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Added trivial heuristics
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jajhall committed Nov 5, 2024
1 parent 1fb0fe4 commit 919774e
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Showing 4 changed files with 195 additions and 20 deletions.
4 changes: 4 additions & 0 deletions src/mip/HighsMipSolver.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -175,6 +175,10 @@ void HighsMipSolver::run() {
cleanupSolve();
return;
}
// Apply the trivial heuristics
analysis_.mipTimerStart(kMipClockTrivialHeuristics);
mipdata_->trivialHeuristics();
analysis_.mipTimerStop(kMipClockTrivialHeuristics);
if (analysis_.analyse_mip_time & !submip)
highsLogUser(options_mip_->log_options, HighsLogType::kInfo,
"MIP-Timing: %11.2g - starting evaluate root node\n",
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188 changes: 173 additions & 15 deletions src/mip/HighsMipSolverData.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -60,6 +60,18 @@ std::string HighsMipSolverData::solutionSourceToString(
} else if (solution_source == kSolutionSourceUnbounded) {
if (code) return "U";
return "Unbounded";
} else if (solution_source == kSolutionSourceTrivialZ) {
if (code) return "z";
return "Trivial zero";
} else if (solution_source == kSolutionSourceTrivialL) {
if (code) return "l";
return "Trivial lower";
} else if (solution_source == kSolutionSourceTrivialU) {
if (code) return "u";
return "Trivial upper";
} else if (solution_source == kSolutionSourceTrivialP) {
if (code) return "p";
return "Trivial point";
// } else if (solution_source == kSolutionSourceOpt1) {
// if (code) return "1";
// return "1-opt";
Expand Down Expand Up @@ -136,6 +148,148 @@ bool HighsMipSolverData::trySolution(const std::vector<double>& solution,
return addIncumbent(solution, double(obj), solution_source);
}

bool HighsMipSolverData::solutionRowFeasible(
const std::vector<double>& solution) const {
for (HighsInt i = 0; i != mipsolver.model_->num_row_; ++i) {
HighsCDouble c_double_rowactivity = HighsCDouble(0.0);

HighsInt start = ARstart_[i];
HighsInt end = ARstart_[i + 1];

for (HighsInt j = start; j != end; ++j)
c_double_rowactivity += HighsCDouble(solution[ARindex_[j]] * ARvalue_[j]);

double rowactivity = double(c_double_rowactivity);
if (rowactivity > mipsolver.rowUpper(i) + feastol) return false;
if (rowactivity < mipsolver.rowLower(i) - feastol) return false;
}
return true;
}

void HighsMipSolverData::trivialHeuristics() {
// printf("\nHighsMipSolverData::trivialHeuristics() Number of continuous
// columns is %d\n",
// int(continuous_cols.size()));
if (continuous_cols.size() > 0) return;
const HighsInt num_try_heuristic = 4;
const std::vector<int> heuristic_source = {
kSolutionSourceTrivialZ, kSolutionSourceTrivialL, kSolutionSourceTrivialU,
kSolutionSourceTrivialP};

