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fap_parser.h
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fap_parser.h
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// Copyright 2010-2024 Google LLC
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// Reading and parsing the data of Frequency Assignment Problem
// Format: http://www.inra.fr/mia/T/schiex/Doc/CELAR.shtml#synt
#ifndef OR_TOOLS_EXAMPLES_FAP_PARSER_H_
#define OR_TOOLS_EXAMPLES_FAP_PARSER_H_
#include <algorithm>
#include <map>
#include <string>
#include <vector>
#include "absl/container/btree_map.h"
#include "absl/container/flat_hash_map.h"
#include "absl/strings/match.h"
#include "absl/strings/numbers.h"
#include "absl/strings/str_split.h"
#include "ortools/base/file.h"
#include "ortools/base/logging.h"
#include "ortools/base/macros.h"
#include "ortools/base/map_util.h"
namespace operations_research {
// Takes a filename and a buffer and fills the lines buffer
// with the lines of the file corresponding to the filename.
void ParseFileByLines(const std::string& filename,
std::vector<std::string>* lines);
// The FapVariable struct represents a radio link of the
// frequency assignment problem.
struct FapVariable {
// Fields:
// the index of a subset of all available frequencies of the instance
int domain_index = -1;
// the number of the frequencies available for the link
int domain_size = 0;
// the link's domain, i.e. a finite set of frequencies that can be
// assigned to this link
std::vector<int> domain;
// the number of constraints in which the link appears
int degree = 0;
// if positive, it means that the link has already been assigned a frequency
// of that value
int initial_position = -1;
// the index of mobility cost
int mobility_index = -1;
// the cost of modification of a link's pre-assigned value
int mobility_cost = -1;
// if true, it means that the link's pre-assigned position cannot be modified
bool hard = false;
};
// The FapConstraint struct represents a constraint between two
// radio links of the frequency assignment problem.
struct FapConstraint {
// Fields:
// the index of the first variable appearing in the constraint
int variable1 = -1;
// the index of the second variable appearing in the constraint
int variable2 = -1;
// the importance of a constraint based on the degree of its variables,
// the operator used in the constraint ("=" or ">") and whether it is a hard
// or soft constraint and with what weight cost.
// impact = (max_degree + min_degree + operator_impact + hardness_impact)
int impact = 0;
// the constraint type (D (difference), C (viscosity), F (fixed),P (prefix)
// or L (far fields)) which is not used in practice
std::string type;
// the operator used in the constraint ("=" or ">")
std::string operation;
// the constraint deviation: it defines the constant k12 mentioned in RLFAP
// description
int value = -1;
// the index of weight cost
int weight_index = -1;
// the cost of not satisfaction of the constraint
int weight_cost = -1;
// if true, it means that the constraint must be satisfied
bool hard = false;
};
// The FapComponent struct represents a component of the RLFAP graph.
// It models an independent sub-problem of the initial instance.
struct FapComponent {
// Fields:
// the variable set of the sub-problem, i.e. the vertices of the component
absl::btree_map<int, FapVariable> variables;
// the constraint set of the sub-problem, i.e. the edges of the component
std::vector<FapConstraint> constraints;
};
// Parser of the var.txt file.
// This file describes all the variables in the instance.
// Each line corresponds to one variable.
class VariableParser {
public:
explicit VariableParser(const std::string& data_directory);
~VariableParser();
const absl::btree_map<int, FapVariable>& variables() const {
return variables_;
}
void Parse();
private:
const std::string filename_;
// A map is used because in the model, the variables have ids which may not
// be consecutive, may be very sparse and don't have a specific upper-bound.
// The key of the map, is the link's id.
absl::btree_map<int, FapVariable> variables_;
DISALLOW_COPY_AND_ASSIGN(VariableParser);
};
// Parser of the dom.txt file.
// This file describes the domains used by the variables of the problem.
// Each line describes one domain.
class DomainParser {
public:
explicit DomainParser(const std::string& data_directory);
~DomainParser();
const absl::btree_map<int, std::vector<int> >& domains() const {
return domains_;
}
void Parse();
private:
const std::string filename_;
// A map is used because in the model, the ids of the different available
// domains may be random values, since they are used as names. The key of the
// map is the subset's id.
absl::btree_map<int, std::vector<int> > domains_;
DISALLOW_COPY_AND_ASSIGN(DomainParser);
};
// Parse ctr.txt file.
// This file describes the constraints of the instance.
// Each line defines a binary constraint.
class ConstraintParser {
public:
explicit ConstraintParser(const std::string& data_directory);
~ConstraintParser();
const std::vector<FapConstraint>& constraints() const { return constraints_; }
void Parse();
private:
const std::string filename_;
std::vector<FapConstraint> constraints_;
DISALLOW_COPY_AND_ASSIGN(ConstraintParser);
};
// Parse cst.txt file.
