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package Math::LP; |
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2849
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use strict; |
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132
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use Exporter; |
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142
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2856
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use Math::LP::Constraint; |
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0
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use Math::LP::Solve; |
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our(@EXPORT,@EXPORT_OK,%EXPORT_TAGS, # Exporter related |
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$MAX,$MIN, # objective function types |
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$OPTIMAL,$MILP_FAIL,$INFEASIBLE,$UNBOUNDED,$FAILURE,$RUNNING, |
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$FEAS_FOUND,$NO_FEAS_FOUND,$BREAK_BB, # possible status values after solve |
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$VERSION, |
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); |
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use base qw(Math::LP::Object Exporter); |
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use fields ( |
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'solver_status', # status after solve() is called |
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'variables', # hash of variables used in this LP |
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'constraints', # array of constraints in this LP |
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'objective_function', # Math::LP::LinearCombination object |
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'type', # either $MAX or $MIN |
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'_dbuf', # doublePtr (wrapper for double*) buffer used internally for passing data to lprec structs |
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'_dbufsize', # and its size |
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'lprec', # the lprec structure used internally by the solver |
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# (Math::LP::Solve) |
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); |
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$VERSION = '0.03'; |
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# only the package variables are made available for exporting |
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@EXPORT = qw(); |
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%EXPORT_TAGS = ( |
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types => [qw($MAX $MIN)], |
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solver_status => [qw($OPTIMAL $MILP_FAIL $INFEASIBLE $UNBOUNDED $RUNNING |
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$FEAS_FOUND $NO_FEAS_FOUND $BREAK_BB)], |
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); |
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$EXPORT_TAGS{all} = [@{$EXPORT_TAGS{types}}, |
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@{$EXPORT_TAGS{solver_status}}]; |
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@EXPORT_OK = @{$EXPORT_TAGS{all}}; |
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BEGIN { |
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# objective function types (not defined by LP_Solve) |
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*MAX = \0; |
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*MIN = \1; |
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42
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# solver states (exit states of LP_Solve's solve() and lag_solve()) |
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*OPTIMAL = \$Math::LP::Solve::OPTIMAL; |
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*MILP_FAIL = \$Math::LP::Solve::MILP_FAIL; |
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*INFEASIBLE = \$Math::LP::Solve::INFEASIBLE; |
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*UNBOUNDED = \$Math::LP::Solve::UNBOUNDED; |
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*FAILURE = \$Math::LP::Solve::FAILURE; |
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*RUNNING = \$Math::LP::Solve::RUNNING; |
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*FEAS_FOUND = \$Math::LP::Solve::FEAS_FOUND; |
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*NO_FEAS_FOUND = \$Math::LP::Solve::NO_FEAS_FOUND; |
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*BREAK_BB = \$Math::LP::Solve::BREAK_BB; |
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} |
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54
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### Object setup |
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sub initialize { |
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my Math::LP $this = shift; |
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$this->{variables} ||= {}; |
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$this->{constraints} ||= []; |
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$this->{_dbufsize} ||= 32; |
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$this->{_dbuf} = Math::LP::Solve::ptrcreate('double',0.0,$this->{_dbufsize}); |
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} |
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62
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sub DESTROY { |
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63
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my Math::LP $this = shift; |
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64
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Math::LP::Solve::ptrfree($this->{_dbuf}); |
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} |
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67
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### Memory handling |
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sub get_dbuf { # with dynamic buffer management |
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my Math::LP $this = shift; |
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my $size = shift; |
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71
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my $initval = shift || 0.0; |
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72
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73
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# update buffer size if needed |
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if($this->{_dbufsize} < $size) { |
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Math::LP::Solve::ptrfree($this->{_dbuf}); |
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while($this->{_dbufsize} < $size) { |
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$this->{_dbufsize} *= 2; |
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} |
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$this->{_dbuf} = Math::LP::Solve::ptrcreate('double',0.0,$this->{_dbufsize}); |
