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OptionParser.cpp
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316 lines (298 loc) · 16.1 KB
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/********************* */
/*! \file OptionParser.cpp
** \verbatim
** Top contributors (to current version):
** Guy Katz, Andrew Wu
** This file is part of the Marabou project.
** Copyright (c) 2017-2024 by the authors listed in the file AUTHORS
** in the top-level source directory) and their institutional affiliations.
** All rights reserved. See the file COPYING in the top-level source
** directory for licensing information.\endverbatim
**
** [[ Add lengthier description here ]]
**/
#include "OptionParser.h"
#include "Debug.h"
#include "Options.h"
OptionParser::OptionParser()
{
// This constructor should not be called
ASSERT( false );
}
OptionParser::OptionParser( Map<unsigned, bool> *boolOptions,
Map<unsigned, int> *intOptions,
Map<unsigned, float> *floatOptions,
Map<unsigned, std::string> *stringOptions )
: _positional( "" )
, _common( "Common options" )
, _other( "Less common options" )
, _expert( "More advanced internal options" )
, _boolOptions( boolOptions )
, _intOptions( intOptions )
, _floatOptions( floatOptions )
, _stringOptions( stringOptions )
{
}
void OptionParser::initialize()
{
_positional.add_options()(
"input",
boost::program_options::value<std::string>( &( *_stringOptions )[Options::INPUT_FILE_PATH] )
->default_value( ( *_stringOptions )[Options::INPUT_FILE_PATH] ),
"Neural network file." )(
"property",
boost::program_options::value<std::string>(
&( *_stringOptions )[Options::PROPERTY_FILE_PATH] )
->default_value( ( *_stringOptions )[Options::PROPERTY_FILE_PATH] ),
"Property file." );
// Most common options
_common.add_options()( "help",
boost::program_options::bool_switch( &( *_boolOptions )[Options::HELP] )
->default_value( ( *_boolOptions )[Options::HELP] ),
"Prints the help message." )(
"version",
boost::program_options::bool_switch( &( *_boolOptions )[Options::VERSION] )
->default_value( ( *_boolOptions )[Options::VERSION] ),
"Prints the version number." )(
"input-query",
boost::program_options::value<std::string>(
&( ( *_stringOptions )[Options::INPUT_QUERY_FILE_PATH] ) )
->default_value( ( *_stringOptions )[Options::INPUT_QUERY_FILE_PATH] ),
"Input Query file. When specified, Marabou will solve this instead of the network and "
"property pair." )(
"num-workers",
boost::program_options::value<int>( &( *_intOptions )[Options::NUM_WORKERS] )
->default_value( ( *_intOptions )[Options::NUM_WORKERS] ),
"Number of threads to use." )(
"timeout",
boost::program_options::value<int>( &( *_intOptions )[Options::TIMEOUT] )
->default_value( ( *_intOptions )[Options::TIMEOUT] ),
"Global timeout in seconds. 0 means no timeout." )
#ifdef ENABLE_GUROBI
( "milp",
boost::program_options::bool_switch( &( *_boolOptions )[Options::SOLVE_WITH_MILP] )
->default_value( ( *_boolOptions )[Options::SOLVE_WITH_MILP] ),
"Solve the input query with a MILP encoding in Gruobi." )
#endif
;
// Less common options
_other.add_options()(
"verbosity",
boost::program_options::value<int>( &( ( *_intOptions )[Options::VERBOSITY] ) )
->default_value( ( *_intOptions )[Options::VERBOSITY] ),
