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package Math::LP; |
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2849
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use strict; |
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use Exporter; |
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2856
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use Math::LP::Constraint; |
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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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# 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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### 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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sub DESTROY { |
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my Math::LP $this = shift; |
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Math::LP::Solve::ptrfree($this->{_dbuf}); |
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} |
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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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my $initval = shift || 0.0; |
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# update buffer size if needed |
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if($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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# 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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return $this->{_dbuf}; |
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} |
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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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defined $var->{col_index} or |
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$this->croak("A variable named `" . $var->{name} . "' has already been registered to the LP,\n" |
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. "It seems though that the variable you are currently trying to register\n" |
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. "differs from the already registered one (as col_index is undefined). Stopped" |
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); |
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} |
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else { # new variable |
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$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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} |
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return $var->{col_index}; |
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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 $constr = shift; |
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# register all variables present in the constraint |
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$this->add_variable($_) foreach @{$constr->{lhs}->get_variables()}; |
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# register the constraint |
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push @{$this->{constraints}}, $constr; |
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$constr->{row_index} = $this->nr_rows(); |
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return $constr->{row_index}; |
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} |
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sub set_objective_function { |
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my Math::LP $this = shift; |
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# initialize the objective function and type |
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my $obj_fn = $this->{objective_function} = shift; |
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$this->{type} = shift; |
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# register all variables in the objective function |
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$this->add_variable($_) foreach @{$obj_fn->get_variables()}; |
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} |
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sub maximize_for { |
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$_[0]->set_objective_function($_[1],$MAX); |
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} |
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sub minimize_for { |
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$_[0]->set_objective_function($_[1],$MIN); |
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} |
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145
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### Solving the LP |
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sub solve { |
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my Math::LP $this = shift; |
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my $lag_solve = shift || 0; # lag_solve flag |
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150
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# 1. construct an equivalent lprec struct |
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if(defined $this->{lprec}) { # remove previously built lprec |
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&Math::LP::Solve::delete_lp($this->{lprec}); |
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$this->{lprec} = undef; |
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} |
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my $lprec = $this->{lprec} = $this->make_lprec(); |
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157
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# 2. solve the LP |
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$this->{solver_status} = $lag_solve |
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? Math::LP::Solve::lag_solve($lprec) |
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: Math::LP::Solve::solve($lprec); |
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162
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# 3. copy the results to the appropriate Math::LP objects |
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$this->update_variable_values($lprec); |
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$this->update_slacks($lprec); |
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$this->update_dual_values($lprec); |
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167
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### 4. delete the lprec struct |
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##Math::LP::Solve::delete_lp($lprec); |
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170
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# 5. return true iff succeeded |
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return $this->{solver_status} == $OPTIMAL; |
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# I am not sure whether this is the wanted behaviour for $lag_solve == 1 |
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} |
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sub make_coeff_array { |
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my Math::LP $this = shift; |
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my Math::LP::LinearCombination $lc = shift; |
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# get a zero-initialized coefficient buffer |
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my $array = $this->get_dbuf($this->nr_cols() + 1, 0.0); |
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# +1 for the 0'th column, which does not represent a variable |
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182
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# fill out the coefficients |
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Math::LP::Solve::ptrset($array,$_->{coeff},$_->{var}->{col_index}) foreach values %{$lc->get_entries()}; |
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185
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return $array; |
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} |
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sub make_lprec { # construct an lprec struct for the LP |
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my Math::LP $this = shift; |
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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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191
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# process all constraints |
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foreach my $constr (@{$this->{constraints}}) { |
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Math::LP::Solve::add_constraint($lprec,$this->make_coeff_array($constr->{lhs}),$constr->{type},$constr->{rhs}); |
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# Setting of the row name is disabled: it is not needed |
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#Math::LP::Solve::lprec_row_name_set($lprec,$constr->{index},$constr->{name}) |
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# if defined $constr->{name}; |
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} |
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200
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# process all variables |
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foreach my $var (values %{$this->{variables}}) { |
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&Math::LP::Solve::set_int($lprec,$var->{col_index},1) if $var->{is_int}; |
203
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&Math::LP::Solve::set_upbo($lprec,$var->{col_index},$var->{upper_bound}); |
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&Math::LP::Solve::set_lowbo($lprec,$var->{col_index},$var->{lower_bound}); |
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# Setting of the col name is disabled: it is not needed and triggered a bug I still do not understand |
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#Math::LP::Solve::lprec_col_name_set($lprec,$var->{col_index},$var->{name}); |
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} |
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209
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# set the objective function |
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if(defined($this->{objective_function})) { |
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Math::LP::Solve::set_obj_fn($lprec,$this->make_coeff_array($this->{objective_function})); |
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if ($this->{type} == $MAX) { Math::LP::Solve::set_maxim($lprec); } |
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elsif($this->{type} == $MIN) { Math::LP::Solve::set_minim($lprec); } |
214
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else { |
215
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$this->croak('No objective function type ($MAX or $MIN) set for solving'); |
216
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} |
217
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} |
218
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219
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return $lprec; |
220
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} |
221
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sub update_variable_values { # copies the variable values to the variable objects |
222
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my Math::LP $this = shift; |
223
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my $lprec = shift; |
224
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225
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# the variable values are found in the solution vector |
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my $solution = Math::LP::Solve::lprec_best_solution_get($lprec); |
227
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228
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# The index offset is explained as follows |
229
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# + 1 because of the objective function value |
230
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# + nr_rows() because of the slacks |
231
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# - 1 because the 1st variable has index 1, not 0 |
232
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my $offset = $this->nr_rows(); |
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234
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# copy the appropriate value for each variable |
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foreach(values %{$this->{variables}}) { |
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my $var_index = $_->{col_index}; |
237
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$_->{value} = Math::LP::Solve::ptrvalue($solution,$offset+$var_index); |
238
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} |
239
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} |
240
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sub update_slacks { |
241
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my Math::LP $this = shift; |
242
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my $lprec = shift; |
243
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244
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# the slacks are fetched from the solution vector |
245
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my $solution = Math::LP::Solve::lprec_best_solution_get($lprec); |
246
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247
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# copy the appropriate slack for each constraint |
248
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foreach(@{$this->{constraints}}) { |
249
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my $row_index = $_->{row_index}; |
250
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251
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# The net offset used for fetching the row slack is calculated as follows: |
252
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# + 1 because of the objective function value |
253
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# - 1 because the 1st row has index 1, not 0 |
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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} |
269
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} |
270
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sub update_dual_values { |
271
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my Math::LP $this = shift; |
272
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my $lprec = shift; |
273
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274
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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
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|
# 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
|
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|
|
### Queries |
285
|
|
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|
|
|
|
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__ |