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} |
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81
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82
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# initialize the buffer |
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for(my $i = 0; $i < $size; ++$i) { |
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Math::LP::Solve::ptrset($this->{_dbuf},$initval,$i); |
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} |
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87
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return $this->{_dbuf}; |
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} |
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90
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### Manipulation of the LP |
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sub nr_rows { # == nr constraints |
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my Math::LP $this = shift; |
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return scalar @{$this->{constraints}}; |
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} |
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sub nr_cols { # == nr variables |
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my Math::LP $this = shift; |
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return scalar keys %{$this->{variables}}; |
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} |
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sub add_variable { # assigns an index to new variables, returns the variable's index |
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my Math::LP $this = shift; |
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my Math::LP::Variable $var = shift; |
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if(exists $this->{variables}->{$var->{name}}) { # already registered variable |
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103
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defined $var->{col_index} or |
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$this->croak("A variable named `" . $var->{name} . "' has already been registered to the LP,\n" |
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105
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. "It seems though that the variable you are currently trying to register\n" |
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106
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. "differs from the already registered one (as col_index is undefined). Stopped" |
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); |
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108
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} |
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109
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else { # new variable |
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110
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$this->{variables}->{$var->{name}} = $var; # registers the variable |
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$var->{col_index} = $this->nr_cols(); # first variable gets 1, second 2, ... |
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112
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} |
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113
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return $var->{col_index}; |
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114
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} |
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sub add_constraint { # does what it says, implicitly adds all the variables |
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my Math::LP $this = shift; |
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my Math::LP::Constraint $constr = shift; |
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118
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119
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# register all variables present in the constraint |
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120
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$this->add_variable($_) foreach @{$constr->{lhs}->get_variables()}; |
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121
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122
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# register the constraint |
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push @{$this->{constraints}}, $constr; |
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124
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$constr->{row_index} = $this->nr_rows(); |
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126
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return $constr->{row_index}; |
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127
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} |
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128
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sub set_objective_function { |
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129
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my Math::LP $this = shift; |
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130
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131
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# initialize the objective function and type |
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132
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my $obj_fn = $this->{objective_function} = shift; |
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133
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$this->{type} = shift; |
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134
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135
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# register all variables in the objective function |
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$this->add_variable($_) foreach @{$obj_fn->get_variables()}; |
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137
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} |
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138
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sub maximize_for { |
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139
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$_[0]->set_objective_function($_[1],$MAX); |
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140
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} |
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141
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sub minimize_for { |
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142
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$_[0]->set_objective_function($_[1],$MIN); |
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143
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} |
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144
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145
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### Solving the LP |