"Verbosity of engine::solve(). 0: does not print anything, 1: print"
"out statistics in the beginning and end, 2: print out statistics during solving." )(
"snc",
boost::program_options::bool_switch( &( ( *_boolOptions )[Options::DNC_MODE] ) )
->default_value( ( *_boolOptions )[Options::DNC_MODE] ),
"Use the split-and-conquer solving mode." )(
"seed",
boost::program_options::value<int>( &( ( *_intOptions )[Options::SEED] ) )
->default_value( ( *_intOptions )[Options::SEED] ),
"The random seed." )(
"dump-bounds",
boost::program_options::bool_switch( &( ( *_boolOptions )[Options::DUMP_BOUNDS] ) )
->default_value( ( *_boolOptions )[Options::DUMP_BOUNDS] ),
"Dump the bounds after preprocessing." )(
"dump-topology",
boost::program_options::bool_switch( &( ( *_boolOptions )[Options::DUMP_TOPOLOGY] ) )
->default_value( ( *_boolOptions )[Options::DUMP_TOPOLOGY] ),
"Dump the topology after the network level reasoning is initialized." )(
"query-dump-file",
boost::program_options::value<std::string>( &( *_stringOptions )[Options::QUERY_DUMP_FILE] )
->default_value( ( *_stringOptions )[Options::QUERY_DUMP_FILE] ),
"Dump the verification query in Marabou's input query format." )(
"summary-file",
boost::program_options::value<std::string>(
&( ( *_stringOptions )[Options::SUMMARY_FILE] ) )
->default_value( ( *_stringOptions )[Options::SUMMARY_FILE] ),
"Produce a summary file of the run." )(
"export-assignment",
boost::program_options::bool_switch( &( ( *_boolOptions )[Options::EXPORT_ASSIGNMENT] ) )
->default_value( ( *_boolOptions )[Options::EXPORT_ASSIGNMENT] ),
"Export a satisfying assignment if found." )(
"export-assignment-file",
boost::program_options::value<std::string>(
&( *_stringOptions )[Options::EXPORT_ASSIGNMENT_FILE_PATH] )
->default_value( ( *_stringOptions )[Options::EXPORT_ASSIGNMENT_FILE_PATH] ),
"Specifies a file to export the assignment." )(
"debug-assignment",
boost::program_options::bool_switch( &( ( *_boolOptions )[Options::DEBUG_ASSIGNMENT] ) )
->default_value( ( *_boolOptions )[Options::DEBUG_ASSIGNMENT] ),
"Import an assignment for debugging." )(
"debug-assignment-file",
boost::program_options::value<std::string>(
&( *_stringOptions )[Options::EXPORT_ASSIGNMENT_FILE_PATH] )
->default_value( ( *_stringOptions )[Options::EXPORT_ASSIGNMENT_FILE_PATH] ),
"Specifies a file to import the assignment for debugging." )(
"prove-unsat",
boost::program_options::bool_switch( &( ( *_boolOptions )[Options::PRODUCE_PROOFS] ) )
->default_value( ( *_boolOptions )[Options::PRODUCE_PROOFS] ),
"Produce proofs of UNSAT and check them" )
#ifdef ENABLE_GUROBI
#endif // ENABLE_GUROBI
;
_expert.add_options()(
"tightening-strategy",
boost::program_options::value<std::string>(
&( ( *_stringOptions )[Options::SYMBOLIC_BOUND_TIGHTENING_TYPE] ) )
->default_value( ( *_stringOptions )[Options::SYMBOLIC_BOUND_TIGHTENING_TYPE] ),
"type of bound tightening technique to use: sbt/deeppoly/none." )(
"branch",
boost::program_options::value<std::string>(
&( ( *_stringOptions )[Options::SPLITTING_STRATEGY] ) )
->default_value( ( *_stringOptions )[Options::SPLITTING_STRATEGY] ),
"The branching strategy "
"(earliest-relu/pseudo-impact/largest-interval/relu-violation/polarity/babsr)."