// This file defines the criterion on which the solution will be based.
// It may also contain 8 coefficients: 4 for different constraint violation
// costs and 4 for different variable mobility costs.
class ParametersParser {
public:
explicit ParametersParser(const std::string& data_directory);
~ParametersParser();
std::string objective() const { return objective_; }
const std::vector<int>& constraint_weights() const {
return constraint_weights_;
}
const std::vector<int>& variable_weights() const { return variable_weights_; }
void Parse();
private:
const std::string filename_;
static constexpr int kConstraintCoefficientNo = 4;
static constexpr int kVariableCoefficientNo = 4;
static constexpr int kCoefficientNo = 8;
std::string objective_;
std::vector<int> constraint_weights_;
std::vector<int> variable_weights_;
};
namespace {
int strtoint32(const std::string& word) {
int result;
CHECK(absl::SimpleAtoi(word, &result));
return result;
}
} // namespace
// Function that finds the disjoint sub-graphs of the graph of the instance.
void FindComponents(const std::vector<FapConstraint>& constraints,
const absl::btree_map<int, FapVariable>& variables,
int maximum_variable_id,
absl::flat_hash_map<int, FapComponent>* components);
// Function that computes the impact of a constraint.
int EvaluateConstraintImpact(const absl::btree_map<int, FapVariable>& variables,
int max_weight_cost, FapConstraint constraint);
// Function that parses an instance of frequency assignment problem.
void ParseInstance(const std::string& data_directory, bool find_components,
absl::btree_map<int, FapVariable>* variables,
std::vector<FapConstraint>* constraints,
std::string* objective, std::vector<int>* frequencies,
absl::flat_hash_map<int, FapComponent>* components);
void ParseFileByLines(const std::string& filename,
std::vector<std::string>* lines) {
CHECK(lines != nullptr);
std::string result;
CHECK_OK(file::GetContents(filename, &result, file::Defaults()));
*lines = absl::StrSplit(result, '\n', absl::SkipEmpty());
}
// VariableParser Implementation
VariableParser::VariableParser(const std::string& data_directory)
: filename_(data_directory + "/var.txt") {}
VariableParser::~VariableParser() = default;
void VariableParser::Parse() {
std::vector<std::string> lines;
ParseFileByLines(filename_, &lines);
for (const std::string& line : lines) {
std::vector<std::string> tokens =
absl::StrSplit(line, ' ', absl::SkipEmpty());
if (tokens.empty()) {
continue;
}
CHECK_GE(tokens.size(), 2);
FapVariable variable;
variable.domain_index = strtoint32(tokens[1]);
if (tokens.size() > 3) {
variable.initial_position = strtoint32(tokens[2]);
variable.mobility_index = strtoint32(tokens[3]);
}
gtl::InsertOrUpdate(&variables_, strtoint32(tokens[0]), variable);
}
}
// DomainParser Implementation
DomainParser::DomainParser(const std::string& data_directory)
: filename_(data_directory + "/dom.txt") {}
DomainParser::~DomainParser() = default;
void DomainParser::Parse() {
std::vector<std::string> lines;
ParseFileByLines(filename_, &lines);
for (const std::string& line : lines) {
std::vector<std::string> tokens =
absl::StrSplit(line, ' ', absl::SkipEmpty());
if (tokens.empty()) {
continue;
}
CHECK_GE(tokens.size(), 2);
const int key = strtoint32(tokens[0]);
std::vector<int> domain;
domain.clear();
for (int i = 2; i < tokens.size(); ++i) {
domain.push_back(strtoint32(tokens[i]));
}
if (!domain.empty()) {
gtl::InsertOrUpdate(&domains_, key, domain);
}
}
}
// ConstraintParser Implementation
ConstraintParser::ConstraintParser(const std::string& data_directory)
: filename_(data_directory + "/ctr.txt") {}
ConstraintParser::~ConstraintParser() = default;
void ConstraintParser::Parse() {
std::vector<std::string> lines;
ParseFileByLines(filename_, &lines);
for (const std::string& line : lines) {
std::vector<std::string> tokens =
absl::StrSplit(line, ' ', absl::SkipEmpty());
if (tokens.empty()) {
continue;
}
CHECK_GE(tokens.size(), 5);
FapConstraint constraint;
constraint.variable1 = strtoint32(tokens[0]);
constraint.variable2 = strtoint32(tokens[1]);
constraint.type = tokens[2];
constraint.operation = tokens[3];
constraint.value = strtoint32(tokens[4]);
if (tokens.size() > 5) {
constraint.weight_index = strtoint32(tokens[5]);
}
constraints_.push_back(constraint);
}
}
// ParametersParser Implementation
const int ParametersParser::kConstraintCoefficientNo;
const int ParametersParser::kVariableCoefficientNo;
const int ParametersParser::kCoefficientNo;
ParametersParser::ParametersParser(const std::string& data_directory)
: filename_(data_directory + "/cst.txt"),
objective_(""),
constraint_weights_(kConstraintCoefficientNo, 0),
variable_weights_(kVariableCoefficientNo, 0) {}