const std::vector<double>& col_lower = mipsolver.model_->col_lower_;
const std::vector<double>& col_upper = mipsolver.model_->col_upper_;
const std::vector<double>& row_lower = mipsolver.model_->row_lower_;
const std::vector<double>& row_upper = mipsolver.model_->row_upper_;
const HighsSparseMatrix& matrix = mipsolver.model_->a_matrix_;
// Determine the following properties, according to which some
// trivial heuristics are duplicated or fail immediately
bool all_integer_lower_non_positive = true;
bool all_integer_lower_zero = true;
bool all_integer_lower_finite = true;
bool all_integer_upper_finite = true;
for (HighsInt integer_col = 0; integer_col < numintegercols; integer_col++) {
HighsInt iCol = integer_cols[integer_col];
if (col_lower[iCol] > 0) all_integer_lower_non_positive = false;
if (col_lower[iCol]) all_integer_lower_zero = false;
if (col_lower[iCol] <= -kHighsInf) all_integer_lower_finite = false;
if (col_upper[iCol] >= kHighsInf) all_integer_upper_finite = false;
// Only continue if one of the properties still holds
if (!(all_integer_lower_non_positive || all_integer_lower_zero ||
all_integer_upper_finite))
break;
}
const bool all_integer_boxed =
all_integer_lower_finite && all_integer_upper_finite;
// printf(
// "Trying trivial heuristics\n"
// " all_integer_lower_non_positive = %d\n"
// " all_integer_lower_zero = %d\n"
// " all_integer_upper_finite = %d\n"
// " all_integer_boxed = %d\n",
// all_integer_lower_non_positive, all_integer_lower_zero,
// all_integer_upper_finite, all_integer_boxed);
const double feasibility_tolerance =
mipsolver.options_mip_->mip_feasibility_tolerance;
// Loop through the trivial heuristics
std::vector<double> solution(mipsolver.model_->num_col_);
for (HighsInt try_heuristic = 0; try_heuristic < num_try_heuristic;
try_heuristic++) {
if (try_heuristic == 0) {
// First heuristic is to see whether all-zero for integer
// variables is feasible
//
// If there is a positive lower bound then the heuristic fails
if (!all_integer_lower_non_positive) continue;
// Determine whether a zero row activity is feasible
bool heuristic_failed = false;
for (HighsInt iRow = 0; iRow < mipsolver.model_->num_row_; iRow++) {
if (row_lower[iRow] > feasibility_tolerance ||
row_upper[iRow] < -feasibility_tolerance) {
heuristic_failed = true;
break;
}
}
if (heuristic_failed) continue;
solution.assign(mipsolver.model_->num_col_, 0);
} else if (try_heuristic == 1) {
// Second heuristic is to see whether all-lower for integer
// variables (if distinct from all-zero) is feasible
if (all_integer_lower_zero) continue;
// Trivially feasible for columns
if (!solutionRowFeasible(col_lower)) continue;
solution = col_lower;
} else if (try_heuristic == 2) {
// Third heuristic is to see whether all-upper for integer
// variables is feasible
//
// If there is an infinite upper bound then the heuristic fails
if (!all_integer_upper_finite) continue;
// Trivially feasible for columns
if (!solutionRowFeasible(col_upper)) continue;
solution = col_upper;
} else if (try_heuristic == 3) {
// Fourth heuristic is to see whether the "lock point" is feasible
if (!all_integer_boxed) continue;
for (HighsInt integer_col = 0; integer_col < numintegercols;
integer_col++) {
HighsInt iCol = integer_cols[integer_col];
HighsInt num_positive_values = 0;
HighsInt num_negative_values = 0;
for (HighsInt iEl = matrix.start_[iCol]; iEl < matrix.start_[iCol + 1];
iEl++) {
if (matrix.value_[iEl] > 0)
num_positive_values++;
else
num_negative_values++;
}
solution[iCol] = num_positive_values > num_negative_values
? col_lower[iCol]
: col_upper[iCol];
}
// Trivially feasible for columns
if (!solutionRowFeasible(solution)) continue;
}

HighsCDouble cdouble_obj = 0.0;
for (HighsInt iCol = 0; iCol < mipsolver.model_->num_col_; iCol++)
cdouble_obj += mipsolver.colCost(iCol) * solution[iCol];
double obj = double(cdouble_obj);
const double save_upper_bound = upper_bound;
const bool new_incumbent =
addIncumbent(solution, obj, heuristic_source[try_heuristic]);
const bool lc_report = true;
if (lc_report) {
printf("Trivial heuristic %d has succeeded: objective = %g",
int(try_heuristic), obj);
if (new_incumbent) {
printf("; upper bound from %g to %g\n", save_upper_bound, upper_bound);
} else {
printf("\n");
}
}
}
}

void HighsMipSolverData::startAnalyticCenterComputation(
const highs::parallel::TaskGroup& taskGroup) {
taskGroup.spawn([&]() {
Expand Down Expand Up @@ -1312,9 +1466,12 @@ void HighsMipSolverData::printSolutionSourceKey() {
// not a solution source, but used to force the last logging line to
// be printed
const int last_enum = kSolutionSourceCount - 1;
int half_list = last_enum / 2;
int third_list = 5;
int two_third_list = 10;
std::vector<int> limits = {third_list, two_third_list, last_enum};