" pseudo-impact is specific to the DeepSoI (default) procedure and relu-violation is "
"specific to the Reluplex procedure.\n" )(
"soi-split-threshold",
boost::program_options::value<int>(
&( ( *_intOptions )[Options::DEEP_SOI_REJECTION_THRESHOLD] ) )
->default_value( ( *_intOptions )[Options::DEEP_SOI_REJECTION_THRESHOLD] ),
"(DeepSoI) Max number of rejected phase pattern proposal before splitting." )(
"soi-search-strategy",
boost::program_options::value<std::string>(
&( ( *_stringOptions )[Options::SOI_SEARCH_STRATEGY] ) )
->default_value( ( *_stringOptions )[Options::SOI_SEARCH_STRATEGY] ),
"(DeepSoI) Strategy for stochastically minimizing the soi: mcmc/walksat." )(
"soi-init-strategy",
boost::program_options::value<std::string>(
&( ( *_stringOptions )[Options::SOI_INITIALIZATION_STRATEGY] ) )
->default_value( ( *_stringOptions )[Options::SOI_INITIALIZATION_STRATEGY] ),
"(DeepSoI) Strategy for initialize the soi function: input-assignment/current-assignment. "
"default: input-assignment." )(
"mcmc-beta",
boost::program_options::value<float>(
&( ( *_floatOptions )[Options::PROBABILITY_DENSITY_PARAMETER] ) )
->default_value( ( *_floatOptions )[Options::PROBABILITY_DENSITY_PARAMETER] ),
"(DeepSoI) The beta parameter in MCMC search.\n" )(
"split-strategy",
boost::program_options::value<std::string>(
&( ( *_stringOptions )[Options::SNC_SPLITTING_STRATEGY] ) )
->default_value( ( *_stringOptions )[Options::SNC_SPLITTING_STRATEGY] ),
"(SnC) The splitting strategy." )(
"initial-divides",
boost::program_options::value<int>( &( ( *_intOptions )[Options::NUM_INITIAL_DIVIDES] ) )
->default_value( ( *_intOptions )[Options::NUM_INITIAL_DIVIDES] ),
"(SnC) Number of times to initially bisect the input region." )(
"initial-timeout",
boost::program_options::value<int>( &( ( *_intOptions )[Options::INITIAL_TIMEOUT] ) )
->default_value( ( *_intOptions )[Options::INITIAL_TIMEOUT] ),
"(SnC) The initial timeout." )(
"num-online-divides",
boost::program_options::value<int>( &( ( *_intOptions )[Options::NUM_ONLINE_DIVIDES] ) )
->default_value( ( *_intOptions )[Options::NUM_ONLINE_DIVIDES] ),
"(SnC) Number of times to further bisect a sub-region when a timeout occurs." )(
"timeout-factor",
boost::program_options::value<float>( &( ( *_floatOptions )[Options::TIMEOUT_FACTOR] ) )
->default_value( ( *_floatOptions )[Options::TIMEOUT_FACTOR] ),
"(SnC) The timeout factor." )(
"restore-tree-states",
boost::program_options::bool_switch( &( ( *_boolOptions )[Options::RESTORE_TREE_STATES] ) )
->default_value( ( *_boolOptions )[Options::RESTORE_TREE_STATES] ),
"(SnC) Restore tree states in SnC mode.\n" )(
"blas-threads",
boost::program_options::value<int>( &( ( *_intOptions )[Options::NUM_BLAS_THREADS] ) )
->default_value( ( *_intOptions )[Options::NUM_BLAS_THREADS] ),
"Number of threads to use for matrix multiplication with OpenBLAS." )(
"reluplex-split-threshold",
boost::program_options::value<int>(
&( ( *_intOptions )[Options::CONSTRAINT_VIOLATION_THRESHOLD] ) )
->default_value( ( *_intOptions )[Options::CONSTRAINT_VIOLATION_THRESHOLD] ),
"Max number of tries to repair a relu before splitting when the Reluplex procedure is "
"used." )( "preprocessor-bound-tolerance",
boost::program_options::value<float>(
&( ( *_floatOptions )[Options::PREPROCESSOR_BOUND_TOLERANCE] ) )
->default_value( ( *_floatOptions )[Options::PREPROCESSOR_BOUND_TOLERANCE] ),
"epsilon for preprocessor bound tightening comparisons." )(
"softmax-bound-type",
boost::program_options::value<std::string>(
&( *_stringOptions )[Options::SOFTMAX_BOUND_TYPE] )
->default_value( ( *_stringOptions )[Options::SOFTMAX_BOUND_TYPE] ),
"Type of softmax symbolic bound to use: er/lse, detailed in paper 'Convex Bounds on the "
"Softmax Function with Applications to Robustness Verification'" )(