ParametersParser::~ParametersParser() = default;
void ParametersParser::Parse() {
bool objective = true;
bool largest_token = false;
bool value_token = false;
bool number_token = false;
bool values_token = false;
bool coefficient = false;
std::vector<int> coefficients;
std::vector<std::string> lines;
ParseFileByLines(filename_, &lines);
for (const std::string& line : lines) {
if (objective) {
largest_token = largest_token || absl::StrContains(line, "largest");
value_token = value_token || absl::StrContains(line, "value");
number_token = number_token || absl::StrContains(line, "number");
values_token = values_token || absl::StrContains(line, "values");
coefficient = coefficient || absl::StrContains(line, "coefficient");
}
if (coefficient) {
CHECK_EQ(kCoefficientNo,
kConstraintCoefficientNo + kVariableCoefficientNo);
objective = false;
if (absl::StrContains(line, "=")) {
std::vector<std::string> tokens =
absl::StrSplit(line, ' ', absl::SkipEmpty());
CHECK_GE(tokens.size(), 3);
coefficients.push_back(strtoint32(tokens[2]));
}
}
}
if (coefficient) {
CHECK_EQ(kCoefficientNo, coefficients.size());
for (int i = 0; i < kCoefficientNo; i++) {
if (i < kConstraintCoefficientNo) {
constraint_weights_[i] = coefficients[i];
} else {
variable_weights_[i - kConstraintCoefficientNo] = coefficients[i];
}
}
}
if (largest_token && value_token) {
objective_ = "Minimize the largest assigned value.";
} else if (number_token && values_token) {
objective_ = "Minimize the number of assigned values.";
} else {
// Should not reach this point.
LOG(WARNING) << "Cannot read the objective of the instance.";
}
}
// TODO(user): Make FindComponents linear instead of quadratic.
void FindComponents(const std::vector<FapConstraint>& constraints,
const absl::btree_map<int, FapVariable>& variables,
const int maximum_variable_id,
absl::flat_hash_map<int, FapComponent>* components) {
std::vector<int> in_component(maximum_variable_id + 1, -1);
int constraint_index = 0;
for (const FapConstraint& constraint : constraints) {
const int variable_id1 = constraint.variable1;
const int variable_id2 = constraint.variable2;
const FapVariable& variable1 = gtl::FindOrDie(variables, variable_id1);
const FapVariable& variable2 = gtl::FindOrDie(variables, variable_id2);
CHECK_LT(variable_id1, in_component.size());
CHECK_LT(variable_id2, in_component.size());
if (in_component[variable_id1] < 0 && in_component[variable_id2] < 0) {
// None of the variables belong to an existing component.
// Create a new one.
FapComponent component;
const int component_index = constraint_index;
gtl::InsertOrUpdate(&(component.variables), variable_id1, variable1);
gtl::InsertOrUpdate(&(component.variables), variable_id2, variable2);
in_component[variable_id1] = component_index;
in_component[variable_id2] = component_index;
component.constraints.push_back(constraint);
gtl::InsertOrUpdate(components, component_index, component);
} else if (in_component[variable_id1] >= 0 &&
in_component[variable_id2] < 0) {
// If variable1 belongs to an existing component, variable2 should
// also be included in the same component.
const int component_index = in_component[variable_id1];
CHECK(components->contains(component_index));
gtl::InsertOrUpdate(&((*components)[component_index].variables),
variable_id2, variable2);
in_component[variable_id2] = component_index;
(*components)[component_index].constraints.push_back(constraint);
} else if (in_component[variable_id1] < 0 &&
in_component[variable_id2] >= 0) {
// If variable2 belongs to an existing component, variable1 should
// also be included in the same component.
const int component_index = in_component[variable_id2];
CHECK(components->contains(component_index));
gtl::InsertOrUpdate(&((*components)[component_index].variables),
variable_id1, variable1);
in_component[variable_id1] = component_index;
(*components)[component_index].constraints.push_back(constraint);
} else {
// The current constraint connects two different components.
const int component_index1 = in_component[variable_id1];
const int component_index2 = in_component[variable_id2];
const int min_component_index =
std::min(component_index1, component_index2);
const int max_component_index =
std::max(component_index1, component_index2);
CHECK(components->contains(min_component_index));
CHECK(components->contains(max_component_index));
if (min_component_index != max_component_index) {
// Update the component_index of maximum indexed component's variables.
for (const auto& variable :
(*components)[max_component_index].variables) {
int variable_id = variable.first;
in_component[variable_id] = min_component_index;
}
// Insert all the variables of the maximum indexed component to the
// variables of the minimum indexed component.
