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lib/AI/XGBoost/CAPI/RAW.pm  view on Meta::CPAN

AI::XGBoost::CAPI::RAW - Perl wrapper for XGBoost C API https://github.com/dmlc/xgboost

=head1 VERSION

version 0.11

=head1 SYNOPSIS

 use 5.010;
 use AI::XGBoost::CAPI::RAW;
 use FFI::Platypus;
 
 my $silent = 0;
 my ($dtrain, $dtest) = (0, 0);
 
 AI::XGBoost::CAPI::RAW::XGDMatrixCreateFromFile('agaricus.txt.test', $silent, \$dtest);
 AI::XGBoost::CAPI::RAW::XGDMatrixCreateFromFile('agaricus.txt.train', $silent, \$dtrain);
 
 my ($rows, $cols) = (0, 0);
 AI::XGBoost::CAPI::RAW::XGDMatrixNumRow($dtrain, \$rows);
 AI::XGBoost::CAPI::RAW::XGDMatrixNumCol($dtrain, \$cols);
 say "Dimensions: $rows, $cols";
 
 my $booster = 0;
 
 AI::XGBoost::CAPI::RAW::XGBoosterCreate( [$dtrain] , 1, \$booster);
 
 for my $iter (0 .. 10) {
     AI::XGBoost::CAPI::RAW::XGBoosterUpdateOneIter($booster, $iter, $dtrain);
 }
 
 my $out_len = 0;
 my $out_result = 0;
 
 AI::XGBoost::CAPI::RAW::XGBoosterPredict($booster, $dtest, 0, 0, \$out_len, \$out_result);
 my $ffi = FFI::Platypus->new();
 my $predictions = $ffi->cast(opaque => "float[$out_len]", $out_result);
 
 #say join "\n", @$predictions;
 
 AI::XGBoost::CAPI::RAW::XGBoosterFree($booster);
 AI::XGBoost::CAPI::RAW::XGDMatrixFree($dtrain);
 AI::XGBoost::CAPI::RAW::XGDMatrixFree($dtest);

=head1 DESCRIPTION

Wrapper for the C API.

The doc for the methods is extracted from doxygen comments: https://github.com/dmlc/xgboost/blob/master/include/xgboost/c_api.h

=head1 FUNCTIONS

=head2 XGBGetLastError

Get string message of the last error

All functions in this file will return 0 when success
and -1 when an error occurred,
XGBGetLastError can be called to retrieve the error

This function is thread safe and can be called by different thread

Returns string error information

=head2 XGDMatrixCreateFromFile

Load a data matrix

Parameters:

=over 4

=item filename

the name of the file

=item silent 

whether print messages during loading

=item out 

a loaded data matrix

=back

=head2 XGDMatrixCreateFromCSREx

Create a matrix content from CSR fromat

Parameters:

=over 4

=item indptr

pointer to row headers

=item indices

findex

=item data

fvalue

=item nindptr

number of rows in the matrix + 1

=item nelem

number of nonzero elements in the matrix

=item num_col

number of columns; when it's set to 0, then guess from data

=item out

created dmatrix

lib/AI/XGBoost/CAPI/RAW.pm  view on Meta::CPAN

=back

=head2 XGDMatrixCreateFromMat

Create matrix content from dense matrix

Parameters:

=over 4

=item data 

pointer to the data space

=item nrow

number of rows

=item ncol

number columns

=item missing

which value to represent missing value

=item out

created dmatrix

=back

=head2 XGDMatrixCreateFromMat_omp

Create matrix content from dense matrix

Parameters:

=over 4

=item data 

pointer to the data space

=item nrow

number of rows

=item ncol

number columns

=item missing

which value to represent missing value

=item out

created dmatrix

=item nthread

number of threads (up to maximum cores available, if <=0 use all cores)

=back

=head2 XGDMatrixSliceDMatrix

Create a new dmatrix from sliced content of existing matrix

Parameters:

=over 4

=item handle

instance of data matrix to be sliced

=item idxset

index set

=item len

length of index set

=item out

a sliced new matrix

=back

=head2 XGDMatrixNumRow

Get number of rows.

Parameters:

=over 4

=item handle 

the handle to the DMatrix

=item out 

The address to hold number of rows.

=back

=head2 XGDMatrixNumCol

Get number of cols.

Parameters:

=over 4

=item handle 

the handle to the DMatrix

=item out