"poi",
boost::program_options::bool_switch( &( *_boolOptions )[Options::PARALLEL_DEEPSOI] )
->default_value( ( *_boolOptions )[Options::PARALLEL_DEEPSOI] ),
"Use the parallel deep-soi solving mode." )(
"refined-constraints",
boost::program_options::value<int>(
&( ( *_intOptions )[Options::NUM_CONSTRAINTS_TO_REFINE_INC_LIN] ) )
->default_value( ( *_intOptions )[Options::NUM_CONSTRAINTS_TO_REFINE_INC_LIN] ),
"(Inc. Lin.) Maximal number of constraints to refine in a single round." )(
"refinement-factor",
boost::program_options::value<float>(
&( ( *_floatOptions )[Options::REFINEMENT_SCALING_FACTOR_INC_LIN] ) )
->default_value( ( *_floatOptions )[Options::REFINEMENT_SCALING_FACTOR_INC_LIN] ),
"(Inc. Lin.) In each iteration of incremental linearization, scale the maximal number of "
"constraints to refine by this number." )(
"no-merge-ws-layers",
boost::program_options::bool_switch(
&( *_boolOptions )[Options::DO_NOT_MERGE_CONSECUTIVE_WEIGHTED_SUM_LAYERS] )
->default_value(
( *_boolOptions )[Options::DO_NOT_MERGE_CONSECUTIVE_WEIGHTED_SUM_LAYERS] ),
"Do no merge consecutive weighted-sum layers." )
#ifdef ENABLE_GUROBI
( "lp-solver",
boost::program_options::value<std::string>( &( ( *_stringOptions )[Options::LP_SOLVER] ) )
->default_value( ( *_stringOptions )[Options::LP_SOLVER] ),
"Solver for the LPs during the complete analysis: native/gurobi." )(
"num-simulations",
boost::program_options::value<int>(
&( ( *_intOptions )[Options::NUMBER_OF_SIMULATIONS] ) )
->default_value( ( *_intOptions )[Options::NUMBER_OF_SIMULATIONS] ),
"Number of simulations generated per neuron." )(
"lp-tightening-after-split",
boost::program_options::bool_switch(
&( ( *_boolOptions )[Options::PERFORM_LP_TIGHTENING_AFTER_SPLIT] ) )
->default_value( ( *_boolOptions )[Options::PERFORM_LP_TIGHTENING_AFTER_SPLIT] ),
"Whether to skip a LP tightening after a case split." )(
"milp-timeout",
boost::program_options::value<float>(
&( ( *_floatOptions )[Options::MILP_SOLVER_TIMEOUT] ) )
->default_value( ( *_floatOptions )[Options::MILP_SOLVER_TIMEOUT] ),
"Per-ReLU timeout for iterative propagation." )(
"milp-tightening",
boost::program_options::value<std::string>(
&( ( *_stringOptions )[Options::MILP_SOLVER_BOUND_TIGHTENING_TYPE] ) )
->default_value( ( *_stringOptions )[Options::MILP_SOLVER_BOUND_TIGHTENING_TYPE] ),
"The MILP solver bound tightening type: "
"lp/backward-once/backward-converge/backward-preimage-approx/lp-inc/milp/milp-inc/"
"iter-prop/none." )
#endif
;
_optionDescription.add( _positional ).add( _common ).add( _other ).add( _expert );
// Positional options, for the mandatory options
_positionalOptions.add( "input", 1 );
_positionalOptions.add( "property", 2 );
}
void OptionParser::parse( int argc, char **argv )
{
boost::program_options::store( boost::program_options::command_line_parser( argc, argv )
.options( _optionDescription )
.positional( _positionalOptions )
.run(),
_variableMap );
boost::program_options::notify( _variableMap );
}
bool OptionParser::valueExists( const String &option )
{
return _variableMap.count( option.ascii() ) != 0;
}
int OptionParser::extractIntValue( const String &option )
{
ASSERT( valueExists( option ) );
return _variableMap[option.ascii()].as<int>();
}
void OptionParser::printHelpMessage() const
{
std::cerr << "\nusage: ./Marabou <network.nnet> <property> [<options>]\n" << std::endl;
std::cerr << "OR ./Marabou --input-query <input-query-file> [<options>]\n" << std::endl;
std::cerr << "You might also consider using the ./resources/runMarabou.py "
<< "script, see README.md for more information." << std::endl;
std::cerr << "\nBelow are the possible options:" << std::endl;
std::cerr << "\n" << _common << std::endl;
std::cerr << "\n" << _other << std::endl;
std::cerr << "\n" << _expert << std::endl;
};