=head1 NAME PDL::Basic -- Basic utility functions for PDL =head1 DESCRIPTION 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 L and L. =head1 SYNOPSIS use PDL::Basic; =head1 FUNCTIONS =cut package PDL::Basic; use PDL::Core ''; use PDL::Types; use PDL::Exporter; use PDL::Options; @ISA=qw/PDL::Exporter/; @EXPORT_OK = qw/ ndcoords rvals axisvals allaxisvals xvals yvals zvals sec ins hist whist similar_assign transpose sequence xlinvals ylinvals zlinvals axislinvals/; %EXPORT_TAGS = (Func=>[@EXPORT_OK]); # Exportable functions *axisvals = \&PDL::axisvals; *allaxisvals = \&PDL::allaxisvals; *sec = \&PDL::sec; *ins = \&PDL::ins; *hist = \&PDL::hist; *whist = \&PDL::whist; *similar_assign = \&PDL::similar_assign; *transpose = \&PDL::transpose; *xlinvals = \&PDL::xlinvals; *ylinvals = \&PDL::ylinvals; *zlinvals = \&PDL::zlinvals; =head2 xvals =for ref Fills a piddle with X index values =for usage $x = xvals($somearray); $x = xvals([OPTIONAL TYPE],$nx,$ny,$nz...); etc. see L. =for example 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] ] =head2 yvals =for ref Fills a piddle with Y index values =for usage $x = yvals($somearray); yvals(inplace($somearray)); $x = yvals([OPTIONAL TYPE],$nx,$ny,$nz...); etc. see L. =for example 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] ] =head2 zvals =for ref Fills a piddle with Z index values =for usage $x = zvals($somearray); zvals(inplace($somearray)); $x = zvals([OPTIONAL TYPE],$nx,$ny,$nz...); etc. see L. =for example 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] ] ] =head2 xlinvals =for ref X axis values between endpoints (see L). =for usage $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); C, C and C return a piddle with the same shape as their first argument and linearly scaled values between the two other arguments along the given axis. =head2 ylinvals =for ref Y axis values between endpoints (see L). See L for more information. =head2 zlinvals =for ref Z axis values between endpoints (see L). See L for more information. =head2 xlogvals =for ref X axis values logarithmicly spaced between endpoints (see L). =for usage $a = zeroes(100,100); $x = $a->xlogvals(1e-6,1e-3); $y = $a->ylinvals(1e-4,1e3); # calculate Z for X between 1e-6 and 1e-3 and # Y between 1e-4 and 1e3. $z = f($x,$y); C, C and C return a piddle with the same shape as their first argument and logarithmicly scaled values between the two other arguments along the given axis. =head2 ylogvals =for ref Y axis values logarithmicly spaced between endpoints (see L). See L for more information. =head2 zlogvals =for ref Z axis values logarithmicly spaced between endpoints (see L). See L for more information. =cut # Conveniently named interfaces to axisvals() sub xvals { ref($_[0]) && ref($_[0]) ne 'PDL::Type' ? $_[0]->xvals : PDL->xvals(@_) } sub yvals { ref($_[0]) && ref($_[0]) ne 'PDL::Type' ? $_[0]->yvals : PDL->yvals(@_) } sub zvals { ref($_[0]) && ref($_[0]) ne 'PDL::Type' ? $_[0]->zvals : PDL->zvals(@_) } sub PDL::xvals { my $class = shift; my $pdl = scalar(@_)? $class->new_from_specification(@_) : $class->new_or_inplace; axisvals2($pdl,0); return $pdl; } sub PDL::yvals { my $class = shift; my $pdl = scalar(@_)? $class->new_from_specification(@_) : $class->new_or_inplace; axisvals2($pdl,1); return $pdl; } sub PDL::zvals { my $class = shift; my $pdl = scalar(@_)? $class->new_from_specification(@_) : $class->new_or_inplace; axisvals2($pdl,2); return $pdl; } sub PDL::xlinvals { my $dim = $_[0]->getdim(0); barf "Must have at least two elements in dimension for xlinvals" if $dim <= 1; return $_[0]->xvals * (($_[2] - $_[1]) / ($dim-1)) + $_[1]; } sub PDL::ylinvals { my $dim = $_[0]->getdim(1); barf "Must have at least two elements in dimension for ylinvals" if $dim <= 1; return $_[0]->yvals * (($_[2] - $_[1]) / ($dim-1)) + $_[1]; } sub PDL::zlinvals { my $dim = $_[0]->getdim(2); barf "Must have at least two elements in dimension for zlinvals" if $dim <= 1; return $_[0]->zvals * (($_[2] - $_[1]) / ($dim-1)) + $_[1]; } sub PDL::xlogvals { my $dim = $_[0]->getdim(0); barf "Must have at least two elements in dimension for xlogvals" if $dim <= 1; my ($xmin,$xmax) = @_[1,2]; barf "xmin and xmax must be positive" if $xmin <= 0 || $xmax <= 0; my ($lxmin,$lxmax) = (log($xmin), log($xmax)); return exp($_[0]->xvals * (($lxmax - $lxmin) / ($dim-1)) + $lxmin); } sub PDL::ylogvals { my $dim = $_[0]->getdim(1); barf "Must have at least two elements in dimension for xlogvals" if $dim <= 1; my ($xmin,$xmax) = @_[1,2]; barf "xmin and xmax must be positive" if $xmin <= 0 || $xmax <= 0; my ($lxmin,$lxmax) = (log($xmin), log($xmax)); return exp($_[0]->yvals * (($lxmax - $lxmin) / ($dim-1)) + $lxmin); } sub PDL::zlogvals { my $dim = $_[0]->getdim(2); barf "Must have at least two elements in dimension for xlogvals" if $dim <= 1; my ($xmin,$xmax) = @_[1,2]; barf "xmin and xmax must be positive" if $xmin <= 0 || $xmax <= 0; my ($lxmin,$lxmax) = (log($xmin), log($xmax)); return exp($_[0]->zvals * (($lxmax - $lxmin) / ($dim-1)) + $lxmin); } =head2 ndcoords =for ref Enumerate pixel coordinates for an N-D piddle =for usage $indices = ndcoords($pdl) $indices = ndcoords(@dimlist) Returns an enumerated list of coordinates suitable for use in L or L: 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 L etc. =for example perldl> print ndcoords(2,3) [ [ [0 0] [1 0] [2 0] ] [ [0 1] [1 1] [2 1] ] ] =cut sub ndcoords { my $type; if(ref $_[0] eq 'PDL::Type') { $type = shift; } my @dims = (ref $_[0]) ? (shift)->dims : @_; my @d = @dims; unshift(@d,scalar(@dims)); unshift(@d,$type) if defined($type); $out = PDL->zeroes(@d); for my $d(0..$#dims) { my $a = $out->index($d)->mv($d,0); $a .= xvals($a); } $out; } =head2 hist =for ref Create histogram of a piddle =for usage $hist = hist($data,[$min,$max,$step]); ($xvals,$hist) = hist($data,[$min,$max,$step]); If requested, C<$xvals> gives the computed bin centres A nice idiom (with L) is bin hist $data; # Plot histogram =for example 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 $h [0 0 0 0 0 0 2 3 1 3 5 4 4 4 0 0 0 0 0 0] =cut sub PDL::hist { barf('Usage: ([$xvals],$hist) = hist($data,[$min,$max,$step])') if $#_<0; my($pdl,$min,$max,$step)=@_; my $xvals; ($step, $min, $bins, $xvals) = _hist_bin_calc($pdl, $min, $max, $step, wantarray()); PDL::Primitive::histogram($pdl->clump(-1),(my $hist = null), $step,$min,$bins); return wantarray() ? ($xvals,$hist) : $hist; } =head2 whist =for ref Create a weighted histogram of a piddle =for usage $hist = whist($data, $wt, [$min,$max,$step]); ($xvals,$hist) = whist($data, $wt, [$min,$max,$step]); If requested, C<$xvals> gives the computed bin centres. C<$data> and C<$wt> should have the same dimensionality and extents. A nice idiom (with L) is bin whist $data, $wt; # Plot histogram =for example 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 $h [0 0 0 0 0 0 -0.49552342 1.7987439 0.39450696 4.0073722 -2.6255299 -2.5084501 2.6458365 4.1671676 0 0 0 0 0 0] =cut sub PDL::whist { barf('Usage: ([$xvals],$hist) = whist($data,$wt,[$min,$max,$step])') if @_ < 2; my($pdl,$wt,$min,$max,$step)=@_; my $xvals; ($step, $min, $bins, $xvals) = _hist_bin_calc($pdl, $min, $max, $step, wantarray()); PDL::Primitive::whistogram($pdl->clump(-1),$wt->clump(-1), (my $hist = null), $step, $min, $bins); return wantarray() ? ($xvals,$hist) : $hist; } sub _hist_bin_calc { my($pdl,$min,$max,$step,$wantarray)=@_; $min = $pdl->min() unless defined $min; $max = $pdl->max() unless defined $max; my $ntype = $pdl->get_datatype; unless (defined $step) { my $defbins = 100 < $pdl->nelem ? 100 : $pdl->nelem; $step = ($max-$min)/$defbins; $step = int($step) > 0 ? int($step) : 1 if $ntype < $PDL_F; } barf "step is zero (or all data equal to one value)" if $step == 0; my $bins = int(($max-$min)/$step); print "hist with step $step, min $min and $bins bins\n" if $PDL::debug; my $xvals = $min + $step/2 + sequence(PDL::Type->new($ntype),$bins)* PDL::convert($step,$ntype) if $wantarray; return ( $step, $min, $bins, $xvals ); } =head2 sequence =for ref Create array filled with a sequence of values =for usage $a = sequence($b); $a = sequence [OPTIONAL TYPE], @dims; etc. see L. =for example perldl> p sequence(10) [0 1 2 3 4 5 6 7 8 9] perldl> p sequence(3,4) [ [ 0 1 2] [ 3 4 5] [ 6 7 8] [ 9 10 11] ] =cut sub sequence { ref($_[0]) && ref($_[0]) ne 'PDL::Type' ? $_[0]->sequence : PDL->sequence(@_) } sub PDL::sequence { my $class = shift; my $pdl = scalar(@_)? $class->new_from_specification(@_) : $class->new_or_inplace; my $bar = $pdl->clump(-1)->inplace; my $foo = $bar->xvals; return $pdl; } =head2 rvals =for ref Fills a piddle with radial distance values from some centre. =for usage $r = rvals $piddle,{OPTIONS}; $r = rvals [OPTIONAL TYPE],$nx,$ny,...{OPTIONS}; =for options Options: Centre => [$x,$y,$z...] # Specify centre Center => [$x,$y.$z...] # synonym. Squared => 1 # return distance squared (i.e., don't take the square root) =for example perldl> print rvals long,7,7,{Centre=>[2,2]} [ [2 2 2 2 2 3 4] [2 1 1 1 2 3 4] [2 1 0 1 2 3 4] [2 1 1 1 2 3 4] [2 2 2 2 2 3 4] [3 3 3 3 3 4 5] [4 4 4 4 4 5 5] ] For a more general metric, one can define, e.g., sub distance { my ($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, $centre, \&euclid); will emulate rvals, while C<\&l1> and C<\&linfty> will generate other well-known norms. =cut sub rvals { ref($_[0]) && ref($_[0]) ne 'PDL::Type' ? $_[0]->rvals(@_[1..$#_]) : PDL->rvals(@_) } sub PDL::rvals { # Return radial distance from given point and offset my $class = shift; my $opt = pop @_ if ref($_[$#_]) eq "HASH"; my %opt = defined $opt ? iparse( { CENTRE => undef, # needed, otherwise centre/center handling painful Squared => 0, }, $opt ) : (); my $r = scalar(@_)? $class->new_from_specification(@_) : $class->new_or_inplace; my @pos; @pos = @{$opt{CENTRE}} if defined $opt{CENTRE}; my $offset; $r .