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146
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sub solve { |
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147
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my Math::LP $this = shift; |
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148
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my $lag_solve = shift || 0; # lag_solve flag |
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149
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150
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# 1. construct an equivalent lprec struct |
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151
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if(defined $this->{lprec}) { # remove previously built lprec |
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152
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&Math::LP::Solve::delete_lp($this->{lprec}); |
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153
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$this->{lprec} = undef; |
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154
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} |
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155
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my $lprec = $this->{lprec} = $this->make_lprec(); |
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156
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157
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# 2. solve the LP |
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158
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$this->{solver_status} = $lag_solve |
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159
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? Math::LP::Solve::lag_solve($lprec) |
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160
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: Math::LP::Solve::solve($lprec); |
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161
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162
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# 3. copy the results to the appropriate Math::LP objects |
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163
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$this->update_variable_values($lprec); |
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164
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$this->update_slacks($lprec); |
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165
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$this->update_dual_values($lprec); |
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166
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167
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### 4. delete the lprec struct |
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168
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##Math::LP::Solve::delete_lp($lprec); |
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169
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170
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# 5. return true iff succeeded |
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171
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return $this->{solver_status} == $OPTIMAL; |
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172
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# I am not sure whether this is the wanted behaviour for $lag_solve == 1 |
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173
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} |
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174
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sub make_coeff_array { |
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175
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my Math::LP $this = shift; |
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176
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my Math::LP::LinearCombination $lc = shift; |
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177
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178
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# get a zero-initialized coefficient buffer |
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179
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my $array = $this->get_dbuf($this->nr_cols() + 1, 0.0); |
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180
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# +1 for the 0'th column, which does not represent a variable |
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181
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182
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# fill out the coefficients |
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183
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Math::LP::Solve::ptrset($array,$_->{coeff},$_->{var}->{col_index}) foreach values %{$lc->get_entries()}; |
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184
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185
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return $array; |
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186
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} |
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187
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sub make_lprec { # construct an lprec struct for the LP |
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188
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my Math::LP $this = shift; |
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189
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my $lprec = Math::LP::Solve::make_lp(0,$this->nr_cols()); # no constraints yet, correct nr. of variables |
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190
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191
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# process all constraints |
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192
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foreach my $constr (@{$this->{constraints}}) { |
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193
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Math::LP::Solve::add_constraint($lprec,$this->make_coeff_array($constr->{lhs}),$constr->{type},$constr->{rhs}); |
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194
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195
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# Setting of the row name is disabled: it is not needed |
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196
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#Math::LP::Solve::lprec_row_name_set($lprec,$constr->{index},$constr->{name}) |
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197
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# if defined $constr->{name}; |
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198
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} |
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199
