIONS};
Options:
Centre => [$x,$y,$z...] # Specify centre Center => [$x,$y.$z...] # synonym.
Squared => 1 # return distance squared (i.e., don't take the square root)
perldl> print rvals long,7,7,{Centre=>[2,2]}
[
[2 2 2 2 2 3 4]
[2 1 1 1 2 3 4]
[2 1 0 1 2 3 4]
[2 1 1 1 2 3 4]
[2 2 2 2 2 3 4]
[3 3 3 3 3 4 5]
[4 4 4 4 4 5 5]
]
For a more general metric, one can define, e.g.,
sub distance {
my ($a,$centre,$f) = @_;
my ($r) = $a->allaxisvals-$centre;
$f->($r);
}
sub l1 { sumover(abs($_[0])); }
sub euclid { use PDL::Math 'pow'; pow(sumover(pow($_[0],2)),0.5); }
sub linfty { maximum(abs($_[0])); }
so now
distance($a, $centre, \&euclid);
will emulate rvals, while \&l1 and \&linfty will generate other
well-known norms.
Fills a piddle with index values on Nth dimension
$z = axisvals ($piddle, $nth);
This is the routine, for which xvals, yvals etc
are mere shorthands. axisvals can be used to fill
along any dimension.
Note the 'from specification' style (see zeroes) is not available here, for obvious reasons.
Generates a piddle with index values
$z = allaxisvals ($piddle);
allaxisvals produces an array with axis values along each dimension,
adding an extra dimension at the start.
allaxisvals($piddle)->slice("($nth)") will produce the same result
as axisvals($piddle,$nth) (although with extra work and not inplace).
It's useful when all the values will be required, as in the example given of a generalized rvals.
transpose rows and columns.
$b = transpose($a); $b = ~$a;
Also bound to the ~ unary operator in PDL::Matrix.
perldl> $a = sequence(3,2) perldl> p $a [ [0 1 2] [3 4 5] ] perldl> p transpose( $a ) [ [0 3] [1 4] [2 5] ]
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PDL::Basic -- Basic utility functions for PDL |