= 0.0; my $tmp = $r->copy; my $i; for ($i=0; $i<$r->getndims; $i++) { $offset = (defined $pos[$i] ? $pos[$i] : int($r->getdim($i)/2)); # Note careful coding for speed and min memory footprint PDL::Primitive::axisvalues($tmp->xchg(0,$i)); $tmp -= $offset; $tmp *= $tmp; $r += $tmp; } return $opt{Squared} ? $r : $r->inplace->sqrt; } =head2 axisvals =for ref Fills a piddle with index values on Nth dimension =for usage $z = axisvals ($piddle, $nth); This is the routine, for which L, L etc are mere shorthands. C can be used to fill along any dimension. Note the 'from specification' style (see L) is not available here, for obvious reasons. =cut sub PDL::axisvals { my($this,$nth) = @_; my $dummy = $this->new_or_inplace; if($dummy->getndims() <= $nth) { # This is 'kind of' consistency... $dummy .= 0; return $dummy; # barf("Too few dimensions given to axisvals $nth\n"); } my $bar = $dummy->xchg(0,$nth); PDL::Primitive::axisvalues($bar); return $dummy; } # We need this version for xvals etc to work in place sub axisvals2 { my($this,$nth) = @_; my $dummy = shift; if($dummy->getndims() <= $nth) { # This is 'kind of' consistency... $dummy .= 0; return $dummy; # barf("Too few dimensions given to axisvals $nth\n"); } my $bar = $dummy->xchg(0,$nth); PDL::Primitive::axisvalues($bar); return $dummy; } =head2 allaxisvals =for ref Generates a piddle with index values =for usage $z = allaxisvals ($piddle); C produces an array with axis values along each dimension, adding an extra dimension at the start. Cslice("($nth)")> will produce the same result as C (although with extra work and not inplace). It's useful when all the values will be required, as in the example given of a generalized L. =cut sub PDL::allaxisvals { my($this) = @_; my($dims) = $this->getndims; my($dummy) = $this->dummy(0,$dims)->new; my(@dums) = $dummy->mv(0,$dims)->dog; foreach (0 .. $dims-1) { my $bar = $dums[$_]->xchg(0,$_); PDL::Primitive::axisvalues($bar); } return $dummy; } sub PDL::sec { my($this,@coords) = @_; my $i; my @maps; while($#coords > -1) { $i = int(shift @coords) ; push @maps, "$i:".int(shift @coords); } my $tmp = PDL->null; $tmp .= $this->slice(join ',',@maps); return $tmp; } sub PDL::ins { my($this,$what,@coords) = @_; my $w = PDL::Core::alltopdl($PDL::name,$what); my $tmp; if($this->is_inplace) { $this->set_inplace(0); } else { $this = $this->copy; } ($tmp = $this->slice( (join ',',map {int($coords[$_]).":". ((int($coords[$_])+$w->getdim($_)-1)<$this->getdim($_) ? (int($coords[$_])+$w->getdim($_)-1):$this->getdim($_)) } 0..$#coords))) .= $w; return $this; } sub PDL::similar_assign { my($from,$to) = @_; if((join ',',@{$from->dims}) ne (join ',',@{$to->dims})) { barf "Similar_assign: dimensions [". (join ',',@{$from->dims})."] and [". (join ',',@{$to->dims})."] do not match!\n"; } $to .= $from; } =head2 transpose =for ref transpose rows and columns. =for usage $b = transpose($a); $b = ~$a; Also bound to the C<~> unary operator in PDL::Matrix. =for example perldl> $a = sequence(3,2) perldl> p $a [ [0 1 2] [3 4 5] ] perldl> p transpose( $a ) [ [0 3] [1 4] [2 5] ] =cut sub PDL::transpose { my($this) = @_; if($this->getndims == 1) { # 1-Dim: add dummy return pdl $this->dummy(0); } return $this->xchg(0,1)->sever; } 1;