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package AI::XGBoost::DMatrix; |
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use strict; |
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use warnings; |
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use utf8; |
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our $VERSION = '0.008'; # VERSION |
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# ABSTRACT: XGBoost class for data |
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use Moose; |
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use AI::XGBoost::CAPI qw(:all); |
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use Carp; |
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has handle => ( is => 'ro', ); |
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sub From { |
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my ( $package, %args ) = @_; |
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return __PACKAGE__->FromFile( filename => $args{file}, silent => $args{silent} ) if ( defined $args{file} ); |
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return __PACKAGE__->FromMat( map { $_ => $args{$_} if defined $_ } qw(matrix missing label) ) |
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if ( defined $args{matrix} ); |
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Carp::cluck( "I don't know how to build a " . __PACKAGE__ . " with this data: " . join( ", ", %args ) ); |
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} |
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sub FromFile { |
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my ( $package, %args ) = @_; |
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my $handle = XGDMatrixCreateFromFile( @args{qw(filename silent)} ); |
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return __PACKAGE__->new( handle => $handle ); |
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} |
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sub FromMat { |
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my ( $package, %args ) = @_; |
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my $handle = XGDMatrixCreateFromMat( @args{qw(matrix missing)} ); |
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my $matrix = __PACKAGE__->new( handle => $handle ); |
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if ( defined $args{label} ) { |
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$matrix->set_label( $args{label} ); |
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} |
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return $matrix; |
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} |
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sub set_float_info { |
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my $self = shift(); |
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my ( $field, $info ) = @_; |
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XGDMatrixSetFloatInfo( $self->handle, $field, $info ); |
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return $self; |
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} |
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sub get_float_info { |
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my $self = shift(); |
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my $field = shift(); |
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XGDMatrixGetFloatInfo( $self->handle, $field ); |
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} |
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sub set_label { |
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my $self = shift(); |
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my $label = shift(); |
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$self->set_float_info( 'label', $label ); |
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} |
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sub get_label { |
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my $self = shift(); |
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$self->get_float_info('label'); |
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} |
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sub set_weight { |
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my $self = shift(); |
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my $weight = shift(); |
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$self->set_float_info( 'weight', $weight ); |
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return $self; |
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} |
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sub get_weight { |
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my $self = shift(); |
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$self->get_float_info('weight'); |
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} |
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sub num_row { |
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my $self = shift(); |
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XGDMatrixNumRow( $self->handle ); |
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} |
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sub num_col { |
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my $self = shift(); |
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XGDMatrixNumCol( $self->handle ); |
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} |
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sub dims { |
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my $self = shift(); |
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return ( $self->num_row(), $self->num_col() ); |
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} |
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sub DEMOLISH { |
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my $self = shift(); |
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XGDMatrixFree( $self->handle ); |
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} |
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1; |
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__END__ |
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=pod |
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=encoding utf-8 |
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105
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=head1 NAME |
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AI::XGBoost::DMatrix - XGBoost class for data |
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109
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=head1 VERSION |
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111
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version 0.008 |
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113
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=head1 SYNOPSIS |
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115
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use aliased 'AI::XGBoost::DMatrix'; |
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my $train_data = DMatrix->FromFile(filename => 'agaricus.txt.train'); |
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=head1 DESCRIPTION |
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XGBoost DMatrix perl model |
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Work In Progress, the API may change. Comments and suggestions are welcome! |
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=head1 METHODS |
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=head2 From |
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Construct a DMatrix from diferent sources. Based on parameters |
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dispatch to the correct From* method |
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Refer to From* to see what can be done. |
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=head2 FromFile |
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Construct a DMatrix from a file |
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=head3 Parameters |
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=over 4 |
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=item filename |
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File to read |
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=item silent |
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Supress messages |
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=back |
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=head2 FromMat |
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Construct a DMatrix from a bidimensional array |
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=head3 Parameters |
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=over 4 |
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159
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=item matrix |
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161
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Bidimensional array |
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=item label |
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Array with the labels of the rows of matrix. Optional |
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=item missing |
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Value to identify missing values. Optional, default `NaN` |
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=back |
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=head2 set_float_info |
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Set float type property |
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=head3 Parameters |
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=over 4 |
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=item field |
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Field name of the information |
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=item info |
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187
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array with the information |
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189
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=back |
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191
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=head2 get_float_info |
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Get float type property |
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=head3 Parameters |
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=over 4 |
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=item field |
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Field name of the information |
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=back |
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=head2 set_label |
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Set label of DMatrix. This label is the "classes" in classification problems |
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=head3 Parameters |
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211
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=over 4 |
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213
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=item data |
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Array with the labels |
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=back |
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219
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=head2 get_label |
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221
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Get label of DMatrix. This label is the "classes" in classification problems |
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223
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=head2 set_weight |
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225
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Set weight of each instance |
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227
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=head3 Parameters |
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228
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229
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=over 4 |
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230
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231
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=item weight |
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232
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233
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Array with the weights |
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234
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235
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=back |
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236
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237
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=head2 get_weight |
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238
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239
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Get the weight of each instance |
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240
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241
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=head2 num_row |
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242
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243
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Number of rows |
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244
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245
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=head2 num_col |
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246
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247
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Number of columns |
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248
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249
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=head2 dims |
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250
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251
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Dimensions of the matrix. That is: rows, columns |
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252
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253
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=head2 DEMOLISH |
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254
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255
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Free the |
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256
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257
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=head1 AUTHOR |
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258
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259
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Pablo RodrÃguez González <pablo.rodriguez.gonzalez@gmail.com> |
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260
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261
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=head1 COPYRIGHT AND LICENSE |
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262
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263
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This software is Copyright (c) 2017 by Pablo RodrÃguez González. |
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264
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265
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This is free software, licensed under: |
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266
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267
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The Apache License, Version 2.0, January 2004 |
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268
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269
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=cut |