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200
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# process all variables |
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201
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foreach my $var (values %{$this->{variables}}) { |
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202
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&Math::LP::Solve::set_int($lprec,$var->{col_index},1) if $var->{is_int}; |
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203
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&Math::LP::Solve::set_upbo($lprec,$var->{col_index},$var->{upper_bound}); |
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204
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&Math::LP::Solve::set_lowbo($lprec,$var->{col_index},$var->{lower_bound}); |
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205
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# Setting of the col name is disabled: it is not needed and triggered a bug I still do not understand |
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206
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#Math::LP::Solve::lprec_col_name_set($lprec,$var->{col_index},$var->{name}); |
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207
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} |
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208
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209
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# set the objective function |
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210
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if(defined($this->{objective_function})) { |
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211
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Math::LP::Solve::set_obj_fn($lprec,$this->make_coeff_array($this->{objective_function})); |
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212
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if ($this->{type} == $MAX) { Math::LP::Solve::set_maxim($lprec); } |
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213
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elsif($this->{type} == $MIN) { Math::LP::Solve::set_minim($lprec); } |
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214
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else { |
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215
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$this->croak('No objective function type ($MAX or $MIN) set for solving'); |
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216
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} |
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217
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} |
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218
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219
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return $lprec; |
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220
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} |
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221
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sub update_variable_values { # copies the variable values to the variable objects |
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222
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my Math::LP $this = shift; |
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223
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my $lprec = shift; |
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224
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225
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# the variable values are found in the solution vector |
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226
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my $solution = Math::LP::Solve::lprec_best_solution_get($lprec); |
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227
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228
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# The index offset is explained as follows |
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229
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# + 1 because of the objective function value |
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230
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# + nr_rows() because of the slacks |
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231
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# - 1 because the 1st variable has index 1, not 0 |
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232
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my $offset = $this->nr_rows(); |
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233
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234
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# copy the appropriate value for each variable |
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235
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foreach(values %{$this->{variables}}) { |
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236
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my $var_index = $_->{col_index}; |
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237
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$_->{value} = Math::LP::Solve::ptrvalue($solution,$offset+$var_index); |
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238
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} |
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239
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} |
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240
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sub update_slacks { |
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241
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my Math::LP $this = shift; |
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242
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my $lprec = shift; |
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243
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244
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# the slacks are fetched from the solution vector |
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245
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my $solution = Math::LP::Solve::lprec_best_solution_get($lprec); |
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246
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247
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# copy the appropriate slack for each constraint |
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248
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foreach(@{$this->{constraints}}) { |
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249
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my $row_index = $_->{row_index}; |
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250
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251
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# The net offset used for fetching the row slack is calculated as follows: |