ss.str(std::string());
for (int k = 0; k < half_list; k++) {
for (int k = 0; k < limits[0]; k++) {
if (k == 0) {
ss << "\nSrc: ";
} else {
Expand All @@ -1323,21 +1480,22 @@ void HighsMipSolverData::printSolutionSourceKey() {
ss << solutionSourceToString(k) << " => "
<< solutionSourceToString(k, false);
}
highsLogUser(mipsolver.options_mip_->log_options, HighsLogType::kInfo, "%s\n",
ss.str().c_str());

ss.str(std::string());
for (int k = half_list; k < last_enum; k++) {
if (k == half_list) {
ss << " ";
} else {
ss << "; ";
highsLogUser(mipsolver.options_mip_->log_options, HighsLogType::kInfo,
"%s;\n", ss.str().c_str());
for (int line = 0; line < 2; line++) {
ss.str(std::string());
for (int k = limits[line]; k < limits[line + 1]; k++) {
if (k == limits[line]) {
ss << " ";
} else {
ss << "; ";
}
ss << solutionSourceToString(k) << " => "
<< solutionSourceToString(k, false);
}
ss << solutionSourceToString(k) << " => "
<< solutionSourceToString(k, false);
highsLogUser(mipsolver.options_mip_->log_options, HighsLogType::kInfo,
"%s%s\n", ss.str().c_str(), line == 0 ? ";" : "");
}
highsLogUser(mipsolver.options_mip_->log_options, HighsLogType::kInfo, "%s\n",
ss.str().c_str());
}

void HighsMipSolverData::printDisplayLine(const int solution_source) {
Expand Down
7 changes: 7 additions & 0 deletions src/mip/HighsMipSolverData.h
Original file line number Diff line number Diff line change
Expand Up @@ -47,6 +47,10 @@ enum MipSolutionSource : int {
kSolutionSourceSolveLp,
kSolutionSourceEvaluateNode,
kSolutionSourceUnbounded,
kSolutionSourceTrivialZ,
kSolutionSourceTrivialL,
kSolutionSourceTrivialU,
kSolutionSourceTrivialP,
// kSolutionSourceOpt1,
// kSolutionSourceOpt2,
kSolutionSourceCleanup,
Expand Down Expand Up @@ -199,6 +203,9 @@ struct HighsMipSolverData {
domain.addConflictPool(conflictPool);
}

bool solutionRowFeasible(const std::vector<double>& solution) const;
void trivialHeuristics();

void startAnalyticCenterComputation(
const highs::parallel::TaskGroup& taskGroup);
void finishAnalyticCenterComputation(
Expand Down
16 changes: 11 additions & 5 deletions src/mip/MipTimer.h
Original file line number Diff line number Diff line change
Expand Up @@ -24,6 +24,7 @@ enum iClockMip {
kMipClockInit,
kMipClockRunPresolve,
kMipClockRunSetup,
kMipClockTrivialHeuristics,
kMipClockEvaluateRootNode,
kMipClockPerformAging0,
kMipClockSearch,
Expand Down Expand Up @@ -95,6 +96,8 @@ class MipTimer {
clock[kMipClockInit] = timer_pointer->clock_def("Initialise");
clock[kMipClockRunPresolve] = timer_pointer->clock_def("Run presolve");
clock[kMipClockRunSetup] = timer_pointer->clock_def("Run setup");
clock[kMipClockTrivialHeuristics] =
timer_pointer->clock_def("Trivial heuristics");
clock[kMipClockEvaluateRootNode] =
timer_pointer->clock_def("Evaluate root node");
clock[kMipClockPerformAging0] = timer_pointer->clock_def("Perform aging 0");
Expand Down Expand Up @@ -249,11 +252,14 @@ class MipTimer {
};

void reportMipLevel1Clock(const HighsTimerClock& mip_timer_clock) {
const std::vector<HighsInt> mip_clock_list{
kMipClockInit, kMipClockRunPresolve,
kMipClockRunSetup, kMipClockEvaluateRootNode,
kMipClockPerformAging0, kMipClockSearch,
kMipClockPostsolve};
const std::vector<HighsInt> mip_clock_list{kMipClockInit,
kMipClockRunPresolve,
kMipClockRunSetup,
kMipClockTrivialHeuristics,
kMipClockEvaluateRootNode,
kMipClockPerformAging0,
kMipClockSearch,
kMipClockPostsolve};
reportMipClockList("MipLevl1", mip_clock_list, mip_timer_clock,
kMipClockTotal, tolerance_percent_report);
};
Expand Down

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