((*components)[min_component_index])
.variables.insert(
((*components)[max_component_index]).variables.begin(),
((*components)[max_component_index]).variables.end());
// Insert all the constraints of the maximum indexed component to the
// constraints of the minimum indexed component.
((*components)[min_component_index])
.constraints.insert(
((*components)[min_component_index]).constraints.end(),
((*components)[max_component_index]).constraints.begin(),
((*components)[max_component_index]).constraints.end());
(*components)[min_component_index].constraints.push_back(constraint);
// Delete the maximum indexed component from the components set.
components->erase(max_component_index);
} else {
// Both variables belong to the same component, just add the constraint.
(*components)[min_component_index].constraints.push_back(constraint);
}
}
constraint_index++;
}
}
int EvaluateConstraintImpact(const absl::btree_map<int, FapVariable>& variables,
const int max_weight_cost,
const FapConstraint constraint) {
const FapVariable& variable1 =
gtl::FindOrDie(variables, constraint.variable1);
const FapVariable& variable2 =
gtl::FindOrDie(variables, constraint.variable2);
const int degree1 = variable1.degree;
const int degree2 = variable2.degree;
const int max_degree = std::max(degree1, degree2);
const int min_degree = std::min(degree1, degree2);
const int operator_impact =
constraint.operation == "=" ? max_degree : min_degree;
const int kHardnessBias = 10;
int hardness_impact = 0;
if (constraint.hard) {
hardness_impact = max_weight_cost > 0 ? kHardnessBias * max_weight_cost : 0;
} else {
hardness_impact = constraint.weight_cost;
}
return max_degree + min_degree + operator_impact + hardness_impact;
}
void ParseInstance(const std::string& data_directory, bool find_components,
absl::btree_map<int, FapVariable>* variables,
std::vector<FapConstraint>* constraints,
std::string* objective, std::vector<int>* frequencies,
absl::flat_hash_map<int, FapComponent>* components) {
CHECK(variables != nullptr);
CHECK(constraints != nullptr);
CHECK(objective != nullptr);
CHECK(frequencies != nullptr);
// Parse the data files.
VariableParser var(data_directory);
var.Parse();
*variables = var.variables();
const int maximum_variable_id = variables->rbegin()->first;
ConstraintParser ctr(data_directory);
ctr.Parse();
*constraints = ctr.constraints();
DomainParser dom(data_directory);
dom.Parse();
ParametersParser cst(data_directory);
cst.Parse();
const int maximum_weight_cost = *std::max_element(
(cst.constraint_weights()).begin(), (cst.constraint_weights()).end());
// Make the variables of the instance.
for (auto& it : *variables) {
it.second.domain = gtl::FindOrDie(dom.domains(), it.second.domain_index);
it.second.domain_size = it.second.domain.size();
if ((it.second.mobility_index == -1) || (it.second.mobility_index == 0)) {
it.second.mobility_cost = -1;
if (it.second.initial_position != -1) {
it.second.hard = true;
}
} else {
it.second.mobility_cost =
(cst.variable_weights())[it.second.mobility_index - 1];
}
}
// Make the constraints of the instance.
for (FapConstraint& ct : *constraints) {
if ((ct.weight_index == -1) || (ct.weight_index == 0)) {
ct.weight_cost = -1;
ct.hard = true;
} else {
ct.weight_cost = (cst.constraint_weights())[ct.weight_index - 1];
ct.hard = false;
}
++((*variables)[ct.variable1]).degree;
++((*variables)[ct.variable2]).degree;
}
// Make the available frequencies of the instance.
*frequencies = gtl::FindOrDie(dom.domains(), 0);
// Make the objective of the instance.
*objective = cst.objective();
if (find_components) {
CHECK(components != nullptr);
FindComponents(*constraints, *variables, maximum_variable_id, components);
// Evaluate each components's constraints impacts.
for (auto& component : *components) {
for (auto& constraint : component.second.constraints) {
constraint.impact = EvaluateConstraintImpact(
*variables, maximum_weight_cost, constraint);
}
}
} else {
for (FapConstraint& constraint : *constraints) {
constraint.impact =
EvaluateConstraintImpact(*variables, maximum_weight_cost, constraint);
}
}
}
} // namespace operations_research
#endif // OR_TOOLS_EXAMPLES_FAP_PARSER_H_