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252
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# + 1 because of the objective function value |
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253
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# - 1 because the 1st row has index 1, not 0 |
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254
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my $buggy_slack = Math::LP::Solve::ptrvalue($solution,$row_index); |
|
255
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256
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# Due to a bug (?), lp_solve does not return the slack for each |
|
257
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# constraint, but the evaluation of the lhs for the optimal variable |
|
258
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# values. |
|
259
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|
$_->{lhs}->{value} = $buggy_slack; |
|
260
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|
261
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|
# The real slack is easily derived from the lhs value. |
|
262
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|
$_->{slack} = $_->{rhs} - $buggy_slack; |
|
263
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} |
|
264
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|
265
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|
# Also fetch the objective function value |
|
266
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|
|
if(defined($this->{objective_function})) { |
|
267
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|
|
$this->{objective_function}->{value} = Math::LP::Solve::ptrvalue($solution,0); |
|
268
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|
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|
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} |
|
269
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|
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|
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} |
|
270
|
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|
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|
|
sub update_dual_values { |
|
271
|
|
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|
|
my Math::LP $this = shift; |
|
272
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|
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|
|
my $lprec = shift; |
|
273
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|
274
|
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|
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|
# the dual values are fetched from the duals vector |
|
275
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|
|
my $duals = Math::LP::Solve::lprec_duals_get($lprec); |
|
276
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|
277
|
|
|
|
|
|
|
# copy the appropriate dual value for each constraint |
|
278
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|
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|
|
foreach(@{$this->{constraints}}) { |
|
279
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|
|
my $row_index = $_->{row_index}; |
|
280
|
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|
|
$_->{dual_value} = Math::LP::Solve::ptrvalue($duals,$row_index) |
|
281
|
|
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|
|
|
} |
|
282
|
|
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|
|
} |
|
283
|
|
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|
284
|
|
|
|
|
|
|
### Queries |
|
285
|
|
|
|
|
|
|
sub optimum { |
|
286
|
|
|
|
|
|
|
my Math::LP $this = shift; |
|
287
|
|
|
|
|
|
|
return undef if !defined($this->{objective_function}); |
|
288
|
|
|
|
|
|
|
return $this->{objective_function}->{value}; |
|
289
|
|
|
|
|
|
|
} |
|
290
|
|
|
|
|
|
|
|
|
291
|
|
|
|
|
|
|
sub get_constraints { |
|
292
|
|
|
|
|
|
|
my Math::LP $this = shift; |
|
293
|
|
|
|
|
|
|
wantarray ? @{$this->{constraints}} : $this->{constraints}; |
|
294
|
|
|
|
|
|
|
} |
|
295
|
|
|
|
|
|
|
|
|
296
|
|
|
|
|
|
|
sub get_variables { |
|
297
|
|
|
|
|
|
|
my Math::LP $this = shift; |
|
298
|
|
|
|
|
|
|
my $rh_v = $this->{variables}; |
|
299
|
|
|
|
|
|
|
my @vars = map { $rh_v->{$_} } sort keys %$rh_v; |
|
300
|
|
|
|
|
|
|
wantarray ? @vars : \@vars; |
|
301
|
|
|
|
|
|
|
} |
|
302
|
|
|
|
|
|
|
|
|
303
|
|
|
|
|
|
|
### IO |
|
304
|
|
|
|
|
|
|
sub stringify_lindo { |
|
305
|
|
|
|
|
|
|
my Math::LP $this = shift; |
|
306
|
|
|
|
|
|
|
my $str; |
|
307
|
|
|
|
|
|
|
|
|
308
|
|
|
|
|
|
|
# the objective function |
|
309
|
|
|
|
|
|
|
my $type = $this->{type}; |
|
310
|
|
|
|
|
|
|
if($type == $MAX) { |
|
311
|
|
|
|
|
|
|
$str = 'max '; |
|
312
|
|
|
|
|
|
|
} |
|
313
|
|
|
|
|
|
|
elsif($type == $MIN) { |
|
314
|
|
|
|
|
|
|
$str = 'min '; |
|
315
|
|
|
|
|
|
|
} |
|
316
|
|
|
|
|
|
|
else { |
|
317
|
|
|
|
|
|
|
die "Found LP with unrecognized type. Stopped"; |
|
318
|
|
|
|
|
|
|
} |
|
319
|
|
|
|
|
|
|
$str .= $this->{objective_function}->stringify() . "\n"; |
|
320
|
|
|
|
|
|
|
|
|
321
|
|
|
|
|
|
|
# the constraints |
|
322
|
|
|
|
|
|
|
$str .= "subject to\n"; |
|
323
|
|
|
|
|
|
|
foreach(@{$this->{constraints}}) { |
|
324
|
|
|
|
|
|
|
$str .= " " . $_->stringify() . "\n"; |
|
325
|
|
|
|
|
|
|
} |
|
326
|
|
|
|
|
|
|
$str .= "end\n"; |
|
327
|
|
|
|
|
|
|
|
|
328
|
|
|
|
|
|
|
# declaration of integer variables |
|
329
|
|
|
|
|
|
|
foreach(grep { $_->{is_int} } @{$this->get_variables()}) { |
|
330
|
|
|
|
|
|
|
$str .= "gin " . $_->{name} . "\n"; |
|
331
|
|
|
|
|
|
|
} |
|
332
|
|
|
|
|
|
|
|
|
333
|
|
|
|
|
|
|
return $str; |
|
334
|
|
|
|
|
|
|
} |
|
335
|
|
|
|
|
|
|
|
|
336
|
|
|
|
|
|
|
sub stringify { |
|
337
|
|
|
|
|
|
|
stringify_lindo(@_); |
|
338
|
|
|
|
|
|
|
} |
|
339
|
|
|
|
|
|
|
|
|
340
|
|
|
|
|
|
|
sub stringify_solution { # only to be used when solving succeeded |
|
341
|
|
|
|
|
|
|
my $this = shift; |
|
342
|
|
|
|
|
|
|
my $str = "Objective function value = " . $this->optimum . "\n\n"; |
|
343
|
|
|
|
|
|
|
$str .= "VARIABLES:\n"; |
|
344
|
|
|
|
|
|
|
$str .= sprintf("%-12s = %12g\n", $_->{name}, $_->{value}) for @{$this->get_variables()}; |
|
345
|
|
|
|
|
|
|
#$str .= $_->{name} . '=' . $_->{value} . "\n" for @{$this->get_variables()}; |
|
346
|
|
|
|
|
|
|
$str .= sprintf("\n%32s %12s %12s\n", 'ROW', 'SLACK', 'DUAL PRICE'); |
|
347
|
|
|
|
|
|
|
#$str .= "\nROW\tSLACK\tDUAL PRICE\n"; |
|
348
|
|
|
|
|
|
|
$str .= sprintf("%32s %12g %12g\n", "[" . ($_->{name} || $_->{row_index}) . "]", $_->{slack}, $_->{dual_value}) |
|
349
|
|
|
|
|
|
|
for @{$this->get_constraints()}; |
|
350
|
|
|
|
|
|
|
#$str .= "[" . ($_->{name} || $_->{index}) . "]\t" . $_->{slack} . "\t" . $_->{dual_value} . "\n" |
|
351
|
|
|
|
|
|
|
# for @{$this->get_constraints()}; |
|
352
|
|
|
|
|
|
|
return $str; |
|
353
|
|
|
|
|
|
|
} |
|
354
|
|
|
|
|
|
|
|
|
355
|
|
|
|
|
|
|
sub print_solution { |
|
356
|
|
|
|
|
|
|
my $this = shift; |
|
357
|
|
|
|
|
|
|
print $this->stringify_solution(); |
|
358
|
|
|
|
|
|
|
} |
|
359
|
|
|
|
|
|
|
|
|
360
|
|
|
|
|
|
|
1; |
|
361
|
|
|
|
|
|
|
|
|
362
|
|
|
|
|
|
|
__END__ |